CN106126947B - 一种基于arima估算动力电池soh的方法 - Google Patents
一种基于arima估算动力电池soh的方法 Download PDFInfo
- Publication number
- CN106126947B CN106126947B CN201610505673.1A CN201610505673A CN106126947B CN 106126947 B CN106126947 B CN 106126947B CN 201610505673 A CN201610505673 A CN 201610505673A CN 106126947 B CN106126947 B CN 106126947B
- Authority
- CN
- China
- Prior art keywords
- power battery
- soh
- output impedance
- function
- arima model
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Active
Links
- YHXISWVBGDMDLQ-UHFFFAOYSA-N moclobemide Chemical compound C1=CC(Cl)=CC=C1C(=O)NCCN1CCOCC1 YHXISWVBGDMDLQ-UHFFFAOYSA-N 0.000 title claims abstract description 118
- 238000000034 method Methods 0.000 title claims abstract description 36
- 238000012360 testing method Methods 0.000 claims abstract description 13
- 230000002068 genetic effect Effects 0.000 claims description 31
- 238000001514 detection method Methods 0.000 claims description 21
- 238000002474 experimental method Methods 0.000 abstract description 4
- 238000005311 autocorrelation function Methods 0.000 description 12
- 238000011160 research Methods 0.000 description 7
- 238000005314 correlation function Methods 0.000 description 6
- 238000012545 processing Methods 0.000 description 6
- 238000007599 discharging Methods 0.000 description 4
- 238000011161 development Methods 0.000 description 3
- 238000010998 test method Methods 0.000 description 3
- 238000012546 transfer Methods 0.000 description 3
- 238000007476 Maximum Likelihood Methods 0.000 description 2
- 238000006731 degradation reaction Methods 0.000 description 2
- 238000011156 evaluation Methods 0.000 description 2
- 238000010353 genetic engineering Methods 0.000 description 2
- 238000005259 measurement Methods 0.000 description 2
- 230000015556 catabolic process Effects 0.000 description 1
- 238000007796 conventional method Methods 0.000 description 1
- 230000007547 defect Effects 0.000 description 1
- 238000005516 engineering process Methods 0.000 description 1
- 238000004519 manufacturing process Methods 0.000 description 1
- 239000004065 semiconductor Substances 0.000 description 1
- 239000000126 substance Substances 0.000 description 1
Classifications
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/12—Computing arrangements based on biological models using genetic models
- G06N3/126—Evolutionary algorithms, e.g. genetic algorithms or genetic programming
-
- G—PHYSICS
- G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
- G16Z—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS, NOT OTHERWISE PROVIDED FOR
- G16Z99/00—Subject matter not provided for in other main groups of this subclass
Landscapes
- Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- Health & Medical Sciences (AREA)
- Life Sciences & Earth Sciences (AREA)
- Biophysics (AREA)
- Bioinformatics & Cheminformatics (AREA)
- Bioinformatics & Computational Biology (AREA)
- Evolutionary Biology (AREA)
- Theoretical Computer Science (AREA)
- Computational Linguistics (AREA)
- Molecular Biology (AREA)
- Biomedical Technology (AREA)
- Genetics & Genomics (AREA)
- Data Mining & Analysis (AREA)
- Evolutionary Computation (AREA)
- General Health & Medical Sciences (AREA)
- Artificial Intelligence (AREA)
- Computing Systems (AREA)
- General Engineering & Computer Science (AREA)
- General Physics & Mathematics (AREA)
- Mathematical Physics (AREA)
- Software Systems (AREA)
- Physiology (AREA)
- Investigating Or Analyzing Materials By The Use Of Electric Means (AREA)
- Charge And Discharge Circuits For Batteries Or The Like (AREA)
Abstract
Description
Claims (6)
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201610505673.1A CN106126947B (zh) | 2016-06-30 | 2016-06-30 | 一种基于arima估算动力电池soh的方法 |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201610505673.1A CN106126947B (zh) | 2016-06-30 | 2016-06-30 | 一种基于arima估算动力电池soh的方法 |
Publications (2)
Publication Number | Publication Date |
---|---|
CN106126947A CN106126947A (zh) | 2016-11-16 |
CN106126947B true CN106126947B (zh) | 2019-04-12 |
Family
ID=57468555
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN201610505673.1A Active CN106126947B (zh) | 2016-06-30 | 2016-06-30 | 一种基于arima估算动力电池soh的方法 |
Country Status (1)
Country | Link |
---|---|
CN (1) | CN106126947B (zh) |
Families Citing this family (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN110888077A (zh) * | 2019-10-30 | 2020-03-17 | 无锡市产品质量监督检验院 | 一种基于arima时间序列的锂离子电池寿命加速评估方法 |
CN111596222B (zh) * | 2020-04-23 | 2022-08-05 | 东软睿驰汽车技术(沈阳)有限公司 | 一种获得车辆电池的健康状态的方法和相关装置 |
CN111537889B (zh) * | 2020-05-09 | 2022-11-11 | 国网福建省电力有限公司莆田供电公司 | 一种数据驱动的梯次电池rul预测与分类方法 |
JP7519625B2 (ja) * | 2020-07-15 | 2024-07-22 | パナソニックIpマネジメント株式会社 | 情報処理方法及び情報処理装置 |
Citations (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN102520361A (zh) * | 2011-12-05 | 2012-06-27 | 惠州市亿能电子有限公司 | 一种电池组soh值评估方法 |
-
2016
- 2016-06-30 CN CN201610505673.1A patent/CN106126947B/zh active Active
Patent Citations (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN102520361A (zh) * | 2011-12-05 | 2012-06-27 | 惠州市亿能电子有限公司 | 一种电池组soh值评估方法 |
Non-Patent Citations (4)
Title |
---|
"A Method of Remaining Capacity Estimation for Lithium-Ion Battery";Junfu Li et al;《Advances in Mechanical Engineering》;20131231;1-7 |
"Comparison of Prognostic Algorithms for Estimating Remaining Useful Life of Batteries";Bhaskar Saha et al;《Transactions of the Institute of Measurement and Control》;20090630;1-10 |
"基于电化学阻抗谱的电池老化寿命研究";徐鑫珉 等;《电源技术》;20151231;第39卷(第12期);第3.2节,第4节 |
"锂离子电池健康智能评估方法研究";李川江;《万方学位论文全文数据库》;20151229;第4.3节,第4.4.3节,图4.7 |
Also Published As
Publication number | Publication date |
---|---|
CN106126947A (zh) | 2016-11-16 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
Chang et al. | Lithium-ion battery state of health estimation using the incremental capacity and wavelet neural networks with genetic algorithm | |
Wei et al. | Remaining useful life prediction and state of health diagnosis for lithium-ion batteries using particle filter and support vector regression | |
CN106126947B (zh) | 一种基于arima估算动力电池soh的方法 | |
Rezvani et al. | A comparative analysis of techniques for electric vehicle battery prognostics and health management (PHM) | |
Li et al. | On-line estimation method of lithium-ion battery health status based on PSO-SVM | |
CN112269134B (zh) | 一种基于深度学习的电池soc和soh联合估计方法 | |
CN112904219B (zh) | 一种基于大数据的动力电池健康状态的预测方法 | |
CN111142027A (zh) | 一种基于神经网络的磷酸铁锂电池荷电状态监测预警方法 | |
Li et al. | The lithium-ion battery state-of-charge estimation using random forest regression | |
CN112881916A (zh) | 一种锂电池健康状态和剩余可用寿命的预测方法及*** | |
Peng et al. | A fast impedance measurement method for lithium-ion battery using power spectrum property | |
Li et al. | Lithium-ion battery state of health estimation based on multi-source health indicators extraction and sparse Bayesian learning | |
Kamali et al. | Novel SOH estimation of lithium-ion batteries for real-time embedded applications | |
CN114035095B (zh) | 基于电压曲线拐点识别的锂电池soh估计方法、介质及设备 | |
Ceylan et al. | A novel Lithium-Ion-Polymer battery model for hybrid/electric vehicles | |
Zhang et al. | A novel state-of-health prediction method based on long short-term memory network with attention mechanism for lithium-ion battery | |
Wang et al. | State of charge estimation in lithium-sulfur cells using lstm recurrent neural networks | |
Zhang et al. | Flexible method for estimating the state of health of lithium-ion batteries using partial charging segments | |
CN112287597B (zh) | 基于vpga-gpr算法的铅酸蓄电池soh估计方法 | |
Huang et al. | An approach to measurements of electrical characteristics of lithium-ion battery with open-circuit voltage function | |
CN110658461B (zh) | 一种基于双e指数模型的随机充放电电池容量预测方法 | |
CN109738808B (zh) | 基于模拟退火算法优化后的bp神经网络来估算soc的方法 | |
Han et al. | A new SOH prediction model for lithium-ion battery for electric vehicles | |
CN114355198A (zh) | 基于恒压充电电流解耦动态特性的锂离子电池参数辨识及实际容量估算方法 | |
Degla et al. | An Enhanced Neural Network Application for a Lithium-ion Battery Pack State-of-Health Estimator |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
C06 | Publication | ||
PB01 | Publication | ||
SE01 | Entry into force of request for substantive examination | ||
SE01 | Entry into force of request for substantive examination | ||
GR01 | Patent grant | ||
GR01 | Patent grant | ||
PE01 | Entry into force of the registration of the contract for pledge of patent right |
Denomination of invention: A method for estimating SOH of power cell based on ARIMA Effective date of registration: 20200909 Granted publication date: 20190412 Pledgee: Sichuan Shehong Rural Commercial Bank Co.,Ltd. Pledgor: SICHUAN PULI TECHNOLOGY Co.,Ltd. Registration number: Y2020510000088 |
|
PE01 | Entry into force of the registration of the contract for pledge of patent right | ||
PC01 | Cancellation of the registration of the contract for pledge of patent right |
Date of cancellation: 20210922 Granted publication date: 20190412 Pledgee: Sichuan Shehong Rural Commercial Bank Co.,Ltd. Pledgor: SICHUAN PULI TECHNOLOGY Co.,Ltd. Registration number: Y2020510000088 |
|
PC01 | Cancellation of the registration of the contract for pledge of patent right | ||
PE01 | Entry into force of the registration of the contract for pledge of patent right |
Denomination of invention: A method for estimating SOH of power battery based on ARIMA Effective date of registration: 20211126 Granted publication date: 20190412 Pledgee: Sichuan Shehong Rural Commercial Bank Co.,Ltd. Pledgor: SICHUAN PULI TECHNOLOGY CO.,LTD. Registration number: Y2021980013342 |
|
PE01 | Entry into force of the registration of the contract for pledge of patent right | ||
PC01 | Cancellation of the registration of the contract for pledge of patent right |
Date of cancellation: 20221027 Granted publication date: 20190412 Pledgee: Sichuan Shehong Rural Commercial Bank Co.,Ltd. Pledgor: SICHUAN PULI TECHNOLOGY CO.,LTD. Registration number: Y2021980013342 |
|
PC01 | Cancellation of the registration of the contract for pledge of patent right | ||
PE01 | Entry into force of the registration of the contract for pledge of patent right |
Denomination of invention: A Method for Estimation of Power Battery SOH Based on ARIMA Effective date of registration: 20221027 Granted publication date: 20190412 Pledgee: Sichuan Shehong Rural Commercial Bank Co.,Ltd. Pledgor: SICHUAN PULI TECHNOLOGY CO.,LTD. Registration number: Y2022110000285 |
|
PE01 | Entry into force of the registration of the contract for pledge of patent right | ||
PC01 | Cancellation of the registration of the contract for pledge of patent right |
Date of cancellation: 20230920 Granted publication date: 20190412 Pledgee: Sichuan Shehong Rural Commercial Bank Co.,Ltd. Pledgor: SICHUAN PULI TECHNOLOGY CO.,LTD. Registration number: Y2022110000285 |
|
PC01 | Cancellation of the registration of the contract for pledge of patent right | ||
PE01 | Entry into force of the registration of the contract for pledge of patent right |
Denomination of invention: A Method for Estimating Power Battery SOH Based on ARIMA Effective date of registration: 20231012 Granted publication date: 20190412 Pledgee: Sichuan Shehong Rural Commercial Bank Co.,Ltd. Pledgor: SICHUAN PULI TECHNOLOGY CO.,LTD. Registration number: Y2023980060907 |
|
PE01 | Entry into force of the registration of the contract for pledge of patent right |