A novel multistage Support Vector Machine based approach for Li ion battery remaining useful life estimation

Meru A Patil,Piyush Tagade,Krishnan S Hariharan,Subramanya Mayya Kolake,Taewon Song,Taejung Yeo,Seokgwang Doo

Applied Energy（2015）

引用 417|浏览10

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摘要

•Novel multi step data analytic approach combining classification and regression.•Extraction of minimal set of critical features from battery cycling data.•Validation based on open source data of various types of batteries.•Accurate and fast estimation of RUL of multi-cell data.

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关键词

Remaining Useful Life,Classification,Regression,Support Vector Machine,Battery life models

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