JP2021170511A - 残容量推定装置、モデル生成装置、残容量推定方法、モデル生成方法、及びプログラム - Google Patents

残容量推定装置、モデル生成装置、残容量推定方法、モデル生成方法、及びプログラム Download PDF

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JP2021170511A
JP2021170511A JP2020073844A JP2020073844A JP2021170511A JP 2021170511 A JP2021170511 A JP 2021170511A JP 2020073844 A JP2020073844 A JP 2020073844A JP 2020073844 A JP2020073844 A JP 2020073844A JP 2021170511 A JP2021170511 A JP 2021170511A
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Prior art keywords
data
storage battery
model
remaining capacity
training
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JP2020073844A
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Japanese (ja)
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JP2021170511A5 (cg-RX-API-DMAC10.html
Inventor
九廷 陳
Jiu Ting Chen
秀徳 嶋脇
Hidenori Shimawaki
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Envision AESC SDI Co Ltd
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Envision AESC SDI Co Ltd
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Priority to JP2020073844A priority Critical patent/JP2021170511A/ja
Priority to EP21788850.2A priority patent/EP4138173A4/en
Priority to CN202180029104.3A priority patent/CN115443573A/zh
Priority to US17/996,277 priority patent/US12443152B2/en
Priority to PCT/JP2021/015145 priority patent/WO2021210526A1/ja
Publication of JP2021170511A publication Critical patent/JP2021170511A/ja
Publication of JP2021170511A5 publication Critical patent/JP2021170511A5/ja
Pending legal-status Critical Current

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    • G—PHYSICS
    • G05—CONTROLLING; REGULATING
    • G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B13/00—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion
    • G05B13/02—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric
    • G05B13/0265—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric the criterion being a learning criterion
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01R—MEASURING ELECTRIC VARIABLES; MEASURING MAGNETIC VARIABLES
    • G01R31/00—Arrangements for testing electric properties; Arrangements for locating electric faults; Arrangements for electrical testing characterised by what is being tested not provided for elsewhere
    • G01R31/36—Arrangements for testing, measuring or monitoring the electrical condition of accumulators or electric batteries, e.g. capacity or state of charge [SoC]
    • G01R31/367—Software therefor, e.g. for battery testing using modelling or look-up tables
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01R—MEASURING ELECTRIC VARIABLES; MEASURING MAGNETIC VARIABLES
    • G01R31/00—Arrangements for testing electric properties; Arrangements for locating electric faults; Arrangements for electrical testing characterised by what is being tested not provided for elsewhere
    • G01R31/36—Arrangements for testing, measuring or monitoring the electrical condition of accumulators or electric batteries, e.g. capacity or state of charge [SoC]
    • G01R31/382—Arrangements for monitoring battery or accumulator variables, e.g. SoC
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01R—MEASURING ELECTRIC VARIABLES; MEASURING MAGNETIC VARIABLES
    • G01R31/00—Arrangements for testing electric properties; Arrangements for locating electric faults; Arrangements for electrical testing characterised by what is being tested not provided for elsewhere
    • G01R31/36—Arrangements for testing, measuring or monitoring the electrical condition of accumulators or electric batteries, e.g. capacity or state of charge [SoC]
    • G01R31/385—Arrangements for measuring battery or accumulator variables
    • G01R31/387—Determining ampere-hour charge capacity or SoC
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/09—Supervised learning
    • H—ELECTRICITY
    • H01—ELECTRIC ELEMENTS
    • H01M—PROCESSES OR MEANS, e.g. BATTERIES, FOR THE DIRECT CONVERSION OF CHEMICAL ENERGY INTO ELECTRICAL ENERGY
    • H01M10/00—Secondary cells; Manufacture thereof
    • H01M10/42—Methods or arrangements for servicing or maintenance of secondary cells or secondary half-cells
    • H01M10/48—Accumulators combined with arrangements for measuring, testing or indicating the condition of cells, e.g. the level or density of the electrolyte
    • H—ELECTRICITY
    • H02—GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
    • H02J—ELECTRIC POWER NETWORKS; CIRCUIT ARRANGEMENTS OR SYSTEMS FOR SUPPLYING OR DISTRIBUTING ELECTRIC POWER; SYSTEMS FOR STORING ELECTRIC ENERGY
    • H02J7/00—Circuit arrangements for charging or discharging batteries or for supplying loads from batteries
    • H02J7/80—Circuit arrangements for charging or discharging batteries or for supplying loads from batteries including monitoring or indicating arrangements
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01R—MEASURING ELECTRIC VARIABLES; MEASURING MAGNETIC VARIABLES
    • G01R31/00—Arrangements for testing electric properties; Arrangements for locating electric faults; Arrangements for electrical testing characterised by what is being tested not provided for elsewhere
    • G01R31/36—Arrangements for testing, measuring or monitoring the electrical condition of accumulators or electric batteries, e.g. capacity or state of charge [SoC]
    • G01R31/3644—Constructional arrangements
    • G01R31/3648—Constructional arrangements comprising digital calculation means, e.g. for performing an algorithm
    • H—ELECTRICITY
    • H02—GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
    • H02J—ELECTRIC POWER NETWORKS; CIRCUIT ARRANGEMENTS OR SYSTEMS FOR SUPPLYING OR DISTRIBUTING ELECTRIC POWER; SYSTEMS FOR STORING ELECTRIC ENERGY
    • H02J7/00—Circuit arrangements for charging or discharging batteries or for supplying loads from batteries
    • H02J7/80—Circuit arrangements for charging or discharging batteries or for supplying loads from batteries including monitoring or indicating arrangements
    • H02J7/82—Control of state of charge [SOC]
    • Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02E—REDUCTION OF GREENHOUSE GAS [GHG] EMISSIONS, RELATED TO ENERGY GENERATION, TRANSMISSION OR DISTRIBUTION
    • Y02E60/00—Enabling technologies; Technologies with a potential or indirect contribution to GHG emissions mitigation
    • Y02E60/10—Energy storage using batteries

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  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Artificial Intelligence (AREA)
  • Software Systems (AREA)
  • Health & Medical Sciences (AREA)
  • Evolutionary Computation (AREA)
  • Power Engineering (AREA)
  • Theoretical Computer Science (AREA)
  • Automation & Control Theory (AREA)
  • Medical Informatics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Biomedical Technology (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Computing Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • Mathematical Physics (AREA)
  • General Health & Medical Sciences (AREA)
  • Data Mining & Analysis (AREA)
  • Computational Linguistics (AREA)
  • Biophysics (AREA)
  • Molecular Biology (AREA)
  • Manufacturing & Machinery (AREA)
  • Chemical & Material Sciences (AREA)
  • Chemical Kinetics & Catalysis (AREA)
  • Electrochemistry (AREA)
  • General Chemical & Material Sciences (AREA)
  • Secondary Cells (AREA)
  • Tests Of Electric Status Of Batteries (AREA)
  • Charge And Discharge Circuits For Batteries Or The Like (AREA)
JP2020073844A 2020-04-17 2020-04-17 残容量推定装置、モデル生成装置、残容量推定方法、モデル生成方法、及びプログラム Pending JP2021170511A (ja)

Priority Applications (5)

Application Number Priority Date Filing Date Title
JP2020073844A JP2021170511A (ja) 2020-04-17 2020-04-17 残容量推定装置、モデル生成装置、残容量推定方法、モデル生成方法、及びプログラム
EP21788850.2A EP4138173A4 (en) 2020-04-17 2021-04-12 Remaining capacity estimation device, model generation device, remaining capacity estimation method, model generation method, and program
CN202180029104.3A CN115443573A (zh) 2020-04-17 2021-04-12 剩余容量推定装置、模型生成装置、剩余容量推定方法、模型生成方法以及程序
US17/996,277 US12443152B2 (en) 2020-04-17 2021-04-12 Remaining capacity estimation apparatus, model generation apparatus, and non-transitory computer-readable medium
PCT/JP2021/015145 WO2021210526A1 (ja) 2020-04-17 2021-04-12 残容量推定装置、モデル生成装置、残容量推定方法、モデル生成方法、及びプログラム

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
JP2020073844A JP2021170511A (ja) 2020-04-17 2020-04-17 残容量推定装置、モデル生成装置、残容量推定方法、モデル生成方法、及びプログラム

Publications (2)

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JP2021170511A true JP2021170511A (ja) 2021-10-28
JP2021170511A5 JP2021170511A5 (cg-RX-API-DMAC10.html) 2023-03-28

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US (1) US12443152B2 (cg-RX-API-DMAC10.html)
EP (1) EP4138173A4 (cg-RX-API-DMAC10.html)
JP (1) JP2021170511A (cg-RX-API-DMAC10.html)
CN (1) CN115443573A (cg-RX-API-DMAC10.html)
WO (1) WO2021210526A1 (cg-RX-API-DMAC10.html)

Families Citing this family (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20240097469A1 (en) * 2022-09-21 2024-03-21 Hong Kong Applied Science And Technology Research Institute Co., Ltd. System and method for on-site determination of charging current for a battery
WO2024105837A1 (ja) * 2022-11-17 2024-05-23 恒林日本株式会社 機械学習モデル生成装置、及び蓄電池の特性値算出装置

Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2010048759A (ja) * 2008-08-25 2010-03-04 Nippon Telegr & Teleph Corp <Ntt> 残容量推定方法および残容量推定装置
JP2019004388A (ja) * 2017-06-16 2019-01-10 株式会社半導体エネルギー研究所 情報処理装置、及び表示方法

Family Cites Families (11)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP5366166B2 (ja) 2006-02-09 2013-12-11 株式会社デンソー 二次電池の状態量演算方式
JP2008232758A (ja) 2007-03-19 2008-10-02 Nippon Soken Inc 二次電池の内部状態検出装置及びニューラルネット式状態量推定装置
FR3010532B1 (fr) * 2013-09-11 2017-06-09 Commissariat Energie Atomique Procede, dispositif et systeme d'estimation de l'etat de charge d'une batterie
KR101617167B1 (ko) 2015-08-12 2016-05-03 한국수력원자력 주식회사 측면 배출게이트가 구비된 플라즈마 용융로
KR102726191B1 (ko) * 2016-10-05 2024-11-06 삼성전자주식회사 배터리 상태 추정 장치 및 방법
WO2019017991A1 (en) 2017-07-21 2019-01-24 Quantumscape Corporation PREDICTIVE MODEL FOR ESTIMATING BATTERY CONDITIONS
US11171498B2 (en) 2017-11-20 2021-11-09 The Trustees Of Columbia University In The City Of New York Neural-network state-of-charge estimation
CN111868540A (zh) 2018-03-20 2020-10-30 株式会社杰士汤浅国际 劣化估计装置、计算机程序以及劣化估计方法
EP3770619B1 (en) 2018-03-20 2023-10-25 GS Yuasa International Ltd. Degradation estimating device and degradation estimating method
TWI682325B (zh) * 2018-11-20 2020-01-11 新唐科技股份有限公司 辨識系統及辨識方法
CN111220921A (zh) * 2020-01-08 2020-06-02 重庆邮电大学 基于改进卷积-长短时记忆神经网络的锂电池容量估算方法

Patent Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2010048759A (ja) * 2008-08-25 2010-03-04 Nippon Telegr & Teleph Corp <Ntt> 残容量推定方法および残容量推定装置
JP2019004388A (ja) * 2017-06-16 2019-01-10 株式会社半導体エネルギー研究所 情報処理装置、及び表示方法

Also Published As

Publication number Publication date
WO2021210526A1 (ja) 2021-10-21
US12443152B2 (en) 2025-10-14
EP4138173A4 (en) 2023-10-04
US20230221683A1 (en) 2023-07-13
CN115443573A (zh) 2022-12-06
EP4138173A1 (en) 2023-02-22

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