SOC Estimation of Vanadium Redox Flow Batteries Based on the ISCSO-ELM Algorithm

被引：5

作者：

Xiao, Dong ^{[1
,2
]}

Li, Boyan ^{[1
,2
]}

Shan, Jiawei ^{[1
,2
,3
]}

Yan, Zelin ^{[1
,2
]}

Huang, Jie ^{[1
,2
]}

机构：

[1] Northeastern Univ, Sch Informat Sci & Engn, Shenyang 110819, Peoples R China

[2] Northeastern Univ, Liaoning Key Lab Intelligent Diag & Safety Met Ind, Shenyang 110819, Peoples R China

[3] Semicond Mfg Int Corp, Tianjin 300385, Peoples R China

来源：

ACS OMEGA | 2023年 / 8卷 / 48期

基金：

中国国家自然科学基金;

关键词：

EXTREME LEARNING-MACHINE;

D O I：

10.1021/acsomega.3c06113

中图分类号：

O6 [化学];

学科分类号：

0703 ;

摘要：

This study focuses on the stage of charge (SOC) estimation for vanadium redox flow batteries (VFBs), establishing an electrochemical model that provides parameters, including ion concentration. Second, considering the capacity decay of VFBs, an extreme learning machine (ELM) combined with an improved sand cat swarm optimization algorithm, named ISCSO-ELM, is integrated with SOC estimation to predict the battery's SOC more effectively.

引用

页码：45708 / 45714

页数：7

共 50 条

[31] Surrogate model-based parameter estimation framework of physics-based model for vanadium redox flow batteries
Ha, Jinho
Kim, Youngkwon
Choi, Jung-Il
APPLIED ENERGY, 2025, 383
[32] Dynamic flow rate control for vanadium redox flow batteries
Fu, Jiahui
Wang, Tao
Wang, Xinhao
Sun, Jie
Zheng, Menglian
8TH INTERNATIONAL CONFERENCE ON APPLIED ENERGY (ICAE2016), 2017, 105
[33] Laboratory XANES to study vanadium species in vanadium redox flow batteries
Lutz, Christian
Fittschen, Ursula Elisabeth Adriane
POWDER DIFFRACTION, 2020, 35 : S24 - S28
[34] Redox-targeted catalysis for vanadium redox-flow batteries
Zhang, Feifei
Huang, Songpeng
Wang, Xun
Jia, Chuankun
Du, Yonghua
Wang, Qing
NANO ENERGY, 2018, 52 : 292 - 299
[35] Assessment of the reliability of vanadium-redox flow batteries
Reichelt, Florian
Mueller, Karsten
ENGINEERING REPORTS, 2020, 2 (10)
[36] Anion Exchange Membranes for Vanadium Redox Flow Batteries
Chen, Dongyang
Hickner, Michael A.
Agar, Ertan
Kumbur, E. Caglan
STATIONARY AND LARGE SCALE ELECTRICAL ENERGY STORAGE 2, 2013, 53 (07): : 83 - 89
[37] Precursor Engineering for the Electrode of Vanadium Redox Flow Batteries
Wang, Shangkun
Jiang, Yingqiao
Feng, Zemin
Liu, Yongguang
Jiang, Long
Dai, Lei
Zhu, Jing
Wang, Ling
He, Zhangxing
ADVANCED FUNCTIONAL MATERIALS, 2024,
[38] Determination of Overpotentials in All Vanadium Redox Flow Batteries
Langner, J.
Melke, J.
Ehrenberg, H.
Roth, C.
STATIONARY AND LARGE-SCALE ELECTRICAL ENERGY STORAGE SYSTEMS 3, 2014, 58 (37): : 1 - 7
[39] Optimization of Electrolyte Rebalancing in Vanadium Redox Flow Batteries
Jafari, Mehdi
Sakti, Apurba
Botterud, Audun
IEEE TRANSACTIONS ON ENERGY CONVERSION, 2022, 37 (01) : 748 - 751
[40] A Review of Electrolyte Additives in Vanadium Redox Flow Batteries
Tian, Wenxin
Du, Hao
Wang, Jianzhang
Weigand, Jan J.
Qi, Jian
Wang, Shaona
Li, Lanjie
MATERIALS, 2023, 16 (13)

← 1 2 3 4 5 →