Cover Image

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

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Yang, Puyu, Tao, Laifa, Huang, Zijian, Liu, Haifei, Cao, Wenyan, Ji, Hao, Qiu, Jianan, Huang, Qixuan, Su, Xuanyuan, Xie, Yuhang, Zhang, Jun, Li, Shangyu, Lu, Chen, Lian, Zhixuan
Format:	Preprint
Published:	2025
Subjects:	Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

UBMF: Uncertainty-Aware Bayesian Meta-Learning Framework for Fault Diagnosis with Imbalanced Industrial Data
by: Lian, Zhixuan, et al.
Published: (2025)

Pre-Trained Large Language Model Based Remaining Useful Life Transfer Prediction of Bearing
by: Tao, Laifa, et al.
Published: (2025)

An Outline of Prognostics and Health Management Large Model: Concepts, Paradigms, and Challenges
by: Tao, Laifa, et al.
Published: (2024)

LLM-based Framework for Bearing Fault Diagnosis
by: Tao, Laifa, et al.
Published: (2024)

Machine Learning Approaches for Diagnostics and Prognostics of Industrial Systems Using Open Source Data from PHM Data Challenges: A Review
by: Su, Hanqi, et al.
Published: (2023)

LLM-R: A Framework for Domain-Adaptive Maintenance Scheme Generation Combining Hierarchical Agents and RAG
by: Tao, Laifa, et al.
Published: (2024)

EvoCodeBench: An Evolving Code Generation Benchmark with Domain-Specific Evaluations
by: Li, Jia, et al.
Published: (2024)

Picid: A Modular Evaluation Infrastructure for Reproducible PHM Across Tasks and Domains
by: Telyatnikov, Lev, et al.
Published: (2026)

OSVBench: Benchmarking LLMs on Specification Generation Tasks for Operating System Verification
by: Li, Shangyu, et al.
Published: (2025)

Health-ORSC-Bench: A Benchmark for Measuring Over-Refusal and Safety Completion in Health Context
by: Zhang, Zhihao, et al.
Published: (2026)

GraphRAG-Bench: Challenging Domain-Specific Reasoning for Evaluating Graph Retrieval-Augmented Generation
by: Xiao, Yilin, et al.
Published: (2025)

HypoBench: Towards Systematic and Principled Benchmarking for Hypothesis Generation
by: Liu, Haokun, et al.
Published: (2025)

VL-RouterBench: A Benchmark for Vision-Language Model Routing
by: Huang, Zhehao, et al.
Published: (2025)

ISA-Bench: Benchmarking Instruction Sensitivity for Large Audio Language Models
by: Li, Bohan, et al.
Published: (2025)

VerifyBench: A Systematic Benchmark for Evaluating Reasoning Verifiers Across Domains
by: Li, Xuzhao, et al.
Published: (2025)

T2I-ConBench: Text-to-Image Benchmark for Continual Post-training
by: Huang, Zhehao, et al.
Published: (2025)

International Journal of Prognostics and Health Management
Published: (2012)

Risk-Based Prognostics and Health Management
by: Sheppard, John W.
Published: (2025)

Prognostic Nomograms and Scoring System: Novel Approaches to Forecast Overall Survival and Cancer‐Specific Survival in Patients With Testicular Cancer
by: Xiaoqi Huang, et al.
Published: (2026)

GLEN-Bench: A Graph-Language based Benchmark for Nutritional Health
by: Huang, Jiatan, et al.
Published: (2026)

REACT-LLM: A Benchmark for Evaluating LLM Integration with Causal Features in Clinical Prognostic Tasks
by: Wang, Linna, et al.
Published: (2025)

GIR-Bench: Versatile Benchmark for Generating Images with Reasoning
by: Li, Hongxiang, et al.
Published: (2025)

Discovery of drugs to combat covid-19 inspired by traditional Chinese medicine
by: Jianan Huang
Published: (2023)

Fair Federated Learning under Domain Skew with Local Consistency and Domain Diversity
by: Chen, Yuhang, et al.
Published: (2024)

Spatiotemporal Differences in Regional Tourism Efficiency: An Empirical Study From Guangdong Province, China
by: Haifei Wang
Published: (2024)

DeepFMEA -- A Scalable Framework Harmonizing Process Expertise and Data-Driven PHM
by: Netsch, Christoph, et al.
Published: (2024)

From Physics to Machine Learning and Back: Part II - Learning and Observational Bias in PHM
by: Fink, Olga, et al.
Published: (2025)

GenBench: A Benchmarking Suite for Systematic Evaluation of Genomic Foundation Models
by: Liu, Zicheng, et al.
Published: (2024)

Machine Learning Framework for Efficient Prediction of Quantum Wasserstein Distance
by: Feng, Changchun, et al.
Published: (2025)

HomeSafeBench: A Benchmark for Embodied Vision-Language Models in Free-Exploration Home Safety Inspection
by: Gao, Siyuan, et al.
Published: (2025)

Hanfu-Bench: A Multimodal Benchmark on Cross-Temporal Cultural Understanding and Transcreation
by: Zhou, Li, et al.
Published: (2025)

ENC-Bench: A Benchmark for Evaluating Multimodal Large Language Models in Electronic Navigational Chart Understanding
by: Cheng, Ao, et al.
Published: (2026)

Urban-MAS: Human-Centered Urban Prediction with LLM-Based Multi-Agent System
by: Lou, Shangyu
Published: (2025)

DCA-Bench: A Benchmark for Dataset Curation Agents
by: Huang, Benhao, et al.
Published: (2024)

PolicySimEval: A Benchmark for Evaluating Policy Outcomes through Agent-Based Simulation
by: Kang, Jiaju, et al.
Published: (2025)

HW-NAS-Bench:Hardware-Aware Neural Architecture Search Benchmark
by: Li, Chaojian, et al.
Published: (2021)

PortBench: A Correlation-Aware, Full-Pipeline Benchmark for LLM-Driven Portfolio Management
by: Zhao, Yuxuan, et al.
Published: (2026)

Research Data in Scientific Publications: A Cross-Field Analysis
by: Yang, Puyu, et al.
Published: (2025)

Smart Commander: A Hierarchical Reinforcement Learning Framework for Fleet-Level PHM Decision Optimization
by: Si, Yong, et al.
Published: (2026)

Adding equatorial-asymmetric effects for spin-precessing binaries into the SEOBNRv5PHM waveform model
by: Estellés, Héctor, et al.
Published: (2025)