Lithium battery remaining capacity estimation method, apparatus and device, and medium
The invention discloses a lithium battery remaining capacity estimation method, which belongs to the technical field of batteries, and comprises the following steps: preprocessing open source lithium battery discharge data to obtain a source domain data sample with time sequence characteristics; con...
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creator | SHEN XUYU HU XUANYU ZHAO YUCHEN MENG FEI |
description | The invention discloses a lithium battery remaining capacity estimation method, which belongs to the technical field of batteries, and comprises the following steps: preprocessing open source lithium battery discharge data to obtain a source domain data sample with time sequence characteristics; constructing a global feature encoder based on a gating circulation unit and a Shenchang differential equation; processing the source domain data sample through a global feature encoder to obtain a global feature time sequence; training an ordinary differential equation through the global feature time sequence to obtain a source domain model; the method comprises the following steps: receiving constant-current discharge process data of a lithium battery and preprocessing the data to obtain a target domain data sample with time sequence characteristics; training the source domain model by using a target domain data sample to obtain a target domain model; and estimating the remaining capacity of the lithium battery by u |
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constructing a global feature encoder based on a gating circulation unit and a Shenchang differential equation; processing the source domain data sample through a global feature encoder to obtain a global feature time sequence; training an ordinary differential equation through the global feature time sequence to obtain a source domain model; the method comprises the following steps: receiving constant-current discharge process data of a lithium battery and preprocessing the data to obtain a target domain data sample with time sequence characteristics; training the source domain model by using a target domain data sample to obtain a target domain model; and estimating the remaining capacity of the lithium battery by u</description><language>chi ; eng</language><subject>CALCULATING ; COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS ; COMPUTING ; COUNTING ; ELECTRIC DIGITAL DATA PROCESSING ; MEASURING ; MEASURING ELECTRIC VARIABLES ; MEASURING MAGNETIC VARIABLES ; PHYSICS ; TESTING</subject><creationdate>2023</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=20230714&DB=EPODOC&CC=CN&NR=116430232A$$EHTML$$P50$$Gepo$$Hfree_for_read</linktohtml><link.rule.ids>230,308,777,882,25545,76296</link.rule.ids><linktorsrc>$$Uhttps://worldwide.espacenet.com/publicationDetails/biblio?FT=D&date=20230714&DB=EPODOC&CC=CN&NR=116430232A$$EView_record_in_European_Patent_Office$$FView_record_in_$$GEuropean_Patent_Office$$Hfree_for_read</linktorsrc></links><search><creatorcontrib>SHEN XUYU</creatorcontrib><creatorcontrib>HU XUANYU</creatorcontrib><creatorcontrib>ZHAO YUCHEN</creatorcontrib><creatorcontrib>MENG FEI</creatorcontrib><title>Lithium battery remaining capacity estimation method, apparatus and device, and medium</title><description>The invention discloses a lithium battery remaining capacity estimation method, which belongs to the technical field of batteries, and comprises the following steps: preprocessing open source lithium battery discharge data to obtain a source domain data sample with time sequence characteristics; 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subjects | CALCULATING COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS COMPUTING COUNTING ELECTRIC DIGITAL DATA PROCESSING MEASURING MEASURING ELECTRIC VARIABLES MEASURING MAGNETIC VARIABLES PHYSICS TESTING |
title | Lithium battery remaining capacity estimation method, apparatus and device, and medium |
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