37 results on '"Photovoltaic Penetration"'
Search Results
2. Italian protocol for massive solar integration: From solar imbalance regulation to firm 24/365 solar generation
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Pierro, Marco, Perez, Richard, Perez, Marc, Prina, Matteo Giacomo, Moser, David, and Cornaro, Cristina
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- 2021
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3. Evaluation of the Impact of Photovoltaic Solar Power Plant Integration into the Grid: A Case Study of the Western Transmission Network in the Democratic Republic of Congo.
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Kiangebeni Lusimbakio, Kevin, Boketsu Lokanga, Tonton, Sedi Nzakuna, Pierre, Paciello, Vincenzo, Nzuru Nsekere, Jean-Pierre, and Tshimanga Tshipata, Obed
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BATTERY storage plants , *PHOTOVOLTAIC power systems , *SOLAR power plants , *SOLAR energy , *RENEWABLE energy sources ,DEVELOPING countries - Abstract
Rising electricity demand and the need to reduce pollutant emissions highlight the importance of renewable energy, especially solar power. While most studies on photovoltaic (PV) integration focus on developed countries, least developed and developing countries such as the Democratic Republic of Congo (DRC) face particular challenges due to fragile grid infrastructure. This work evaluates the technical and operational impacts of PV integration into the western grid of the DRC using DIgSILENT PowerFactory 2021 SP2 simulations. It examines penetration levels from 10% to 50% based on a 2012 MW baseline, and evaluates power losses, short-circuit ratios (SCRs), grid stability, harmonic distortions, and voltage oscillations. Results reveal that moderate penetration levels (10–20%) reduce active power losses by 25% while maintaining stability. However, above 30% penetration, critical challenges arise, including a drop of the SCR below the minimum recommended value of 3, prolonged voltage oscillations, and increased harmonic distortions, resulting from the reduced overall inertia of the grid following the increase in PV power from inverters without inertia. These findings emphasize the need for targeted solutions like Battery Energy Storage Systems (BESSs), Static Synchronous Compensators (STATCOMs), and harmonic filters. This work provides foundational insights for PV integration in fragile grids of LDCs and developing countries. [ABSTRACT FROM AUTHOR]
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- 2025
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4. Influence of off-grid/grid-connected operation on stability of large-scale photovoltaic system
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Yu Fu, Wei Li, Nan Xiong, Yang Fang, Xiaomeng He, and Zufeng Wang
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Photovoltaic penetration ,Transmission line length ,Renewables ,Stability ,Electrical engineering. Electronics. Nuclear engineering ,TK1-9971 - Abstract
Off-grid or grid-connected operation of large-scale photovoltaic system may cause stability problems. When the system performs off-grid operation, energy storage, as balance node, regulates power and frequency, then also influences stability. Under grid-connected operation, the external power system balances power and frequency regulation, and energy storage only equilibrium wave power. Although a detailed model for a single photovoltaic generation system has been established, the connection of numerous photovoltaic units is difficult to model and simulate, and it can easily cause dimension disaster. In order to analyze stability effectively of off-grid/grid-connected operation of large-scale photovoltaic system, we first establish the equivalent model of a photovoltaic farm through the method of dynamic aggregation of wind turbines, and then obtain indicators affecting the stability considering the reactance matrix of the transmission line. When the real part of the oscillation mode sensitivity index is greater than zero, oscillation mode approaches the imaginary axis, indicating that the PV system stability deteriorates. Conversely, the PV system is regionally stable. Finally, the effects of the number of photovoltaic units and transmission line length on stability are theoretically analyzed, and the theoretical derivation is validated through simulations. More PV units and a longer transmission line increase the likelihood of instability through the sensitivity of the oscillation mode.
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- 2023
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5. Ancillary Services via Flexible Photovoltaic/Wind Systems and "Implicit" Storage to Balance Demand and Supply.
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Pierro, Marco, Barba, Mario, Perez, Richard, Perez, Marc, Moser, David, and Cornaro, Cristina
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Achieving the European Union renewable energy source penetration 2030 targets requires an increase in flexible resources to compensate for the variability/intermittency of solar and wind generation to ensure system safety and balancing. Herein, two readily deployable flexibility solutions to balance demand/supply as an alternative to building additional thermoelectric reserves are proposed. How the transmission system OPERATOR can use the ancillary services provided by a flexible photovoltaic (PV) fleet (solar regulation) or PV/wind fleet (variable renewable energy (VRE) regulation) together with a suitable underforecast and proactive curtailment of variable renewable generation (aka, implicit storage) to reduce current and future Italian imbalances is shown. How these flexibility solutions can become even more effective when combined with a strengthening of the transmission grid is shown. The imbalance reduction achievable by 2030 through solar/VRE regulation strategies would be of the order of 20–50% with zonal balancing and 27–80% with nationwide balancing is found. Imbalance costs would remain comparable with the business‐as‐usual (thermal generation) costs. A proactive curtailment of 5–17% of the total VRE generation is the environmental cost of stabilizing the system using VRE plants, avoiding the construction of thermoelectric reserves. [ABSTRACT FROM AUTHOR]
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- 2023
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6. Scrutiny of power grids by penetrating PV energy in wind farms: a case study of the wind corridor of Jhampir, Pakistan
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Arsalan Muhammad Soomar, Lyu Guanghua, Shoaib Shaikh, Syed Hadi Hussain Shah, and Piotr Musznicki
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photovoltaic penetration ,photovoltaic ,load flow study ,wind farm ,renewable energy ,clean energy ,General Works - Abstract
This study examines the problems caused by intermittent renewable energy sources, especially wind farms, and suggests a different solar energy penetration strategy to improve their loading capacity. The study uses real-time data from a wind farm in Jhampir, Pakistan, to analyse and assess various aspects of grid stations connected to wind farms. Electrical Transient Analyzer Program is used to validate the results by linking these with actual grid system. The article focuses on creating a model for a grid connected to a wind farm and the simulation of outcomes following capacity expansion, with the installation of an autotransformer. The original capacity of the wind farm was 750 MW, which was increased to 1,250 MW, i.e., 1.66 times the actual capability. Furthermore, this capacity was further enhanced to 1,540 MW, which becomes 1.23 times the previous capacity by the penetration of a photovoltaic power plant.
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- 2023
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7. A methodology for determining the incentive policy for photovoltaic distributed generation that leverages its technical benefits in the distribution system.
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Stecanella, Priscilla A. Juá, Camargos, Ronaldo S.C., Vieira, Daniel, Domingues, Elder G., and Ferreira Filho, Anésio de L.
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DISTRIBUTED power generation , *RENEWABLE energy sources , *INCENTIVE (Psychology) , *STOCHASTIC models , *ENERGY policy - Abstract
Although photovoltaic distributed generation (PVDG) is expanding worldwide, its growth is still relatively small in most countries. Thus, it is necessary to establish appropriate incentive policies that increase the integration of PVDG into the distribution system. The impacts that the adoption of each policy causes must be analyzed to maximize the benefits and minimize the technical problems arising from the integration of PVDG into the grid. In this context, this study proposes a methodology to determine the most appropriate policy to encourage PVDG by observing its technical impacts on the grid. A stochastic model is proposed to determine the technical and financial impacts on voltage levels, technical losses, and peak demand derived from the integration of PVDG. The proposed methodology was applied to dozens of real feeders, seeking to compare the Net Metering (NeM) and the Feed-in Tariff (FiT) policies. The results showed that the NeM policy presented the best performance. Among the two investigated FiT policies, it was verified that the incentive to PVDG with lower powers implies greater benefits. This methodology allows the determination of the most appropriate PVDG incentive policy considering its technical impacts on the grid. • Determination of the most suitable PVDG incentive considering its impacts on the grid. • Determination of technical and financial impacts of PVDG encouraged by public policy. • Stochastic calculation of technical impacts caused by PV distributed generation. • Relation between renewable energy incentive policies and their impacts on the grids. [ABSTRACT FROM AUTHOR]
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- 2022
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8. Grid variability and value assessment of long-duration energy storage under rising photovoltaic penetration: Evidence from Japan.
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Li, Yanxue, Xie, Yun, Zhang, Xiaoyi, Xiao, Fu, and Gao, Weijun
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GRID energy storage , *SPOT prices , *PRICE fluctuations , *VALUE (Economics) , *ELECTRICITY pricing , *PHOTOVOLTAIC power generation , *ENERGY storage - Abstract
Using high-resolution grid power balance and market data, this work investigates the effects of rising solar photovoltaic generation on the variability of large-scale net grid load and spot prices, and conducts an analysis of the potential balancing profits of various grid-scale energy storage systems. Analysis results show the correlation between PV (photovoltaic) generation and electricity demand has been identified as a significant factor influencing spot price value. As PV penetration increases, the value of spot prices experiences a notable decline, with values declining to nearly zero when the share of hourly PV generation surpasses 70 %. The volatility of electricity spot prices has a substantial impact on utilization rates and economic profits of energy storage systems employed for grid energy balancing. Despite the lower roundtrip efficiency, reversible hydrogen storage system can offer positive benefits. The longer storage duration offers the advantage of capturing greater dispatch profits by exploiting price differences over extended periods. Considering the time-varying nature of spot prices, the rated power capacity of the storage system plays a significant role in determining its utilization rates. The larger rated charging and discharging ability of the storage system allows for more effective utilization of price fluctuations, resulting in greater profitability. • Impacts of rising PV shares on spot price value and variability of net load are demonstrated. • Analysis results show that rising PV share increases volatility and decreases value of spot price. • Increased volatility of spot prices offers more opportunities to increase storage dispatch profits. • Impacts of storage duration and rated power capacity on dispatch performances are demonstrated. [ABSTRACT FROM AUTHOR]
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- 2024
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9. Unlocking ampacity and maximising photovoltaic penetration through the phase balancing of low voltage distribution network feeders
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Caton, Martin Christopher and Marjanovic, Ognjen
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621.31 ,low voltage ,distribution network ,phase balancing ,photovoltaic penetration ,Feeder ,load balancing ,phase switcher ,thermal constraint ,voltage constraint ,photovoltaic balancing ,photovoltaic feeder assessment - Abstract
In recent years there has been a large increase in the connection of photovoltaic generators to the low voltage distribution network in urban residential areas. In the future, it is predicted that this trend will continue and be accompanied with a rise in the uptake and connection of electric vehicles and heat pumps. Recently, monitoring trials have found widespread current unbalance in the feeders that transmit electrical energy to and from these urban residential areas. This unbalance is likely to be accentuated by the gradual and piecemeal uptake of the aforementioned devices. The combined impact of the changes and present day unbalance is likely to be more frequent thermal and voltage constraint violations unless new strategies are adopted to manage the flow of electrical energy. Here, a novel device named the 'phase switcher' that has no customer compliance requirements is proposed as a new tool for distribution network operators to manage the thermal and voltage constraints of cables. The phase switcher is shown to unlock cable ampacity and maximise voltage headroom and it achieves this through phase balancing in real time. A centralised local feeder controller is simulated to employ dynamic and scheduled phase switcher control algorithms on a real network model, and it's ability to unlock cable ampacity and reduce cable losses is quantified. Also, a small model based controller algorithm is presented and shown to perform almost as well as others despite having a very limited sensing and communication system requirement. Phase switchers are also quantified for their ability to increase feeder voltage headroom when employed to improve the balance of photovoltaic distributed generators across phases. To this end, an exhaustive offline photovoltaic capacity prediction technique is documented which shows that when phase switchers are placed explicitly to a known photovoltaic installation scenario, an almost linear relationship exists between the penetration level and maximum node voltage when PSs or phase conductor rejointing is considered as an option for implementation. Finally, a fast feeder assessment algorithm is detailed that is found to be better and more robust at estimating extreme maximum and minimum photovoltaic penetration level scenarios that cause over-voltage. All the work is presented within a new general mathematical framework that facilitates formulation of the problem and calculation of device phase connections for networks containing phase switchers.
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- 2015
10. Imbalance mitigation strategy via flexible PV ancillary services: The Italian case study.
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Pierro, Marco, Perez, Richard, Perez, Marc, Moser, David, and Cornaro, Cristina
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SOLAR power plants , *PHOTOVOLTAIC power systems , *SOLAR energy , *PLANT capacity , *SOLAR heating , *SOLAR thermal energy - Abstract
Large share of solar energy imposes a higher system flexibility to resolve the increased demand/supply imbalance due to the inherent intermittency and variability of the resource. In this work, we demonstrate that the additional solar-induced flexibility requirement can be fully provided by a special kind of solar farms, namely flexible PV. These plants are able to provide ancillary services by proactive generation curtailment and storage power injection and they can be managed exactly as the secondary reserve currently used. At the current and future penetration levels, we sized the flexible PV fleet required to reduce the Italian imbalance by 36 % (with respect to its 2016 value) while keeping the curtailment at 6 % of the national PV generation. We show how this result can be achieved at an equal or lower dispatching cost than current cost (depending on the solar share). In addition, we found that a fleet composed of many flexible PV plants with different capacity randomly distributed throughout the country provides an optimal solar regulation performance. Finally, we showed that the effectiveness of the proposed imbalance mitigation strategy depends only slightly on the year-specific load, wind, PV and energy prices profiles used to size the capacity of the flexible fleet. [ABSTRACT FROM AUTHOR]
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- 2021
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11. Statistical Analysis of Photovoltaic Distributed Generation Penetration Impacts on a Utility Containing Hundreds of Feeders
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Priscilla A. Jua Stecanella, Daniel Vieira, Marcos V. Leite Vasconcelos, and Anesio De L. Ferreira Filho
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Impacts on a utility ,photovoltaic distributed generation ,photovoltaic system ,photovoltaic penetration ,power system ,renewable energy ,Electrical engineering. Electronics. Nuclear engineering ,TK1-9971 - Abstract
The increase in the number of consumers who produce part of their own electricity through photovoltaic distributed generation (PVDG) led to the need for studies on how the power system is affected. As the distribution systems were not designed to integrate PVDG, it is important for regulatory agencies and utilities to identify technical problems in the grid associated with the levels of photovoltaic penetration. In this regard, this study presents a method with indicators that quantify the technical impacts that PVDG growth causes to an actual utility that contains hundreds of feeders with different topologies, load types, and densities. Real solar irradiance and temperature values over a year, and photovoltaic system locations varying based on the Monte Carlo method were also considered in the computational simulations. This study helps the utilities to plan preventive measures to strengthen the grid, and regulatory agencies to enhance policies to support PVDG. We analyzed the impacts on voltage magnitudes, technical losses and peak demand arising from the PVDG integration. The results show that, even at low penetration levels (2%), one-third of feeders required modification in the distribution system to allow photovoltaic integration. For over 60% of feeders, penetration levels of up to 20% reduced technical losses and voltage problems, with practically no effect on peak demand. Feeders in residential and commercial/industrial areas presented increases in technical losses and voltage levels for high penetration levels. Rural areas presented reductions in these parameters for all levels of PVDG integration.
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- 2020
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12. Model predictive control-based optimal voltage regulation of active distribution networks with OLTC and reactive power capability of PV inverters.
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Dutta, Arunima, Ganguly, Sanjib, and Kumar, Chandan
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REACTIVE power , *POWER distribution networks , *ELECTRIC inverters , *ENERGY dissipation , *PREDICTION models , *PHOTOVOLTAIC power systems , *MICROGRIDS , *ELECTRIC fault location - Abstract
This study presents a model predictive control (MPC)-based centralised control approach for maintaining the voltages of the nodes within permissible limits in the presence of high photovoltaic (PV) penetration. The proposed control scheme coordinates the actions of on-load tap changer (OLTC) and PV inverters optimally to fulfil the desired objectives. The objectives are minimisation of change in control variables, slack variables, energy loss, and voltage error. These objectives are weighted to form the overall objective function. Three rules are formulated based on the severity of voltage magnitudes. The weights of the objectives are adjusted according to these pre-defined rules. Simulations are performed in an active distribution network (ADN) integrated with and without microgrids, where both demands and generations vary hourly over the day. As power is injected by the microgrids during most of the time of the day, the excursions of node voltages are slightly higher in the microgrids integrated ADN. Moreover, the incorporation of the proposed rule-based MPC drastically reduces the energy loss due to active power loss in distribution networks, as is evident from the simulation results obtained by comparing the proposed approach with an existing MPC-based approach. [ABSTRACT FROM AUTHOR]
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- 2020
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13. Extreme Bifurcation Interval With Deep PV Penetration Considering Correlated Net Bus Load Forecast Errors.
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Wu, Qianhong, Han, Bei, Shahidehpour, Mohammad, Qi, Chen, Li, Guojie, Wang, Keyou, and Luo, Lingen
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The proliferation of photovoltaics (PV) in distribution systems brings about voltage stability problems. This paper proposes an algorithm to calculate extreme bifurcation intervals considering deep PV penetration levels. The paper applies the sandglass-hyper-ellipsoid-cone model to analyze the correlations among net bus loads representing bidirectional power flows for different PV penetration levels. Using the net bus load model, three extreme bifurcation points on voltage stability limit hypersurface are formulated where two of these points represent the voltage stability bifurcation interval in the forecasted net bus loading direction. An iterative method is applied to obtain bifurcation solutions. The validity of the proposed method is verified by using the IEEE 3-bus system, the IEEE 33-bus system and the IEEE 123-node test feeder. The numerical results demonstrate that the proposed sandglass-hyper-ellipsoid-cone net bus load model and solutions are effective in managing correlated net bus load forecast errors in distribution systems with PV integration. [ABSTRACT FROM AUTHOR]
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- 2020
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14. Stabilising influence of a synchronous condenser in low inertia networks.
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Arayamparambil Vinaya Mohanan, Vishnu, Mareels, Iven M.Y., Evans, Robin J., and Kolluri, Ramachandra Rao
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Power systems have to be reinforced to accommodate a high penetration of renewable energy sources. Recent research shows that the stability margin of the grid degrades with the penetration of grid‐tied photovoltaic generators into the grid. In the model presented in the study, the critical level of photovoltaic penetration is associated with a Hopf bifurcation in the field dynamics of the synchronous generators which severely limits the operating domain of the grid. It is shown that the judicious introduction of synchronous condensers in the modelled grid delays this dynamic instability. A small‐signal analysis is performed for a system where the reactive power and inertial response is supplemented using a synchronous condenser. The study shows that the modified network tolerates much higher participation of photovoltaic generation in the grid. It is shown that the modified network retains the classical power system control approach and also does not demand a change in the way the photovoltaic generation is injected, thereby making it a natural implementation. The synchronous condenser augments the operational domain of the system significantly, nearly eliminating the need for renewable energy curtailment. A case‐study approach is used to present results on improvements in damping ratio, feasibility domain and transient stability. [ABSTRACT FROM AUTHOR]
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- 2020
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15. Italian protocol for massive solar integration: Imbalance mitigation strategies.
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Pierro, Marco, Perez, Richard, Perez, Marc, Moser, David, and Cornaro, Cristina
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PHOTOVOLTAIC power systems , *BATTERY storage plants , *SOLAR power plants - Abstract
This article proposes two strategies for the mitigation of power imbalances and related costs resulting from increasing PV penetration onto the Italian grid. New "state of the art" solar and netload day ahead forecast models were developed and applied to real data. These strategies consist of: (1) Improving the accuracy of PV and net load power forecast and enlarging the footprint of the controlled grid area; (2) Transforming unconstrained PV plants into "flexible PV plants": remotely controlled PV plants that can be proactively curtailed and work with cost-optimized Battery Energy Storage Systems. We demonstrate that the first strategy can effectively limit the imbalance impact when integrating a large share of PV generation, reducing imbalance volumes and costs, both at current and future solar penetration levels. We further demonstrate that the second strategy can entirely eliminate the imbalance impact of PV penetration, hence providing operational certainty to the TSO. Indeed, we show how flexible PV plants can be cost-optimally sized to set the imbalance volume at a desired target value regardless of PV installed capacity, hence allowing massive solar penetration. Finally, we show that the cost of implementing these strategies is less than the current cost of handling such imbalance impacts. • Strategies for mitigating imbalances from increasing PV penetration in Italian grid. • Flexible PV plants are proactively curtailed in tandem with cost-optimized batteries. • Cost of these strategies is less than the current cost of handling imbalance impacts. [ABSTRACT FROM AUTHOR]
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- 2020
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16. Residual load probabilistic forecast for reserve assessment: A real case study.
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Pierro, Marco, De Felice, Matteo, Maggioni, Enrico, Moser, David, Perotto, Alessandro, Spada, Francesco, and Cornaro, Cristina
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LOAD forecasting (Electric power systems) , *SOLAR energy , *FORECASTING , *CASE studies , *SUPPLY & demand , *WEATHER forecasting - Abstract
Distributed generation from wind and solar acts on regional electric demand as a reduced consumption, giving rise to a "load shadowing effect". The net load becomes much more difficult to predict due to its dependence on the meteorological conditions. As a consequence, the growing penetration of variable generation increases the imbalance between demand and scheduled supply (net load forecast) and the reserve margins (net load uncertainty). The aim of this work is to quantify the benefit of the use of advanced probabilistic approaches rather than a traditional time-series method to assess the day-ahead reserves. For this purpose, several methods for load and net load uncertainty assessment have been developed and applied to a real case study considering also future solar penetration scenarios. The results show that, when forecasting only the load both traditional and probabilistic methods exhibit similar accuracy. Instead, in the case of net load prediction, i.e. when solar power is present, the probabilistic forecast can effectively limit the reserve margin needed to arrange the imbalance between residual demand and supply. The developed probabilistic approach provides a notable reduction of the Following Reserve which increases with the solar penetration: from 32.5% to 68.3% at 7% and 45% of penetration. • New probabilistic methods for the net-load uncertainty have been developed. • A new metric was introduced to certify the performance of the methods. • Probabilistic forecast limits reserve margin needed with growing solar penetration. [ABSTRACT FROM AUTHOR]
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- 2020
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17. Impact of photovoltaic systems on voltage stability in islanded distribution networks
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Rebecca Laginestra Sinder, Tatiana Mariano Lessa Assis, and Glauco Nery Taranto
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distributed power generation ,photovoltaic power systems ,power distribution faults ,distribution networks ,power system dynamic stability ,power system stability ,photovoltaic systems ,islanded distribution networks ,photovoltaic generation ,voltage stability margin ,islanded microgrid ,voltage collapse proximity ,maximum deliverable power ,well-known power–voltage curves ,photovoltaic penetration ,photovoltaic generators ,Engineering (General). Civil engineering (General) ,TA1-2040 - Abstract
This work analyses the impact of photovoltaic generation on voltage stability margin in an islanded microgrid. An indicator of voltage collapse proximity, based on the maximum deliverable power, is used to study the contribution of photovoltaic generation to the voltage stability margin. In this context, the well-known power–voltage curves, also known as ‘nose’ curves, are developed, taking into account different levels of photovoltaic penetration. Furthermore, the effect of the power factor at the photovoltaic generators as well as the influence of the adopted model for such generators are also investigated. The results have shown that the photovoltaic generation can significantly affect the voltage stability margin.
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- 2019
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18. Frequency support from photovoltaic power plants using offline maximum power point tracking and variable droop control.
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Jibji‐Bukar, Fyali and Anaya‐Lara, Olimpo
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With higher penetration of converter‐connected renewable energy sources (RES) into power systems, the successful operation of the system is challenged by significant reductions in system inertia. Presently, given the dominant share of the conventional synchronous power plant, RES power plants are not demanded to provide ancillary services. However, as RES connections increase, RES power plants will play a major role in power system operation, contributing to frequency control. This study demonstrates that photovoltaic power plants (PVPPs) can provide effectively different types of frequency support based on a power reserve and an offline maximum power point tracking (MPPT) technique. An innovative method to de‐load the PVPP without significantly increasing the MPPT complexity is proposed. Results from different PVPP frequency support methods, under varying levels of photovoltaic penetration, are presented which demonstrate their capability to provide inertia support comparable to that of synchronous generators. A new variable droop control method, which releases maximum power during the inertial response and returns to fixed droop gain value after a specified time is also presented. The results from using the variable droop show that the frequency nadir and the rate‐of‐change‐of‐frequency can be significantly reduced and some power reserve still maintained after a frequency event. [ABSTRACT FROM AUTHOR]
- Published
- 2019
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19. Photovoltaic generation forecast for power transmission scheduling: A real case study.
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Pierro, Marco, De Felice, Matteo, Maggioni, Enrico, Moser, David, Perotto, Alessandro, Spada, Francesco, and Cornaro, Cristina
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PHOTOVOLTAIC power systems , *SURFACE roughness , *POWER transmission , *ENERGY economics , *SOLAR energy , *THERMAL efficiency - Abstract
Highlights • Practical application of the regional PV power forecast. • The PV forecast is used for power transmission scheduling. • Benefits of PV power forecast are pointed out using a real case study. • Energy imbalance and its related costs has been evaluated. Abstract The increased penetration of photovoltaic power introduces new challenges for the stability of the electrical grid, both at the local and national level. Many different effects are caused by high solar power injection into the electric grid. Among them, the increased risk of imbalance between the actual and scheduled power transmission is of particular relevance. The consequence is the need to exchange larger amounts of dispatchable power on the balancing energy market. The aim of this work is to analyze and quantify the effects of PV penetration in a target region and to evaluate the energy and economic benefits of using day-ahead PV forecast for power transmission scheduling. For this purpose, we developed several data-driven methods for transmission scheduling that include day-ahead PV power forecasts. We compared the resulting operational imbalances from these new models against two reference models currently used by the local grid operators. In the case of no PV generation in the target area, the more accurate reference model leads to an imbalance of 3.6% of the peak power transmission while more accurate data-driven method reduces the imbalance to 3.2%. When the distributed PV capacity is not zero, the imbalance of the reference model grows from 5.15% (at the current penetration of 7%) to 9.8% (at the maximum planned regional penetration of 45%). When we apply the new scheduling model, imbalances are reduced to respectively 3.5% and 5.8% at 7% and 45% of penetration. Since in Italy the costs of imbalances resulting from distributed PV are borne by ratepayers, these costs are estimated to be respectively 2.3% and 15% of the average electricity bill at 7% and 45% penetration if the reference scheduling is used. When applying the new model these costs are respectively reduced to 1.2% and 8.5%. [ABSTRACT FROM AUTHOR]
- Published
- 2018
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20. Ancillary Services via Flexible Photovoltaic/Wind Systems and 'Implicit' Storage to Balance Demand and Supply
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Marco Pierro, Mario Barba, Richard Perez, Marc Perez, David Moser, and Cristina Cornaro
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energy imbalance ,Settore ING-IND/11 ,Energy Engineering and Power Technology ,netload forecast ,photovoltaic penetration ,system flexibility ,Electrical and Electronic Engineering ,Atomic and Molecular Physics, and Optics ,Electronic, Optical and Magnetic Materials - Published
- 2022
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21. Multiobjective capacity planning of photovoltaics in smart electrical energy networks: improved normal boundary intersection method.
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Akbari, Mohammad‐Amin, Aghaei, Jamshid, and Barani, Mostafa
- Abstract
Incentive‐based regulations, toward higher performance networks, are the main driver for minimising losses in distribution systems. On the other hand, more renewable generation is needed to achieve environmental targets. Hence, a multiobjective model is introduced in this study seeking to minimise energy losses as well as maximise renewable generation in radial distribution systems (RDSs). Two alternative control strategies of future smart grids such as reactive power management using adaptive power factor control and coordinated voltage control are considered in the optimisation problem. The problem is subjected to the various technical constraints such as voltage limits, thermal limits and reactive capability limits of photovoltaic (PV) penetration, power factor regulations and underload tap changer adjustment. Also, the uncertainties of load and renewable generation are considered, too. Then, the obtained non‐linear programming problem is relaxed and reformulated as a well‐suited and computationally efficient second‐order cone programming problems. To obtain more efficient and evenly distributed Pareto set to help decision‐making process, a modified normal boundary intersection method is introduced for solution methodology. The implementation of the proposed framework on IEEE 33‐bus RDSs shows the gains that the flexibility provided by innovative control strategies can have on energy loss reduction and PV capacity. [ABSTRACT FROM AUTHOR]
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- 2017
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22. Performance Analysis of Neural Network Training Algorithms and Support Vector Machine for Power Generation Forecast of Photovoltaic Panel.
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Vieira da Silva, Thiago, Vitor Arantes Monteiro, Raul, Moura, Fabricio Augusto Matheus, Albertini, Madeleine Rocio Mandrano Castillo, Tamashiro, Marcio Augusto, and Caixeta Guimaraes, Geraldo
- Abstract
Current energy policies are encouraging the connection of power generation based on low-polluting technologies, mainly those using renewable sources to distribution networks. The photovoltaic (PV) systems have experienced a great growth around the word in last years. Hence, it becomes increasingly important to understand technical challenges, facing high penetration of PV systems at the grid, especially considering the effects of intermittence of this source on the power quality, reliability and stability of the electric distribution system. In another hand, the connections of distributed generators, by PV panels, changes voltage profile at low voltage power systems. This fact can affect the distribution networks on which they are attached causing overvoltage, undervoltage, frequency oscillations and changes in protection design. In order to predict these disturbs, because of this PV penetration, this article aims to analyze seven training algorithms used in artificial neural networks for temporal prediction of the generated active power and thus the state of the distribution network in which these microgenerators are connected and, then compare its best results with the Support Vector Machine (SVM) technique. As a result it was concluded that 3 algorithms are suitable for this type of analysis with the best performance among the seven analyzed was the Bayesian Regularization and that Artificial Neural Networks are more suitable for this problem than the SVM. [ABSTRACT FROM PUBLISHER]
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- 2017
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23. Statistical analysis of PV penetration impact on residential distribution grids
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Harshavardhan Palahalli, Paolo Maffezzoni, Luca Daniel, and Giambattista Gruosso
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Probabilistic analysis ,Simulations ,Renewable Energy, Sustainability and the Environment ,Control and Systems Engineering ,Power grids ,Energy Engineering and Power Technology ,Photovoltaic penetration ,Polynomial chaos ,Electrical and Electronic Engineering - Published
- 2022
24. Avaliação de algoritmos de treinamento para redes neurais artificiais para previsão temporal de geração fotovoltaica.
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Monteiro, Raul Vitor-Arantes, Castillo, Madeleine-Rocio, Guimarães, Geraldo-Caixeta, Matheus-Moura, Fabrício Augusto, and Augusto-Tamashiro, Márcio
- Abstract
Current energy policies are encouraging the connection of power generation based on low-polluting technologies, mainly those using renewable sources, to distribution networks. Hence, it becomes increasingly important to understand technical challenges, facing high penetration of PV systems at the grid, especially considering the effects of intermittence of this source on the power quality, reliability and stability of the electric distribution system. This fact can affect the distribution networks on which they are attached causing overvoltage, undervoltage and frequency oscillations. In order to predict these disturbs, artificial neural networks are used. This article aims to analyze 3 training algorithms used in artificial neural networks for temporal prediction of the generated active power thru photovoltaic panels. As a result it was concluded that the algorithm with the best performance among the 3 analyzed was the Levenberg-Marquadrt. [ABSTRACT FROM AUTHOR]
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- 2016
25. Statistical Analysis of Photovoltaic Distributed Generation Penetration Impacts on a Utility Containing Hundreds of Feeders
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Anesio de Leles Ferreira Filho, Priscilla A. J. Stecanella, Daniel Vieira, and Marcos Venicius Leite Vasconcelos
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General Computer Science ,020209 energy ,02 engineering and technology ,Network topology ,Solar irradiance ,Electric power system ,Peak demand ,0202 electrical engineering, electronic engineering, information engineering ,General Materials Science ,photovoltaic penetration ,Impacts on a utility ,business.industry ,020208 electrical & electronic engineering ,Photovoltaic system ,General Engineering ,photovoltaic distributed generation ,Grid ,renewable energy ,Reliability engineering ,photovoltaic system ,power system ,Distributed generation ,Environmental science ,Electricity ,lcsh:Electrical engineering. Electronics. Nuclear engineering ,business ,lcsh:TK1-9971 - Abstract
The increase in the number of consumers who produce part of their own electricity through photovoltaic distributed generation (PVDG) led to the need for studies on how the power system is affected. As the distribution systems were not designed to integrate PVDG, it is important for regulatory agencies and utilities to identify technical problems in the grid associated with the levels of photovoltaic penetration. In this regard, this study presents a method with indicators that quantify the technical impacts that PVDG growth causes to an actual utility that contains hundreds of feeders with different topologies, load types, and densities. Real solar irradiance and temperature values over a year, and photovoltaic system locations varying based on the Monte Carlo method were also considered in the computational simulations. This study helps the utilities to plan preventive measures to strengthen the grid, and regulatory agencies to enhance policies to support PVDG. We analyzed the impacts on voltage magnitudes, technical losses and peak demand arising from the PVDG integration. The results show that, even at low penetration levels (2%), one-third of feeders required modification in the distribution system to allow photovoltaic integration. For over 60% of feeders, penetration levels of up to 20% reduced technical losses and voltage problems, with practically no effect on peak demand. Feeders in residential and commercial/industrial areas presented increases in technical losses and voltage levels for high penetration levels. Rural areas presented reductions in these parameters for all levels of PVDG integration.
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- 2020
26. Dynamic pricing based on a cloud computing framework to support the integration of renewable energy sources
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Rajeev Thankappan Nair and Ashok Sankar
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distributed power generation ,demand side management ,power engineering computing ,cloud computing ,renewable energy sources ,load flow ,pricing ,dynamic pricing ,cloud computing framework ,electric grid ,bidirectional energy flow ,price based demand side management programme ,dynamic renewable factor ,consumer oriented pricing ,photovoltaic penetration ,distribution system ,voltage stability ,India ,Engineering (General). Civil engineering (General) ,TA1-2040 - Abstract
Integration of renewable energy sources into the electric grid in the domestic sector results in bidirectional energy flow from the supply side of the consumer to the grid. Traditional pricing methods are difficult to implement in such a situation of bidirectional energy flow and they face operational challenges on the application of price-based demand side management programme because of the intermittent characteristics of renewable energy sources. In this study, a dynamic pricing method using real-time data based on a cloud computing framework is proposed to address the aforementioned issues. The case study indicates that the dynamic pricing captures the variation of energy flow in the household. The dynamic renewable factor introduced in the model supports consumer oriented pricing. A new method is presented in this study to determine the appropriate level of photovoltaic (PV) penetration in the distribution system based on voltage stability aspect. The load flow study result for the electric grid in Kerala, India, indicates that the overvoltage caused by various PV penetration levels up to 33% is within the voltage limits defined for distribution feeders. The result justifies the selected level of penetration.
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- 2014
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27. Proposition de méthodologie hybride pour déterminer la capacité d'hébergement de génération distribuées solaire dans les réseaux de distribution de l'énergie
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Ezequiel Junio de Lima, Freitas, Luiz Carlos Gomes de, Reis, Alex, Lima, Gustavo Brito de, Nascimento, Lucas Rafael do, and Rezende, Paulo Henrique Oliveira
- Subjects
Load flow ,Power flow ,Geração distribuída ,Capacidade de hospedagem ,Photovoltaic penetration ,SSEP ,OpenDss ,Limite de sustentabilidade ,ENGENHARIAS::ENGENHARIA ELETRICA::SISTEMAS ELETRICOS DE POTENCIA [CNPQ] ,Sustainability limit ,Hosting capacity ,Geração distribuída de energia elétrica ,Distributed generation ,Electrical distributions grids ,Redes de distribuição de energia ,Geração de energia fotovoltaica ,Penetração fotovoltaica ,Fluxo de carga - Abstract
Pesquisa sem auxílio de agências de fomento O conceito de capacidade de hospedagem (CH) está se tornando mais difundido, já que é uma abordagem abrangente que permite entender os impactos da geração distribuída nas redes. Vários métodos de cálculo da CH foram desenvolvidos nos últimos anos e são classificados basicamente em determinísticos, estocásticos e séries temporais, cada qual com os seus respectivos prós e contras. Dentro desse contexto, neste trabalho é proposta uma metodologia híbrida que combina os métodos determinísticos e de séries temporais, no cálculo da CH de um alimentador real, situado em Poços de Caldas, MG, da concessionária DMED. O referido alimentador foi modelado e analisado levando-se em consideração variações de cargas e de potência injetada por fontes de geração distribuída nas diferentes barras que compõem o sistema. Por fim, os resultados alcançados demonstram a eficácia da metodologia proposta e coerência com os métodos tradicionais. The concept of hosting capacity (HC) is becoming more widespread, as it is an approach of ample scope and brings with it an understanding into the impacts of distributed generation on grids. Various methods for calculating HC have been developed over recent years and are classified as deterministic, stochastic and time series, each with its respective pros and cons. Within this context, the author of the present thesis proposes a hybrid methodology that combines the deterministic and time series methods into the HC calculation of a real feeder, located in Poços de Caldas, MG, from the energy utility DMED. The feeder referred to herein was modelled and analyzed, while taking into consideration variations in loads and power injected by distributed generation (DG) sources on different buses that make up the system. Finally, the results obtained demonstrate the efficiency of the proposed method. Tese (Doutorado)
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- 2021
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28. Italian protocol for massive solar integration: From solar imbalance regulation to firm 24/365 solar generation
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Cristina Cornaro, Matteo Giacomo Prina, Marc Perez, Richard Perez, David Moser, and Marco Pierro
- Subjects
060102 archaeology ,Renewable Energy, Sustainability and the Environment ,business.industry ,Computer science ,020209 energy ,Settore ING-IND/11 ,Photovoltaic penetration ,06 humanities and the arts ,02 engineering and technology ,Environmental economics ,Grid ,Renewable energy ,Resource (project management) ,Variable renewable energy ,Work (electrical) ,Order (exchange) ,Firm PV ,0202 electrical engineering, electronic engineering, information engineering ,0601 history and archaeology ,100% Renewable energy transition ,business ,Dispatchable generation ,Protocol (object-oriented programming) ,Power imbalance - Abstract
This work describes a progressive strategy to achieve 100% penetration of intermittent renewables at minimal cost. The strategy works to optimally transform variable renewable energy (RE) into firm, effectively dispatchable generation. This functional dispatchability enables large-scale displacement of conventional generation at equal or lower production cost. By way of this strategy, we delineate a pathway for a full renewable energy transition of the Italian electric mix. In order to achieve 100% renewables in any grid, the fundamental imbalance between the supply of the resource and demand must be alleviated. We propose a transition that starts by addressing net load forecast imbalances resulting from renewables’ prediction errors and ends with the transformation of intermittent renewables into firm, effectively dispatchable generation sources.
- Published
- 2021
29. Operational Adequacy Studies of a PV-Based and Energy Storage Stand-Alone Microgrid.
- Author
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Koh, L. H., Wang, Peng, Choo, Fook Hoong, Tseng, King-Jet, Gao, ZhiYong, and Puttgen, Hans B.
- Subjects
- *
ELECTRIC power distribution grids , *ENERGY storage , *POWER distribution networks , *STOCHASTIC analysis , *MATHEMATICAL analysis - Abstract
This paper presents a probabilistic approach in the modeling of stand-alone microgrids to predict their operational adequacy performance considering uncertainty of energy storage system (ESS), photovoltaic system (PVS) and conventional generator (CG). Instead of using the daily or hourly time step, operating period a minutely time step is considered to incorporate the effect of fast ramp up/down of system components on microgrid operating adequacy through expected energy not supplied (EENS) and expected energy not used (EENU), due to load and resource variations. A time varying state of charge (SOC) model is proposed to determine power output of an ESS in reliability modeling. The reliability of a PVS is modeled in detail based on the total cross-tied configuration (TCTC) of photovoltaic (PV) cells and arrays. The proposed technique and indices will be useful for system planners to select the type and size of microgrid systems that contain alternative energy sources and storage. [ABSTRACT FROM PUBLISHER]
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- 2015
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30. Reconfiguração otimizada de redes de distribuição de energia elétrica eom penetração fotovoltaiea, com a utilização de armazenadores de energia e com o auxílio de inteligência artificial
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Raul Vitor Arantes Monteiro, Guimarães, Geraldo Caixeta, Moraes, Adélio José de, Yamanaka, Keiji, Carvalho, Bismarck Castillo, and Tamashiro, Márcio Augusto
- Subjects
Redes neurais artificiais ,Otimização por enxame de partícula ,Photovoltaic Penetration ,Lead-acid Batteries ,Baterias de chumbo-ácido ,Armazenadores de energia ,Particle Swarm Optimization ,ENGENHARIAS::ENGENHARIA ELETRICA [CNPQ] ,Penetração fotovoltaica ,Artificial Neural Networks ,Energy Storages - Abstract
CAPES - Coordenação de Aperfeiçoamento de Pessoal de Nível Superior Este trabalho apresenta um estudo realizado sobre a reconfiguração de um sistema de distribuição de energia elétrica, com o objetivo de mitigar suas perdas técnicas, ou seja, perdas por efeito Joule. Foram considerados os efeitos da introdução de geração distribuída por meio de placas fotovoltaicas e, também, o uso de armazenadores de energia objetivando a redução das perdas técnicas. Para alcançar este objetivo, de maneira a disponibilizar ao final da pesquisa uma ferramenta útil e aplicável, utilizaram- se recursos oriundos de técnicas de inteligência artificial, tais como as Redes Neurais Artificiais e a Otimização por Enxame de Partículas. As Redes Neurais Artificiais foram empregadas de modo a fazer uma estimação da potência gerada pelas placas fotovoltaicas. Foram obtidos e tratados dados climáticos com projeção de um horizonte definido os quais permitiram realizar estimação do potencial de geração de energia elétrica. Através do estudo das revisões bibliográficas e simulações, foi escolhida a arquitetura de rede NARX. Foi feito também um estudo de dimensionamento a longo prazo de armazenadores de energia para a minimização das perdas técnicas em redes de distribuição. Foram feitas análises combinatórias para a reconfiguração da rede de distribuição com testes de factibilidades, de acordo com a teoria dos grafos. O fluxo de carga foi implementado por meio do método de Newton-Raphson trifásico. Por meio da Otimização por Enxame de Partículas Binário (BPSO) foram testadas as configurações otimizadas de rede para a minimização de perdas técnicas. A linguagem de programação utilizada, para o desenvolvimento de todos os algoritmos propostos, foi a disponível no software MATLAB®. A topologia de rede analisada, é a do sistema do IEEE 37 barras (modificado). This work presents a study about the reconfiguration of electrical distribution systems, with aim to minimize its technical losses, or be it, Joule effect losses. The effect of Photovoltaics penetration and energy storage were considered herein. To achieve this objective, in a way to at the end of this research left available a useful and applicable tool, resources from Artificial Intelligence techniques were used, such as Artificial Neural Networks and Particle Swarm Optimization. The Artificial Neural Networks were used to estimate the generated power by means of Photovoltaics. Weather data were obtained and standardized with the projection for a defined horizon which allowed the estimation of the potential generated power. By means of bibliographic studies e simulation, the NARX architecture was chosen. A battery energy storage long-term scale study was performed to minimize technical losses on distribution grids. Combinatory analysis were performed to reconfigure the distribution grid with factbility tests, according to graph theory. The power flow was implemented by means of the three-phase Newton-Raphson method. With Particle Swarm Optimization, the optimized configurations of the grid were tested for the network losses minimization. The computer language used, for all of the proposed algorithms, was the available on MATLAB® software. The grid topology analyzed is that from IEEE 37 buses (modified). Tese (Doutorado)
- Published
- 2020
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31. Residual load probabilistic forecast for reserve assessment: A real case study
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Alessandro Perotto, David Moser, Francesco Spada, Cristina Cornaro, Matteo De Felice, Marco Pierro, Enrico Maggioni, Pierro, M., De Felice, M., Maggioni, E., Moser, D., Perotto, A., Spada, F., and Cornaro, C.
- Subjects
Settore ING-IND/11 - Fisica Tecnica Ambientale ,060102 archaeology ,Renewable Energy, Sustainability and the Environment ,business.industry ,020209 energy ,Probabilistic logic ,Photovoltaic penetration ,06 humanities and the arts ,02 engineering and technology ,Reserve margin ,Residual ,Reliability engineering ,Supply and demand ,Probabilistic method ,Probabilistic power forecast of PV generation and net load ,Reserve assessment ,Distributed generation ,0202 electrical engineering, electronic engineering, information engineering ,Environmental science ,0601 history and archaeology ,business ,Solar power - Abstract
Distributed generation from wind and solar acts on regional electric demand as a reduced consumption, giving rise to a “load shadowing effect”. The net load becomes much more difficult to predict due to its dependence on the meteorological conditions. As a consequence, the growing penetration of variable generation increases the imbalance between demand and scheduled supply (net load forecast) and the reserve margins (net load uncertainty). The aim of this work is to quantify the benefit of the use of advanced probabilistic approaches rather than a traditional time-series method to assess the day-ahead reserves. For this purpose, several methods for load and net load uncertainty assessment have been developed and applied to a real case study considering also future solar penetration scenarios. The results show that, when forecasting only the load both traditional and probabilistic methods exhibit similar accuracy. Instead, in the case of net load prediction, i.e. when solar power is present, the probabilistic forecast can effectively limit the reserve margin needed to arrange the imbalance between residual demand and supply. The developed probabilistic approach provides a notable reduction of the Following Reserve which increases with the solar penetration: from 32.5% to 68.3% at 7% and 45% of penetration.
- Published
- 2020
32. Reliability/cost implications of utilizing photovoltaics in small isolated power systems
- Author
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Billinton, Roy and Karki, Rajesh
- Subjects
- *
RENEWABLE energy sources , *POWER resources , *PHOTOVOLTAIC power systems - Abstract
The rapid growth of renewable energy applications in electric power systems dictates a need to develop comprehensive techniques that can be used to evaluate the economics involved and the reliability of power supply that can be achieved from the utilization of these energy sources. Photovoltaic (PV) arrays have the potential to significantly reduce operating costs in remote small systems which are generally supplied using costly diesel fuel. This paper presents a simulation method that provides objective indicators to help system planners decide on appropriate installation sites, selection of PV arrays or diesel units in capacity expansion and optimum PV penetration levels when utilizing PV energy in small isolated systems. [Copyright &y& Elsevier]
- Published
- 2003
- Full Text
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33. Analysis and control of voltage in electrical grids with photovoltaic installations
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Silva, Marcelo Rodrigo da, Universidade Estadual Paulista (Unesp), and Oliveira, Luís Carlos Origa de [UNESP]
- Subjects
Energia fotovoltaica ,Regulação de tensão ,Voltage regulation ,Nível de tensão ,Photovoltaic penetration ,Photovoltaic energy ,Voltage level ,Penetração fotovoltaica - Abstract
Submitted by Marcelo Rodrigo Da Silva (mrs_solucoes@hotmail.com) on 2019-06-13T18:38:01Z No. of bitstreams: 1 Mestrado - Marcelo Rodrigo da Silva - Vers Final.pdf: 2903504 bytes, checksum: 7c7b4f04790461a4897e033f46f809ac (MD5) Approved for entry into archive by Cristina Alexandra de Godoy null (cristina@adm.feis.unesp.br) on 2019-06-14T13:23:05Z (GMT) No. of bitstreams: 1 silva_mr_me_ilha.pdf: 2796947 bytes, checksum: 99a7abd183b195f30eab07b34d084176 (MD5) Made available in DSpace on 2019-06-14T13:23:05Z (GMT). No. of bitstreams: 1 silva_mr_me_ilha.pdf: 2796947 bytes, checksum: 99a7abd183b195f30eab07b34d084176 (MD5) Previous issue date: 2019-05-14 Na busca de soluções inovadoras para atender o aumento da demanda de consumo de energia elétrica, as fontes de energia de natureza fotovoltaica tem sido um dos principais pilares deste seguimento. São fontes intrinsicamente renováveis e o impacto sobre o meio ambiente resultante dos processos de produção de energia elétrica é praticamente desprezível, contribuindo de forma inequívoca para a sustentabilidade do planeta. Neste cenário, a expansão das aplicações de geradores fotovoltaicos é notável em praticamente todas as regiões industrializadas no mundo e, em alguns casos, já representa uma parcela significativa dos insumos energéticos de países desenvolvidos e em desenvolvimento. Apesar dos benefícios proporcionados pelo crescente uso desta tecnologia, em geral, as redes elétricas de distribuição de energia em operação, não foram planejadas para incorporar esta geração distribuída, em larga escala. Estudos recentes revelam que 10% de penetração de sistemas fotovoltaicos em relação a demanda da rede já pode causar impactos relevantes sobre o comportamento do sistema elétrico, sobretudo no tocante à regulação de tensão. Neste contexto, este trabalho tem por meta investigar as condições operacionais de redes de distribuição de energia, sob a influência de sistema fotovoltaico com relação aos impactos produzidos no perfil de tensão dos alimentadores. Assim, na perspectiva dos diferentes procedimentos convencionais utilizados para adequação dos níveis de tensão, discute-se a aplicabilidade de algumas possíveis soluções, tendo como premissa o comportamento da relação R/X nos ramais de média e baixa tensão. Para tanto, adota-se uma planta fotovoltaica real, como referência para os estudos de simulação digital, onde são aplicados os procedimentos de compensação de tensão. Como resultados, apresenta-se uma avaliação comparativa das soluções propostas, tendo como foco os ganhos energéticos auferidos mediante o controle da tensão, bem como suas respectivas limitações operacionais e demais impactos causados sobre a rede elétrica. In the search for innovative solutions to meet the increasing demand for electricity consumption, photovoltaic energy sources have been one of the main pillars of this follow-up. They are intrinsically renewable sources and the impact on the environment resulting from the processes of electric power production is practically negligible, contributing unequivocally to the sustainability of the planet. In this scenario, the expansion of photovoltaic applications is notable in practically every industrialized region in the world, and in some cases already represents a significant share of the energy inputs of developed and developing countries. Despite the benefits provided by the growing use of this technology, in general, power distribution networks in operation were not planned to incorporate this distributed generation on a large scale. Recent studies show that 10% penetration of photovoltaic systems in relation to the demand of the grid can already have a significant impact on the behavior of the electrical system, especially in relation to voltage regulation. In this context, this work aims to investigate the operational conditions of power distribution networks under the influence of photovoltaic system in relation to the impacts produced on the voltage profile of the feeders. Thus, in the perspective of the different conventional procedures used to adjust the voltage levels, the applicability of some possible solutions is discussed, based on the R / X ratio behavior in the medium and low voltage branches. For this, a real photovoltaic plant is adopted, as reference for the digital simulation studies, where the voltage compensation procedures are applied. As results, a comparative evaluation of the proposed solutions is presented, focusing on the energy gains obtained through the voltage control, as well as their respective operational limitations and other impacts caused on the electric grid.
- Published
- 2019
34. Photovoltaic generation forecast for power transmission scheduling: A real case study
- Author
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Cristina Cornaro, Francesco Spada, Alessandro Perotto, David Moser, Enrico Maggioni, Matteo De Felice, Marco Pierro, and De Felice, M.
- Subjects
Power transmission ,Power transmission scheduling ,PV power forecast ,Photovoltaic penetration ,Settore ING-IND/11 - Fisica Tecnica Ambientale ,Renewable Energy, Sustainability and the Environment ,business.industry ,020209 energy ,Photovoltaic system ,02 engineering and technology ,Electrical grid ,Reliability engineering ,0202 electrical engineering, electronic engineering, information engineering ,Environmental science ,General Materials Science ,Energy market ,Electricity ,business ,Dispatchable generation ,Reference model ,Solar power - Abstract
The increased penetration of photovoltaic power introduces new challenges for the stability of the electrical grid, both at the local and national level. Many different effects are caused by high solar power injection into the electric grid. Among them, the increased risk of imbalance between the actual and scheduled power transmission is of particular relevance. The consequence is the need to exchange larger amounts of dispatchable power on the balancing energy market. The aim of this work is to analyze and quantify the effects of PV penetration in a target region and to evaluate the energy and economic benefits of using day-ahead PV forecast for power transmission scheduling. For this purpose, we developed several data-driven methods for transmission scheduling that include day-ahead PV power forecasts. We compared the resulting operational imbalances from these new models against two reference models currently used by the local grid operators. In the case of no PV generation in the target area, the more accurate reference model leads to an imbalance of 3.6% of the peak power transmission while more accurate data-driven method reduces the imbalance to 3.2%. When the distributed PV capacity is not zero, the imbalance of the reference model grows from 5.15% (at the current penetration of 7%) to 9.8% (at the maximum planned regional penetration of 45%). When we apply the new scheduling model, imbalances are reduced to respectively 3.5% and 5.8% at 7% and 45% of penetration. Since in Italy the costs of imbalances resulting from distributed PV are borne by ratepayers, these costs are estimated to be respectively 2.3% and 15% of the average electricity bill at 7% and 45% penetration if the reference scheduling is used. When applying the new model these costs are respectively reduced to 1.2% and 8.5%. © 2018 Elsevier Ltd
- Published
- 2018
35. Límite de generación fotovoltaica en sistemas eléctricos
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Rosés, Rodolfo Edgar, Giménez, María del Carmen, Balmaceda, María Ester, and Pontoriero, Domingo Héctor
- Subjects
photovoltaic parks ,Ingeniería ,solar energy ,penetración fotovoltaica ,parques fotovoltaicos ,photovoltaic penetration ,Ciencias Exactas ,Energía solar - Abstract
En los últimos años se han desarrollado tecnologías de generación renovable como la energía fotovoltaica y se espera que la generación convencional a base de combustibles fósiles sea totalmente reemplazada. Sin embargo reemplazar las fuentes de energía convencional presenta grandes dificultades desde el punto de vista de la operación y control de los sistemas eléctricos y por ahora es deseable reemplazarlas en un porcentaje que no está totalmente definido y que depende de cada sistema eléctrico en particular. El problema se presenta debido a las intermitencias no controlables de la Generación Fotovoltaica debido a trenes de nubes; y a la necesidad de mantener algunas variables eléctricas dentro de márgenes definidos para cumplir con características de calidad y control. En este trabajo se presentan diversos problemas que limitan el desarrollo de grandes Parques Fotovoltaicos y se define una metodología que determina el Índice de penetración de Generación Fotovoltaica para un Sistema Eléctrico Regional., Renewable generation technologies such as photovoltaic energy have been developed in recent years and conventional fossil fuel generation is expected to be completely replaced. However, replacing conventional energy sources presents major difficulties from the point of view of the operation and control of electrical systems and it is now desirable to replace them in a percentage that is not fully defined depending on each particular electrical system. The problem arises due to the uncontrollable intermittency of the Photovoltaic Generation due to cloud trains; And the need to keep some electrical variables within defined margins to meet quality and control characteristics. This paper presents several problems that limit the development of large Photovoltaic Parks and defines a methodology that determines the index of penetration of Photovoltaic Generation for a Regional Electrical System., Asociación Argentina de Energías Renovables y Medio Ambiente (ASADES)
- Published
- 2017
36. Avaliação de algoritmos de treinamento para redes neurais artificiais para previsão temporal de geração fotovoltaica
- Author
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Arantes Monteiro, Raul Vitor, Caixeta Guimarães, Geraldo, Rocio Castillo, Madeleine, Augusto Matheus Moura, Fabrício, Augusto Tamashiro, Márcio, Arantes Monteiro, Raul Vitor, Caixeta Guimarães, Geraldo, Rocio Castillo, Madeleine, Augusto Matheus Moura, Fabrício, and Augusto Tamashiro, Márcio
- Abstract
polluting technologies, mainly those using renewable sources, to distribution networks. Hence, it becomes increasingly important to understand technical challenges, facing high penetration of PV systems at the grid, especially considering the effects of intermittence of this source on the power quality, reliability and stability of the electric distribution system. This fact can affect the distribution networks on which they are attached causing overvoltage, undervoltage and frequency oscillations. In order to predict these disturbs, artificial neural networks are used. This article aims to analyze 3 training algorithms used in artificial neural networks for temporal prediction of the generated active power thru photovoltaic panels. As a result it was concluded that the algorithm with the best performance among the 3 analyzed was the Levenberg-Marquadrt, Políticas energética atuais vêm encorajando a conexão de geradores de energia baseados em tecnologias de baixa poluição, principalmente aqueles que utilizam fontes renováveis, em redes de distribuição. Consequentemente, se torna muito importante o entendimento dos desafios técnicos, tendo em vista alta penetração fotovoltaica de sistemas fotovoltaicos na rede, especialmente considerando-se os efeitos intermitentes dessa fonte na qualidade da energia, confiabilidade e estabilidade do sistema elétrico de distribuição. Esse fato pode afetar às redes de distribuição em que estão conectados, causando sobretensões, subtensões e oscilações de frequência. De maneira a prever esses distúrbios, utilizam-se as redes neurais artificiais. Esse artigo tem como objetivo analisar 3 algoritmos de treinamento utilizados em redes neurais artificiais para a previsão temporal de potência ativa gerada por placas fotovoltáicas. Como resultado, conclui-se que o algoritmo com melhor desempenho em relação aos 3 analisados foi o Levenberg-Marqdart, Políticas energéticas actuales han animado a la conexión de los generadores de energía basados en tecnologías poco contaminantes, especialmente los que utilizan fuentes renovables en redes de distribución. En consecuencia, se hace muy importante entender los desafíos técnicos en vista de la alta penetración de PV de los sistemas fotovoltaicos en la red, especialmente teniendo en cuenta los efectos intermitentes de esta fuente en la calidad de la energía, la fiabilidad y la estabilidad del sistema de distribución eléctrica. Esto puede afectar a las redes de distribución que están conectados, causando fluctuaciones de tensión, baja tensión y frecuencia. Con el fin de proporcionar estos trastornos, se hace uso de redes neuronales artificiales. Este artículo tiene como objetivo analizar 3 algoritmos de entrenamiento utilizados en las redes neuronales artificiales para la predicción temporal de la potencia activa generada por las placas fotovoltaicas. Como resultado, se concluye que el algoritmo con un rendimiento mejorado en comparación con los 3 se analizó Levenberg-Marquardt
- Published
- 2016
37. Impact on voltage rise of PV generation in future swedish urban areas with high PV penetration
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Hou, Yining, Magnusson, Jesper, Engdahl, Göran, Liljestrand, Lars, Hou, Yining, Magnusson, Jesper, Engdahl, Göran, and Liljestrand, Lars
- Abstract
There have been a large amount of statements from different countries, claiming that the integration of photovoltaic generation in the distribution grids can eventually impact the power quality and pose challenges for the distribution system operator. In Sweden, the level of penetration of small scale distributed generation is still low and no such problems have been observed. This study is conducted to investigate the voltage levels in an urban distribution grid when the level of photovoltaic generation is increased. The study is done by modeling the Swedish urban area by PSCAD. The aspects of the model include network design of a real distribution grid, everyday load, photovoltaic generation based on real data, photovoltaic penetrations at different levels and considers the current regulations in Sweden. The results indicate that there are no problems with overvoltages even with a high penetration of photovoltaic generation. Instead the risk of over-current through the installed cables seems to be a greater limitation. The loading of the distribution transformers is decreased due to the mix of commercial and domestic loads in the local grid., QC 20141208
- Published
- 2014
- Full Text
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