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

[1] Soc Estimation Of Vanadium Redox Flow Battery Based On OCV-DKF Algorithm
Zheng, Tao
Lu, Wenpin
Li, Xin
Qiu, Ya
Yu, Ling
Lu, Wei
PROCEEDINGS OF 2018 IEEE 3RD ADVANCED INFORMATION TECHNOLOGY, ELECTRONIC AND AUTOMATION CONTROL CONFERENCE (IAEAC 2018), 2018, : 1528 - 1532
[2] Fast and Simplified Algorithms for SoC and SoH Estimation of Vanadium Redox Flow Batteries
Khaki, Bahman
Das, Pritam
2021 13TH ANNUAL IEEE GREEN TECHNOLOGIES CONFERENCE GREENTECH 2021, 2021, : 494 - 501
[3] Dynamic model based membrane permeability estimation for online SOC imbalances monitoring of vanadium redox flow batteries
Li, Yifeng
Sun, Longgang
Cao, Liuyue
Bao, Jie
Skyllas-Kazacos, Maria
JOURNAL OF ENERGY STORAGE, 2021, 39
[4] Modelling and Estimation of Vanadium Redox Flow Batteries: A Review
Puleston, Thomas
Clemente, Alejandro
Costa-Castello, Ramon
Serra, Maria
BATTERIES-BASEL, 2022, 8 (09):
[5] Vanadium Redox Flow Batteries
Guarnieri, Massimo
Mattavelli, Paolo
Petrone, Giovanni
Spagnuolo, Giovanni
IEEE INDUSTRIAL ELECTRONICS MAGAZINE, 2016, 10 (04) : 20 - 31
[6] Peak Power Estimation of Vanadium Redox Flow Batteries Based on Receding Horizon Control
Xiong, Binyu
Dong, Sidi
Li, Yang
Tang, Jinrui
Su, Yixin
Gooi, Hoay Beng
IEEE JOURNAL OF EMERGING AND SELECTED TOPICS IN POWER ELECTRONICS, 2023, 11 (01) : 154 - 165
[7] Effects of SOC-dependent electrolyte viscosity on performance of vanadium redox flow batteries
Xu, Q.
Zhao, T. S.
Zhang, C.
APPLIED ENERGY, 2014, 130 : 139 - 147
[8] Electrolytes for vanadium redox flow batteries
Wu, Xiongwei
Liu, Jun
Xiang, Xiaojuan
Zhang, Jie
Hu, Junping
Wu, Yuping
PURE AND APPLIED CHEMISTRY, 2014, 86 (05) : 661 - 669
[9] Preparation of Electrolyte for Vanadium Redox-Flow Batteries Based on Vanadium Pentoxide
Martin, Jan
Schafner, Katharina
Turek, Thomas
ENERGY TECHNOLOGY, 2020, 8 (09)
[10] A review of vanadium electrolytes for vanadium redox flow batteries
Choi, Chanyong
Kim, Soohyun
Kim, Riyul
Choi, Yunsuk
Kim, Soowhan
Jung, Ho-Young
Yang, Jung Hoon
Kim, Hee-Tak
RENEWABLE & SUSTAINABLE ENERGY REVIEWS, 2017, 69 : 263 - 274

← 1 2 3 4 5 →