Unsupervised domain-adaptive Transformer for remaining useful life prediction of proton exchange membrane fuel cells under dynamic ripple-current ageing 核心 · 已核验

mxds1kwyzqpzrp07

This dataset contains the processed data and reproducibility files used for a steady-to-dynamic transfer study of proton exchange membrane fuel cell remaining useful life prediction. The processed records are derived from the public FC1/FC2 ageing data in the IEEE 2014 Data Challenge archive. FC1 is used as the labelled steady-state source trajectory, and FC2 is used as the dynamic ripple-current target trajectory. The upload includes the processed FC1 table (1155 rows), the processed FC2 table (1021 rows), window metadata (348 windows), the window tensor file (X shape (348, 48, 30)), model-comparison metrics, ablation metrics, source-dataset metadata, and the experiment script.

The files are intended to support reproducibility of the associated Energy Reports manuscript. The raw FC1/FC2 data should be cited through the original Loughborough University dataset DOI, https://doi.org/10.17028/rd.lboro.3518141.v1. The present upload provides the processed tables, windowed arrays, metrics, and code used in the manuscript workflow.

本卡描述如含来自官方页的原文片段,其版权归原作者,不在本站 CC-BY 4.0 许可范围(见关于与许可)。

落地页

https://doi.org/10.17632/d6ftbf8pyj

许可证

CC-BY-4.0 (置信:verified_official)

发布年份

2026

发布方

Mendeley Data

分发点