State of Power Estimation Method for Hybrid Capacitor Battery Based on PSO Algorithm
Hybrid Capacitive Battery (HCB) is an emerging electrochemical energy storage device that holds immense potential in the application of future energy storage systems (ESSs). When the ESS composed of HCBs is controlled and scheduled, it is necessary to understand its ability to release or absorb powe...
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| Published in | Journal of physics. Conference series Vol. 2774; no. 1; pp. 12047 - 12055 |
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| Main Authors | , , , , |
| Format | Journal Article |
| Language | English |
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Bristol
IOP Publishing
01.07.2024
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| ISSN | 1742-6588 1742-6596 1742-6596 |
| DOI | 10.1088/1742-6596/2774/1/012047 |
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| Abstract | Hybrid Capacitive Battery (HCB) is an emerging electrochemical energy storage device that holds immense potential in the application of future energy storage systems (ESSs). When the ESS composed of HCBs is controlled and scheduled, it is necessary to understand its ability to release or absorb power. Therefore, accurate power prediction of batteries is crucial. This paper introduces a method for estimating the state of power (SOP) in HCB using the particle swarm optimization (PSO) algorithm. The method mainly consists of three parts: first, an equivalent circuit model (ECM) is employed to accurately represent the HCB, then an H-∞ filter algorithm is used to estimate its state of energy (SOE). In the third step, an optimization objective function is established based on the HCB model to describe the terminal voltage changes during its charging and discharging process, and use PSO algorithm to solve and obtain the estimated SOP results. Finally, the reference values of the SOP were obtained through constant power pulse testing experiments, proving that this method can effectively predict SOP under constant power conditions. |
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| AbstractList | Hybrid Capacitive Battery (HCB) is an emerging electrochemical energy storage device that holds immense potential in the application of future energy storage systems (ESSs). When the ESS composed of HCBs is controlled and scheduled, it is necessary to understand its ability to release or absorb power. Therefore, accurate power prediction of batteries is crucial. This paper introduces a method for estimating the state of power (SOP) in HCB using the particle swarm optimization (PSO) algorithm. The method mainly consists of three parts: first, an equivalent circuit model (ECM) is employed to accurately represent the HCB, then an H-∞ filter algorithm is used to estimate its state of energy (SOE). In the third step, an optimization objective function is established based on the HCB model to describe the terminal voltage changes during its charging and discharging process, and use PSO algorithm to solve and obtain the estimated SOP results. Finally, the reference values of the SOP were obtained through constant power pulse testing experiments, proving that this method can effectively predict SOP under constant power conditions. |
| Author | Pan, Shiyan Chen, Siwen Sun, Jinlei Xing, Shiyou Guo, Yilong |
| Author_xml | – sequence: 1 givenname: Yilong surname: Guo fullname: Guo, Yilong organization: Nanjing University of Science and Technology School of Automation, Nanjing, China – sequence: 2 givenname: Siwen surname: Chen fullname: Chen, Siwen organization: Nanjing University of Science and Technology School of Automation, Nanjing, China – sequence: 3 givenname: Shiyou surname: Xing fullname: Xing, Shiyou organization: Nanjing University of Science and Technology School of Automation, Nanjing, China – sequence: 4 givenname: Jinlei surname: Sun fullname: Sun, Jinlei organization: Nanjing University of Science and Technology School of Automation, Nanjing, China – sequence: 5 givenname: Shiyan surname: Pan fullname: Pan, Shiyan organization: Nanjing Hgsire Electric Power Technology Co, Ltd Nanjing, China |
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| SubjectTerms | Algorithms Batteries Energy storage Equivalent circuits Estimation H-infinity control Hybrid systems Particle swarm optimization State of charge Storage systems |
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| Title | State of Power Estimation Method for Hybrid Capacitor Battery Based on PSO Algorithm |
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