共 16 条
State of Charge Estimation of Vanadium Redox Flow Battery Based on Online Equivalent Circuit Model
被引:6
作者:

Dong, Sidi
论文数: 0 引用数: 0
h-index: 0
机构:
Wuhan Univ Technol, Sch Automat, Wuhan, Peoples R China Wuhan Univ Technol, Sch Automat, Wuhan, Peoples R China

Feng, Jun
论文数: 0 引用数: 0
h-index: 0
机构:
Wuhan Univ Technol, Sch Automat, Wuhan, Peoples R China Wuhan Univ Technol, Sch Automat, Wuhan, Peoples R China

Zhang, Yu
论文数: 0 引用数: 0
h-index: 0
机构:
State Grid Hubei Elect Power Res Inst, Wuhan, Peoples R China Wuhan Univ Technol, Sch Automat, Wuhan, Peoples R China

Tong, Shiqi
论文数: 0 引用数: 0
h-index: 0
机构:
State Grid Hubei Elect Power Co, Dept Operat & Maintenance, Wuhan, Peoples R China Wuhan Univ Technol, Sch Automat, Wuhan, Peoples R China

Tang, Jinrui
论文数: 0 引用数: 0
h-index: 0
机构:
Wuhan Univ Technol, Sch Automat, Wuhan, Peoples R China Wuhan Univ Technol, Sch Automat, Wuhan, Peoples R China

Xiong, Binyu
论文数: 0 引用数: 0
h-index: 0
机构:
Wuhan Univ Technol, Sch Automat, Wuhan, Peoples R China Wuhan Univ Technol, Sch Automat, Wuhan, Peoples R China
机构:
[1] Wuhan Univ Technol, Sch Automat, Wuhan, Peoples R China
[2] State Grid Hubei Elect Power Res Inst, Wuhan, Peoples R China
[3] State Grid Hubei Elect Power Co, Dept Operat & Maintenance, Wuhan, Peoples R China
来源:
PROCEEDINGS OF 2021 31ST AUSTRALASIAN UNIVERSITIES POWER ENGINEERING CONFERENCE (AUPEC)
|
2021年
关键词:
State of charge (SOC);
the recursive least squares with forgetting factor (FRLS);
unscented Kalman filter (UKF);
Vanadium redox flow battery;
OF-CHARGE;
D O I:
10.1109/AUPEC52110.2021.9597837
中图分类号:
TE [石油、天然气工业];
TK [能源与动力工程];
学科分类号:
0807 ;
0820 ;
摘要:
State of charge (SOC) is an important index to ensure the safe and stable operation of vanadium redox flow battery (VRB) and its accurate estimation can protect the battery from overcharge and over-discharge. Time-varying model parameters and nonlinear estimation algorithm are the main challenges for accurate estimation of SOC. This paper proposes the SOC estimation method for VRB based on online equivalent circuit model. Firstly, the recursive least squares with forgetting factor (FRLS) is used to online identify the model parameters. Then, based on this online model, the unscented Kalman filter (UKF) is employed to online estimate SOC. Finally, a hybrid pulse current experiment is conducted to verify the proposed the estimation method on a 5kW/3kWh VRB system in the laboratory. Validated with experimental data, the online identified model parameters and the estimated SOC present excellent accuracy, the root mean square error (RMSE) of the model and SOC is 0.0165V and 0.01 respectively. The proposed SOC estimation method is capable of estimating SOC accurately.
引用
收藏
页数:6
相关论文
共 16 条
- [1] Particle-filtering-based estimation of maximum available power state in Lithium-Ion batteries[J]. APPLIED ENERGY, 2016, 161 : 349 - 363Burgos-Mellado, Claudio论文数: 0 引用数: 0 h-index: 0机构: Univ Chile DIE, Fac Math & Phys Sci, Dept Elect Engn, Santiago 8370451, Chile Univ Chile DIE, Fac Math & Phys Sci, Dept Elect Engn, Santiago 8370451, ChileOrchard, Marcos E.论文数: 0 引用数: 0 h-index: 0机构: Univ Chile DIE, Fac Math & Phys Sci, Dept Elect Engn, Santiago 8370451, Chile Univ Chile DIE, Fac Math & Phys Sci, Dept Elect Engn, Santiago 8370451, ChileKazerani, Mehrdad论文数: 0 引用数: 0 h-index: 0机构: Univ Waterloo, Dept Elect & Comp Engn, Waterloo, ON N2L 3G1, Canada Univ Chile DIE, Fac Math & Phys Sci, Dept Elect Engn, Santiago 8370451, ChileCardenas, Roberto论文数: 0 引用数: 0 h-index: 0机构: Univ Chile DIE, Fac Math & Phys Sci, Dept Elect Engn, Santiago 8370451, Chile Univ Chile DIE, Fac Math & Phys Sci, Dept Elect Engn, Santiago 8370451, ChileSaez, Doris论文数: 0 引用数: 0 h-index: 0机构: Univ Chile DIE, Fac Math & Phys Sci, Dept Elect Engn, Santiago 8370451, Chile Univ Chile DIE, Fac Math & Phys Sci, Dept Elect Engn, Santiago 8370451, Chile
- [2] State-of-charge estimation for battery management system using optimized support vector machine for regression[J]. JOURNAL OF POWER SOURCES, 2014, 269 : 682 - 693Hu, J. N.论文数: 0 引用数: 0 h-index: 0机构: S China Normal Univ, Sch Chem & Environm, Key Lab Electrochem Technol Energy Storage & Powe, Guangzhou 510006, Guangdong, Peoples R China S China Normal Univ, Engn Res Ctr Mat & Technol Electrochem Energy Sto, Minist Educ, Guangzhou 510006, Guangdong, Peoples R China S China Normal Univ, Sch Chem & Environm, Key Lab Electrochem Technol Energy Storage & Powe, Guangzhou 510006, Guangdong, Peoples R ChinaHu, J. J.论文数: 0 引用数: 0 h-index: 0机构: S China Univ Technol, Sch Comp Sci & Engn, Guangzhou 510006, Guangdong, Peoples R China S China Normal Univ, Sch Chem & Environm, Key Lab Electrochem Technol Energy Storage & Powe, Guangzhou 510006, Guangdong, Peoples R ChinaLin, H. B.论文数: 0 引用数: 0 h-index: 0机构: S China Normal Univ, Sch Chem & Environm, Key Lab Electrochem Technol Energy Storage & Powe, Guangzhou 510006, Guangdong, Peoples R China S China Normal Univ, Engn Res Ctr Mat & Technol Electrochem Energy Sto, Minist Educ, Guangzhou 510006, Guangdong, Peoples R China S China Normal Univ, Sch Chem & Environm, Key Lab Electrochem Technol Energy Storage & Powe, Guangzhou 510006, Guangdong, Peoples R ChinaLi, X. P.论文数: 0 引用数: 0 h-index: 0机构: S China Normal Univ, Sch Chem & Environm, Key Lab Electrochem Technol Energy Storage & Powe, Guangzhou 510006, Guangdong, Peoples R China S China Normal Univ, Engn Res Ctr Mat & Technol Electrochem Energy Sto, Minist Educ, Guangzhou 510006, Guangdong, Peoples R China S China Normal Univ, Sch Chem & Environm, Key Lab Electrochem Technol Energy Storage & Powe, Guangzhou 510006, Guangdong, Peoples R ChinaJiang, C. L.论文数: 0 引用数: 0 h-index: 0机构: S China Normal Univ, Sch Chem & Environm, Key Lab Electrochem Technol Energy Storage & Powe, Guangzhou 510006, Guangdong, Peoples R China S China Normal Univ, Engn Res Ctr Mat & Technol Electrochem Energy Sto, Minist Educ, Guangzhou 510006, Guangdong, Peoples R China S China Normal Univ, Sch Chem & Environm, Key Lab Electrochem Technol Energy Storage & Powe, Guangzhou 510006, Guangdong, Peoples R ChinaQiu, X. H.论文数: 0 引用数: 0 h-index: 0机构: S China Normal Univ, Sch Chem & Environm, Key Lab Electrochem Technol Energy Storage & Powe, Guangzhou 510006, Guangdong, Peoples R China S China Normal Univ, Engn Res Ctr Mat & Technol Electrochem Energy Sto, Minist Educ, Guangzhou 510006, Guangdong, Peoples R China S China Normal Univ, Sch Chem & Environm, Key Lab Electrochem Technol Energy Storage & Powe, Guangzhou 510006, Guangdong, Peoples R ChinaLi, W. S.论文数: 0 引用数: 0 h-index: 0机构: S China Normal Univ, Sch Chem & Environm, Key Lab Electrochem Technol Energy Storage & Powe, Guangzhou 510006, Guangdong, Peoples R China S China Normal Univ, Engn Res Ctr Mat & Technol Electrochem Energy Sto, Minist Educ, Guangzhou 510006, Guangdong, Peoples R China S China Normal Univ, Sch Chem & Environm, Key Lab Electrochem Technol Energy Storage & Powe, Guangzhou 510006, Guangdong, Peoples R China
- [3] State estimation for advanced battery management: Key challenges and future trends[J]. RENEWABLE & SUSTAINABLE ENERGY REVIEWS, 2019, 114Hu, Xiaosong论文数: 0 引用数: 0 h-index: 0机构: Chongqing Univ, Dept Automot Engn, State Key Lab Mech Transmiss, Chongqing 400044, Peoples R China Chongqing Univ, Dept Automot Engn, State Key Lab Mech Transmiss, Chongqing 400044, Peoples R ChinaFeng, Fei论文数: 0 引用数: 0 h-index: 0机构: Chongqing Univ, Dept Automot Engn, State Key Lab Mech Transmiss, Chongqing 400044, Peoples R China Chongqing Univ, Dept Automot Engn, State Key Lab Mech Transmiss, Chongqing 400044, Peoples R ChinaLiu, Kailong论文数: 0 引用数: 0 h-index: 0机构: Univ Warwick, WMG, Coventry CV4 7AL, W Midlands, England Chongqing Univ, Dept Automot Engn, State Key Lab Mech Transmiss, Chongqing 400044, Peoples R ChinaZhang, Lei论文数: 0 引用数: 0 h-index: 0机构: Beijing Inst Technol, Sch Mech Engn, Natl Engn Lab Elect Vehicles, Beijing 100081, Peoples R China Chongqing Univ, Dept Automot Engn, State Key Lab Mech Transmiss, Chongqing 400044, Peoples R ChinaXie, Jiale论文数: 0 引用数: 0 h-index: 0机构: North China Elect Power Univ, Sch Control & Comp Engn, Baoding 071003, Peoples R China Chongqing Univ, Dept Automot Engn, State Key Lab Mech Transmiss, Chongqing 400044, Peoples R ChinaLiu, Bo论文数: 0 引用数: 0 h-index: 0机构: Chongqing Changan New Energy Vehicle Technol Co L, Chongqing 401120, Peoples R China Chongqing Univ, Dept Automot Engn, State Key Lab Mech Transmiss, Chongqing 400044, Peoples R China
- [4] Real-time peak power prediction for zinc nickel single flow batteries[J]. JOURNAL OF POWER SOURCES, 2020, 448Li, Shawn论文数: 0 引用数: 0 h-index: 0机构: Univ Leeds, Sch Elect & Elect Engn, Leeds LS2 9JT, W Yorkshire, England Univ Leeds, Sch Elect & Elect Engn, Leeds LS2 9JT, W Yorkshire, EnglandLi, Kang论文数: 0 引用数: 0 h-index: 0机构: Univ Leeds, Sch Elect & Elect Engn, Leeds LS2 9JT, W Yorkshire, England Univ Leeds, Sch Elect & Elect Engn, Leeds LS2 9JT, W Yorkshire, EnglandXiao, Evan论文数: 0 引用数: 0 h-index: 0机构: Carnegie Mellon Univ, Tepper Sch Business, Pittsburgh, PA 15213 USA Univ Leeds, Sch Elect & Elect Engn, Leeds LS2 9JT, W Yorkshire, EnglandZhang, Jianhua论文数: 0 引用数: 0 h-index: 0机构: North China Elect Power Univ, State Key Lab Alternate Elect Power Syst Renewabl, Beijing 102206, Peoples R China Univ Leeds, Sch Elect & Elect Engn, Leeds LS2 9JT, W Yorkshire, EnglandZheng, Min论文数: 0 引用数: 0 h-index: 0机构: Shanghai Univ, Sch Mechatron Engn & Automat, Shanghai 20072, Peoples R China Univ Leeds, Sch Elect & Elect Engn, Leeds LS2 9JT, W Yorkshire, England
- [5] Electrical circuit model of a vanadium redox flow battery using extended Kalman filter[J]. JOURNAL OF POWER SOURCES, 2013, 239 : 284 - 293Mohamed, M. R.论文数: 0 引用数: 0 h-index: 0机构: Univ Malaysia Pahang, Fac Elect & Elect Engn, Sustainable Energy & Power Elect Res SuPER Grp, Pekan 26600, Pahang, Malaysia Univ Malaysia Pahang, Fac Elect & Elect Engn, Sustainable Energy & Power Elect Res SuPER Grp, Pekan 26600, Pahang, MalaysiaAhmad, H.论文数: 0 引用数: 0 h-index: 0机构: Univ Malaysia Pahang, Fac Elect & Elect Engn, Sustainable Energy & Power Elect Res SuPER Grp, Pekan 26600, Pahang, Malaysia Univ Malaysia Pahang, Fac Elect & Elect Engn, Sustainable Energy & Power Elect Res SuPER Grp, Pekan 26600, Pahang, MalaysiaAbu Seman, M. N.论文数: 0 引用数: 0 h-index: 0机构: Univ Malaysia Pahang, Fac Elect & Elect Engn, Sustainable Energy & Power Elect Res SuPER Grp, Pekan 26600, Pahang, Malaysia Univ Malaysia Pahang, Fac Elect & Elect Engn, Sustainable Energy & Power Elect Res SuPER Grp, Pekan 26600, Pahang, MalaysiaRazali, S.论文数: 0 引用数: 0 h-index: 0机构: Univ Malaysia Pahang, Fac Elect & Elect Engn, Sustainable Energy & Power Elect Res SuPER Grp, Pekan 26600, Pahang, Malaysia Univ Malaysia Pahang, Fac Elect & Elect Engn, Sustainable Energy & Power Elect Res SuPER Grp, Pekan 26600, Pahang, MalaysiaNajib, M. S.论文数: 0 引用数: 0 h-index: 0机构: Univ Malaysia Pahang, Fac Elect & Elect Engn, Sustainable Energy & Power Elect Res SuPER Grp, Pekan 26600, Pahang, Malaysia Univ Malaysia Pahang, Fac Elect & Elect Engn, Sustainable Energy & Power Elect Res SuPER Grp, Pekan 26600, Pahang, Malaysia
- [6] A Field Validated Model of a Vanadium Redox Flow Battery for Microgrids[J]. IEEE TRANSACTIONS ON SMART GRID, 2014, 5 (04) : 1592 - 1601Qiu, Xin论文数: 0 引用数: 0 h-index: 0机构: Missouri Univ Sci & Technol, Dept Elect & Comp Engn, Rolla, MO 65401 USA Missouri Univ Sci & Technol, Dept Elect & Comp Engn, Rolla, MO 65401 USANguyen, Tu A.论文数: 0 引用数: 0 h-index: 0机构: Missouri Univ Sci & Technol, Dept Elect & Comp Engn, Rolla, MO 65401 USA Missouri Univ Sci & Technol, Dept Elect & Comp Engn, Rolla, MO 65401 USAGuggenberger, Joe D.论文数: 0 引用数: 0 h-index: 0机构: Missouri Univ Sci & Technol, Dept Geol Engn, Rolla, MO 65401 USA Missouri Univ Sci & Technol, Dept Elect & Comp Engn, Rolla, MO 65401 USACrow, M. L.论文数: 0 引用数: 0 h-index: 0机构: Missouri Univ Sci & Technol, Dept Elect & Comp Engn, Rolla, MO 65401 USA Missouri Univ Sci & Technol, Dept Elect & Comp Engn, Rolla, MO 65401 USAElmore, A. C.论文数: 0 引用数: 0 h-index: 0机构: Missouri Univ Sci & Technol, Dept Geol Engn, Rolla, MO 65401 USA Missouri Univ Sci & Technol, Dept Elect & Comp Engn, Rolla, MO 65401 USA
- [7] State of charge estimation of vanadium redox battery based on improved extended Kalman filter[J]. ISA TRANSACTIONS, 2019, 94 : 326 - 337Qiu, Ya论文数: 0 引用数: 0 h-index: 0机构: Hefei Univ Technol, Sch Elect Engn & Automat, Hefei 230009, Anhui, Peoples R China Hefei Univ Technol, Sch Elect Engn & Automat, Hefei 230009, Anhui, Peoples R ChinaLi, Xin论文数: 0 引用数: 0 h-index: 0机构: Hefei Univ Technol, Sch Elect Engn & Automat, Hefei 230009, Anhui, Peoples R China Hefei Univ Technol, Sch Elect Engn & Automat, Hefei 230009, Anhui, Peoples R ChinaChen, Wei论文数: 0 引用数: 0 h-index: 0机构: Hefei Univ Technol, Sch Elect Engn & Automat, Hefei 230009, Anhui, Peoples R China Hefei Univ Technol, Sch Elect Engn & Automat, Hefei 230009, Anhui, Peoples R ChinaDuan, Ze-min论文数: 0 引用数: 0 h-index: 0机构: Hefei Univ Technol, Sch Elect Engn & Automat, Hefei 230009, Anhui, Peoples R China Hefei Univ Technol, Sch Elect Engn & Automat, Hefei 230009, Anhui, Peoples R ChinaYu, Ling论文数: 0 引用数: 0 h-index: 0机构: Hefei Wego Elect Automat Co LTD, Hefei 230051, Anhui, Peoples R China Hefei Univ Technol, Sch Elect Engn & Automat, Hefei 230009, Anhui, Peoples R China
- [8] State of charge monitoring methods for vanadium redox flow battery control[J]. JOURNAL OF POWER SOURCES, 2011, 196 (20) : 8822 - 8827Skyllas-Kazacos, Maria论文数: 0 引用数: 0 h-index: 0机构: Univ New S Wales, Sch Chem Engn, Sydney, NSW 2052, Australia Univ New S Wales, Sch Chem Engn, Sydney, NSW 2052, AustraliaKazacos, Michael论文数: 0 引用数: 0 h-index: 0机构: Univ New S Wales, Sch Chem Engn, Sydney, NSW 2052, Australia Univ New S Wales, Sch Chem Engn, Sydney, NSW 2052, Australia
- [9] Estimation of state-of-charge and state-of-power capability of lithium-ion battery considering varying health conditions[J]. JOURNAL OF POWER SOURCES, 2014, 259 : 166 - 176Sun, Fengchun论文数: 0 引用数: 0 h-index: 0机构: Beijing Inst Technol, Sch Mech Engn, Natl Engn Lab Elect Vehicles, Beijing 100081, Peoples R China Beijing Inst Technol, Sch Mech Engn, Natl Engn Lab Elect Vehicles, Beijing 100081, Peoples R ChinaXiong, Rui论文数: 0 引用数: 0 h-index: 0机构: Beijing Inst Technol, Sch Mech Engn, Natl Engn Lab Elect Vehicles, Beijing 100081, Peoples R China Beijing Inst Technol, Sch Mech Engn, Natl Engn Lab Elect Vehicles, Beijing 100081, Peoples R ChinaHe, Hongwen论文数: 0 引用数: 0 h-index: 0机构: Beijing Inst Technol, Sch Mech Engn, Natl Engn Lab Elect Vehicles, Beijing 100081, Peoples R China Beijing Inst Technol, Sch Mech Engn, Natl Engn Lab Elect Vehicles, Beijing 100081, Peoples R China
- [10] State-of-charge prediction of batteries and battery-supercapacitor hybrids using artificial neural networks[J]. JOURNAL OF POWER SOURCES, 2011, 196 (08) : 4061 - 4066Weigert, T.论文数: 0 引用数: 0 h-index: 0机构: Missouri Univ Sci & Technol, Dept Comp Sci, Rolla, MO 65401 USA Missouri Univ Sci & Technol, Dept Comp Sci, Rolla, MO 65401 USATian, Q.论文数: 0 引用数: 0 h-index: 0机构: Univ Toronto, Dept Mat Sci & Engn, Toronto, ON M5S 3E4, Canada Missouri Univ Sci & Technol, Dept Comp Sci, Rolla, MO 65401 USALian, K.论文数: 0 引用数: 0 h-index: 0机构: Univ Toronto, Dept Mat Sci & Engn, Toronto, ON M5S 3E4, Canada Missouri Univ Sci & Technol, Dept Comp Sci, Rolla, MO 65401 USA