15 results on '"Maolin Cai"'
Search Results
2. Structural Design and Control Performance Study of Flexible Finger Mechanisms for Robot End Effectors
- Author
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Yeming Zhang, Kai Wang, Maolin Cai, Yan Shi, Sanpeng Gong, Hui Zhang, and Pengyun Zhang
- Subjects
soft robot ,structural design ,pneumatic ,neural network ,flexible finger ,end effector ,Materials of engineering and construction. Mechanics of materials ,TA401-492 ,Production of electric energy or power. Powerplants. Central stations ,TK1001-1841 - Abstract
Most traditional rigid grippers can cause damage to the surface of objects in actual production processes and are susceptible to factors such as different shapes, sizes, materials, and positions of the product. This article studies a flexible finger for flexible grippers, more commonly described as PneuNet, designs the structure of the finger, discusses the processing and manufacturing methods of the flexible finger, and prepares a physical model. The influence of structural parameters such as the thickness of the flexible finger and the angle of the air chamber on the bending performance of the finger was analyzed using the Abaqus simulation tool. An RBF-PID control algorithm was used to stabilize the internal air pressure of the flexible fingers. A flexible finger stabilization experimental platform was built to test the ultimate pressure, ultimate bending angle, and end contact force of the fingers, and the simulation results were experimentally verified. The results show that when the thickness of the flexible finger is 2 mm and the air chamber angle is 0 deg, the maximum bending angle of the flexible finger can reach about 136.3°. Under the same air pressure, the bending angle is inversely correlated with the air chamber angle and finger thickness. The experimental error of the bending angle does not exceed 3%, which is consistent with the simulation results as a whole. When the thickness is 2 mm, the maximum end contact force can reach about 1.32 N, and the end contact force decreases with the increase in the air chamber angle. The RBF-PID control algorithm used has improved response speed and a better control effect compared to traditional PID control algorithms. This article provides a clear reference for the application of flexible fingers and flexible grippers, and this research method can be applied to the analysis and design optimization of other soft brakes.
- Published
- 2024
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- View/download PDF
3. Research on Surface Defect Detection of Strip Steel Based on Improved YOLOv7
- Author
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Baozhan Lv, Beiyang Duan, Yeming Zhang, Shuping Li, Feng Wei, Sanpeng Gong, Qiji Ma, and Maolin Cai
- Subjects
defect detection ,attention mechanism ,YOLOv7 ,PConv ,SPD ,Chemical technology ,TP1-1185 - Abstract
Surface defect detection of strip steel is an important guarantee for improving the production quality of strip steel. However, due to the diverse types, scales, and texture structures of surface defects on strip steel, as well as the irregular distribution of defects, it is difficult to achieve rapid and accurate detection of strip steel surface defects with existing methods. This article proposes a real-time and high-precision surface defect detection algorithm for strip steel based on YOLOv7. Firstly, Partial Conv is used to replace the conventional convolution blocks of the backbone network to reduce the size of the network model and improve the speed of detection; Secondly, The CA attention mechanism module is added to the ELAN module to enhance the ability of the network to extract detect features and improve the effectiveness of detect detection in complex environments; Finally, The SPD convolution module is introduced at the output end to improve the detection performance of small targets with surface defects on steel. The experimental results on the NEU-DET dataset indicate that the mean average accuracy (mAP@IoU = 0.5) is 80.4%, which is 4.0% higher than the baseline network. The number of parameters is reduced by 8.9%, and the computational load is reduced by 21.9% (GFLOPs). The detection speed reaches 90.9 FPS, which can well meet the requirements of real-time detection.
- Published
- 2024
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4. Energy Analysis of Precooling Air Compressor System
- Author
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Yu Hu, Weiqing Xu, Guanwei Jia, Guangyao Li, and Maolin Cai
- Subjects
air compressor system ,energy conservation technology ,pre-cooling ,pneumatic-electrical ratio ,Science ,Astrophysics ,QB460-466 ,Physics ,QC1-999 - Abstract
Energy saving is one of the main technique routes for net zero carbon emissions. Air compressor systems take up a large part of energy consumption in the industrial field. A pre-cooling air compressor system was proposed for energy saving by cooling the air before it flows in a compressor. The energy efficiency of the proposed system was analyzed. As additional energy consumption is required for air cooling, the feasibility of the pre-cooling method for energy saving was analyzed. As the efficiency of the pre-cooling air compressor system is mainly influenced by the environment temperature and humidity, applicability of the system in different regions and at different seasons was discussed. A pilot project was performed to verify the technical feasibility and economics of the proposed system. When the precooling temperature of the pilot system was set to 2 °C, the annual pneumatic-electrical ratio of the system can be increased by approximately 2% in several regions of China. This paper shows the pre-cooling air compressor system is feasible for energy saving.
- Published
- 2022
- Full Text
- View/download PDF
5. Visual-SLAM Classical Framework and Key Techniques: A Review
- Author
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Guanwei Jia, Xiaoying Li, Dongming Zhang, Weiqing Xu, Haojie Lv, Yan Shi, and Maolin Cai
- Subjects
visual-SLAM ,classical framework ,key techniques ,developmental needs ,Chemical technology ,TP1-1185 - Abstract
With the significant increase in demand for artificial intelligence, environmental map reconstruction has become a research hotspot for obstacle avoidance navigation, unmanned operations, and virtual reality. The quality of the map plays a vital role in positioning, path planning, and obstacle avoidance. This review starts with the development of SLAM (Simultaneous Localization and Mapping) and proceeds to a review of V-SLAM (Visual-SLAM) from its proposal to the present, with a summary of its historical milestones. In this context, the five parts of the classic V-SLAM framework—visual sensor, visual odometer, backend optimization, loop detection, and mapping—are explained separately. Meanwhile, the details of the latest methods are shown; VI-SLAM (Visual inertial SLAM) is reviewed and extended. The four critical techniques of V-SLAM and its technical difficulties are summarized as feature detection and matching, selection of keyframes, uncertainty technology, and expression of maps. Finally, the development direction and needs of the V-SLAM field are proposed.
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- 2022
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6. Feature-Based and Process-Based Manufacturing Cost Estimation
- Author
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Fangwei Ning, Hongquan Qu, Yan Shi, Maolin Cai, and Weiqing Xu
- Subjects
manufacturing cost ,feature recognition ,cost estimation ,machine learning ,computer aided manufacturing ,Mechanical engineering and machinery ,TJ1-1570 - Abstract
The demand for mass custom parts is increasing, estimating the cost of parts to a high degree of efficiency is a matter of great concern to most manufacturing companies. Under the premise of machining operations, cost estimation based on features and processes yields high estimation accuracy, but it necessitates accurately identifying a part’s machining features and establishing the relationship between the feature and the cost. Accordingly, a feature recognition method based on syntactic pattern recognition is proposed herein. The proposed method provides a more precise feature definition and easily describes complex features using constraints. To establish the relationships between geometric features, processing modes, and cost, this study proposes a method of describing the features and the processing mode using feature quantities and adopts deep learning technology to establish the relationship between feature quantities and cost. By comparing a back propagation (BP) network and a convolutional neural network (CNN) it can be concluded that a CNN using the “RMSProp” optimizer exhibits higher accuracy.
- Published
- 2022
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7. Establishment and Experimental Verification of a Nonlinear Position Servo System Model for a Magnetically Coupled Rodless Cylinder
- Author
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Yeming Zhang, Kaimin Li, Maolin Cai, Feng Wei, Sanpeng Gong, Shuping Li, and Baozhan Lv
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magnetically coupled rodless cylinder ,nonlinear model ,Stribeck friction model ,position control ,experimental verification ,Materials of engineering and construction. Mechanics of materials ,TA401-492 ,Production of electric energy or power. Powerplants. Central stations ,TK1001-1841 - Abstract
The nonlinear characteristics of the pneumatic servo system are the main factors limiting its control accuracy. A new mathematical model of the nonlinear system of the valve control cylinder is proposed in order to improve the control accuracy of the pneumatic servo system. Firstly, the mass flow equation of the gas flowing through each port is established by analyzing the physical structure of the proportional directional control valve. Then, the dynamic equation of the system is set up by applying the Stribeck friction model for the friction model of the valve control cylinder and building a pneumatic circuit experiment to identify the friction model parameters. Finally, the correctness of the mathematical model is verified by the inflation and deflation experiment of the fixed capacitive chamber and the servo controls experiment based on PID position. The Simulink simulation of the mathematical model better reflects the characteristics of the pneumatic position servo system.
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- 2022
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8. Water-Spray-Cooled Quasi-Isothermal Compression Method: Water-Spray Flow Improvement
- Author
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Guanwei Jia, Xuanwei Nian, Weiqing Xu, Yan Shi, and Maolin Cai
- Subjects
water-spray cooling ,flow improvement ,quasi-isothermal compression ,heat transfer ,compressed-air energy storage ,Science ,Astrophysics ,QB460-466 ,Physics ,QC1-999 - Abstract
Water-spray-cooled quasi-isothermal compressed air energy storage aims to avoid heat energy losses from advanced adiabatic compressed-air energy storage (AA-CAES). The compression efficiency increases with injection water spray. However, the energy-generated water spray cannot be ignored. As the air pressure increases, the work done by the piston and the work converted into heat rise gradually in the compression process. Accordingly, the flow rate of the water needed for heat transfer is not a constant with respect to time. To match the rising compression heat, a time sequence of water-spray flow rate is constructed, and the algorithm is designed. Real-time water-spray flow rate is calculated according to the difference between the compression power and heat-transfer power. Compared with the uniform flow rate of water spray, energy consumption from the improved flow rate is reduced.
- Published
- 2021
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9. A Novel Isothermal Compression Method for Energy Conservation in Fluid Power Systems
- Author
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Teng Ren, Weiqing Xu, Guan-Wei Jia, and Maolin Cai
- Subjects
isothermal piston ,isothermal compression ,energy conservation ,fluid power systems ,Science ,Astrophysics ,QB460-466 ,Physics ,QC1-999 - Abstract
Reducing carbon emissions is an urgent problem around the world while facing the energy and environmental crises. Whatever progress has been made in renewable energy research, efforts made to energy-saving technology is always necessary. The energy consumption from fluid power systems of industrial processes is considerable, especially for pneumatic systems. A novel isothermal compression method was proposed to lower the energy consumption of compressors. A porous medium was introduced to compose an isothermal piston. The porous medium was located beneath a conventional piston, and gradually immerged into the liquid during compression. The compression heat was absorbed by the porous medium, and finally conducted with the liquid at the chamber bottom. The heat transfer can be significantly enhanced due to the large surface area of the porous medium. As the liquid has a large heat capacity, the liquid temperature can maintain constant through circulation outside. This create near-isothermal compression, which minimizes energy loss in the form of heat, which cannot be recovered. There will be mass loss of the air due to dissolution and leakage. Therefore, the dissolution and leakage amount of gas are compensated for in this method. Gas is dissolved into liquid with the pressure increasing, which leads to mass loss of the gas. With a pressure ratio of 4:1 and a rotational speed of 100 rpm, the isothermal piston decreased the energy consumption by 45% over the conventional reciprocation piston. This gain was accomplished by increasing the heat transfer during the gas compression by increasing the surface area to volume ratio in the compression chamber. Frictional forces between the porous medium and liquid was presented. Work to overcome the frictional forces is negligible (0.21% of the total compression work) under the current operating condition.
- Published
- 2020
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10. Theory and Application of Magnetic Flux Leakage Pipeline Detection
- Author
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Yan Shi, Chao Zhang, Rui Li, Maolin Cai, and Guanwei Jia
- Subjects
in-line inspection ,magnetic flux leakage detection ,pipeline ,review ,Chemical technology ,TP1-1185 - Abstract
Magnetic flux leakage (MFL) detection is one of the most popular methods of pipeline inspection. It is a nondestructive testing technique which uses magnetic sensitive sensors to detect the magnetic leakage field of defects on both the internal and external surfaces of pipelines. This paper introduces the main principles, measurement and processing of MFL data. As the key point of a quantitative analysis of MFL detection, the identification of the leakage magnetic signal is also discussed. In addition, the advantages and disadvantages of different identification methods are analyzed. Then the paper briefly introduces the expert systems used. At the end of this paper, future developments in pipeline MFL detection are predicted.
- Published
- 2015
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11. Experiments on Air Compression with an Isothermal Piston for Energy Storage
- Author
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Teng Ren, Weiqing Xu, Maolin Cai, Xiaoshuang Wang, and Minghan Li
- Subjects
isothermal compression ,porous medium ,compressed air energy storage ,Technology - Abstract
Air is usually compressed adiabatically in the compressor. As the operating speed of compressors can be several thousand rpm, heat generated during compression cannot be sufficiently transmitted to the environment in such a short time. It is for this reason that compressor efficiency is limited. Isothermal compression could be an alternative choice applied on industrial compressor and compressed air energy storage (CAES). This paper proposed a new kind of piston to perform isothermal compression. Surface area of such isothermal piston structure is larger. A certain amount of fluid at the chamber bottom absorbs the heat from the isothermal piston. Heat transfer between piston and fluid during compression is investigated. Air pressure is measured to validate the effectiveness of this proposed piston structure in heat transfer. Compression work of the proposed isothermal piston and conventional one is compared. One issue of this comparison is that air-liquid dissolution can affect the pressure and compression work. The influence of dissolution is quantified with Henry’s Law. Quantitative analysis is performed to determine that heat transfer is the dominant factor affecting the pressure and compression work. Some simple experiments are described in this paper, which shed light on that heat transfer could be significantly improved adopting this proposed isothermal piston.
- Published
- 2019
- Full Text
- View/download PDF
12. Nonlinear Model Establishment and Experimental Verification of a Pneumatic Rotary Actuator Position Servo System
- Author
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Yeming Zhang, Ke Li, Geng Wang, Jingcheng Liu, and Maolin Cai
- Subjects
pneumatic rotary actuator ,mass flow rate ,heat transfer coefficient ,identification ,experimental verification ,Technology - Abstract
In order to accurately reflect the characteristics and motion states of a pneumatic rotary actuator position servo system, an accurate non-linear model of the valve-controlled actuator system is proposed, and its parameter identification and experimental verification are carried out. Firstly, in the modeling of this system, the mass flow rate of the gas flowing through each port of the proportional directional control valve is derived by taking into account the clearance between the valve spool and the sleeve, the heat transfer formula is used to the derivation of the energy equation, and the Stribeck model is applied to the friction model of the pneumatic rotary actuator. Then, the flow coefficient, the heat transfer coefficient and the friction parameters are identified by the model and pneumatic test circuits. After the verification experiment of the mass flow rate equations, the charging and discharging experiment reveals that the model can clearly show the effect of clearances on gas pressure changes and describe the effect of heat transfer on gas temperature changes. Finally, the results of model verification indicate that the simulation curves of rotation angle and two-chamber pressures are consistent with their experimental values, and the non-linear model shows high accuracy.
- Published
- 2019
- Full Text
- View/download PDF
13. Research Progress of Related Technologies of Electric-Pneumatic Pressure Proportional Valves
- Author
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Fangwei Ning, Yan Shi, Maolin Cai, Yixuan Wang, and Weiqing Xu
- Subjects
pneumatic system ,proportional pressure valve ,proportional electromagnet ,compressed air ,regulator ,Technology ,Engineering (General). Civil engineering (General) ,TA1-2040 ,Biology (General) ,QH301-705.5 ,Physics ,QC1-999 ,Chemistry ,QD1-999 - Abstract
Because of its cleanness, safety, explosion proof, and other characteristics, pneumatic technologies have been applied in numerous industrial automation fields. As a key controlling element of a pneumatic system, electric-pneumatic pressure proportional valves have attracted the attention of many scholars in recent years. In this paper, in order to illustrate the research status and the development trend of electric-pneumatic pressure proportional valves, firstly, several related technologies will be introduced, for example, simulation methods and experimental modes. In addition, controlling methods, structural styles, and feedback forms are also compared in several types of pressure proportional valves. Moreover, the controlling strategy, as a significant relevant factor affecting the efficiency of valves, will be discussed in this paper. At the end, the conclusion and worksof electric-pneumatic pressure proportional valves in the future will bediscussed to achieve the electrical integration.
- Published
- 2017
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14. Nonlinear Model Establishment and Experimental Verification of a Pneumatic Rotary Actuator Position Servo System
- Author
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Geng Wang, Maolin Cai, Ke Li, Yeming Zhang, and Jingcheng Liu
- Subjects
Control valves ,0209 industrial biotechnology ,Control and Optimization ,Energy Engineering and Power Technology ,02 engineering and technology ,Rotary actuator ,Heat transfer coefficient ,Servomechanism ,lcsh:Technology ,law.invention ,heat transfer coefficient ,020901 industrial engineering & automation ,mass flow rate ,0203 mechanical engineering ,law ,Mass flow rate ,Electrical and Electronic Engineering ,Engineering (miscellaneous) ,Physics ,experimental verification ,Renewable Energy, Sustainability and the Environment ,lcsh:T ,Mechanics ,020303 mechanical engineering & transports ,pneumatic rotary actuator ,Heat transfer ,Flow coefficient ,identification ,Actuator ,Energy (miscellaneous) - Abstract
In order to accurately reflect the characteristics and motion states of a pneumatic rotary actuator position servo system, an accurate non-linear model of the valve-controlled actuator system is proposed, and its parameter identification and experimental verification are carried out. Firstly, in the modeling of this system, the mass flow rate of the gas flowing through each port of the proportional directional control valve is derived by taking into account the clearance between the valve spool and the sleeve, the heat transfer formula is used to the derivation of the energy equation, and the Stribeck model is applied to the friction model of the pneumatic rotary actuator. Then, the flow coefficient, the heat transfer coefficient and the friction parameters are identified by the model and pneumatic test circuits. After the verification experiment of the mass flow rate equations, the charging and discharging experiment reveals that the model can clearly show the effect of clearances on gas pressure changes and describe the effect of heat transfer on gas temperature changes. Finally, the results of model verification indicate that the simulation curves of rotation angle and two-chamber pressures are consistent with their experimental values, and the non-linear model shows high accuracy.
- Published
- 2019
15. Experiments on Air Compression with an Isothermal Piston for Energy Storage
- Author
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Minghan Li, Weiqing Xu, Xiaoshuang Wang, Teng Ren, and Maolin Cai
- Subjects
Work (thermodynamics) ,Control and Optimization ,Compressed air energy storage ,Materials science ,020209 energy ,Energy Engineering and Power Technology ,02 engineering and technology ,lcsh:Technology ,01 natural sciences ,Energy storage ,Isothermal process ,isothermal compression ,010305 fluids & plasmas ,law.invention ,Piston ,law ,0103 physical sciences ,0202 electrical engineering, electronic engineering, information engineering ,Electrical and Electronic Engineering ,Engineering (miscellaneous) ,lcsh:T ,Renewable Energy, Sustainability and the Environment ,porous medium ,compressed air energy storage ,Mechanics ,Compression (physics) ,Heat transfer ,Gas compressor ,Energy (miscellaneous) - Abstract
Air is usually compressed adiabatically in the compressor. As the operating speed of compressors can be several thousand rpm, heat generated during compression cannot be sufficiently transmitted to the environment in such a short time. It is for this reason that compressor efficiency is limited. Isothermal compression could be an alternative choice applied on industrial compressor and compressed air energy storage (CAES). This paper proposed a new kind of piston to perform isothermal compression. Surface area of such isothermal piston structure is larger. A certain amount of fluid at the chamber bottom absorbs the heat from the isothermal piston. Heat transfer between piston and fluid during compression is investigated. Air pressure is measured to validate the effectiveness of this proposed piston structure in heat transfer. Compression work of the proposed isothermal piston and conventional one is compared. One issue of this comparison is that air-liquid dissolution can affect the pressure and compression work. The influence of dissolution is quantified with Henry&rsquo, s Law. Quantitative analysis is performed to determine that heat transfer is the dominant factor affecting the pressure and compression work. Some simple experiments are described in this paper, which shed light on that heat transfer could be significantly improved adopting this proposed isothermal piston.
- Published
- 2019
- Full Text
- View/download PDF
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