766 results
Search Results
2. IoT-based Diagnostic Assistance for Energy Optimization of Air Conditioning Facilities.
- Author
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Nast, Benjamin, Reiz, Achim, and Sandkuhl, Kurt
- Subjects
AIR conditioning ,INFORMATION technology ,INTERNET of things ,CLEAN rooms ,DIGITAL transformation ,CYBER physical systems - Abstract
The Internet of Things (IoT) is a significant trend in the field of information technology and encourages the implementation of cyber-physical systems, smart connected products, and new business models. Many enterprises struggle to create business value from IoT technology because they have difficulties defining their organizational integration. Model-driven engineering (MDE) is considered an effective technique to address the complexity of IoT application development. Existing approaches focus on requirements from a technical perspective and exhibit a lack of integration with organizational and business model aspects. The paper proposes a modeling approach and a tool to support the development and configuration of IoT solutions in the example of air conditioning and cleanroom technologies (ACT) facilities. The main contributions of this paper are (a) an architecture for the IoT application, (b) a modeling language and tool support for IoT modeling, and (c) the expected practical benefits in the industrial case. [ABSTRACT FROM AUTHOR]
- Published
- 2023
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3. Overall and local environmental collaborative control based on personal comfort model and personal comfort system.
- Author
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Wu, Yeyu, Jiang, Haihua, Chen, Weiming, Fan, Junhui, and Cao, Bin
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THERMAL comfort , *AIR conditioning , *HEATING control , *AUTOMATIC control systems , *INDIVIDUAL differences , *SKIN temperature - Abstract
Most methods for creating an indoor thermal environment are based on controlling heating, ventilation, and air conditioning (HVAC) systems and do not consider the various needs of individuals in a multiperson space. Personal comfort systems (PCS) and personal comfort models (PCM) are popular technologies for achieving personal thermal comfort. This paper presents a thermal environmental collaborative control system (TECCS) that regulates environments at different spatial scales by leveraging the advantages of the HVAC system, PCS, PCM, and PCM-based automatic control to address the issue of individual differences in thermal demand in multiperson environments. The TECCS predicts thermal sensation votes (TSV) by combining facial skin temperature data obtained by an infrared sensor with environmental parameters. Subsequently, it performs the corresponding PCS control and adjusts the air conditioner according to the operating state of the PCS. This study proposes a collaborative control strategy with PCS at the core, enabling communication between thermal state recognition, HVAC system, and PCS. Twenty-eight adult males participated in the experiments testing the TECCS's performance. The results indicate that the TECCS can automatically regulate environments at different spatial scales based on thermal sensation prediction and that the operating state of the PCS can effectively guide air conditioning operations. Compared with constant setpoint control, the TECCS offers the advantage of improving thermal comfort. This paper also proposes future optimization directions based on the research results, focusing on recognition, equipment, and control. [Display omitted] • Skin-temperature-based comfort model and device collaborative control strategy. • Match occupant needs with environmental heat and cold supply. • Personal comfort system plays the role of both feedback and effector. • Realize the information interaction between occupants, PCS, and HVAC. • Prove the comfort improvement effect of the proposed system by subject experiments. [ABSTRACT FROM AUTHOR]
- Published
- 2024
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4. Design and optimization of a geothermal absorption cooling system in a tropical climate.
- Author
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Maragna, Charles, Altamirano, Amín, Tréméac, Brice, Fabre, Florent, Rouzic, Laurène, and Barcellini, Pierre
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GEOTHERMAL resources , *COOLING systems , *TRIGENERATION (Energy) , *GEOTHERMAL wells , *ABSORPTION , *HEAT exchangers , *HOTEL suites ,TROPICAL climate - Abstract
The electricity required for air conditioning is soaring worldwide. Absorption chillers represent an alternative to classical vapor compression systems, using heat instead of electricity. However, absorption chillers powered by renewable geothermal heat have received little attention so far. This paper introduces a system using a hot geothermal fluid (typically in the range of 80–110 °C) to produce cooling through a single-effect absorption chiller, and Domestic Hot Water (DHW) through a heat exchanger. It considers a hotel located in Martinique, a French Caribbean island. The electric consumption of every subsystem has been thoroughly estimated. The originality of this paper is twice: i) the system is modelled in TRNSYS software considering dynamic conditions, ii) the system undergoes surrogate modelling and multi-objective optimization to minimize both the cost and the CO 2 content of the delivered thermal energy. Several scenarios are considered, depending upon the geothermal temperature, mass flow rate, well remoteness, and demand size. The studied system appears to be systematically more expensive than a combination of a classical vapor compression chiller and a boiler for DHW. However, it can significantly decrease the CO 2 content of the provided energy, especially in an island where most electricity is generated from fossil fuels. The proximity of the geothermal well and the use of the warm water leaving the absorption generator (here for DHW production) appear to be key factors for system relevance, along with a hotter geothermal fluid (e.g., 110 °C instead of 80 °C). • A geothermal absorption chiller in tropical climate is modelled. • The influence of design parameters on electricity consumption is investigated. • The system undergoes multi-objective optimization. • The well proximity and geothermal temperature are keys to the system relevance. [ABSTRACT FROM AUTHOR]
- Published
- 2024
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5. Selection of HVAC technology for buildings in the tropical climate case study.
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Balbis-Morejón, Milen, Cabello-Eras, Juan J., Rey-Hernández, Javier M., Isaza-Roldan, Cesar, and Rey-Martínez, Francisco J.
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TROPICAL climate ,INDUSTRIALIZED building ,THERMAL comfort ,CARBON emissions ,AIR conditioning ,WATER cooled reactors ,COMMERCIAL buildings - Abstract
In this paper, the integral performance indicator for selecting HVAC systems (ACPI) is applied to select the Air Conditioning (AC) system with better results in their life cycle for a typical building in Barranquilla, Colombia. The AC systems under study were: direct expansion system (Split and VRF), air-cooled system (VAC and VAV), and water-cooled system (Chiller). Of the six selection criteria of ACPI, the energy consumption index (EC) and thermal comfort (TC) were calculated through energy simulation of buildings, the regulations were used for IAQ and carbon emissions (CE), and were estimated the investment costs (IC) and operating and maintenance costs (OMC). The best-performance AC system for the building was the air-cooled AC system got the best ACPI values between 25 % and 22.4 %, followed by the water-cooled system with 22.3 %, and finally the direct expansion systems between 16.8 % and 13.5 %, influencing in this level of priority the IAQ and IC criteria. This study contributes to introducing in Colombia a multifactorial analysis to select the more proper AC system technology according to the building and location conditions. [ABSTRACT FROM AUTHOR]
- Published
- 2023
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6. Modeling proportional–integral controllers in tracking and economic model predictive control.
- Author
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Kumar, Pratyush, Rawlings, James B., and Carrette, Pierre
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ECONOMIC models , *PREDICTION models , *CASCADE control , *DYNAMIC models , *AIR conditioning - Abstract
In industrial applications, model predictive control (MPC) is typically installed in a hierarchical operational framework above regulatory layer proportional–integral (PI) controllers. Traditional MPC implementations do not include a dynamic model of the regulatory layer PI controller in the MPC optimization problem. This paper presents case studies to illustrate the advantages of modeling the PI controller in the MPC optimization problem. A PI controller implemented with an antiwindup scheme introduces significant nonlinearity into the MPC model that can be challenging to optimize with standard nonlinear solvers. Therefore, an approximate linear PI control law model is proposed for use in the MPC optimization problem. Hard constraints of the plant actuator manipulated by the PI controller are also included in the MPC problem. We illustrate using simulation studies that this PI controller modeling approach in the MPC optimization problem provides the following advantages: (i) systematic constraint handling in the presence of an unmeasured disturbance in the PI feedback loop, (ii) disturbance rejection forecast of the PI controller in the MPC optimization problem for a slow PI feedback loop, and (iii) optimizing plant economics of a cascade control architecture in which the PI controller manipulates a variable that directly influences the economic objective. Case studies on a continuous stirred tank reactor (CSTR) and heating, ventilation, and air-conditioning (HVAC) system are presented to highlight these advantages of modeling the PI controller in the MPC optimization problem. • Advantages of modeling PI controllers in MPC optimization problems are presented. • Modeling PI controllers enables the MPC to treat disturbances in the PI loop. • The PI controller modeling approach also aids the MPC to optimize plant economics. [ABSTRACT FROM AUTHOR]
- Published
- 2023
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7. Air-conditioning life cycle assessment research: A review of the methodology, environmental impacts, and areas of future improvement.
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Litardo, Jaqueline, Gomez, David, Boero, Andrea, Hidalgo-Leon, Ruben, Soriano, Guillermo, and Ramirez, Angel D.
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PRODUCT life cycle assessment , *SOLAR air conditioning , *ENERGY consumption , *LIFE cycles (Biology) , *AIR conditioning , *HEAT pumps , *CLEAN energy - Abstract
[Display omitted] • The LCA methods and findings of 41 papers on air-conditioning systems are examined. • Retrieved studies presented discrepancies in the LCA goals and scope definition. • The global warming potential (GWP) was the most evaluated indicator across papers. • Grid-connected electrical heat pumps generally had a higher life cycle GWP. • Improvements related to AC energy sources and other life cycle aspects are proposed. Air conditioning (AC) has become the fastest-growing energy end-use in buildings worldwide, and its adoption is expected to increase further due to various socioeconomic factors and climate change. Despite this, the decarbonization of space cooling is progressing slowly; hence, the emissions burden at each stage should be examined in detail. Given this context, it is crucial to assess the environmental performance of AC systems by considering a comprehensive approach like the Life Cycle Assessment (LCA). While several studies have already targeted the LCA of AC systems, a clear overview of those studies' methodologies, assumptions, and results is still lacking. Therefore, this systematic review examined the methods and key findings of 41 peer-reviewed articles. Although the results revealed discrepancies among the goals and scope, impact assessment methods, and indicators, most articles predominantly focused on the global warming potential (GWP) impact, and its reported quantification was further analyzed. It was observed that grid-connected vapor-compression heat pumps/chillers (conventional systems) presented higher GWP impacts than other AC systems powered by renewables, which in contrast, exhibited higher impacts in some toxicity and resource depletion-related indicators. However, the share of GWP showed different distributions, as the pre-operation emissions of solar-powered AC systems (either PV or thermal) were higher than those of conventional systems, mainly driven by reduced energy consumption usage. This review concludes with some recommendations for each stage of the life cycle. Since the operation phase generally showed the highest impact, more efforts should be devoted to accelerating the transition to a 100% clean electricity power system at a national scale. In contrast, the need to power AC systems with on-site renewables should be carefully assessed based on the context. [ABSTRACT FROM AUTHOR]
- Published
- 2023
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8. Modelling of laminated glass PVB walls of buildings exposed to vehicle impact with different speeds.
- Author
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Grębowski, Karol and Zielińska, Monika
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LAMINATED glass , *GLASS , *POLYVINYL butyral , *AIR conditioning , *SAFETY goggles , *GLASS analysis - Abstract
• The research carried out in the present article and the results obtained are innovative. Based on experimental and numerical research, new proprietary parameters were developed to determine the properties of laminated glass consisting of VSG laminated glass reinforced with PVB interlayers exposed to vehicle impact. • This paper presents an analytical model, developed for laminated glass subjected to a low-velocity impact. It has the ability to capture glass cracks as well as large non-linear deformations. • We also assessed the strength of the laminated glass wall (taking into account the new material parameters) with an appropriate thickness at ground floor level in a building with a high degree of terrorist threat in terms of vehicle impact. • New strength parameters of laminated glass with PVB vinyl interlayers were clearly indicated and identified, and the method of obtaining them was determined. These parameters were proved to very accurately reflect the mechanics of glass cracking in the non-elastic range under the impact of a motor vehicle depending on the prevailing weather conditions and air temperature. • The new parameters of laminated glass can be implemented as a ready-made input.mat file of the material available in the material library under the name MAT_112-FINITE_ELASTIC_STRAIN_PLASTICITY in the LS-DYNA suite. • The developed analytical model allows for a quick and reliable assessment during the initial design of safety glass, where a full-scale FE analysis is often too time-consuming. This paper presents an analytical model, developed for laminated glass subjected to a low-velocity impact. It has the ability to capture glass cracks as well as large non-linear deformations. It is based mathematically on the first-order deformation concept, which considers the effect of membrane and transverse shear as well as bending. This theory uses damage mechanics to capture the glass cracking. For this purpose, several experiments have been carried out based on PVB laminated glass. The history of acceleration, transverse central displacement and velocity estimated over time is in a favourable relationship with the experimental information. In terms of laminated glass, non-dimensional coefficients have been suggested that regulate both the first peak contact force and the maximum transverse displacement. Laminated glass consists of several layers of soda-lime glass sheets bound together by intermediate layers of polyvinyl butyral (or PVB). Cracking of the glass layer is the main cause of laminated glass damage under both low and high-speed impacts. The main objective of the present article is to conduct experimental studies and numerical analyses of the glass ply cracking mechanism as part of the development of new strength parameters for PVB laminated glass. The non-linear characteristics of PVB are described using the Mooney-Rivlin constitutive model. The present article proves that it is possible to precisely model a wall made of VSG (Verbund Sicherheits Glas) laminated glass reinforced with a vinyl interlayer of appropriate thickness, and further, that such walls can constitute an element absorbing the impact energy of vehicles with specific parameters such as a passenger car, buses, and HGVs (Heavy Goods Vehicle). Based on the results of our study, new parameters were elaborated to determine the properties of PVB laminated glass exposed to vehicle impact. These new parameters were verified qualitatively by comparing the simulation results with experimental observations. We also assessed the strength of a wall of adequate thickness made of laminated glass at the ground floor level of a building exposed to a high-risk terrorist attack. The developed analytical model allows for a quick and reliable assessment during the initial design of safety glass, where a full-scale FE analysis is often too time-consuming. [ABSTRACT FROM AUTHOR]
- Published
- 2023
- Full Text
- View/download PDF
9. Numerical study of magnetic field interaction with fully developed flow in a vertical duct.
- Author
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Ali, Kashif, Ahmad, Sohail, Baluch, Ozaira, Jamshed, Wasim, Eid, Mohamed R., and Ali Pasha, Amjad
- Subjects
MAGNETIC fields ,RAYLEIGH number ,FINITE volume method ,MATHEMATICAL models ,FLOW velocity ,HEAT flux ,AIR conditioning - Abstract
Ducts are conduits or passages used to supply, return, or exhaust air, needed for heating, ventilation, or air conditioning in multistory gigantic building structures. Rapid growth in population (especially in industrially concentrated regions) has led to the culture of constructing skyscrapers of tens of storeys, in which vertical ducts are the natural choice for removing polluted air. Due to the compactness of the building design, high voltage current-carrying wires are usually located very close to exhaust ducts carrying polluted air. Consequently, a natural motivation is to study how the magnetic field produced by such a wire affects the flow, driven by an external pressure gradient (for example, exhaust fan, vacuum pump, etc.) in a vertical duct. Therefore, the paper is devoted to understanding the interaction of the developed (thermally and hydrodynamically) flow in a vertical square duct with the magnetic field produced by a nearby placed current-carrying wire. The flow is assumed to be laminar and is driven by a constant external pressure gradient. For the thermal boundary condition, we assume a uniform heat flux across the unit axial length whereas a fixed temperature is also assumed over the peripheral surface of the duct. As a result of the mathematical modeling of the problem, we come across a system of coupled Poisson-like equations which are solved numerically by following a finite volume approach. We have noted that a sufficiently higher Rayleigh number may cause a reverse flow while reducing and flattening the thermal distribution in the middle of the duct. In addition the magnetic field further reduces the flow velocity, particularly near the duct wall where the current-carrying wire (causing the magnetic field) is positioned. [ABSTRACT FROM AUTHOR]
- Published
- 2022
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10. Utilizing the solar ice storage system in improving the energy, exergy, economic and environmental assessment of conventional air conditioning system.
- Author
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Shawky Ismail, M., El-Maghlany, Wael M., and Elhelw, Mohamed
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ENERGY storage ,AIR conditioning ,HEAT storage ,EXERGY ,CARBON emissions - Abstract
• Validated simulation model for a new compination air conditioning systems were presented. • Two different integration cases were presented according to the air condtioning system used. • Energy and Exergy analysis of new compination systems were studied under two different climates. • A reduction in CO 2 emissions was observed when using the proposed ssystems. This paper introduces novel modification for conventional air conditioning systems through utilizing a thermal ice storage system integrated with solar panels. Alexandria and Aswan, cities in Egypt, are chosen to represent two climates for hot-humid and hot-dry climates respectively. Exergy analysis is performed for the proposed solar-ice thermal storage system based on transient analysis. Results showed that, the proposed system is more effective approach in hot-humid than hot-dry climate and more efficient with all-water system than with all-air system. The maximum energy saving is 205.16 GJ having a percent of 27.5% in August for all water system in case of Alexandria city and 224.67 GJ with a percent of 25.38% in August for all-water system in case of Aswan city. All air system simulation showed maximum energy saving of 175.05 GJ with a percent of 18.13 % in case of August for Alexandria and 175.45 GJ having a percentage of 17.43% in case of Aswan in August. Moreover, the all-water system achieved a reduction in CO 2 emissions by 467 tons/year in Aswan city and 390 tons/year in case of Alexandria city. These reductions decrease to be 435 and 353 tons/year when the all-air system used for the same two cities. [ABSTRACT FROM AUTHOR]
- Published
- 2022
- Full Text
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11. Investigations on an integrated air-conditioning system using technologies of desiccant dehumidification, indirect evaporative cooling and CO2 capture.
- Author
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Luo, Jielin, Shen, Yongting, and Yang, Hongxing
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CARBON sequestration , *EVAPORATIVE cooling , *HUMIDITY control , *AIR conditioning , *DRYING agents - Abstract
The advance of air-conditioning systems has become a popular topic, due to its huge energy consumption and the increasing demand of improving indoor air quality. Although various approaches have been proposed for humidity, temperature and CO 2 control, their coordination has not yet been studied. In this study, the technologies of desiccant dehumidification, indirect evaporative cooling and direct CO 2 capture are innovatively integrated in an air-conditioning system, by which their respective advantages can be exerted and limitations can be compensated. Under a base working condition with ambient temperature of 35 °C and relative humidity of 80%, the overall coefficient of performance of the integrated system reaches 0.93, with an improvement of 53.3% against a conventional scheme. The integrated system is more efficient at higher crowdedness. With occupant number from 2 to 22 in a room, the advantage of the integrated system ranges from 50.7% to 85.6%. Parametric studies on different indoor and outdoor conditions are conducted, indicating that the energy efficiency advantage is more outstanding at higher indoor temperature, lower ambient temperature and lower ambient humidity. The factors of economic, environment and health are discussed, where the integrated system exhibits superiority against conventional systems and existing studies as well. Approaches are raised to improve the performance and promote future studies. The results in this paper contribute to providing a scheme for the integration of different technologies and enlightening insights for the advance of air-conditioning systems for the sake of air quality improvement, energy saving and emission reduction. • An integrated air-conditioning system is proposed for improving energy efficiency. • Different technologies for temperature, humidity and CO 2 control are coordinated. • 53.3% improvement on energy efficiency is obtained for base working condition. • Parametric analyses indicate advantage for the integrated system at most cases. • Economic and environmental issues are discussed compared with existing studies. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
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12. Evaluation of energy performance and environmental benefits for transcritical CO2 thermal system in high-speed trains.
- Author
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Wang, Wenyi, Ren, Jiahang, Qiao, Yiyou, Song, Yulong, and Cao, Feng
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HIGH speed trains , *CARBON dioxide , *AIR conditioning , *REFRIGERANTS , *GREENHOUSE gas mitigation - Abstract
The conventional air conditioning system used in high-speed railways has limitations in heating performance and environmental impact, necessitating the exploration of alternative refrigerants. The transcritical CO 2 system has gained popularity due to its exceptional heating efficiency and environmental benefits. This study aims to evaluate the energy and environmental potentials for transcritical CO 2 systems in high-speed trains based on four-vertical-and-four-horizontal railway lines within different climatic regions of China. A high-fidelity transcritical CO 2 system model was first developed and validated through experiments. Then, a comprehensive energy and environmental evaluation method was proposed and applied to the four-vertical-and-four-horizontal railway lines. The results indicated that the transcritical CO 2 system had a superior heating performance and competitive cooling performance based on daily and annual operations. Furthermore, the transcritical CO 2 system exhibited significant environmental advantages with lower total life cycle climate performance for all lines, with an average emissions reduction ratio of 17.6% and a maximum emissions reduction ratio of 26.98%. These findings highlight the competitive energy performance and outstanding environmental benefits offered by transcritical CO 2 systems as promising alternatives to air conditioning systems in railway transportation. • This paper evaluates the potential of theCO 2 system in high-speed trains from an energy performance and environmental benefits perspective. • A high-fidelity model of the transcritical CO 2 system is developed and validated for effectiveness through experiments. • The energy and environmental evaluations are conducted based on China's four-vertical-and- four-horizontal railway lines. • The results indicate that the CO 2 system presents a competitive alternative for air conditioning systems in high-speed trains. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
- View/download PDF
13. Analysis of the operation of air-cooled chillers with variable-speed fans for advanced energy-saving-oriented control strategies.
- Author
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Catrini, Pietro, La Villetta, M., Kumar, Dhirendran Munith, Morale, Massimo, and Piacentino, Antonio
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CHILLED water systems , *COOLING systems , *ENERGY consumption , *OFFICE buildings , *POTENTIAL energy , *ATMOSPHERIC temperature , *SYSTEMS design - Abstract
Air-cooled chillers are extensively employed to meet cooling demand in commercial and tertiary sectors. To enhance their performance during part-load operation, variable-speed drives have been integrated into compressors and condenser fans. In existing systems, condenser fans are either operated at a fixed speed or modulated to maintain a predetermined condensing pressure or temperature difference between the refrigerant and outdoor air. In the search for increased efficiency, it is worth investigating innovative control strategies aimed at minimizing energy consumption. A preliminary mapping of chiller performance at different fan speeds, loads, and operating conditions is required to achieve this goal. In this respect, this paper investigates the operation of air-cooled chillers equipped with variable-speed condenser fans, both in the case of constant- and variable-speed compressors. An ad hoc matrix test is adopted to cover appropriate ranges conditions, in terms of load and outdoor air temperatures. Performance maps are developed for a 50-kW c chiller using a 1-D simulator. As the main findings, it may be stated that (i) in the case of the variable-speed chiller, the energy efficiency ratio increases almost linearly with fan speed, resulting in an 8.8% increase when increasing the speed from the nominal to the maximum; (ii) in the case of constant-speed chillers, the system exhibits a different behavior with the cooling capacity and the energy efficiency ratio increasing with the fan speed between 380 and 980 rpm and then decreasing (slightly or sharply, at full and part load respectively) with fan speed between 980 and 1280 rpm, and a percentage increase of EER in the range 7.8–45% is observed. Also, the sensitivity of such results to the system design is investigated, analyzing a chiller equipped with a larger condenser that resulted in achieving minimum energy consumption at an optimal 980 rpm fan speed. Finally, for a constant-speed chiller serving an office building in the Mediterranean, the proposed fan control strategy could yield an electricity saving of up to 12.1% compared to the base case, confirming the potential for energy savings through optimized and system-tailored management of condenser fan speed. • The effect of variable-speed fans on the performance of air-cooled chillers is investigated. • Maps are developed for chillers with both variable-speed and constant-speed compressors. • Fan speed significantly influences the cooling capacity of constant-speed chillers. • In variable-speed chillers, it is advisable to always run the condenser fan at high speed. • The enhanced fan strategy enables 12.1% energy savings for a chiller in an office building. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
- View/download PDF
14. Accurate predictions of mist assisted film cooling characteristics and effectiveness on a flat plate with double-row holes.
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Huo, Tianyi, Xing, Jiangjiang, Han, Shaohua, Guo, Tairan, Li, Li, Du, Xiaoze, Zhang, Runsheng, Zhou, Leping, and Zhang, Hui
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AIR conditioning , *TURBINE blades , *PREDICTION models , *COOLING , *FORECASTING - Abstract
• Impact of double rows on air/mist film cooling is studied for the first time. • Sellers prediction model is appropriately modified for double rows. • Modified sellers method is proved to be more suitable for air/mist film cooling. • Air/mist film cooling effectiveness is accurately correlated by the modified model. Improving the multi-row film cooling effectiveness of turbine vanes and blades is becoming increasingly important, and the configuration design of the multi-row holes is becoming increasingly complex. This paper presents a simulation study of the air/mist film cooling characteristics on double-row-hole flat plates and makes predictions about spanwise-averaged cooling effectiveness using a modified Sellers superposition method. The effects of blowing ratio, row spacing, row arrangement, droplet diameter, and mist mass ratio on film cooling are systematically investigated. It is found that the injected mist improves the film cooling effectiveness under all operating conditions for the coolant air. The air/mist cooling is particularly effective at a blowing ratio of 1.25 or a row spacing of 5 D with the staggered two-row holes. The improvement in cooling effectiveness increases with increasing mass ratio or decreasing droplet diameter of the mist. Furthermore, the spanwise-averaged cooling effectiveness can be accurately predicted by modifying the classical Sellers superposition model. This study lays the foundation for accurately predicting the distribution of air/mist film cooling effectiveness of turbine vanes and blades, and helps to promote the development of practical air/mist film cooling technology. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
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15. Experimental and numerical study of thermal and electrical potential of BIPV/T collector in the form of air-cooled photovoltaic roof tile.
- Author
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Lukasik, Jakub and Wajs, Jan
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HEAT recovery , *AIR flow , *HEAT flux , *RENEWABLE energy sources , *AIR conditioning , *SOLAR technology , *TILES - Abstract
• Numerical and experimental results for air-cooled PV roof tile were compared. • SST k-ω turbulence model and Discrete Ordinates radiation model were used. • Greater heat recovery was obtained for the air flow duct with a lower height. • The maximum increase in generated power relative to the uncooled module was 11.63 %. • The highest received heat flux was 330 W/m2 at solar irradiance equal to 900 W/m2. Among renewable energy sources, Building-Integrated Photovoltaic/Thermal (BIPV/T) systems are gaining increasing interest. To improve their economic competitiveness, technologies that increase their efficiency are searched for. The paper is devoted to evaluating the impact of various air-cooling configurations on the thermal and electrical performance of a photovoltaic roof tile. A numerical model of the own experimental system was developed in the ANSYS Fluent software for a wide range of input variables. The original approach based on the SST k-ω turbulence model, Discrete Ordinates radiation model, and the use of Solar Load module were proposed. Such a numerical model allows representation of semi-transparent layers and variable solar irradiance, which is a unique realization of real system modelling. Numerous analyses conducted indicate a higher heat recovery potential for an airflow duct with a height of 25 mm for all configurations analysed. The highest value of recovered heat flux was approximately 330 W/m2 under conditions of a volumetric air flow rate of 7.5 m3/h and solar irradiance equal to 900 W/m2. Good agreement of the results of the multivariant CFD simulations with new experimental ones was confirmed. Insight into the flow phenomena behind the achieved thermal results supplemented the knowledge. The highest electrical efficiency obtained experimentally was 5.76 % for a channel with a height of 50 mm, volumetric flow rate equal to 7.5 m3/h and solar irradiance equal to 600 W/m2. The presented methodology and the results obtained can be useful in research devoted to optimising BIPV/T air-based cooling systems, which will then be tested in-situ. Moreover, new experimental data collection can be used for the verification of numerical models. [ABSTRACT FROM AUTHOR]
- Published
- 2024
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16. Distributed model predictive control with priority coordination for limited supply multi-zone HVAC systems.
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Ma, Shunjian, Zou, Yuanyuan, and Li, Shaoyuan
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PREDICTION models , *THERMAL comfort , *AIR masses , *HEATING & ventilation industry , *AIR conditioning - Abstract
The conventional multi-zone HVAC (Heating Ventilation and Air Conditioning) system includes a lot of Variable Air Volume (VAV) boxes to regulate the corresponding zone temperature, and centralized equipment (air supply fans and ducts, etc.) to supply conditioned air in the air-side. With the limitation of the total supply air mass rate in centralized equipment and the priority of zones' requirement, it becomes a question of resource allocation and schedule on how to coordinate air mass rate to each zone. It is also intricate to control each zone's temperature in a fully distributed fashion due to this global constraint. In this paper, a distributed model predictive control (DMPC) with priority coordination is proposed for multi-zone HVAC systems. This strategy is composed of a priority coordinated layer and a lower DMPC layer. In the coordinated layer, a thermal bound calculation mechanism with priority is presented to adjust thermal bounds for DMPC to resolve the resource allocation problem when the subsystems are competing for the resource. In DMPC, an operational cost-saving controller is put forward, and the global resource limit is guaranteed by transforming the optimization problem into a consensus problem, which is running in a fully distributed way. In this control scheme, the original infeasible DMPC problem is relaxed, and the entire system is functioning well with specified performance compromise. The effectiveness of the proposed scheme is proved by simulation examples. • The modified DMPC is used for HVAC to reduce cost while satisfying thermal comfort. • The DMPC is converted into a consistency problem and solved in a fully distributed way. • The multi-priority thermal bound calculation is used to resolve resource competing. • The original MPC problem is functioning well with specified performance compromise. [ABSTRACT FROM AUTHOR]
- Published
- 2022
- Full Text
- View/download PDF
17. Approaches based on LAMDA control applied to regulate HVAC systems for buildings.
- Author
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Morales, L., Pozo-Espín, D., Aguilar, J., and R-Moreno, M.D.
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MACHINE learning , *VALVES , *INTELLIGENT control systems , *HEATING & ventilation industry , *HEAT exchangers , *ARTIFICIAL intelligence , *AIR conditioning - Abstract
The control of HVAC (Heating Ventilation and Air Conditioning) systems is usually complex because its modeling in certain cases is difficult, since these systems have a large number of components. Heat exchangers, chillers, valves, sensors, and actuators, increase the non-linear characteristics of the complete model, so it is necessary to propose new control strategies that can handle the uncertainty generated by all these elements working together. On the other hand, artificial intelligence is a powerful tool that allows improving the performance of control systems with inexact models and uncertainties. This paper presents new control alternatives for HVAC systems based on LAMDA (Learning Algorithm for Multivariable Data Analysis). This algorithm has been used in the field of machine learning, however, we have taken advantage of its learning characteristics to propose different types of intelligent controllers to improve the performance of the overall control system in tasks of regulation and reference change. In order to perform a comparative analysis in the context of HVAC systems, conventional methods such as PID and Fuzzy-PID are compared with LAMDA-PID, LAMDA-Sliding Mode Control based on Z-numbers (ZLSMC), and Adaptive LAMDA. Specifically, two HVAC systems are implemented by simulations to evaluate the proposals: an MIMO (Multiple-input Multiple-output) HVAC system and an HVAC system with dead time, which are used to compare the results qualitatively and quantitatively. The results show that ZLSMC is the most robust controller, which efficiently controls HVAC systems in cases of reference changes and the presence of disturbances. • New control alternatives for HVAC systems based on fuzzy approaches. • Learning Algorithm for Multivariable Data Analysis (LAMDA) in the definition of intelligent controllers. • MIMO (Multiple-input Multiple-output) HVAC and HVAC with dead time controlled by LAMDA approaches. • Utilization of LAMDA approaches for fuzzy modelling and control of HVAC systems. [ABSTRACT FROM AUTHOR]
- Published
- 2022
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18. Simulation and verification of air cooling system for -1MVdc MITICA High Voltage hall in Padova.
- Author
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Fellin, F., Boldrin, M., Cucinotta, E.S., and Zaupa, M.
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HIGH voltages , *NEUTRAL beams , *POWER resources , *AIR conditioning , *ION sources - Abstract
• Integration of an high voltage test facility (−1 MV), air insulated, in a dedicated building. • The paper covers the aspects of integration between the high voltage deck ventilation system and the civil air conditioning system. • The focus of the paper is the CFD simulation of the two coupled sub-systems, from the hypothesis to the results, also considering possible simplifications and realistic operational scenarios. The first ever built full-scale prototype of the ITER heating neutral beam injector is the MITICA experiment at PRIMA-NBTF (Neutral Beam Test Facility), under realization in Padua, Italy. The MITICA experiment includes many auxiliary plants; this paper is focused on the simulation and verification of the air cooling system of the High Voltage Power Supply (−1 MVdc), hosted in a Faraday cage (HVD1, High Voltage Deck1) inside a dedicated Building (High Voltage Hall, HVH) at PRIMA-NBTF. The HVD1 hosts the MITICA ISEPS (Ion Source Power Supply) in a two-floor cage, air insulated to ground for -1MVdc, with huge dimensions 12.5 m (L) × 8.4 m (W) × 9.6 m (H). Severe cleanliness constraints are required in the HVH hosting the HVD1, due to the high voltage operative conditions (the −1 MVdc Faraday cage is air insulated). The thermal behavior and air distribution in HVH are investigated as described in this paper. [ABSTRACT FROM AUTHOR]
- Published
- 2019
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19. Computational performance analysis of overheating mitigation measures in parked vehicles.
- Author
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Soulios, V., Loonen, R.C.G.M., Metavitsiadis, V., and Hensen, J.L.M.
- Subjects
- *
HEAT transfer , *AIR conditioning , *ENERGY consumption , *GLAZING (Ceramics) , *SURFACE coatings - Abstract
Highlights • EnergyPlus is capable of accurately estimating the heat transfer in parked vehicles. • Spectrally selective glazing can cause an average temperature difference inside the cabin as high as 12.5 °C. • Solar-reflective opaque coating in combination with ChLC glazing can reduce the cabin air temperature up to 23.8 °C. Abstract Parked vehicles have the tendency to overheat quickly. This can lead to a negative impact on the thermal comfort of the driver and its passengers, as well as intensive use of air conditioning systems, and thus fuel consumption of the vehicle or, in the case of electric mobility, a reduced cruising range. In the search for effective measures to mitigate this effect, important guidance can be provided by the field of sustainable building design. On the one hand, inspiration can come from design strategies in terms of shapes and advanced cover materials, but this paper advocates that this can also pertain to the simulation-based design support tools that are used by building engineers. This paper first presents the results of a thermal soak test, and then uses this data to demonstrate the suitability of the building performance simulation tool EnergyPlus for predicting the thermal behavior of parked vehicles. This fit-for-purpose validated model is used to evaluate the performance of three overheating mitigation measures for two car models in two climates. The results show that spectrally selective glazing can reduce the cabin air temperature by 12.5 °C and when combined with solar reflective opaque surfaces, the reduction of cabin air temperature can reach 23.8 °C. Increased use of building performance simulation in the automotive domain can help to further optimize the overheating reduction potential of cars. [ABSTRACT FROM AUTHOR]
- Published
- 2018
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20. Recent developments in solid desiccant coated heat exchangers – A review.
- Author
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Vivekh, P., Kumja, M., Bui, D.T., and Chua, K.J.
- Subjects
- *
DRYING agents , *HEAT exchangers , *BINDING agents , *AIR conditioning , *ENERGY consumption - Abstract
Highlights • One-stop archive for developments in solid desiccant coated heat exchangers (DCHEs). • Comprehensive study on the selection of desiccants and binders. • Thorough analysis on the effect of operating parameters on dynamic performance. • Detailed review of advances in mathematical modeling of DCHEs. • Discussion on the potential system-level applications of DCHEs. Abstract Rapid urbanization and higher thermal comfort requirements have sharply increased buildings' energy demands. In tropical countries, for achieving energy efficient air-conditioning, desiccant dehumidifiers, which decouple sensible and latent load, are essential. While fixed-bed and rotary wheel desiccant dehumidifiers suffer from reduced adsorption capacity and lowered heat transfer efficiencies, desiccant coated heat exchanger (DCHE) system is a promising technology that can improve the energy efficiency of the standard vapor-compression air conditioners. Moreover, DCHEs also have prospective benefits in heat pump, adsorption chiller, and atmospheric water harvesting applications. In this paper, the advantages of DCHEs over other dehumidifiers are established, and a comprehensive review of various desiccant materials and binders used in DCHEs is carried out. The possibilities of using advanced materials to achieve superior energy efficiencies are also underlined. Different methods of coating the desiccant on heat exchangers are described, and quantitative parameters required to analyze the performance of the system are presented. Operating parameters affecting the dehumidification and thermal performance are identified, and the effect of their variation on the dynamic behavior of DCHEs is elaborately studied. The significance of using mathematical models as design tools is recognized, and the underlying assumptions, applicability, and limitations of the models for simulating the complex heat and mass transfer phenomenon are highlighted. The possibility of integrating an additional heat transfer equipment such as sensible heat exchangers, heat recovery devices, solar evacuated tube collectors, cooling towers, and evaporative coolers with DCHE is also presented. Finally, the potential system-level applications of DCHEs as heat pumps, adsorption chillers, water harvesters, and standalone air-conditioners are assessed. This review paper provides an update on recent developments in desiccant dehumidification and is intended to be a "one-stop" archive of known practical solutions that DCHEs can offer. [ABSTRACT FROM AUTHOR]
- Published
- 2018
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21. Improved robust model predictive control for residential building air conditioning and photovoltaic power generation with battery energy storage system under weather forecast uncertainty.
- Author
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Hu, Zehuan, Gao, Yuan, Sun, Luning, Mae, Masayuki, and Imaizumi, Taiji
- Subjects
- *
BATTERY storage plants , *AIR conditioning , *PHOTOVOLTAIC power generation , *TEMPERATURE control , *ENERGY conservation , *WEATHER forecasting - Abstract
The rising demands for comfort alongside energy conservation underscore the importance of intelligent air conditioning control systems. Model Predictive Control (MPC) stands out as an advanced control strategy capable of addressing these demands. However, accurate prediction of all relevant variables remains a challenge in practical scenarios, complicating MPC's ability to devise effective control actions amid prediction inaccuracies. To counteract this issue, this paper introduces an enhanced Double-Layer Model Predictive Control (DLMPC) algorithm. This innovative approach adjusts for discrepancies between forecasted and actual values without the need for additional variables and models, thereby reducing the adverse effects of prediction errors. Additionally, we develop precise models for room temperature simulation and for calculating air conditioning (AC) load and energy consumption, grounded in empirical data from residential settings and AC performance tests. Validation of these models demonstrates their efficacy in enabling MPC to formulate efficacious control strategies. When juxtaposed with a baseline model, the DLMPC algorithm significantly improves temperature regulation accuracy by up to 15.12% and achieves a 10.50% reduction in energy consumption over the heating season. • Proposed a novel double-layer Model Predictive Control (DLMPC) algorithm that adjusts for prediction inaccuracies. • Developed high-accuracy RC models for room temperature simulation based on actual residential data. • Developed high-accuracy models for air-conditioning (AC) load and energy consumption based on actual AC experiment test. • Validated the effectiveness of the DLMPC algorithm and associated models in improving intelligent air conditioning control in residential buildings. • The proposed model demonstrates good control effectiveness under high prediction errors. [ABSTRACT FROM AUTHOR]
- Published
- 2024
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22. Modelling and simulating occupant behaviour on air conditioning in residential buildings.
- Author
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Yao, Jian
- Subjects
- *
HOME air conditioning , *STOCHASTIC processes , *PROBABILITY theory , *ENERGY consumption of buildings , *COOLING - Abstract
Occupant behaviour on air conditioning directly influences building energy consumption. Current building energy simulation typically assumes that occupants operate air conditioners ideally ignoring the stochastic characteristic of occupant behaviour, which leads to a large deviation of predicted energy performance from real consumption. This paper proposed a methodology framework for modelling occupants’ stochastic behaviour on air conditioning. This method combined measured data, statistical analysis and logistic regression to derive stochastic behaviour models that give the probability of when and above which temperature occupants may turn on air conditioning, at what temperature they may set and when they may turn off air conditioning. The behaviour models developed in this paper were further incorporated in widely used building simulation engine—EnergyPlus. The accuracy of the developed simulation model was validated against field measurement. Using this model, the cooling energy performance was simulated and compared with results from building energy standard based settings. The result shows that simulation using settings according to building energy standard over-predicts cooling load and total cooling energy requirements by 113% and 5.6 times respectively, which are very large discrepancies and may lead to a misunderstanding of energy savings potential of energy efficiency measures. The methodology developed in this paper has generality and can be extended and applied in other buildings for constructing behaviour models of air conditioning. The limitations of the current research as well as future research works were also discussed. [ABSTRACT FROM AUTHOR]
- Published
- 2018
- Full Text
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23. Thermal energy demand and potential energy savings in a Spanish surgical suite through calibrated simulations.
- Author
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González-Gil, A., López-González, J.L., Fernández, M., Eguía, P., Granada, E., and Erkoreka, A.
- Subjects
- *
OPERATING rooms , *INDOOR air quality , *HOSPITALS , *AIR conditioning ,ENERGY consumption in hospitals - Abstract
Hospitals present a widely recognized margin for energy conservation due to their elevated final energy use intensity. Specifically, operating rooms are among the functional areas with greatest energy demand in hospitals, given the stringent indoor conditions for patients and surgical staff. However, energy efficiency in surgical facilities has traditionally been overlooked by the scientific literature in favor of guaranteeing adequate air quality conditions. This paper assesses the potential energy savings that could be achieved in a surgical suite in a Spanish hospital by lowering the current ventilation rates to the lowest energy-demanding values recommended by the proper Spanish standard and other international codes. Likewise, the paper assesses the actual hygrothermal and ventilation conditions in the suite based on the results of a continuous monitoring campaign performed for a period of 12 days. Simulations undertaken with a dynamic energy model specifically developed and calibrated for this work revealed that the average energy intensity of the suite is 1021 kWh/m 2 /year (1685 kWh/m 2 /year for operating rooms), with 80% of the total annual thermal demand corresponding to periods of inactivity. In addition, energy savings between 40% and 80% are possible while complying with both national and international standards. [ABSTRACT FROM AUTHOR]
- Published
- 2018
- Full Text
- View/download PDF
24. Enhancing the dispatchability of distribution networks through utility-scale batteries and flexible demand.
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Fabietti, Luca, Gorecki, Tomasz T., Jones, Colin N., Namor, Emil, Sossan, Fabrizio, and Paolone, Mario
- Subjects
- *
ELECTRIC batteries , *ENERGY consumption of buildings , *PREDICTIVE control systems , *AIR conditioning , *HEATING - Abstract
In this paper, the problem of dispatching the operation of a distribution feeder comprising a set of heterogeneous resources is investigated. The main objective is to track a power trajectory, called the dispatch plan , which is computed the day before the beginning of operation. In this paper, we propose a method to optimally compute the dispatch plan so as to optimize the operation of the feeder while making sure to allocate enough local reserves to absorb deviations of the realizations. Indeed, during real-time operation, due to the stochasticity of part of the resources in the feeder portfolio, tracking errors need to be absorbed in order to track the committed dispatch plan. This is achieved by modulating the power consumption of a utility-scale battery energy storage system and of the heating, ventilation and air conditioning system of a commercial controllable building. To this end, a hierarchical controller is designed to coordinate these two controllable entities while requiring a minimal communication infrastructure. Due to the inherent different response times of these systems, the power injection of the electrical battery is controlled at a sub-minute time-scale so as to absorb high-frequency tracking errors and, therefore, deliver the dispatch service. At a slower time-scale, the controllable building is controlled to maintain the state of charge for the electrical battery at a scheduled level by means of a model predictive controller. The model predictive controller is designed in order to account for both comfort and operational constraints of the controllable building, as well as power limits for the electrical storage. The effectiveness of the proposed control framework is demonstrated by means of both an extensive simulation analysis, as well as a set of 12 full day experimental results on the 20 kV distribution feeder in the campus of the Swiss institute of technology in Lausanne, that is comprised of: 1) A set of uncontrollable resources represented by five office buildings (350 kWp) and a roof-top photovoltaic installation (90 kWp), 2) a set of controllable resources, namely, a grid-connected electrical storage (720 kVA–500 kWh), and a fully-occupied multi-zone office building (45 kWp). [ABSTRACT FROM AUTHOR]
- Published
- 2018
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- View/download PDF
25. Thermodynamics and economics of liquid desiccants for heating, ventilation and air-conditioning – An overview.
- Author
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Giampieri, Alessandro, Ma, Zhiwei, Smallbone, Andrew, and Roskilly, Anthony Paul
- Subjects
- *
THERMODYNAMICS , *DRYING agents , *HEATING , *VENTILATION , *AIR conditioning , *IONIC liquids - Abstract
In an effort to minimise electricity consumption and greenhouse gases emissions, the heating, ventilation and air-conditioning sector has focused its attention on developing alternative solutions to electrically-driven vapour-compression cooling. Liquid desiccant air-conditioning systems represent an energy-efficient and more environmentally friendly alternative technology for dehumidification and cooling, particularly in those cases with high latent loads to maintain indoor air quality and comfort conditions. This technology is considered particularly efficient in hot and humid climates. As a matter of fact, the choice of the desiccant solution influences the overall performance of the system. The current paper reviews the working principle of liquid desiccant systems, focusing on the thermodynamic properties of the desiccant solutions and describes an evaluation of the reference thermodynamic properties of different desiccant solutions to identify which thermodynamic, physical, transport property influences the liquid desiccant process and to what extent. The comparison of these thermodynamic properties for the commonly used desiccants is conducted to estimate which fluid could perform most favourably in the system. The economic factors and the effect of different applications and climatic conditions on the system performance are also described. The paper is intended to be the first step in the evaluation of alternative desiccant fluids able to overcome the problems related to the use of the common desiccant solutions, such as crystallization and corrosion to metals. Ionic liquids seem a promising alternative working fluid in liquid desiccant air-conditioning systems and their characteristics and cost are discussed. [ABSTRACT FROM AUTHOR]
- Published
- 2018
- Full Text
- View/download PDF
26. Hierarchical control of building HVAC system for ancillary services provision.
- Author
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Qureshi, Faran A. and Jones, Colin N.
- Subjects
- *
AIR conditioning , *VENTILATION , *ENERGY consumption of buildings , *ROBUST optimization , *THERMODYNAMICS - Abstract
This paper examines the provision of demand-side ancillary services using building thermodynamics and heating ventilation and air-conditioning (HVAC) systems. In particular, we consider the secondary frequency control service where the load has to declare a power capacity and a nominal power at the beginning of the regulation period and then in real-time track the received regulation signal around its declared nominal power. A hierarchical control scheme is proposed in this paper. The local building controllers at the lowest level track the temperature setpoints received from the thermal flexibility controller which maximizes the flexibility of building’s thermal consumption. At the highest level, the electrical flexibility controller controls the HVAC system while maximizing the flexibility provided to the grid. The two flexibility control layers are based on robust optimization methods. A control oriented model of a typical HVAC system is developed, and simulations are carried out to demonstrate the efficacy of the proposed approach. Results show that extra flexibility may be attained by exploiting the coefficient of performance (COP) of the chiller. Furthermore, occupant comfort increases as a consequence of providing ancillary services. [ABSTRACT FROM AUTHOR]
- Published
- 2018
- Full Text
- View/download PDF
27. An algorithm for optimal management of aggregated HVAC power demand using smart thermostats.
- Author
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Adhikari, Rajendra, Pipattanasomporn, M., and Rahman, S.
- Subjects
- *
HEATING & ventilation industry , *THERMOSTAT , *AIR conditioning , *SEARCH algorithms , *INFRASTRUCTURE (Economics) , *ENERGY economics - Abstract
This paper presents an algorithm for optimal management of aggregated power demand of a group of heating, ventilating and air-conditioning (HVAC) units. The algorithm provides an advanced direct load control mechanism for HVACs that leverages the availability of smart thermostats, which are remotely programmable and controllable. The paper provides a theoretical basis and an optimal solution to the problem of cycling a large number of HVAC units while respecting customer-chosen temperature limits for the purpose of maximum load reduction. The problem is presented in a new light by transforming it into a job scheduling problem and is solved using a combination of a novel greedy algorithm and a binary search algorithm. By leveraging widespread availability of smart internet-based (also referred to as IoT-based) thermostats in today’s environment, the proposed approach can be readily applied to residential buildings without additional electrical/IT infrastructure changes. [ABSTRACT FROM AUTHOR]
- Published
- 2018
- Full Text
- View/download PDF
28. Using machine learning techniques for occupancy-prediction-based cooling control in office buildings.
- Author
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Peng, Yuzhen, Rysanek, Adam, Nagy, Zoltán, and Schlüter, Arno
- Subjects
- *
OFFICE building energy consumption , *RENEWABLE energy sources , *MACHINE learning , *COOLING , *HEATING , *GREENHOUSE gas mitigation , *AIR conditioning , *OFFICE occupancy - Abstract
Heating, ventilation, and air-conditioning (HVAC) are among the major energy demand in the buildings sector globally. Improving the energy efficiency of such systems is a critical objective for mitigating greenhouse gas emissions and transitioning towards renewable sources of energy supply. The interest of this paper is to explore means to increase the efficiency of HVAC systems in accommodating occupants’ behavior in real time. For instance, rooms in office buildings are not always occupied by occupants during scheduled HVAC service periods. This offers an opportunity to reduce unnecessary energy demands of HVAC systems associated with occupants’ behavior. An in-depth analysis of occupants’ stochastic behavior within an office building is conducted in this paper. A demand-driven control strategy is proposed that automatically responds to occupants’ energy-related behavior for reducing energy consumption and maintains room temperature for occupants with similar performances as a static cooling. In this control strategy, two types of machine learning methods – unsupervised and supervised learning – are applied to learn occupants’ behavior in two learning processes. The occupancy-related information learned by the algorithms is used by a set of specified rules to infer real-time room setpoints for controlling the office's space cooling system. This learning-based approach intends to reduce the need for human intervention in the cooling system’s control. The proposed strategy was applied to control the cooling system of the office building under real-world conditions. Eleven case study office spaces were selected, representing three typical office uses: single person offices, multi-person offices, and meeting rooms. The experimental results report between 7% and 52% energy savings as compared to the conventionally-scheduled cooling systems. [ABSTRACT FROM AUTHOR]
- Published
- 2018
- Full Text
- View/download PDF
29. Predicting water consumption from energy data: Modeling the residential energy and water nexus in the integrated urban metabolism analysis tool (IUMAT).
- Author
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Mostafavi, Nariman, Gándara, Fernanda, and Hoque, Simi
- Subjects
- *
ENERGY consumption , *WATER consumption , *CLIMATE change , *AIR conditioning , *WATER conservation - Abstract
This paper describes a method for residential water use modeling predicated on metered energy data. Actual measured hot water volumes for major indoor consumption are used to verify and adjust the outputs in gallons of hot water consumption based on climate variables, water heater technical features, and set-point and intake temperatures. Three independent datasets for residential energy (RECS 2009), water heater efficiency (Air-conditioning, Heating and Refrigeration Institute-AHRI), and end-use domestic water (Residential End Uses of Water, Version 2-REU II) are applied to identify specific demographic, built environment and geographic factors that relate patterns of energy demand to water consumption. The proposed model acts within the broader Integrated Urban Metabolism Analysis Tool (IUMAT), a system-based analytical framework for evaluating the environmental performance of the built environment. The method described in this paper offers an alternative approach to residential water consumption modeling by implementing volume of hot water consumption as a proxy for indoor water use. It provides utilities with the potential to parse and prioritize energy and water conservation measures. [ABSTRACT FROM AUTHOR]
- Published
- 2018
- Full Text
- View/download PDF
30. An analogue on/off state-switching control method suitable for inverter-based air conditioner load cluster participating in demand response.
- Author
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Zhou, Te, Chen, Honghu, Zhang, Ning, Han, Yang, Zhou, Siyu, Li, Zhi, and Zhou, Meng
- Subjects
- *
AIR conditioning , *ELECTRIC inverters , *PROBLEM solving , *CRITICAL analysis - Abstract
With the significant trend towards variable frequency in heating ventilating and air-conditioner (HVAC) loads, the inverter-based air conditioner load (IACL) clusters are poised to become the mainstay in participating in demand response (DR). During the process of DR, once the indoor temperature exceeds the comfort constraint, HVAC load must be forced to exit DR, which brings correlation to the behaviour of the preceding and following periods, making cluster optimization modelling and solution difficult. In order to solve the problems, this paper proposes an analogue ON/OFF state-switching (AOSS) control method suitable for IACL cluster participating in DR. Firstly, the critical working point corresponding to the comfort constraint is analysed for eliminating the temporal coupling for IACL. Then, an AOSS control method is proposed based on the critical point analysis. The feasibility of the proposed AOSS control is validated by the experimental results, with the Hisense KFR-75W/T08SBp-A2 inverter-based air conditioning DR experimental platform. Furthermore, by using the proposed AOSS control, a day-ahead scheduling model is constructed, and, the traditional state-queuing (SQ) model is transplanted to the IACL cluster for short-term power control. And the case studies verified the effectiveness and applicability of the day-ahead scheduling model and the transplanted SQ model. • Analysing the critical working point corresponding to the comfort constraint. • AOSS control is proposed to eliminate the temporal coupling for IACL. • Aggregation and optimal dispatching for IACL cluster in day-ahead time scale. • Ultra-short time scale IACL cluster power control. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
- View/download PDF
31. Unsupervised separation of the thermosensitive contribution in the power consumption at a country scale.
- Author
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Dampeyrou, Charles, Goichon, Antoine, Ghienne, Martin, Tschannen, Valentin, and Schaack, Sofiane
- Subjects
- *
ELECTRIC power consumption , *WATER heaters , *DEEP learning , *AIR conditioning - Abstract
A large part of French electricity consumption variation is due to temperature fluctuations. While HVAC (heating, ventilation and air-conditioning) systems consumption are directly affected by the temperature, other systems (refrigerator, freezer, water heater) can also be driven by weather changes making thermal contribution to overall consumption difficult to extract. This paper presents a "by-design" unsupervised data-driven method to separate the consumptions due to the weather in the overall electricity consumption. The proposed deep-learning model is based on the separation of meteorological parameters from calendar ones within the model architecture. The performances of this model, in particular its ability to split consumption mechanisms, is tested on a synthetic dataset and on the french consumption dataset. Being relatively simple and interpretable, this approach can be generalized to other countries whereasenergy sobriety represents an important challenge we are facing. • The hourly power load of a country due to temperature is unsupervisingly identified. • Deep learning model provides Large Scale Non Intrusive Load Separation. • Engineering-driven neural network design separates weather and calendar consumption. • Model's performance is assessed on country's actual electricity consumption. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
- View/download PDF
32. Energy-efficient operation of the thermal management system in electric vehicles via integrated model predictive control.
- Author
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Wang, Wenyi, Ren, Jiahang, Yin, Xiang, Qiao, Yiyuan, and Cao, Feng
- Subjects
- *
PREDICTION models , *OPERATIONS management , *TEMPERATURE control , *AIR conditioning , *ENERGY consumption , *HYBRID electric vehicles , *ELECTRIC vehicles - Abstract
The thermal management system (TMS) in electric vehicles (EVs) is a comprehensive system that integrates an air conditioning system for the cabin, a temperature control system for the battery, and a cooling system for the motor. The currently used PI control strategy can only meet the basic TMS functions and cause high energy consumption. In this paper, we present a novel model predictive control (MPC) strategy for the TMS to optimize operational performance in real time. Different from the independent PI control for the individual components, MPC can predict future operation conditions and provide the optimal operating inputs in advance. A complete control-oriented model for MPC is developed, and the MPC strategy is designed to minimize the total power consumption of the TMS under the control-oriented model and constraints. The evaluation is carried out under several cases including the fixed ambient temperature, realistic ambient temperature, and different vehicle speeds. The results showed that the novel MPC strategy saved energy consumption by 5.9%–10.3% in these cases when compared to the PI strategy, demonstrating the effectiveness and feasibility of the proposed MPC control. • Proposed a model predictive control strategy for thermal management systems in EVs. • Developed a control-oriented model based on data-driven methods and physical principles. • Minimizes total power consumption while maintaining cabin and battery temperatures. • Results demonstrate the effectiveness of the MPC strategy under various conditions. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
- View/download PDF
33. Experimental study and performance comparison of a 1 kW-class solar-ocean thermal energy conversion system integrated air conditioning: Energy, exergy, economic, and environmental (4E) analysis.
- Author
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Zhang, Yuan, Chen, Yulu, Qiu, XuChang, Tian, Zhen, Peng, Hao, and Gao, Wenzhong
- Subjects
- *
ENERGY conversion , *AIR conditioning , *SOLAR thermal energy , *EXERGY , *AIR conditioning efficiency , *OCEAN temperature , *ENERGY consumption - Abstract
In this paper, a 1 kW-class Solar-Ocean Thermal Energy Conversion integrated Air-Conditioning (S-OTEC/AC) experimental system, which can provide both electrical energy and cooling energy without any pollution, is constructed for the first time. Based on the experimental data, the system's overall performance was comprehensively evaluated in terms of energy, exergy, economy, and environment (4 E). Furthermore, the performance difference between the system using solar energy (i.e., S-OTEC/AC) and the system without solar energy (i.e., OTEC/AC) was compared. The experimental results revealed that the maximum thermal efficiency of the S-OTEC/AC system could reach 2.10%, which was 1.91 times higher than the OTEC/AC system. For the OTEC/AC and S-OTEC/AC systems, the maximum cold energy utilization efficiency was 4.12% and 10.09%, and the maximum isentropic efficiency was 18.81% and 76.84%, respectively. The minimum payback period for the S-OTEC/AC system was 13.90 years, which was much lower than the 18.40 years of the OTEC/AC system. Additionally, the maximum primary energy saving achieved by the OTEC/AC system was 0.53 kW, while the S-OTEC/AC system reached a higher value of 1.56 kW. From the results, the superiority of the S-OTEC/AC system over the OTEC/AC system was confirmed. This work not only provides data references for the actual operating characteristics of the S-OTEC integrated system, but also provides a new technical way for comprehensive utilization of ocean temperature difference energy. • 1 kW class S-OTEC/AC experimental system was built for the first time. • The first 4 E analysis was used to characterize S-OTEC/AC with experimental data. • The S-OTEC/AC system has a thermal efficiency of up to 2.10%. • The S-OTEC/AC system achieves a cooling energy utilization of 10.09%. • The S-OTEC/AC system is superior to the OTEC/AC system in all aspects. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
- View/download PDF
34. Unlock the aggregated flexibility of electricity-hydrogen integrated virtual power plant for peak-regulation.
- Author
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Chen, Siqi, Zhang, Kuan, Liu, Nian, and Xie, Yawen
- Subjects
- *
CORPORATE profits , *POWER resources , *AIR conditioning , *VALUE at risk , *POWER plants , *ELECTRIC vehicles , *FUELING , *BATTERY storage plants , *FUEL cell vehicles - Abstract
This paper proposes an aggregated flexibility estimation method considering the distributed electricity-hydrogen (H 2) interactions for virtual power plants (VPPs) to enhance the economic benefits from the peak-regulation market (PRM) while facilitating the accommodation of renewable generation. Firstly, various distributed energy resources (DERs) such as electric vehicles (EVs), air conditioning systems (ACs), and electricity-H 2 coupled hydrogen refueling stations (HRSs) are modeled as virtual storage (VS) with characterized charging/discharging response parameters. Besides, the temporal coupling power profile of VS can be abstracted as a polytope from the geometric perspective, and the aggregated high-dimensional flexibility region of VPP is formulated by the Minkowski sum for these polytopes. Furthermore, a day-ahead peak-regulation optimal scheduling model considering the conditional value at risk (CVaR) is developed for the electricity-H 2 integrated VPP participating the PRM, and the dimensionality of the aggregated polytope is reduced by the inscribed hyperbox approximation to provide a compact and concise scheduling region. Comparative studies have validated the aggregated power range and net income can be improved by 13.05% and 15.11% with the mechanism of electricity and hydrogen integrations. • The aggregated flexibility of distributed electricity and H 2 resources is unlocked. • Different types of virtual storage models are designed for EVs, ACs, and HRSs. • An inscribed hyperbox based aggregated flexibility projection method is proposed. • A concise day-ahead peak-regulation optimal scheduling model is developed for VPPs. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
- View/download PDF
35. Study on the Operation Strategy of Ventilated Photovoltaic Windows in Hot-Summer and Cold-Winter Zone in China.
- Author
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Wang, Chunlei, Peng, Jinqing, Li, Nianping, Wang, Meng, and Li, Xue
- Subjects
WINDOWS ,VENTILATION ,NUMERICAL analysis ,ENERGY conservation in buildings ,ENERGY consumption of buildings ,AIR conditioning - Abstract
This paper investigates the overall energy performance of a ventilated amorphous silicon photovoltaic (a-Si PV) window under different operation strategies in the hot-summer and cold-winter zone. A validated numerical model based on EnergyPlus was developed and utilized to simulate the thermal, power and overall energy performance of the a-Si PV window. With the integrated numerical model, the effects of air gap depth and ventilation modes on the electricity generation, energy consumption of the air conditioning system and building net energy consumption was investigated. The results indicate that the natural ventilation mode of the ventilated a-Si PV window performs best in summer while the non-ventilation mode is the best choice in winter in the hot-summer and cold-winter zone, Changsha. With the increasing of air gap depth, the net electricity use decreases first and then increases. Based on the simulation results, the optimal structure designing and ventilation operation strategy are recommended. The findings of this paper could provide guidelines for optimizing the structure and the operation strategy of the ventilated a-Si PV windows in hot-summer and cold-winter zone in China. [ABSTRACT FROM AUTHOR]
- Published
- 2017
- Full Text
- View/download PDF
36. Simulation and On-site Measurement of Heating Performance in Air-conditioned University Dormitories, a Case Study in Chongqing.
- Author
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Chen, Xi and Liu, Meng
- Subjects
SIMULATION methods & models ,THERMAL properties of buildings ,ENERGY consumption of buildings ,DORMITORIES ,VENTILATION ,AIR conditioning ,COMPUTER software - Abstract
At present, dynamic simulation and analysis on building thermal environment and energy consumption achieved by computer software become a reality. However, it is found that defined gaps exist between simulation and on-site measurement. To explore the gaps, this paper takes typical air-conditioned university dormitories located in Chongqing as a case study. Simultaneously, the gaps are explored with a DeST-h building energy simulation model and on-site measurement. Indicators including indoor temperature, relative humidity and air conditioning energy consumption under different setting temperature are simulated and measured. Then, a comparison between simulation results and measured data is explored as well as the cause of these gaps. This paper studies thermal environment and energy consumption by combining on-site measurement and numerical simulation, and the conclusion is that the gaps can from occupant behaviour and physical parameters of the indoor and outdoor environment, which provides a reference for thermal environment of the dormitory and building simulation. [ABSTRACT FROM AUTHOR]
- Published
- 2017
- Full Text
- View/download PDF
37. Energy Performance and Controllability Study of Different Control Strategies in Chilled Water System.
- Author
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Li, Dan, Nie, Jinzhe, Li, Deying, and Zhang, Shuai
- Subjects
CHILLED water systems ,CONTROLLABILITY in systems engineering ,PRESSURE control ,WATER pumps ,ENERGY consumption ,AIR conditioning ,SIMULATION methods & models - Abstract
As we all know, how to achieve better energy savings has been mentioned on various countries’ energy schedules. Public buildings as a large energy consumption. It’s air conditioning system has a lot of energy-saving space, and air-conditioning chilled water system to optimize energy-saving control is an important measure to achieve energy-saving air-conditioning system initiatives. This paper mainly focuses on the control system of variable frequency pump in chilled water system. For the water pump control strategy, the secondary pump frequency control strategy is discussed, in order to obtain a better control strategy, in detail the current commonly used differential pressure control strategy. In this paper, five kinds of differential pressure control strategies are analyzed, and then the simulation model is simulated by the established mathematical model. The input energy consumption model of the inverter - motor - water pump micro - system is obtained and the simulation results are analyzed. [ABSTRACT FROM AUTHOR]
- Published
- 2017
- Full Text
- View/download PDF
38. Analysis of Condensation and Thermal Comfort of Two Kinds of Compound Radiant Cooling Air Conditioning Systems Based on Displacement Ventilation.
- Author
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Kang, Zhiqiang, Peng, Xinying, Cheng, Xiaocong, and Feng, Guohui
- Subjects
AIR conditioning ,THERMAL comfort ,DISPLACEMENT ventilation ,CONDENSATION ,RADIANT floor heating - Abstract
The working principle of radiant cooling and characteristics of displacement ventilation are introduced in this paper, the essence of dew and the method to solve condensation are also analyzed in this paper. The research progress about condensation of the attached with a jet under the action of the floor radiant cooling with displacement ventilation system and evaporation cooling of floor radiant cooling with displacement ventilation system are summarized in this paper, analyzing the thermal comfort of the room using the two kinds of compound radiant cooling air conditioning system by contrast. The results show that the attached with a jet under the action of the roof radiant cooling with displacement ventilation air conditioning system prevent condensation is better than the former; Indoor air quality of attached with a jet under the action of the roof radiant cooling with displacement ventilation air conditioning system of is better than that of evaporation cooling of floor radiant cooling with displacement ventilation air conditioning system. [ABSTRACT FROM AUTHOR]
- Published
- 2017
- Full Text
- View/download PDF
39. Optimization of Airflow Organization for a Small-scale Date Center Based on the Cold Aisle Closure.
- Author
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Zhang, Mingrui, An, Qingsong, Long, Zhengwei, Pan, Wuxuan, Zhang, Hao, and Cheng, Xionglei
- Subjects
AIR flow ,AERODYNAMICS ,SERVER farms (Computer network management) ,HEATING & ventilation industry ,AIR conditioning - Abstract
In order to maintain a stable thermal environment of the data center, air-conditioning systems for the data center are in high energy consumption operation state yearly. Airflow organization in a data center impacts the cooling effectiveness of the air-conditioning systems significantly. This paper investigated a small-scale data center by combine of measurement and CFD simulation. To supply accurate boundary conditions, site measurement was conducted to validate the simulation results. In this paper, three optimization approaches of airflow organization were proposed and simulated by CFD software. The cooling performance of these approaches were compared by the temperature of 16 points on the same plane (Z=1.5m) in the room. The results indicated that cold aisle closure could eliminate by-pass airflow but also worsen thermal environment. Setting air return on both sides of hot aisle got most significant improvement in cooling performance. The temperature of hot points could be decreased by 0.5~5°C. [ABSTRACT FROM AUTHOR]
- Published
- 2017
- Full Text
- View/download PDF
40. Study of ultrasonic heat meter measurement error caused by sound attenuation in different water.
- Author
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Shuo, Shi, pengfei, Fan, and lining, Liu
- Subjects
ULTRASONIC testing ,HEATING ,HEAT engineering ,THERMAL insulation ,AIR conditioning - Abstract
Along with the rapid development of global economy, energy shortage and environment pollution are getting more and more serious. The implementation of heat metering is an important measure for avoiding energy waste and reducing polluted emission. As the core of heat metering, heat meter must meet the measure heat accuracy according to the"Technical specifications for heat metering of district heating system" (Ministry of Construction). Due to the poor water quality in China, impurities are the main factor that influences the measurement precision of heat meter. The sound attenuation caused by the particles on the propagation path will reduce the measurement accuracy of the ultrasonic heat meter. In this paper, the sound attenuation of ultrasonic wave in water containing impurities which leads to the measuring error of ultrasonic heat meter is studied. The researches in this paper have important scientific significance and practical value. [ABSTRACT FROM AUTHOR]
- Published
- 2017
- Full Text
- View/download PDF
41. Experiment Study on Thermal Conductivity of Microcapsule Phase Change Suspension Applied to Solar Powered Air Conditioning Cold Storage System.
- Author
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Zheng, Lin, Zhang, Wei, and Liang, Fei
- Subjects
THERMAL conductivity ,HEAT storage devices ,THERMAL properties ,LATENT heat of fusion ,AIR conditioning ,COLD storage ,PHASE change materials - Abstract
This paper presents a novel thermal conductivity measurement of microcapsule phase change materials (MEPCM) suspension. MEPCM suspension applied to solar powered air conditioning cold storage system can significantly save electric energy and improve the system efficiency. The experiment shows that MEPCM suspension’ heat transfer capability is better than conventional cooling medium pure water. The best thermal performance of MEPCM is in the certain temperature range 16℃~17.3℃. The 30% concentration MEPCM suspension have the maximum thermal conductivity. The optimization conditions for solar powered air conditioning cold storage system is further proposed. The results of this paper provides a useful guidance of the design and improvement about solar powered air conditioning cold storage system. [ABSTRACT FROM AUTHOR]
- Published
- 2017
- Full Text
- View/download PDF
42. Modular retrofitting solution of buildings based on 3D scanning.
- Author
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Borodinecs, Anatolijs, Zemitis, Jurgis, Dobelis, Modris, Kalinka, Maris, Prozuments, Aleksejs, and Šteinerte, Kristīne
- Subjects
HOME air conditioning ,AIR conditioning in public buildings ,INDOOR air quality ,AIRTIGHTNESS of buildings ,AIR conditioning - Abstract
Building stock is one of the crucial energy consumers in Europe. The majority of the European residential and public buildings were constructed after the Second World War. The external building envelope of these buildings has very poor thermal insulation properties with regards to modern requirements. There are several well known building retrofitting technologies such as rendered and double facades. These retrofitting technologies require large amount of on-site human working mounts. However, there might be significant limitations in mounting processes of the unclassified buildings such as prisons, military buildings and other buildings with specific safety requirements. In scope of this article the benefits of modular retrofitting solutions are taken into consideration. The paper presents the results of the architectural project development specifics as well as selection of the optimal modular panel layout, integration of existing communication and modular panels junctions solutions. This paper is prepared in the scope of work done within the European Regional Development Fund project “NEARLY ZERO ENERGY SOLUTIONS FOR UNCLASSIFIED BUILDINGS”. [ABSTRACT FROM AUTHOR]
- Published
- 2017
- Full Text
- View/download PDF
43. An Artificial Simulation Environment Experimental Method for Wallboard Experiments.
- Author
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Li, Cuimin, Zhao, Zhigui, and Sun, Zhigao
- Subjects
WALLBOARD ,LOW temperature engineering ,SUSTAINABLE buildings ,AIRTIGHTNESS of buildings ,AIR conditioning ,PERMEABILITY - Abstract
In order to meet the needs of a large number of wall experiments, this paper presents a simple method to simulate the temperature of the external environment by using the high and low temperature alternating chamber to explore the temperature response of the wallboard. To make the artificial simulation environment similar to the main factors of the natural environment, this paper chooses the appropriate summer external temperature conditions to measure the temperature changes of the actual wall parts of the typical natural environment in summer, and uses the weighted average as the simulation target temperature value. We use the high-low temperature alternating experimental box to simulate the external environment temperature changes, with pure gypsum wallboard inside and high-low temperature alternating experimental box contact to change the high-low temperature alternating chamber box temperature, and record the temperature inside the wall to explore a temperature range that is close to the actual wall temperature. The experimental results show that the temperature change of the inner wall of the wall is close to the actual wall, and can be used as the simulation temperature when the temperature is 18~56℃ and the temperature rise and fall rate is 0.19℃/min. [ABSTRACT FROM AUTHOR]
- Published
- 2017
- Full Text
- View/download PDF
44. Experimental study of passive air condition system integrated into a single room in Assiut, Egypt.
- Author
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Abdallah, Amr Sayed Hassan
- Subjects
- *
COOLING systems , *AIR conditioning , *THERMAL comfort , *CONSTRUCTION materials , *INDOOR air quality ,SOLAR chimneys - Abstract
Cooling of buildings is an essential target for engineers and builders in the hot arid climate of Egypt. Performance of inclined solar chimney with passive cooling tower (SCPC) was studied. The system was integrated into a single room built in Assiut University (El-Gorib site) in Assiut, Egypt. Testing of indoor environment for the room with passive cooling was done during August and September 2015. A passive cooling technique was integrated inside a short wind tower made from expanded paper (wet pad) 0.1 m thick. A water tube was installed on the top of the expanded paper with small nozzles. Water is recirculated through the system using water pump. A reduction of room indoor temperature was observed with the integrated system (SCPC). There is a significant reduction of indoor temperature between 6 and 7 K due to passive cooling with surface temperature 19.4 °C for the cooling pad. The relative humidity did not exceed 57% most of the time. The maximum air speed inside the solar chimney was 3.5 m/s under the effect of a high solar radiation of 890 W/m 2 . The findings show that SCPC system achieves comfortable thermal conditions with a significant improvement in building energy conservation. The result of development this new cooling system helps to develop building code for low energy houses in Egypt and propose a new system to be integrated in the housing project of people with low income. [ABSTRACT FROM AUTHOR]
- Published
- 2017
- Full Text
- View/download PDF
45. An unequal adjacent grey forecasting air pollution urban model.
- Author
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Tu, Leping and Chen, Yan
- Subjects
- *
URBAN pollution , *AIR pollution control , *FORECASTING , *AIR pollution , *AIR conditioning , *ENVIRONMENTAL protection - Abstract
• The principle of difference information and the principle of minimum information are discussed. • The proposed method can deal with the environment problem in other regions. • The unequal adjacent accumulation multivariate grey model is used to forecast the public concern about air pollution. In grey theory, the principle of difference information holds that difference is information. To mine the difference information between data, the unequal accumulation is proposed in this paper. The unequal accumulation reduces the loss of difference information and improves the forecasting performance of the grey model. Based on the unequal accumulation, the unequal adjacent discrete multivariable grey model is proposed. According to the comparison with other models, the proposed model has good forecast performance and algorithm efficiency. To further prove the practical significance of the model, it is used to predict the public concern about air pollution in three cities of China. The results show that the public concern about air pollution in cities with different air pollution conditions is quite different. Environmental protection departments could pay attention to the public concern about air pollution to better control air pollution. [ABSTRACT FROM AUTHOR]
- Published
- 2021
- Full Text
- View/download PDF
46. Coordinated control for Air Handling Unit and Variable Air Volume boxes in multi-zone HVAC system.
- Author
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Ma, Shunjian, Zou, Yuanyuan, and Li, Shaoyuan
- Subjects
- *
AIR masses , *ATMOSPHERIC temperature , *OPERATING costs , *HEATING & ventilation industry , *AIR conditioning - Abstract
In this paper, a coordinated strategy of distributed model predictive control (DMPC) is proposed to accommodate Air Handling Unit (AHU) and Variable Air Volume boxes (VAV boxes) in a multi-zone HVAC (Heating Ventilation and Air Conditioning) system. A modified distributed model predictive control with equivalent local cooling cost and a total-air-mass-rate penalty term is implemented to local VAV boxes to regulate indoor temperature. The penalty term and AHU supply air temperature are updated in the upper coordinated layer to guarantee the total air mass rate within the limit and economic operation. In this framework, with the help of coordination from both DMPC and the upper layer, the operational cost from the HVAC system can be reduced. The effectiveness of the proposed scheme is proved by a numerical simulation. • A coordinated DMPC is proposed to accommodate equipment in multi-zone HVAC system. • A modified DMPC is implemented to regulate indoor temperature. • The coordinated layer is used to keep the total air mass rate within the limit. • The supply air temperature PID generates a suitable value for subsystems. [ABSTRACT FROM AUTHOR]
- Published
- 2021
- Full Text
- View/download PDF
47. A transient model for the thermal inertia of chilled-water systems during demand response.
- Author
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Li, Weilin, Chu, Yiyi, Xu, Peng, Yang, Zhiwei, Ji, Ying, Ni, Lizhou, Bao, Yi, and Wang, Kun
- Subjects
- *
ELECTRIC transients , *AIR conditioning , *INERTIA (Mechanics) , *HEAT transfer , *THERMAL conductivity - Abstract
Demand response (DR) of air-conditioning systems is important to shift or reduce the peak electricity demand of commercial buildings by shift or reduce the cooling load. Popular DR strategies of air-conditioning systems include zonal temperature reset and direct control of the main equipment. Many DR studies have been conducted on the thermal inertia of buildings for temperature resetting, but there are few studies on the thermal inertia of air-conditioning systems, which is relatively small but not negligible. In this paper, the thermal inertia of air-conditioning systems is defined as the character that causes the variation of the supply cooling capacity to zones lagging behind the variation of the cooling capacity from plants after DR strategies are implemented. This paper develops an inertia model of chilled-water systems with three sub-models, including chiller model, chilled-water pipe model and cooling coil model. The model describes the dynamic process from the cooling plant to terminal units when DR strategies on chillers are implemented. A new parameter Q ( t ) named the “refrigerant cooling capacity” is introduced in this study to simplify the thermal inertia model. The Q ( t ) patterns during the dynamic processes of two series of common chiller-side control strategies (On/Off control and resetting the chilled-water temperature) are obtained and validated using experiments and field tests. In the end, the entire transient model of air-conditioning systems is validated using experiments. [ABSTRACT FROM AUTHOR]
- Published
- 2017
- Full Text
- View/download PDF
48. The impact of thermal mass on building energy consumption.
- Author
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Reilly, Aidan and Kinnane, Oliver
- Subjects
- *
ENERGY consumption , *HEAT , *AIR conditioning , *COOLING , *CLIMATE change - Abstract
This paper presents new metrics to measure the effect of thermal mass on the energy required to heat and cool buildings. Previous studies have been flawed as they have not considered the interaction between intermittent occupancy and thermal mass, which has a significant impact on overall energy use. However, existing parameters do not adequately capture these effects, so the new metrics developed in this paper are used to analyse the impact of thermal mass in hot climates with active cooling, and cold climates with active heating. The results agree with existing literature that high thermal mass structures are likely to be effective in hot climates; however, in cold climates the drawbacks of high thermal mass likely outweigh the advantages, and high thermal mass can cause an increase in energy use. This finding has implications for the design of buildings in cold climates, and contradicts the commonly-held assumption that high thermal mass is correlated with low energy use. The new metrics (transient energy ratio and effective U -value) provide a generalisable method to quantify these effects. They are further used here to analyse the dynamic performance of heavily insulated buildings and show that high thermal mass often leads to higher energy use in cold climates. [ABSTRACT FROM AUTHOR]
- Published
- 2017
- Full Text
- View/download PDF
49. A numerical study on influences of building envelope heat gain on operating performances of a bed-based task/ambient air conditioning (TAC) system in energy saving and thermal comfort.
- Author
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Mao, Ning, Pan, Dongmei, Li, Zhao, Xu, Yingjie, Song, Mengjie, and Deng, Shiming
- Subjects
- *
ENERGY conservation in buildings , *AIR conditioning , *THERMAL comfort , *ENERGY consumption of buildings , *AIR flow , *REGRESSION analysis - Abstract
There has been an increasing concern on thermal comfort in sleeping environments and its associated energy use in the past few years. To improve the thermal environment and to reduce energy use of air conditioning in bedrooms, applications of task/ambient air conditioning (TAC) systems were proposed and studied previously. It’s indicated that the TAC system can be well integrated with a bed. Due to the variation of the envelope heat gain in a bedroom during night, it is necessary to study the thermal environment inside a bedroom and the energy use of a TAC system for the bedroom at varying envelope thermal loads. Therefore, this paper reports on a numerical study on a TAC system applied to a bedroom with different envelope heat gains. The influences of envelope heat gain on energy consumption of the TAC system and the indoor thermal comfort were studied in this paper. The research results show that at supply air flow rate ( Q s ) of 50 l/s, energy consumption was increased from 47.78 W to 213.11 W, and the PMV value was increased from −1.69 to −1.29 with the increase in envelope heat gain from 3.11 W to 155.6 W. To make PMV equal to zero under different envelope heat gains, linear regression models between supply air parameters and PMV were built and solved. The obtained values form curves where PMV = 0 and give a guide for operation of the TAC system. It was found that the calculation of energy consumption on these curves depends only on envelope heat gain. [ABSTRACT FROM AUTHOR]
- Published
- 2017
- Full Text
- View/download PDF
50. An experimental study on the performances of a radiation-based task/ambient air conditioning system applied to sleeping environments.
- Author
-
Du, Jing, Chan, Mingyin, and Deng, Shiming
- Subjects
- *
AIR conditioning , *THERMAL comfort , *SLEEP , *VENTILATION , *HUMIDITY , *ATMOSPHERIC temperature - Abstract
A sleeping person is naturally immobile in a relatively small space. Hence, task\ambient air conditioning (TAC) can be best applied to a sleeping environment because of its proven performances in energy saving. However, when using previously developed the TAC systems for sleeping environment applications, cold draft was a serious issue and could hardly be avoided due to a high air velocity and a low air temperature inside an occupied zone. Therefore, in the experimental study reported in this paper, a radiation-based TAC (R-TAC) system has been developed, and its performances experimentally evaluated. In this paper, firstly, an experimental setup for a prototype R-TAC system, and experimental conditions and methods are reported. This is followed by presenting experimental results on the thermal comfort and ventilation performance. Finally, the issues of condensation risk when using the proposed R-TAC system are discussed. The study results presented in this paper have shown that the use of the R-TAC system could not only result in better thermal comfort and ventilation performances, but also effectively resolve the cold draft problem. In addition, the potential problem of potential condensation on a surface may be resolved by raising the panel surface temperature, or using a lower fresh air supply humidity. [ABSTRACT FROM AUTHOR]
- Published
- 2017
- Full Text
- View/download PDF
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