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Development of Transformer-based Model for Prediction of PEMFC Remaining Useful Life

A Transformer model to predict the remaining useful life of a fuel cell, which has demonstrated superior performance in analyzing time series data. The dataset was created from long-term performance evaluation experiments conducted in rated power mode, with measurements taken every 10 hours. We prep...

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Principais autores: Da Hye Geum, Hyeon Do Han, Hyunjun Yang, Heejun Shin, Suk Won Cha, Gu Young Cho
Format: Artigo
Sprog:Inglês
Udgivet: Korean Society for Precision Engineering 2025-12-01
Serier:한국정밀공학회지
Fag:
polymer electrolyte membrane fuel cell
remaining useful lifetime
prediction
transformer model
self-attention
Online adgang:http://www.jkspe.or.kr/upload/pdf/JKSPE-025-00015.pdf
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