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Reliable remaining useful life prediction for Lithium-ion battery driven by state-of-charge estimation and data processing techniques

Zhiyu Yu  Yuchen Jiang  Hao Luo  Shen Yin  
【摘要】:Batteries will age after being used for some time.If the charge is insufficient,the electrical systems they power will stop functioning or even run out of control.To have good knowledge about the real-time status of the batteries,many researchers study the long short term memory(LSTM) model to estimate the remaining useful life(RUL) of the batteries,and they usually focus on the prediction results of a single experiment.However,they did not care about the model performance in repeated experiments.In repeated experiments,each experiment is a simulation of the life cycle of a battery.To perform long-term reliable estimation,this paper proposes effective data preprocessing techniques to obtain feature data,which are used to drive the baseline LSTM model.Specifically,empirical mode decomposition(EMD) and selective data expansion are adopted to achieve an accurate evaluation of the state of health(SoH).Then,a filter is designed to reduce the fluctuation caused by the variation of model parameters in each experiment,after which the RUL of the battery is inferred from SoH.An evaluation index is proposed for the performance of the model in repeated experiments.Comparison study and ablation experiments verify the effectiveness and superiority of the proposed scheme.

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2 Chen-Xuan Xu;Jun-Da Huang;Jian-Min Ma;;Green,cheap and rechargeable Al-N_2 battery with efficient N_2 fixation[J];Rare Metals;2021年01期
3 Tong Xue;Hong Jin Fan;;From aqueous Zn-ion battery to Zn-MnO_2 flow battery:A brief story[J];Journal of Energy Chemistry;2021年03期
4 Wilhelm Pfleging;;Recent progress in laser texturing of battery materials: a review of tuning electrochemical performances, related material development, and prospects for large-scale manufacturing[J];International Journal of Extreme Manufacturing;2021年01期
5 Ming Peng;Yang Zhao;Jiao Lan;Yijin Qiao;Yongwen Tan;;Self-standing 3D nanoporous Ag_2Al with abundant surface oxygen species facilitating oxygen electroreduction for efficient hybrid Zn battery[J];Journal of Energy Chemistry;2021年07期
6 ;New electric vehicle standards to advance UK battery manufacturing in support of cleaner transport[J];China Standardization;2021年02期
7 Samarendra Pratap Singh;Praveen Prakash Singh;Sri Niwas Singh;Prabhakar Tiwari;;State of charge and health estimation of batteries for electric vehicles applications: key issues and challenges[J];Global Energy Interconnection;2021年02期
8 Jianhang Huang;Zhaowei Guo;Xiaoli Dong;Duan Bin;Yonggang Wang;Yongyao Xia;;Low-cost and high safe manganese-based aqueous battery for grid energy storage and conversion[J];Science Bulletin;2019年23期
9 John B.Goodenough;Hongcai Gao;;A perspective on the Li-ion battery[J];Science China(Chemistry);2019年12期
10 李欣岩;翁素婷;谷林;;Advanced characterization and calculation methods for rechargeable battery materials in multiple scales[J];Chinese Physics B;2020年02期
11 王雪龙;谭莎;杨晓青;胡恩源;;Pair distribution function analysis:Fundamentals and application to battery materials[J];Chinese Physics B;2020年02期
12 XU Limin;WANG Jingjie;Yang Bing;;Factors affecting specific capacity and rate performance of aqueous Li_4Ti_5O_(12) battery[J];Baosteel Technical Research;2019年04期
13 ZHUANG WeiChao;QU LingHu;XU ShaoBing;LI BingBing;CHEN Nan;YIN GuoDong;;Integrated energy-oriented cruising control of electric vehicle on highway with varying slopes considering battery aging[J];Science China(Technological Sciences);2020年01期
14 ;700,000 T/a Integrated Industry Base Project Of Lithium Battery New Energy Materials Launched In Yulin[J];China Nonferrous Metals Monthly;2020年02期
15 ;China contributes to IEC standard on flow battery energy systems[J];China Standardization;2020年02期
16 ;International Flow Battery Forum[J];China Standardization;2020年02期
17 Ji-Zhen Ma;Jin-Tao Zhang;;Surface coating of electrocatalysts boosts battery performance[J];Rare Metals;2020年06期
18 Shuang Liu;Meng Zhou;Ting Ma;Jian Liu;Qiu Zhang;Zhanliang Tao;Jing Liang;;A symmetric aqueous redox flow battery based on viologen derivative[J];Chinese Chemical Letters;2020年06期
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7 Wen long Ma;Li wei Li;Jian sheng Zhou;Fei Yu;;A Study on Estimation of SOC of Emus Batteries[A];第三十九届中国控制会议论文集(3)[C];2020年
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9 Muyao Wu;Linlin Qin;Gang Wu;Chun Shi;;State of Charge Estimation of Lithium ion Battery Based on a New Linear Online Model[A];第三十九届中国控制会议论文集(5)[C];2020年
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12 RP Fang;GJ Hu;ZH Sun;H-M Cheng;F Li;;Carbon for Reliable Lithium-Sulfur Batteries[A];中国化学会2019能源材料和缺陷化学研讨会会议论文集[C];2019年
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1 佛法纳(FOFANA);插电式混合动力关键部件散热机理分析[D];北京理工大学;2014年
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3 Taimoor Zahid;动力电池荷电状态估计算法研究[D];中国科学院大学(中国科学院深圳先进技术研究院);2018年
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3 范雅博;基于飞轮电池的电动汽车制动能量回收系统的方案设计与分析[D];清华大学;2016年
4 Kyungsoo Shin;基于杂化阴离子的高功率及长循环寿命铝—石墨三离子电池[D];中国科学院大学(中国科学院深圳先进技术研究院);2019年
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6 李思敏;一份民事判决书的翻译反思性报告[D];吉林华桥外国语学院;2014年
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8 Yosuny Echeverría Lolín(罗琳);[D];中国石油大学(北京);2019年
9 Rajbhandari Bijina;[D];南京理工大学;2020年
10 Zaenal Arifin;低功耗自动雨量计发(ARG)[D];华南理工大学;2015年
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16 Emil István Gy(?)rfi;[D];上海交通大学;2018年
17 金奉哉(Kim,Bongjae);中国电动车产业发展前景的经济学分析[D];复旦大学;2012年
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中国重要报纸全文数据库 前7条
1 ;电池保护神:Battery Doubler[N];电脑报;2003年
2 本报记者 王威;电池容量瓶颈亟待突破 The Battery Capacity of Bottleneck Remains to be Break through[N];机电商报;2009年
3 ;教你一招[N];中国计算机报;2004年
4 ;选购和保养[N];电脑报;2002年
5 ;NB休闲&&加油站[N];中国电脑教育报;2003年
6 ;本本助力车[N];电脑报;2004年
7 ;IBM ThinkPad T41闪亮登场[N];电脑报;2003年
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