基于注意力增強Uniformer的鋰電池剩余使用壽命預(yù)測

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主題詞：鋰電池剩余使用壽命預(yù)測數(shù)據(jù)驅(qū)動統(tǒng)一變形器注意力引導(dǎo)機制坐標(biāo)注意力中圖分類號：TM912 文獻標(biāo)志碼：A DOI：10.19620/j.cnki.1000-3703.20240396

Remaining Useful Life Prediction of Lithium Battery Based on Attention Enhancement Uniformer

LiaoLiefa2，LiuYingbao1，ZhanYumin1 （1.SchoolofInformationEngineering，Jiangxi UniversityofScienceandTechnology，Ganzhou34ooo;2.Jiangxi Moder Polytechnic College，Nanchang 330095）

【Abstract】To address the isse of dynamic changes in data and limited aging data inthe Remaining Useful Life （RUL） predictionof lithium-ion bateries，thispaperproposes theRUL predictionmodelof AttentionEnhancementUniformer （AEUniformer）torealizecomprehensiveinformationperceptionbyintegratingtheadvantagesofConvolutionalNeuralNetwork （CNN）andSelf-Atention Mechanism through Uniformer.Attention Guiding Mechanism （AGM）and CoordAttentionare designedtorealize powerfulfeature extraction.ExperimentalresultsshowthatAEUniformercanachieveacurateand fastRUL prediction withonlyasingle agingcycle，andthe MAPE prediction errorsofthe datasets are2.7%and 6.16%，respectively， demonstrating the accuracy of the method.

KeyWords：Lithium-ion battery，Remaining Useful Life （RUL），Data-driven，Uniformer. AttentionGuidingMechanism （AGM），CoordAttention

【引用格式】廖列法，劉映寶，占玉敏.基于注意力增強Uniformer的鋰電池剩余使用壽命預(yù)測[J].汽車技術(shù)，2025（6）：36-44.LIAOLF，LIUYB，ZHANYM.Remaining UsefulLifePredictionofLithium BatteryBasedonAttentionEnhancementUniformer[J].Automobile Technology，2025（6）： 36-44.

1前言

鋰電池因其高能量密度、長循環(huán)壽命和低自放電率等特點而被廣泛應(yīng)用于儲能和供電領(lǐng)域[。（剩余12574字）