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State of charge estimation under different temperatures using unscented Kalman filter algorithm based on fractional-order model with multi-innovation SCIE
期刊论文 | 2022 , 56 | JOURNAL OF ENERGY STORAGE
WoS核心集被引次数: 18
摘要&关键词 引用

摘要 :

In this study, a battery test platform is built to study and analyze the battery model. A fractional-order model (FOM) of battery is developed by combining the second-order equivalent circuit model with fractional calculus theory. By combining the multi-innovation with the unscented Kalman filter algorithm based on FOM, a fractional-order multi innovation unscented Kalman filter algorithm is proposed. Under different temperatures and dynamic conditions, the tracking of terminal voltage and the estimation results of SOC using the proposed algorithm are compared and analyzed. In order to verify the accuracy and robustness of the proposed algorithm, the tracking effect of the terminal voltage and the estimation results of SOC under different initial SOC values are investigated. The experimental results indicate that the FOM is more accurate than the integer-order model in reflecting the battery characteristics. Under different temperatures, dynamic conditions, and initial SOC values, the values of mean absolute error (MAE) and root mean squared error (RMSE) of the proposed algorithm are the lowest, which verifies the effectiveness of the proposed algorithm. The maximum values of MAE and RMSE of SOC estimation results of the proposed algorithm are 1.04 % and 0.9122 %, respectively, indicating that the proposed algorithm has high accuracy and good robustness.

关键词 :

State of charge State of charge Multi-innovation Multi-innovation Batteries Batteries Unscented Kalman filter algorithm Unscented Kalman filter algorithm Fractional-order model Fractional-order model

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GB/T 7714 Xu, Yonghong , Zhang, Hongguang , Zhang, Jian et al. State of charge estimation under different temperatures using unscented Kalman filter algorithm based on fractional-order model with multi-innovation [J]. | JOURNAL OF ENERGY STORAGE , 2022 , 56 .
MLA Xu, Yonghong et al. "State of charge estimation under different temperatures using unscented Kalman filter algorithm based on fractional-order model with multi-innovation" . | JOURNAL OF ENERGY STORAGE 56 (2022) .
APA Xu, Yonghong , Zhang, Hongguang , Zhang, Jian , Yang, Fubin , Tong, Liang , Yan, Dong et al. State of charge estimation under different temperatures using unscented Kalman filter algorithm based on fractional-order model with multi-innovation . | JOURNAL OF ENERGY STORAGE , 2022 , 56 .
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Experimental Research on the Forward and Reverse Rotation Characteristics of a Pneumatic Motor for a Microscale Compressed Air Energy Storage System SCIE
期刊论文 | 2022 , 10 (3) | ENERGY TECHNOLOGY
WoS核心集被引次数: 1
摘要&关键词 引用

摘要 :

Microscale compressed air energy storage is not dependent on geographical environment, exhibits a flexible layout, and is especially suitable for distributed energy systems. Herein, a test bench of microscale compressed air energy storage is established. The effects of key parameters, such as regulated pressure, current, voltage, and rotating speed, on the output performance of a pneumatic motor (PM) and generator are examined. The power performance, economic performance, and energy efficiency of the PM in forward and reverse rotations are also investigated. The differences in the output performances of the PM and generator under the forward and reverse rotations of the PM are analyzed. Experimental results show that the PM's power performance, economy, and efficiency in forward rotation are greater than those in reverse rotation. The power output of the generator with the PM in forward rotation is greater than that in reverse rotation. The maximum values of the power output and efficiency and the minimum compressed air consumption rate of the PM are 650 W, 6.92%, and 0.165 g J(-1), respectively. The maximum efficiency of the generator is 94.35%.

关键词 :

pneumatic motors pneumatic motors experimental investigation experimental investigation compressed air energy storage compressed air energy storage forward and reverse rotation forward and reverse rotation output performance output performance

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GB/T 7714 Xu, Yonghong , Zhang, Hongguang , Yang, Fubin et al. Experimental Research on the Forward and Reverse Rotation Characteristics of a Pneumatic Motor for a Microscale Compressed Air Energy Storage System [J]. | ENERGY TECHNOLOGY , 2022 , 10 (3) .
MLA Xu, Yonghong et al. "Experimental Research on the Forward and Reverse Rotation Characteristics of a Pneumatic Motor for a Microscale Compressed Air Energy Storage System" . | ENERGY TECHNOLOGY 10 . 3 (2022) .
APA Xu, Yonghong , Zhang, Hongguang , Yang, Fubin , Tong, Liang , Yan, Dong , Yang, Yifan et al. Experimental Research on the Forward and Reverse Rotation Characteristics of a Pneumatic Motor for a Microscale Compressed Air Energy Storage System . | ENERGY TECHNOLOGY , 2022 , 10 (3) .
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Joint Estimation Method with Multi-Innovation Unscented Kalman Filter Based on Fractional-Order Model for State of Charge and State of Health Estimation SCIE SSCI
期刊论文 | 2022 , 14 (23) | SUSTAINABILITY
WoS核心集被引次数: 3
摘要&关键词 引用

摘要 :

This study simulates the polarization effect during the process of battery charging and discharging, and investigates the characteristics of the process. A fractional-order model (FOM) is established and the parameters of the FOM are identified with the adaptive genetic algorithm. As Kalman filter estimation causes error accumulation over time, using the fractional-order multi-innovation unscented Kalman filter (FOMIUKF) is a better choice for state of charge (SOC) estimation. A comparative study shows that the FOMIUKF has higher accuracy. A multiple timescales-based joint estimation algorithm of SOC and state of health is established to improve SOC estimation precision and reduce the amount of computation. The FOMIUKF algorithm is used for SOC estimation, while the UKF algorithm is used for SOH estimation. The joint estimation algorithm is then compared and analyzed alongside other Kalman filter algorithms under different dynamic operating conditions. Experimental results show that the joint estimation algorithm possesses high estimation accuracy with a mean absolute error of under 1% and a root mean square error of 1.35%.

关键词 :

joint estimation joint estimation parameter identification parameter identification state of charge state of charge multi-innovation multi-innovation fractional-order model fractional-order model

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GB/T 7714 Xu, Yonghong , Li, Cheng , Wang, Xu et al. Joint Estimation Method with Multi-Innovation Unscented Kalman Filter Based on Fractional-Order Model for State of Charge and State of Health Estimation [J]. | SUSTAINABILITY , 2022 , 14 (23) .
MLA Xu, Yonghong et al. "Joint Estimation Method with Multi-Innovation Unscented Kalman Filter Based on Fractional-Order Model for State of Charge and State of Health Estimation" . | SUSTAINABILITY 14 . 23 (2022) .
APA Xu, Yonghong , Li, Cheng , Wang, Xu , Zhang, Hongguang , Yang, Fubin , Ma, Lili et al. Joint Estimation Method with Multi-Innovation Unscented Kalman Filter Based on Fractional-Order Model for State of Charge and State of Health Estimation . | SUSTAINABILITY , 2022 , 14 (23) .
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Research on the energy management strategy of extended range electric vehicles based on a hybrid energy storage system SCIE
期刊论文 | 2022 , 8 , 6602-6623 | ENERGY REPORTS
WoS核心集被引次数: 27
摘要&关键词 引用

摘要 :

Extended range electric vehicles (EREVs) are an effective solution to solve the lack of driving range of pure electric vehicles. Reducing the fuel consumption of EREVs and prolonging the service lifetime of battery play a positive role in solving environmental pollution and energy crisis. In this paper, hybrid energy storage system (HESS) is introduced into EREVs, and two energy management strategies based on HESS are proposed to reduce fuel consumption and prolonging the service life of battery. This paper proposes two energy management strategies for EREVs based on a HESS to reduce fuel consumption and the amount of energy flowing through the battery. HESS adopts the rule based energy management strategy, whereas Auxiliary power unit (APU) adopts the equivalent fuel consumption minimization strategy (ECMS) or the rule-based energy management strategy as its first and second hierarchical energy management strategies respectively, both of which are embedded into the charge depleting/charge sustaining (CD/CS) control strategy. A simulation model for an EREV is built in AVL Cruise to verify the effectiveness of these strategies. The battery charge and discharge C-rate and the energy consumption of EREVs without HESS under the ECMS and rule-based energy management strategy are then compared. Results show that under the first hierarchical energy management strategy, the average discharge C-rate and cumulative ampere hours of the battery are the lowest, thereby reducing its operating load and extending its service lifetime. Meanwhile, for those EREVs without HESS, using the rule-based energy management strategy can reduce fuel consumption by 11.33%, whereas using ECMS increases fuel consumption by no more than 1.61%. Therefore, the first hierarchical energy management strategy proposed in this study can effectively extend the service lifetime of the battery and reduce the fuel economy of EREVs. (c) 2022 The Author(s). Published by Elsevier Ltd. This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).

关键词 :

Energy management strategy Energy management strategy Hybrid energy storage system Hybrid energy storage system Battery service lifetime Battery service lifetime Fuel economy Fuel economy Extended range electric vehicles Extended range electric vehicles

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GB/T 7714 Yang, Yifan , Xu, Yonghong , Zhang, Hongguang et al. Research on the energy management strategy of extended range electric vehicles based on a hybrid energy storage system [J]. | ENERGY REPORTS , 2022 , 8 : 6602-6623 .
MLA Yang, Yifan et al. "Research on the energy management strategy of extended range electric vehicles based on a hybrid energy storage system" . | ENERGY REPORTS 8 (2022) : 6602-6623 .
APA Yang, Yifan , Xu, Yonghong , Zhang, Hongguang , Yang, Fubin , Ren, Jing , Wang, Xu et al. Research on the energy management strategy of extended range electric vehicles based on a hybrid energy storage system . | ENERGY REPORTS , 2022 , 8 , 6602-6623 .
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Co-estimation of state of charge and state of health for lithium-ion batteries based on fractional-order model with multi-innovations unscented Kalman filter method SCIE
期刊论文 | 2022 , 52 | JOURNAL OF ENERGY STORAGE
WoS核心集被引次数: 67
摘要&关键词 引用

摘要 :

Accurate state of charge (SOC) and state of health (SOH) estimation is very important to ensure safe and efficient operation of electric vehicle battery system. In this study, an improved co-estimation method of SOC and SOH based on a fractional model is proposed. A fractional second-order model is established. The identification of model parameters (including the order of fractional elements) is realized by adaptive genetic algorithm and the SOC is estimated using multi-innovations unscented Kalman filter (MIUKF). At the same time, the unscented Kalman filter (UKF) is used to predict SOH to update the actual capacity of the SOC estimator. The effectiveness of the proposed co-estimation method is validated by experiment data under different test cycles and battery aging degrees. The results show that the root mean square error of SOC at 25 degrees C is less than 0.38% under different test cycles, and the root mean square error of SOH is less than 0.002%. Compared with UKF, fractional-order unscented Kalman filter and fractional-order MIUKF, the SOC estimation error of the proposed method is the lowest. Under different aging degree, the root mean square error of SOC and SOH at 25 degrees C is lower than 1.21% and 0.007%, respectively. It indicates that the proposed method has good adaptability and high accuracy.

关键词 :

Lithium-ion batteries Lithium-ion batteries Multi-innovations Multi-innovations State of charge State of charge Fractional second-order model Fractional second-order model Unscented Kalman filter Unscented Kalman filter State of health State of health

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GB/T 7714 Ma, Lili , Xu, Yonghong , Zhang, Hongguang et al. Co-estimation of state of charge and state of health for lithium-ion batteries based on fractional-order model with multi-innovations unscented Kalman filter method [J]. | JOURNAL OF ENERGY STORAGE , 2022 , 52 .
MLA Ma, Lili et al. "Co-estimation of state of charge and state of health for lithium-ion batteries based on fractional-order model with multi-innovations unscented Kalman filter method" . | JOURNAL OF ENERGY STORAGE 52 (2022) .
APA Ma, Lili , Xu, Yonghong , Zhang, Hongguang , Yang, Fubin , Wang, Xu , Li, Cheng . Co-estimation of state of charge and state of health for lithium-ion batteries based on fractional-order model with multi-innovations unscented Kalman filter method . | JOURNAL OF ENERGY STORAGE , 2022 , 52 .
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Dynamic Response Characteristics Analysis and Energy, Exergy, and Economic (3E) Evaluation of Dual Loop Organic Rankine Cycle (DORC) for CNG Engine Waste Heat Recovery SCIE
期刊论文 | 2021 , 14 (19) | ENERGIES
摘要&关键词 引用

摘要 :

Frequent fluctuations of CNG engine operating conditions make the waste heat source have uncertain, nonlinear, and strong coupling characteristics. These characteristics are not conducive to the efficient recovery of the DORC system. The systematic evaluation of the CNG engine waste heat source and the comprehensive performance of the DORC system is conducive to the efficient use of waste heat. Based on the theory of internal combustion (IC) engine thermal balance, this paper analyzes the dynamic characteristics of compressed natural gas (CNG) engine waste heat energy under full operating conditions. Then, based on the operating characteristics of the dual loop organic Rankine cycle (DORC) system, thermodynamic models, heat transfer models, and economic models are constructed. The dynamic response characteristics analysis and energy, exergy, and economic (3E) evaluation of the DORC system under full operating conditions are carried out. The results show that the maximum values of net power output, heat exchange area, and the minimum values of EPC (electricity production cost) and PBT (payback time) are all obtained under rated condition, which are 174.03 kW, 25.86 kW, 37.54 kW, 24.76 m(2), 0.15 $/kW & BULL;h and 3.46 years. Therefore, the rated condition is a relatively ideal design operating point for the DORC system. The research in this paper not only provides a reliable reference for the comprehensive analysis and evaluation of the performance of the DORC system, but also provides useful guidance for the selection of appropriate DORC system design operating points.

关键词 :

dual loop organic Rankine cycle dual loop organic Rankine cycle full operating conditions full operating conditions dynamic response characteristics dynamic response characteristics CNG engine CNG engine waste heat recovery waste heat recovery

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GB/T 7714 Yao, Baofeng , Ping, Xu , Zhang, Hongguang . Dynamic Response Characteristics Analysis and Energy, Exergy, and Economic (3E) Evaluation of Dual Loop Organic Rankine Cycle (DORC) for CNG Engine Waste Heat Recovery [J]. | ENERGIES , 2021 , 14 (19) .
MLA Yao, Baofeng et al. "Dynamic Response Characteristics Analysis and Energy, Exergy, and Economic (3E) Evaluation of Dual Loop Organic Rankine Cycle (DORC) for CNG Engine Waste Heat Recovery" . | ENERGIES 14 . 19 (2021) .
APA Yao, Baofeng , Ping, Xu , Zhang, Hongguang . Dynamic Response Characteristics Analysis and Energy, Exergy, and Economic (3E) Evaluation of Dual Loop Organic Rankine Cycle (DORC) for CNG Engine Waste Heat Recovery . | ENERGIES , 2021 , 14 (19) .
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Analysis on operation characteristic and output performance of free piston expander-linear generator based on displacement control strategy EI
期刊论文 | 2021 , 182 | Applied Thermal Engineering
摘要&关键词 引用

摘要 :

In this paper, a free piston expander-linear generator (FPE-LG) test rig is established and the control strategy based on displacement is applied. The operation characteristic, output performance, and energy conversion efficiency of the FPE-LG are analyzed. The coefficient of equilibrium oscillation (C) is identified to evaluate the stability of the free piston assembly (FPA). Experimental results show that the FPA has best stability when fixed position point (FPP) is between 20 - 75 mm. The actual stroke and operation frequency increase with the intake pressure and load resistance. The variations of voltage and power output are in accordance with velocity. The average power output increases with intake pressure and FPP, but reduces with the advanced exhaust duration. The maximum average power output can be achieved when the load resistance is 20 Ω. The energy conversion efficiency first increases with intake pressure and then remains constant. The energy conversion efficiency reaches up to 17.5 % when intake pressure is 0.9 MPa, FPP is 40 - 55 mm, advanced exhaust duration is 0 ms, and load resistance is 20 Ω. The lower the coefficient of equilibrium oscillation is, the higher the average power output is. © 2020 Elsevier Ltd

关键词 :

Conversion efficiency Conversion efficiency Displacement control Displacement control Electric generators Electric generators Pistons Pistons Thermoelectric power Thermoelectric power

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GB/T 7714 Shi, Xin , Hou, Xiaochen , Yang, Fubin et al. Analysis on operation characteristic and output performance of free piston expander-linear generator based on displacement control strategy [J]. | Applied Thermal Engineering , 2021 , 182 .
MLA Shi, Xin et al. "Analysis on operation characteristic and output performance of free piston expander-linear generator based on displacement control strategy" . | Applied Thermal Engineering 182 (2021) .
APA Shi, Xin , Hou, Xiaochen , Yang, Fubin , Zhang, Hongguang , Shi, Zhicheng , Zhao, Tenglong et al. Analysis on operation characteristic and output performance of free piston expander-linear generator based on displacement control strategy . | Applied Thermal Engineering , 2021 , 182 .
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The evaluation of high-temperature oxidation for the original and recycled Nd-Fe-B sintered magnets SCIE
期刊论文 | 2021 , 884 | JOURNAL OF ALLOYS AND COMPOUNDS
WoS核心集被引次数: 6
摘要&关键词 引用

摘要 :

The high-temperature oxidation resistance is a critical evaluation index for the practical applications of Nd-Fe-B sintered magnets. In this paper, the high temperature (> 523 K) oxidation behavior of the recycled Nd-Fe-B sintered magnets was investigated and compared with the original magnets. The results show that both magnets exhibit similar high-temperature oxidation characteristics. The recycled magnets oxidized after 300 h at 673 K possesses remanence (B-r) of 1.189 T, coercivity (H-ci) of 1688 kA/m, and maximum energy product [(BH)(max)] of 268 kJ/m(3). Compared with the recycled magnet before oxidizing, the oxidized recycled magnets retain 96.0% of B-r, 85.2% of H-ci, and 92.2% of (BH)(max), respectively. The recycled magnets negatively influence the high-temperature oxidation resistance compared with the original magnets, demonstrating the recycled magnets' applicability. (C) 2021 Published by Elsevier B.V.

关键词 :

High-temperature oxidation High-temperature oxidation Oxidation mechanism Oxidation mechanism Oxidation rate Oxidation rate Recycled Nd-Fe-B sintered magnets Recycled Nd-Fe-B sintered magnets

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GB/T 7714 Li, X. T. , Liu, W. Q. , Yue, M. et al. The evaluation of high-temperature oxidation for the original and recycled Nd-Fe-B sintered magnets [J]. | JOURNAL OF ALLOYS AND COMPOUNDS , 2021 , 884 .
MLA Li, X. T. et al. "The evaluation of high-temperature oxidation for the original and recycled Nd-Fe-B sintered magnets" . | JOURNAL OF ALLOYS AND COMPOUNDS 884 (2021) .
APA Li, X. T. , Liu, W. Q. , Yue, M. , Liu, Y. H. , Zha, S. S. , Yi, X. F. et al. The evaluation of high-temperature oxidation for the original and recycled Nd-Fe-B sintered magnets . | JOURNAL OF ALLOYS AND COMPOUNDS , 2021 , 884 .
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Experimental investigation of pneumatic motor for transport application SCIE
期刊论文 | 2021 , 179 , 517-527 | RENEWABLE ENERGY
WoS核心集被引次数: 60
摘要&关键词 引用

摘要 :

Compressed-air-powered vehicles with advantages of environmentally simple and non-spark operation, good maintenance, and convenient operation have drawn the attention of scholars. However, a vehicle driven by compressed air alone cannot be a viable alternative. In this paper, an auxiliary power system based on a pneumatic motor used for compressed-power vehicle is proposed. First, the test rig of the auxiliary power system is established based on a pneumatic motor. The effects of key operating parameters on the performance of the pneumatic motor are investigated by experimental analysis and using the control variable method. The step response characteristics of the pneumatic motor and the relationship between rotation speed, torque, power output, and volume flow rate are studied. The uncertainties of the power output and energy efficiency of the pneumatic motor are analyzed. Experimental results show that the power output and energy efficiency of the pneumatic motor first increase and then decrease with the increase of torque. The energy efficiency of the pneumatic motor reaches the maximum value of approximately 62%. The power output of the pneumatic motor reaches the maximum value of approximately 410 W. The pneumatic motor is more feasible to be considered an auxiliary system of compressed-air-powered vehicle. (c) 2021 Elsevier Ltd. All rights reserved.

关键词 :

Auxiliary power system Auxiliary power system Compressed air powered vehicle Compressed air powered vehicle Experimental investigation Experimental investigation Pneumatic motor Pneumatic motor Step response characteristic Step response characteristic

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GB/T 7714 Xu, Yonghong , Zhang, Hongguang , Yang, Fubin et al. Experimental investigation of pneumatic motor for transport application [J]. | RENEWABLE ENERGY , 2021 , 179 : 517-527 .
MLA Xu, Yonghong et al. "Experimental investigation of pneumatic motor for transport application" . | RENEWABLE ENERGY 179 (2021) : 517-527 .
APA Xu, Yonghong , Zhang, Hongguang , Yang, Fubin , Tong, Liang , Yan, Dong , Yang, Yifan et al. Experimental investigation of pneumatic motor for transport application . | RENEWABLE ENERGY , 2021 , 179 , 517-527 .
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Experimental study on small power generation energy storage device based on pneumatic motor and compressed air EI
期刊论文 | 2021 , 234 | Energy Conversion and Management
摘要&关键词 引用

摘要 :

Compressed air energy storage has garnered much attention due to its advantages of long lifespan, low cost and little environmental pollution, and pneumatic motor is equally so due to its advantages of low price, easy operation, and wide power range. In this paper, a small power generation energy storage test device based on pneumatic motor and compressed air is built. The effects of regulator valve pressure and electronic load current on temperature difference, pressure difference, expansion ratio, rotating speed, torque, power output of pneumatic motor, and efficiency of generator are studied by experiments. The experimental results show that the temperature difference, pressure difference and expansion ratio of pneumatic motor increase with the increase of regulator valve pressure and electronic load current. The power output of the pneumatic motor and the efficiency of generator increase at first and then decrease with the increase of the electronic load current, while the power of pneumatic motor and the efficiency of generator increase with the increase of regulator valve pressure. The maximum power output of the pneumatic motor is about 290.3 W, and the maximum efficiency of the generator is about 75.1%. © 2021 Elsevier Ltd

关键词 :

Compressed air Compressed air Compressed air energy storage Compressed air energy storage Costs Costs Expansion Expansion Pressure vessels Pressure vessels Thermoelectric power Thermoelectric power

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GB/T 7714 Xu, Yonghong , Zhang, Hongguang , Yang, Fubin et al. Experimental study on small power generation energy storage device based on pneumatic motor and compressed air [J]. | Energy Conversion and Management , 2021 , 234 .
MLA Xu, Yonghong et al. "Experimental study on small power generation energy storage device based on pneumatic motor and compressed air" . | Energy Conversion and Management 234 (2021) .
APA Xu, Yonghong , Zhang, Hongguang , Yang, Fubin , Tong, Liang , Yang, Yifan , Yan, Dong et al. Experimental study on small power generation energy storage device based on pneumatic motor and compressed air . | Energy Conversion and Management , 2021 , 234 .
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