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Zhixuan Lian

affiliation not provided to SSRN

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SCHOLARLY PAPERS

2

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Scholarly Papers (2)

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1.

Bearing Long-Term Remaining Useful Life Transfer Prediction Using Pre-Trained Large Language Model: A Two-Stage Fine-Tuning Method Integrating General Predictive Knowledge

Number of pages: 41 Posted: 21 Aug 2024
Laifa Tao, Zhengduo Zhao, Xuesong Wang, Bin Li, Wenchao Zhan, Chen Lu and Zhixuan Lian
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Downloads 146 (505,974)

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PHM, Long range RUL prediction, Rotating machinery, large language model, Domain generalization, General prediction knowledge transfer

2.

Prognostics and Health Management-Bench: A Domain-Specific Benchmarking Framework for Systematic Evaluation of Large Models in Prognostics and Health Management

Number of pages: 57 Posted: 07 Sep 2025
Puyu Yang, Laifa Tao, Zijian Huang, Haifei Liu, Wenyan Cao, Hao Ji, Jianan Qiu, Qixuan Huang, Xuanyuan Su, Yuhang Xie, Jun Zhang, Shangyu Li, Chen Lu and Zhixuan Lian
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Downloads 27 (1,359,097)

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Prognostics and Health Management, Large language model, domain-specific evaluation, Benchmarking Framework, Multi-Dimensional Evaluation Metrics