Method and device for estimating residual life of vehicle-mounted battery pack and storage medium
The invention discloses a method and device for estimating the residual life of a vehicle-mounted battery pack and a storage medium, and the method comprises the steps: obtaining the state parameters of the whole life cycle of a single battery cell in a battery pack through a BMS (Battery Management...
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creator | HU XING WU MING ZHOU DAOWU JIANG TAO ZHU YUANSHENG YANG LIN RUAN SHENRUI |
description | The invention discloses a method and device for estimating the residual life of a vehicle-mounted battery pack and a storage medium, and the method comprises the steps: obtaining the state parameters of the whole life cycle of a single battery cell in a battery pack through a BMS (Battery Management System) of the vehicle-mounted battery pack, taking the state parameters as first data, and selecting a plurality of battery cells as observation battery cells; determining initial m-time and staged m-time charge-discharge cycle data of the plurality of observation battery cells as second data based on the first data; processing the second data to obtain a three-dimensional data table; training a pre-established estimation neural network model by using the plurality of three-dimensional data tables until convergence; and obtaining a three-dimensional data table correspondingly generated by initial m times of charge-discharge cycle data and latest m times of charge-discharge cycle data of a plurality of observation |
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determining initial m-time and staged m-time charge-discharge cycle data of the plurality of observation battery cells as second data based on the first data; processing the second data to obtain a three-dimensional data table; training a pre-established estimation neural network model by using the plurality of three-dimensional data tables until convergence; and obtaining a three-dimensional data table correspondingly generated by initial m times of charge-discharge cycle data and latest m times of charge-discharge cycle data of a plurality of observation</description><language>chi ; eng</language><subject>MEASURING ; MEASURING ELECTRIC VARIABLES ; MEASURING MAGNETIC VARIABLES ; PHYSICS ; TESTING</subject><creationdate>2024</creationdate><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://worldwide.espacenet.com/publicationDetails/biblio?FT=D&date=20240405&DB=EPODOC&CC=CN&NR=117825962A$$EHTML$$P50$$Gepo$$Hfree_for_read</linktohtml><link.rule.ids>230,308,780,885,25564,76547</link.rule.ids><linktorsrc>$$Uhttps://worldwide.espacenet.com/publicationDetails/biblio?FT=D&date=20240405&DB=EPODOC&CC=CN&NR=117825962A$$EView_record_in_European_Patent_Office$$FView_record_in_$$GEuropean_Patent_Office$$Hfree_for_read</linktorsrc></links><search><creatorcontrib>HU XING</creatorcontrib><creatorcontrib>WU MING</creatorcontrib><creatorcontrib>ZHOU DAOWU</creatorcontrib><creatorcontrib>JIANG TAO</creatorcontrib><creatorcontrib>ZHU YUANSHENG</creatorcontrib><creatorcontrib>YANG LIN</creatorcontrib><creatorcontrib>RUAN SHENRUI</creatorcontrib><title>Method and device for estimating residual life of vehicle-mounted battery pack and storage medium</title><description>The invention discloses a method and device for estimating the residual life of a vehicle-mounted battery pack and a storage medium, and the method comprises the steps: obtaining the state parameters of the whole life cycle of a single battery cell in a battery pack through a BMS (Battery Management System) of the vehicle-mounted battery pack, taking the state parameters as first data, and selecting a plurality of battery cells as observation battery cells; determining initial m-time and staged m-time charge-discharge cycle data of the plurality of observation battery cells as second data based on the first data; processing the second data to obtain a three-dimensional data table; training a pre-established estimation neural network model by using the plurality of three-dimensional data tables until convergence; and obtaining a three-dimensional data table correspondingly generated by initial m times of charge-discharge cycle data and latest m times of charge-discharge cycle data of a plurality of observation</description><subject>MEASURING</subject><subject>MEASURING ELECTRIC VARIABLES</subject><subject>MEASURING MAGNETIC VARIABLES</subject><subject>PHYSICS</subject><subject>TESTING</subject><fulltext>true</fulltext><rsrctype>patent</rsrctype><creationdate>2024</creationdate><recordtype>patent</recordtype><sourceid>EVB</sourceid><recordid>eNqNjD0OgkAUBmksjHqH5wEowKhYGqKx0cqePNlvYeP-kN0HibfXGA9gNc3MzDO-QvqgiL0ihcm0IB0iIYlxLMZ3FJGMGtmSNRoUNE3oTWuRuzB6gaIHiyC-aOD2-f0kCZE7kIMyo1tmM802YfXjIlufT_f6kmMIDdKngoc09a0o9lW5PezK4-Yf5w3sLj2U</recordid><startdate>20240405</startdate><enddate>20240405</enddate><creator>HU XING</creator><creator>WU MING</creator><creator>ZHOU DAOWU</creator><creator>JIANG TAO</creator><creator>ZHU YUANSHENG</creator><creator>YANG LIN</creator><creator>RUAN SHENRUI</creator><scope>EVB</scope></search><sort><creationdate>20240405</creationdate><title>Method and device for estimating residual life of vehicle-mounted battery pack and storage medium</title><author>HU XING ; 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determining initial m-time and staged m-time charge-discharge cycle data of the plurality of observation battery cells as second data based on the first data; processing the second data to obtain a three-dimensional data table; training a pre-established estimation neural network model by using the plurality of three-dimensional data tables until convergence; and obtaining a three-dimensional data table correspondingly generated by initial m times of charge-discharge cycle data and latest m times of charge-discharge cycle data of a plurality of observation</abstract><oa>free_for_read</oa></addata></record> |
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title | Method and device for estimating residual life of vehicle-mounted battery pack and storage medium |
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