Awesome-large-language-model-for-Prognostics-and-health-management

Awesome large language model for Prognostics and health management

用于预测性维护与健康管理的大型语言模型（故障诊断；寿命预测）

We will continue to update this list with the newest resources. If you find any missed resources (paper/code) or errors, please feel free to open an issue or make a pull request.

Attention

With the increasing proliferation of academic literature related to Large Language Models (LLMs), a dynamic update strategy is tentatively formulated. When the volume of literature exceeds a certain threshold, the update scope will be narrowed down to articles published in journals categorized as JCR Q1 by the Chinese Academy of Sciences (CAS). As the literature volume continues to grow, the update scope will be further restricted, covering only those research works with publicly available source codes.

学习资料

• 【报告】西安交通大学雷亚国教授：高端装备智能运维大模型初探

论文整理

序号	英文标题	中文标题	发表年份	期刊	代码
1	How Can Large Language Models Help Humans in Design And Manufacturing	大型语言模型如何助力人类的设计与制造	2023	ArXiv
2	Foundational Models for Fault Diagnosis of Electrical Motors	~电机故障诊断的基础模型	2023	ArXiv
3	Fault Diagnosis and System Maintenance Based on Large Language Models and Knowledge Graphs	基于大语言模型和知识图谱的故障诊断与系统维护	2023	2023 5th International Conference on Robotics, Intelligent Control and Artificial Intelligence (RICAI)
4	Evaluating the Performance of ChatGPT in the Automation of Maintenance Recommendations for Prognostics and Health Management	评估 ChatGPT 在预测性健康管理维护建议自动化中的表现	2023	Annual Conference of the PHM Society
5	Industrial-generative pre-trained transformer for intelligent manufacturing systems	工业生成预训练变换器用于智能制造系统	2023	IET Collaborative Intelligent Manufacturing
6	Large Language Models in Fault Localisation	（软件代码故障定位）大型语言模型在故障定位中的应用	2023	ArXiv
7	Semantic anomaly detection with large language models	使用大语言模型进行语义异常检测	2023	Autonomous Robots
8	FD-LLM: Large Language Model for Fault Diagnosis of Machines	FD-LLM：用于机器故障诊断的大语言模型	2024	ArXiv
9	Multimodal Large Language Model-Based Fault Detection and Diagnosis in Context of Industry 4.0	基于多模态大语言模型的工业 4.0 故障检测与诊断	2024	Electronics
10	Large Language Models for Test-Free Fault Localization	（软件代码故障定位）无需测试的大语言模型用于故障定位	2024	ICSE '24: Proceedings of the 46th IEEE/ACM International Conference on Software Engineering
11	LLM-R: A Framework for Domain-Adaptive Maintenance Scheme Generation Combining Hierarchical Agents and RAG	LLM-R：结合层次化代理和 RAG 的领域自适应维护方案生成框架	2024	ArXiv
12	Diff-MTS: Temporal-Augmented Conditional Diffusion-Based AIGC for Industrial Time Series Toward the Large Model Era	Diff-MTS：面向大模型时代的工业时间序列的时序增强条件扩散生成模型	2024	IEEE Transactions on Cybernetics
13	FaultExplainer Leveraging large language models for interpretable fault detection and diagnosis	故障解释器：利用大语言模型实现可解释的故障检测与诊断	2024	ArXiv
14	ChatGPT-like large-scale foundation models for prognostics and health management A survey and roadmaps	✅面向预测与健康管理的类ChatGPT大规模基础模型：综述与路线图	2024	Reliability Engineering & System Safety
15	DiagLLM: Multimodal Reasoning with Large Language Model for Explainable Bearing Fault Diagnosis	DiagLLM：基于大语言模型的多模态推理用于可解释的轴承故障诊断	2024	SCIENCE CHINA Information Sciences
16	BearingFM Towards a foundation model for bearing fault diagnosis by domain knowledge and contrastive learning	~面向轴承故障诊断的基础模型：基于领域知识与对比学习方法	2024	International Journal of Production Economics
17	Empirical study on fine-tuning pre-trained large language models for fault diagnosis of complex systems	针对复杂系统故障诊断的预训练大语言模型微调实证研究	2024	Reliability Engineering & System Safety
18	Empowering digital twins with large language models for global temporal feature learning	利用大语言模型为数字孪生赋能，以实现全球时序特征学习	2024	Journal of Manufacturing Systems
19	Joint Knowledge Graph and Large Language Model for Fault Diagnosis and Its Application in Aviation Assembly	联合知识图谱与大语言模型的故障诊断及其在航空装配中的应用	2024	IEEE Transactions on Industrial Informatics
20	Generative artificial intelligence and data augmentation for prognostic and health management Taxonomy, progress, and prospects	✅生成式人工智能与数据增强在预测性健康管理中的应用：分类体系、研究进展与前景展望	2024	Expert Systems with Applications
21	Integrating LLMs for Explainable Fault Diagnosis in Complex Systems	~大语言模型在复杂系统中的可解释故障诊断集成	2024	ArXiv
22	Evaluation and Improvement of Fault Detection for Large Language Models	（软件代码）大型语言模型故障检测的评估与改进	2024	ArXiv
23	CausalKGPT: Industrial structure causal knowledge-enhanced large language model for cause analysis of quality problems in aerospace product manufacturing	面向航空航天产品制造质量问题因果分析的产业结构因果知识增强大语言模型	2024	Advanced Engineering Informatics
24	Large Language Models for Fault Detection in Buildings’ HVAC Systems	大语言模型用于建筑暖通空调系统的故障检测	2024	Energy Informatics: 4th Energy Informatics Academy Conference
25	Defect Classification and Localization in Material Extrusion with Multi-Modal Large Language Models	多模态大语言模型在材料挤出工艺中的缺陷分类与定位	2024	2024 IEEE International Conference on Future Machine Learning and Data Science
26	Brain-like Cognition-Driven Model Factory for IIoT Fault Diagnosis by Combining LLMs With Small Models	基于类脑认知驱动的模型工厂：结合大语言模型与小模型用于工业物联网故障诊断	2024	IEEE Internet of Things Journal
27	An Intelligent Industrial Visual Monitoring and Maintenance Framework Empowered by Large-Scale Visual and Language Models	基于大规模视觉与语言模型的智能工业视觉监测与维护框架	2024	IEEE Transactions on Industrial Cyber-Physical Systems
28	ParInfoGPT: An LLM-based two-stage framework for reliability assessment of rotating machine under partial information	ParInfoGPT：基于大语言模型的两阶段部分信息下旋转机械可靠性评估框架	2024	Reliability Engineering & System Safety
29	Explainable Fault Diagnosis of Control Systems Using Large Language Models	利用大语言模型实现控制系统的可解释故障诊断	2024	2024 IEEE Conference on Control Technology and Applications (CCTA)
30	Remaining Useful Life Prediction: A Study on Multidimensional Industrial Signal Processing and Efficient Transfer Learning Based on Large Language Models	剩余使用寿命预测：基于大语言模型的多维工业信号处理与高效迁移学习研究	2024	ArXiv
31	GPT-based equipment remaining useful life prediction	基于 GPT 的设备剩余使用寿命预测	2024	Proceedings of the ACM Turing Award Celebration Conference
32	Consultation on Industrial Machine Faults with Large language Models	利用大语言模型进行工业机器故障咨询	2024	ArXiv
33	Blockchain-Enabled Large Language Models for Prognostics and Health Management Framework in Industrial Internet of Things	基于区块链的大语言模型用于工业物联网中的预测性健康管理框架	2024	International Conference on Blockchain and Trustworthy Systems
34	Large-Scale Visual Language Model Boosted by Contrast Domain Adaptation for Intelligent Industrial Visual Monitoring	基于对比域适应的大规模视觉语言模型用于智能工业视觉监控	2024	IEEE Transactions on Industrial Informatics
35	Advancing multimodal diagnostics: Integrating industrial textual data and domain knowledge with large language models	推进多模态诊断：将工业文本数据与领域知识和大语言模型相结合	2024	Expert Systems with Applications
36	Large Language Model Agents as Prognostics and Health Management Copilots	大语言模型代理作为预测性健康管理的辅助工具	2024	Annual Conference of the PHM Society
37	Large Model for Rotating Machine Fault Diagnosis Based on a Dense Connection Network With Depthwise Separable Convolution	基于密集连接网络与深度可分离卷积的旋转机械故障诊断大模型	2024	IEEE Transactions on Instrumentation and Measurement	code
38	Survey on Foundation Models for Prognostics and Health Management in Industrial Cyber-Physical Systems	✅工业网络物理系统中预测性健康管理的基础模型综述	2024	IEEE Transactions on Industrial Cyber-Physical Systems
39	SafeLLM: Domain-Specific Safety Monitoring for Large Language Models: A Case Study of Offshore Wind Maintenance	SafeLLM：特定领域的大语言模型安全监控——海上风电维护案例研究	2024	ArXiv
40	Physics and Data Collaborative Root Cause Analysis: Integrating Pretrained Large Language Models and Data-Driven AI for Trustworthy Asset Health Management	物理与数据协同根因分析：融合预训练大语言模型与数据驱动AI实现可信设备健康管理	2024	Annual Conference of the PHM Society
41	FCLLM-DT: Enpowering Federated Continual Learning With Large Language Models for Digital-Twin-Based Industrial IoT	FCLLM-DT：基于大语言模型赋能的联邦持续学习在数字孪生工业物联网中的应用	2024	IEEE Internet of Things Journal
42	VSLLaVA: a pipeline of large multimodal foundation model for industrial vibration signal analysis	VSLLaVA：面向工业振动信号分析的大规模多模态基础模型流程	2024	ArXiv	code
43	Bridging expert knowledge and sensor measurements for machine fault quantification with large language models	基于专家知识与传感器数据，利用大语言模型量化机器故障	2024	2024 IEEE International Conference on Advanced Intelligent Mechatronics
44	Hybrid Fine-Tuning in Large Language Model Learning for Machinery Fault Diagnosis	大型语言模型学习中面向机械故障诊断的混合微调方法	2024	2024 IEEE 22nd International Conference on Industrial Informatics
45	Cognitive LLMs: Towards Integrating Cognitive Architectures and Large Language Models for Manufacturing Decision-making	认知大语言模型：为实现制造决策的整合而迈向认知架构与大型语言模型的融合	2024	ArXiv
46	An Innovative Foundation Model for Bearing Prognostics and Health Management Through Pre-Trained Large Language Models	通过预训练大语言模型实现轴承预测与健康管理的创新基础模型	2025	SSRN
47	Enhanced Fault Prediction for Synchronous Condensers Using LLM-Optimized Wavelet Packet Transformation	基于大语言模型优化的同步调相机小波包变换故障预测增强方法	2025	Electronics
48	A Survey on Intelligent Network Operations and Performance Optimization Based on Large Language Models	（智能网络优化）基于大语言模型的智能网络运维与性能优化研究综述	2025	IEEE Communications Surveys & Tutorials
49	Domain-specific large language models for fault diagnosis of heating, ventilation, and air conditioning systems by labeled-data-supervised fine-tuning	基于标记数据监督微调的特定领域大语言模型用于暖通空调系统故障诊断	2025	Applied Energy
50	LLM-MANUF: An integrated framework of Fine-Tuning large language models for intelligent Decision-Making in manufacturing	LLM-MANUF：面向制造业智能决策的大语言模型微调集成框架	2025	Advanced Engineering Informatics
51	Hybrid large language model approach for prompt and sensitive defect management: A comparative analysis of hybrid, non-hybrid, and GraphRAG approaches	混合大语言模型方法在快速敏感缺陷管理中的应用：混合、非混合及GraphRAG方法的对比分析	2025	Advanced Engineering Informatics
52	Large language model assisted fine-grained knowledge graph construction for robotic fault diagnosis	大语言模型辅助的机器人故障诊断细粒度知识图谱构建	2025	Advanced Engineering Informatics
53	Large scale foundation models for intelligent manufacturing applications a survey	✅面向智能制造应用的大规模基础模型综述	2025	Journal of Intelligent Manufacturing
54	Multi large language model collaboration framework for few-shot link prediction in evolutionary fault diagnosis event graphs	用于演化故障诊断事件图小样本链接预测的多大型语言模型协作框架	2025	Journal of Process Control
55	Running Gear Global Composite Fault Diagnosis Based on Large Model	基于大模型的跑步装备全局复合故障诊断	2025	IEEE Transactions on Industrial Informatics
56	UniFault: A Fault Diagnosis Foundation Model from Bearing Data	UniFault: 基于轴承数据的故障诊断基础模型	2025	ArXiv	code
57	Bridging the Gap: LLM-Powered Transfer Learning for Log Anomaly Detection in New Software Systems	（日志异常检测）基于大语言模型的跨系统日志异常检测迁移学习方法	2025	International Conference on Data Engineering
58	Intelligent Fault Diagnosis for CNC Through the Integration of Large Language Models and Domain Knowledge Graphs	通过大语言模型与领域知识图谱的融合实现数控机床的智能故障诊断	2025	Engineering
59	A survey on potentials, pathways and challenges of large language models in new-generation intelligent manufacturing	✅新一代智能制造中大型语言模型的潜力、路径与挑战研究调查	2025	Robotics and Computer-Integrated Manufacturing
60	An End-to-End General Language Model (GLM)-4-Based Milling Cutter Fault Diagnosis Framework for Intelligent Manufacturing	基于端到端通用语言模型（GLM） - 4 的智能制造铣刀故障诊断框架	2025	Sensors
61	Research on General Foundation Model of Intelligent Fault Diagnosis for Rotating Machines	面向旋转机械装备的智能故障诊断通用基础模型研究	2025	西安交通大学学报
62	AdditiveLLM: Large Language Models Predict Defects in Additive Manufacturing	AdditiveLLM：大语言模型预测增材制造中的缺陷	2025	ArXiv	code
63	FaultGPT: Industrial Fault Diagnosis Question Answering System by Vision Language Models	FaultGPT：基于视觉语言模型的工业故障诊断问答系统	2025	ArXiv
64	FD-LLM: Large language model for fault diagnosis of complex equipment	FD-LLM：用于复杂设备故障诊断的大语言模型	2025	Advanced Engineering Informatics
65	Leveraging Pre-Trained GPT Models for Equipment Remaining Useful Life Prognostics	利用预训练的 GPT 模型进行设备剩余使用寿命预测	2025	Electronics
66	Language Pre-training Guided Masking Representation Learning for Time Series Classification	基于语言预训练引导的掩码表示学习用于时间序列分类	2025	Proceedings of the AAAI Conference on Artificial Intelligence
67	LLM-TSFD: An industrial time series human-in-the-loop fault diagnosis method based on a large language model	LLM-TSFD：基于大语言模型的工业时间序列人机协作故障诊断方法	2025	Expert Systems with Applications	code
68	Pre-Trained Large Language Model Based Remaining Useful Life Transfer Prediction of Bearing	基于预训练大语言模型的轴承剩余使用寿命迁移预测	2025	ArXiv
69	Leveraging large self-supervised time-series models for transferable diagnosis in cross-aircraft type Bleed Air System	利用大规模自监督时间序列模型实现跨机型引气系统的可迁移诊断	2025	Advanced Engineering Informatics
70	Leveraging Large Language Models to Empower Bayesian Networks for Reliable Human-Robot Collaborative Disassembly Sequence Planning in Remanufacturing	利用大语言模型增强贝叶斯网络以实现可靠的再制造中人机协作拆卸序列规划	2025	IEEE Transactions on Industrial Informatics
71	Personalizing Vision-Language Models With Hybrid Prompts for Zero-Shot Anomaly Detection	利用混合提示个性化视觉语言模型用于零样本异常检测	2025	IEEE Transactions on Cybernetics
72	BearLLM: A Prior Knowledge-Enhanced Bearing Health Management Framework with Unified Vibration Signal Representation	BearLLM：基于先验知识增强的轴承健康管理框架与统一振动信号表示	2025	Proceedings of the AAAI Conference on Artificial Intelligence	code
73	Multi-Stage Retrieval for Operational Technology Cybersecurity Compliance Using Large Language Models: A Railway Casestudy	基于大语言模型的多阶段检索技术在工业网络安全合规性中的应用：以铁路行业为例	2025	ArXiv
74	LLM-based event log analysis techniques: A survey	基于大语言模型的事件日志分析技术：综述	2025	ArXiv
75	Industrial Maintenance Optimization Based on the Integration of Large Language Models (LLM) and Augmented Reality (AR)	基于大语言模型（LLM）与增强现实（AR）融合的工业维护优化	2025	Advances in Artificial Intelligence in Manufacturing II. ESAIM 2024. Lecture Notes in Mechanical Engineering
76	The Interpretable Reasoning and Intelligent Decision-Making Based on Event Knowledge Graph With LLMs in Fault Diagnosis Scenarios	基于事件知识图谱与大语言模型的可解释推理与智能决策在故障诊断场景中的应用	2025	IEEE Transactions on Instrumentation and Measurement
77	Research on Foundation Model for General Prognostics and Health Management of Machinery	✅面向机械设备通用健康管理的智能运维大模型	2025	机械工程学报
78	An outline of Prognostics and health management Large Model: Concepts, Paradigms, and challenges	✅预测与健康管理大模型概述：概念、范式与挑战	2025	Mechanical Systems and Signal Processing
79	Channel attention residual transfer learning with LLM fine-tuning for few-shot fault diagnosis in autonomous underwater vehicle propellers	面向自主水下航行器螺旋桨小样本故障诊断的通道注意力残差迁移学习与大型语言模型微调方法	2025	Ocean Engineering	code
80	A knowledge-graph enhanced large language model-based fault diagnostic reasoning and maintenance decision support pipeline towards industry 5.0	面向工业5.0的知识图谱增强型大语言模型故障诊断推理与维护决策支持流程	2025	International Journal of Production Research
81	LLM-based framework for bearing fault diagnosis	基于大语言模型的轴承故障诊断框架	2025	Mechanical Systems and Signal Processing
82	A Survey on Applications of Large Language Model-Driven Digital Twins for Intelligent Network Optimization	大语言模型驱动的数字孪生在智能网络优化中的应用研究综述	2025	IEEE Communications Surveys & Tutorials
83	HSE: A plug-and-play module for unified fault diagnosis foundation models	HSE：一个即插即用的模块，用于统一故障诊断基础模型。	2025	Information Fusion	code
84	Probing a novel machine tool fault reasoning and maintenance service recommendation approach through data-knowledge empowered LLMs integrated with AR-assisted maintenance guidance	通过数据 - 知识驱动的大型语言模型（LLMs），并结合增强现实（AR）辅助的维护指导，探究一种新颖的机床故障推理与维护服务推荐方法。	2025	Advanced Engineering Informatics
85	Advancing Industrial Data Augmentation in AIGC Era from Foundations to Frontier Applications	✅AIGC时代工业数据增强：从基础理论到前沿应用	2025	IEEE Transactions on Instrumentation and Measurement	code
86	AIGC-empowered smart manufacturing Prospects and challenges	✅AIGC赋能的智能制造：前景与挑战	2025	Robotics and Computer-Integrated Manufacturing
87	Intelligent Fault Diagnosis for Overhead Lines with Covered Conductors Using Large Language Model	使用大语言模型对带绝缘护套架空线路进行智能故障诊断	2025	Energy Proceedings
88	Towards Next-Generation Intelligent Maintenance Collaborative Fusion of Large and Small Models	✅迈向下一代智能维护：大模型与小模型的协同融合	2025	The 14th CAA Symposium on Fault Detection, Supervision, and Safety for Technical Processes
89	Large Models for Machine Monitoring and Fault Diagnostics: Opportunities, Challenges and Future Direction	大模型在机器监测与故障诊断中的应用：机遇、挑战与未来方向	2025	Journal of Dynamics, Monitoring and Diagnostics
90	Towards Signal Processing In Large Language Models	面向大语言模型的信号处理研究	2025	ArXiv
91	RmGPT: A Foundation Model with Generative Pre-trained Transformer for Fault Diagnosis and Prognosis in Rotating Machinery	RmGPT：一种面向旋转机械故障诊断与预测的生成式预训练Transformer基础模型	2025	IEEE Internet of Things Journal	code
92	ChatCNC: Conversational machine monitoring via large language model and real-time data retrieval augmented generation	ChatCNC：基于大语言模型与实时数据检索增强生成的对话式机床监控系统	2025	Journal of Manufacturing Systems
93	ContraText-DETR: Boosting Industrial Scene Text Detection based on Contrastive Learning and Synthetic Low-Contrast Text	ContraText-DETR：基于对比学习与合成低对比度文本的工业场景文本检测增强方法	2025	IEEE Sensors Journal	code
94	T2MFDF: An LLM-Enhanced Multimodal Fault Diagnosis Framework Integrating Time-Series and Textual Data	T2MFDF：一种融合时序数据与文本数据的LLM增强型多模态故障诊断框架	2025	IEEE Transactions on Instrumentation and Measurement
95	A Domain Knowledge-Guided Industrial Large Model Framework A Case Study in Battery Health Estimation and Recycling	领域知识引导的工业大模型框架：以电池健康评估与回收为例	2025	IEEE Transactions on Industrial Informatics
96	Fault analysis in additive manufacturing: Identifying causes of three-dimensional printer faults using machine learning and large language models	增材制造中的故障分析：使用机器学习和大型语言模型识别三维打印机故障的原因	2025	Journal of Systems and Software
97	How Large AI Model Empowers Time-Series Forecasting for the Operation and Maintenance of Industrial Automation System?	大型AI模型如何赋能工业自动化系统运维的时间序列预测？	2025	IEEE Transactions on Industrial Informatics
98	Leveraging large language models for Human-Machine collaborative troubleshooting of complex industrial equipment faults	利用大型语言模型进行人机协作的复杂工业设备故障排查	2025	Advanced Engineering Informatics
99	Leveraging large language models in next generation intelligent manufacturing: Retrospect and prospect	在下一代智能制造中利用大型语言模型：回顾与展望	2025	Journal of Manufacturing Systems
100	LLM-Powered AI Agent Systems and Their Applications in Industry	LLM驱动的AI代理系统及其在工业中的应用	2025	2025 IEEE World AI IoT Congress (AIIoT)
101	Motor Fault Diagnosis and Predictive Maintenance Based on a Fine-Tuned Qwen2.5-7B Model	基于精细调整的Qwen2.5-7B模型的电机故障诊断与预测性维护	2025	Processes
102	PHM-Bench: A Domain-Specific Benchmarking Framework for Systematic Evaluation of Large Models in Prognostics and Health Management	PHM-Bench：一种用于系统评估大型模型的领域特定基准测试框架，应用于故障预测与健康管理	2025	ArXiV
103	Large Language Models Are Zero-Shot Cross-Domain Diagnosticians in Cognitive Diagnosis	大型语言模型是认知诊断中的零样本跨领域诊断师	2025	Frontiers of Digital Education
104	VBStMM-LLM: Robust Fault Identification Leveraging Variational Bayesian Student’s T-Mixture Modeling With Lifelong Learning Mechanism	VBStMM-LLM：利用变分贝叶斯学生T混合建模的鲁棒故障识别与终身学习机制	2025	IEEE Transactions on Reliability
105	LLM-ACTR: from Cognitive Models to LLMs in Manufacturing Solutions	LLM-ACTR：从认知模型到制造解决方案中的大型语言模型	2025	Proceedings of the 2025 AAAI Spring Symposium Series
106	Human–Artificial Intelligence Teaming for Scientific Information Extraction From Data-Driven Additive Manufacturing Literature Using Large Language Models	使用大型语言模型进行人机智能协作，从数据驱动的增材制造文献中提取科学信息	2025	Journal of Computing and Information Science in Engineering
107	Adaptive fault diagnosis of railway vehicle on-board controller with large language models	利用大语言模型的铁路车辆车载控制器自适应故障诊断	2025	Applied Soft Computing
108	WamGLM: A multimodal large-scale language model for wafer map defect information in-depth query through multi-turn dialogue based on prototypical supervised contrastive learning	WamGLM：一种多模态的大规模语言模型，用于基于原型监督对比学习的多轮对话中深入查询晶圆图缺陷信息	2025	Applied Soft Computing	code
109	UPTM-LLM: Large Language Models-Powered Urban Pedestrian Travel Modes Recognition for Intelligent Transportation System	UPTM-LLM：智能交通系统中基于大型语言模型的城市行人出行模式识别	2025	Applied Soft Computing
110	Enhancing aero-engine blade few-shot anomaly detection with visual-language multi-modal models under domain shift conditions	在域偏移条件下，利用视觉语言多模态模型增强航空发动机叶片少样本异常检测	2025	Advanced Engineering Informatics
111	A unified rotating machinery health management framework leveraging large language models for diverse components, conditions, and tasks	一个统一的旋转机械健康管理框架，利用大型语言模型处理多样化的组件、条件和任务	2025	Engineering Applications of Artificial Intelligence	code
112	Large language models for PHM: a review of optimization techniques and applications	用于PHM的大型语言模型：优化技术及应用综述	2025	Autonomous Intelligent Systems
113	Graph Structure-Enhanced Large Language Model for Optical Network Fault Diagnosis: An Explainable Alarm Root Cause Localization Approach	图结构增强的大型语言模型用于光网络故障诊断：一种可解释的告警根本原因定位方法	2025	IEEE Internet of Things Journal
114	Industrial Large-Scale Diagnostic Model With Lightweight Customized Deployment for Distributed Multiple Non-IID Diagnostic Tasks	工业大规模诊断模型具有轻量级定制部署，用于分布式多个非独立同分布诊断任务	2025	IEEE Sensors Journal	code
115	Adjust to reality: LLM-driven test-time semantic adjustment for zero-shot fault diagnosis	适应现实：LLM驱动的零触发故障诊断测试时间语义调整	2025	Control Engineering Practice
116	A Trustworthy Industrial Fault Diagnosis Architecture Integrating Probabilistic Models and Large Language Models	一种结合概率模型与大型语言模型的可靠工业故障诊断架构	2025	ArXiv
117	Semi-Supervised Prefix Tuning of Large Language Models for Industrial Fault Diagnosis with Big Data	利用大数据对大语言模型进行半监督前缀调优以用于工业故障诊断	2025	Big Data Mining and Analytics
118	A new large model with multi-scale feature fusion for fault diagnosis based on unified time series model	一种基于统一时间序列模型的多尺度特征融合故障诊断新大型模型	2025	Applied Soft Computing
119	Large model for fault diagnosis of industrial equipment based on a knowledge graph construction	基于知识图谱构建的工业设备故障诊断大型模型	2025	Applied Soft Computing
120	CMLLM: A novel cross-modal large language model for wind power forecasting	CMLLM：一种用于风力发电预测的新型跨模态大型语言模型	2025	Energy Conversion and Management
121	FD-MVLLM: Fault diagnosis based on multimodal vibration data and large language model for bearing system	FD-MVLLM：基于多模态振动数据和大型语言模型的轴承系统故障诊断	2025	Mechanical Systems and Signal Processing
122	Virtual sample diffusion generation method guided by large language model-generated knowledge for enhancing information completeness and zero-shot fault diagnosis in building thermal systems	虚拟样本扩散生成方法指导由大型语言模型生成的知识以增强建筑热系统信息完整性和零样本故障诊断	2025	Journal of Zhejiang University-SCIENCE A
123	A Cross-Domain Online Diagnosis Framework Under Small Fault Sample	在小故障样本条件下的跨领域在线诊断框架	2025	IEEE Transactions on Instrumentation and Measurement
124	GSTGPT: A GPT-Based Framework for Multi-Source Data Anomaly Detection	GSTGPT：一种基于GPT的多源数据异常检测框架	2025	Information
125	CoLLM: Industrial Large-Small Model Collaboration with Fuzzy Decision-making Agent and Self-Reflection	混合模型：结合模糊决策机制与自我反思功能的工业领域大中小规模模型协作系统	2025	IEEE Transactions on Fuzzy Systems
126	Data-Efficient Motor Condition Monitoring withTime Series Foundation Models	基于时间序列基础模型的数据高效型电机状态监测技术	2025	Annual IEEE Conference on Applied Power Electronics Conference and Exposition	code
127	PHM–GPT: A Large Language Model for Prognostics and Health Management	PHM–GPT：一种用于预测与健康管理的大型语言模型	2025	Engineering
128	Interpretable Verification Mechanism for Trustworthy Industrial Large Model in Intelligent Manufacturing	智能制造中可解释的、值得信赖的工业大模型验证机制	2025	Engineering
129	Exploring LLM-based Frameworks for Fault Diagnosis	探索基于大语言模型的故障诊断框架	2025	ArXiV	code
130	DiagLLM: A CNN-Language Model Framework with LoRA for Fault Diagnosis of Cross Roller Bearings	DiagLLM：一种基于LoRA技术的CNN语言模型框架，可用于交叉滚子轴承的故障诊断。	2025	2025 International Conference on Equipment Intelligent Operation and Maintenance (ICEIOM)
131	Leveraging BART for Intelligent Fault Diagnosis of Marine Diesel Engines: A Language Model Approach	利用BART技术实现船用柴油机的智能故障诊断：一种基于语言模型的方法	2025	Engineering Research Express
132	Large Language Models for Fault Diagnosis	用于故障诊断的大型语言模型	2025	IEEE International Conference on Big Data
133	Large language models for prognostic analysis in mechanical fault diagnosis	用于机械故障诊断中预测分析的大型语言模型	2025	PLoS One
134	LLM-YOLOMS: Large Language Model-based Semantic Interpretation and Fault Diagnosis for Wind Turbine Components	基于大型语言模型的语义解释与风力涡轮机部件故障诊断技术	2025	ArXiV
135	Syn-Diag: An LLM-based Synergistic Framework for Generalizable Few-shot Fault Diagnosis on the Edge	Syn-Diag：一种基于大语言模型的协同框架，可用于实现边缘设备上的通用式少样本故障诊断功能。	2025	ArXiV
136	LOFT: An LLM-Enhanced Multi-Objective Search Framework for Fault Injection Testing of Autonomous Driving Systems	LOFT：一种基于大语言模型强化技术的多目标搜索框架，用于自动驾驶系统的故障注入测试	2025	2025 IEEE 36th International Symposium on Software Reliability Engineering (ISSRE)
137	LMPHM: Fault Inference Diagnosis Based on Causal Network and Large Language Model-Enhanced Knowledge Graph Network	LMPHM：基于因果网络与大型语言模型强化知识图谱网络的故障推理诊断技术	2025	Chinese Journal of Mechanical Engineering
138	KG-SR-LLM Knowledge-Guided Semantic Representation and Large Language Model Framework for Cross-Domain Bearing Fault Diagnosis	KG-SR-LLM：一种基于知识引导的语义表示技术及跨领域轴承故障诊断用的大语言模型框架	2025	Sensors
139	Integrating large language models into manufacturing execution systems: A systematic framework for photoresist manufacturing processes	将大型语言模型集成到制造执行系统中：一种用于光刻胶制造过程的系统框架	2026	Computers & Industrial Engineering
140	A MoE-LLM-based multisensor flexible fusion fault diagnosis method for rotating machinery	一种基于MoE-LLM的多传感器柔性融合故障诊断方法用于旋转机械	2026	Advanced Engineering Informatics
141	Deep digital twin-powered large vision-language model for multi-scenario industrial fault diagnosis	深度数字孪生驱动的大型视觉语言模型，用于多场景工业故障诊断	2026	Advanced Engineering Informatics
142	Generative artificial intelligence method for vibration data of rolling bearing with multi-domain joint loss and interpretable physical laws	一种用于滚动轴承振动数据的生成式人工智能方法，该方法能够处理多域联合损失问题，并遵循可解释的物理规律。	2026	Engineering Applications of Artificial Intelligence
143	Large language model to assist data augmentation in soft contrastive learning for few-shot machinery fault diagnosis	大型语言模型用于辅助数据增强，从而支持基于少量样本的机械故障诊断相关对比学习任务。	2025	Advanced Engineering Informatics
144	Empowering Industrial Engineering with AI Large Models: Challenges,Applications, Trends, and Talent Training	AI大模型赋能的工业工程学科：挑战、应用、趋势及人才培养	2025	工业工程
145	DiagAgent An Agent Framework for Power Equipment Fault Diagnosis by Integrating RAG and MCP Tools	DiagAgent：一种结合了RAG和MCP技术的电力设备故障诊断代理框架	2025	2025 International Conference on Power Systems, Smart Grid, and Artificial Intelligence (PSGAI)
146	FSAMLM A few-shot adaptation multimodal large model for cross-domain fault diagnosis	FSAMLM：一种用于跨领域故障诊断的、基于少量样本的混合模态大型模型	2025	Applied Soft Computing
147	Chain-of-thought Paradigm Text-based Multimodal Intelligent Agent for Equipment Operations and Maintenance	思维链范式智能运维文本基多模态智能体	2025	机械工程学报
148	A Large Model for Integrated Diagnosis, Prognosis, and Decision-Making in Intelligent Operation and Maintenance	一种用于智能运维中综合诊断、预测与决策制定的大型模型	2025	2025 7th International Conference on System Reliability and Safety Engineering (SRSE)
149	Embodied AI A Foundation for Intelligent and Autonomous Manufacturing	具身人工智能：实现智能与自主制造的基础	2025	Engineering
150	Fault Diagnosis of Rotating Machinery Based on Causal Network and Large Model-Enhanced Knowledge Graph	基于因果网络与大型模型强化知识图的旋转机械故障诊断	2025	2025 International Conference on Sensing, Measurement & Data Analytics in the era of Artificial Intelligence (ICSMD)
151	Industrial Foundation Models (IFMs) for intelligent manufacturing A systematic review	智能制造领域的工业基础模型研究：一项系统性综述	2025	Journal of Manufacturing Systems
152	Large language models for explainable fault diagnosis of machines	用于实现机器故障可解释诊断的大型语言模型	2026	Engineering Applications of Artificial Intelligence
153	Multi-head memory large language model for predicting degradation trends of gearbox under non-stationary excitation	多头记忆大型语言模型，用于预测齿轮箱在非稳态激励作用下的退化趋势	2026	Measurement
154	Utilizing large-scale foundation models for prognostics and health management in wind turbines: Techniques, challenges, and future directions	利用大规模基础模型进行风力涡轮机的预测与健康管理：相关技术、面临的挑战及未来发展方向	2026	Renewable and Sustainable Energy Reviews
155	CNC-VLM: An RLHF-optimized industrial large vision-language model with multimodal learning for imbalanced CNC fault detection	CNC-VLM：一种经过RLHF优化、具备多模态学习能力的工业级大规模视觉语言模型，专门用于处理不平衡分布的CNC设备故障检测任务。	2026	Mechanical Systems and Signal Processing
156	Digital Twin AI: Opportunities and Challenges from Large Language Models to World Models	数字孪生人工智能：大型语言模型为“世界模型”发展带来的机遇与挑战	2026	ArXiV
157	Fault diagnosis in rotating machinery with discretized signal representation leveraging large language models	利用大型语言模型对离散化信号表示的旋转机械故障诊断	2026	Applied Soft Computing
158	GAFT: a small-sample bearing fault diagnostic method based on LoRA fine-tuning and GAN-TrAdaBoost	GAFT：一种基于LoRA微调技术和GAN-TrAdaBoost算法的小样本轴承故障诊断方法。	2026	Structural Health Monitoring
159	Application status and prospects of large models in the field of industrial defect detection	大模型在工业缺陷检测领域的应用现状与展望	2026	仪器仪表学报
160	Prognostics and health management domain-specific large language models:Applications and prospects	故障预测与健康管理领域大语言模型_应用与展望	2026	仪器仪表学报
161	Construction of network twin system based on large models and instrument simulation technology	基于大模型与仪器仿真的网络数字孪生系统构建	2026	仪器仪表学报
162	Relational Integrated Cross-modal Scene Fusion with CLIP for Fine-grained Indoor Scene Recognition in Intelligent Manufacturing Systems	基于CLIP的关系集成跨模态场景融合在智能制造系统细粒度室内场景识别中的应用	2026	Chinese Journal of Mechanical Engineering
163	Multimodal data-enabled large model for machine fault diagnosis towards intelligent operation and maintenance	基于多模态数据的大型模型，用于机器故障诊断，从而实现智能化的运营与维护	2026	Journal of Industrial Information Integration
164	Fault diagnosis for spacecraft electromechanical devices enhanced by knowledge graph-RAG	图谱RAG赋能的航天器机电设备故障诊断	2026	仪器仪表学报
165	Knowledge graph-driven fault diagnosis for aviation equipment Integrating improved joint extraction with large language model	基于知识图谱的航空设备故障诊断技术：将改进后的联合特征提取方法与大型语言模型相结合	2026	Journal of Industrial Information Integration
166	DPDC-ILKM: A multi-agent integrated large knowledge model for intelligent maintenance of industrial swarm robotics	DPDC-ILKM：面向工业集群机器人智能维护的多智能体集成大知识模型	2026	Journal of Industrial Information Integration
167	FR-LLM: Multi-task large language model with signal-to-text encoding and adaptive optimization for joint fault diagnosis and RUL prediction	FR-LLM：具有信号到文本编码和自适应优化的多任务大型语言模型，用于联合故障诊断和剩余使用寿命预测	2026	Reliability Engineering & System Safety
168	Leveraging large language models for efficient scheduling in Human–Robot collaborative flexible manufacturing systems	利用大型语言模型实现人机协作柔性制造系统中的高效调度	2026	npj advanced manufacturing
169	A sample-efficient transfer learning framework for industrial remaining useful life prediction leveraging large language models	一种基于大型语言模型的、高效且能节省样本量的迁移学习框架，可用于工业产品剩余使用寿命的预测。	2026	Reliability Engineering & System Safety
170	Using Time Series Foundation Models for Few-Shot Remaining Useful Life Prediction of Aircraft Engines	利用时间序列基础模型对飞机引擎的剩余使用寿命进行少样本预测	2026	CMES-Computer Modeling in Engineering & Sciences
171	Vision-Language Models for Infrared Industrial Sensing in Additive Manufacturing Scene Description	用于增材制造场景描述中红外工业传感的视觉-语言模型	2026	ArXiv
172	A comprehensive review on generative artificial intelligence models for fault diagnostics and prognostics of rotating machineries	关于用于旋转机械故障诊断与预测的生成式人工智能模型的综合综述	2026	Engineering Applications of Artificial Intelligence
173	A Learnable Cross-Modal Adapter for Industrial Fault Detection Using Pretrained Vision Models	一种利用预训练视觉模型实现的、可用于工业故障检测的可学习型跨模态适配器	2026	IEEE Transactions on Industrial Informatics
174	A Multi-Agent and synergistic Knowledge Graph retrieval-augmented generation framework for intelligent maintenance	一种基于多智能体协作机制的知识图谱检索与生成相结合的框架，用于实现智能维护功能。	2026	Journal of Manufacturing Systems
175	AeroGPT Leveraging Large-Scale Audio Model for Aero-Engine Bearing Fault Diagnosis	AeroGPT利用大规模音频模型进行航空发动机轴承故障诊断	2026	IEEE Transactions on Cybernetics
176	AI Large Models Empowering Intelligent Manufacturing Architecture, Evolution, and Prospects	人工智能大型模型推动智能制造体系的变革与发展，展现其广阔的应用前景	2026	SSRN
177	A PI-Dual-STGCN Fault Diagnosis Model Based on the SHAP-LLM Joint Explanation Framework	基于SHAP-LLM联合解释框架的PI-Dual-STGCN故障诊断模型	2026	Sensors
178	Reliability-aware dynamic graph fusion and LLM-based diagnostic assistant for bearing faults	可靠性感知的动态图融合及基于大语言模型的轴承故障诊断助手	2026	Advanced Engineering Informatics
179	CausaLM-Net An LLM-guided causal graph and state-space learning framework for fault diagnosis in cloud native 5G base stations	CausaLM-Net：一种基于大型语言模型的因果图与状态空间学习框架，用于云原生5G基站的故障诊断。	2026	Expert Systems with Applications
180	A2RA-NSMTSllm Adversarially Aligning Retrieval-Augmented LLMs for Nonstationary Multivariate Time Series Forecasting	A2RA-NSMTSllm：一种用于非平稳多变量时间序列预测的、通过对抗性训练来优化检索增强型大型语言模型的方法	2026	IEEE Transactions on Industrial Informatics
181	FISHER A Foundation Model for Multi-Modal Industrial Signal Comprehensive Representation	FISHER A：一种用于多模态工业信号综合表示的基模型	2026	ArXiv	code
182	Foundation model-based federated learning for machine fault diagnosis	基于基础模型的联邦学习在机器故障诊断中的应用	2026	Chinese Journal of Mechanical Engineering
183	Ada-CDDPM A Novel AIGC Method for RF Front-End Fault Diagnosis Under Imbalanced Data	Ada-CDDPM：一种用于不平衡数据环境下射频前端故障诊断的先进AIGC技术	2026	IEEE Transactions on Instrumentation and Measurement
184	InsightX Agent An LMM-based Agentic Framework with Integrated Tools for Reliable X-ray NDT Analysis	InsightX Agent：一种基于LMM的智能代理框架，配备了多种工具，可实现可靠的X射线无损检测分析。	2026	IEEE Transactions on Reliability
185	Knowledge-guided multimodal LLM with mixture-of-experts for interpretable defect detection and fault diagnosis An industrial AI copilot	基于知识引导的多模态大型语言模型，结合专家组合技术，可实现可解释的缺陷检测与故障诊断功能。真正的工业级人工智能助手	2026	Journal of Manufacturing Systems
186	Large Language and Foundation Models for Machinery Health Monitoring A Systematic Review	用于机械设备健康监测的大型语言模型与基础模型：一项系统性综述	2026	Applied Sciences
187	PowerMistral A data-efficient wind power forecasting framework leveraging pre-trained large language models	PowerMistral：一种利用预训练大型语言模型的高效风电预测框架	2026	Applied Energy
188	Research on Root Cause Analysis Method for Certain Civil Aircraft Based on Ensemble Learning and Large Language Model Reasoning	基于集成学习与大型语言模型推理的某型民用飞机根本原因分析方法研究	2026	Machines
189	Robotic Systems and LLM Algorithms for Transforming Manufacturing Into Smart Autonomous Ecosystem	用于将制造业转变为智能自主生态系统的机器人系统与大型语言模型算法	2026	Advances in Computational Intelligence and Robotics
190	Signal LLM Fault perception and maintenance system for dual-drive hydraulic turbine bearings based on cross-attention-LLM	基于交叉注意力机制的LLM技术，用于双驱动液压涡轮机轴承的故障检测与维护系统	2026	Structural Health Monitoring
191	A Review of Fault Diagnosis Methods From Traditional Machine Learning to Large Language Model Fusion Paradigm	从传统机器学习到大型语言模型融合范式的故障诊断方法综述	2026	Sensors
192	TS-MLLM A Multi-Modal Large Language Model-based Framework for Industrial Time-Series Big Data Analysis	TS-MLLM：一种基于多模态大型语言模型的工业时间序列大数据分析框架	2026	ArXiv
193	Aircraft assembly process planning based on knowledge graph constructed by integrating LLMs and SLMs	基于由大语言模型和智能搜索引擎构建的知识图谱进行的飞机装配流程规划	2026	Journal of Manufacturing Systems
194	BearGen LLM-guided signal generation framework for bearing fault diagnosis	基于BearGen LLM的信号生成框架，用于轴承故障诊断	2026	Advanced Engineering Informatics
195	BERTFD A Two-stage Multimodal Method for Bearing Fault Diagnosis Using Pre-trained Language Models	BERTFD：一种利用预训练语言模型的两阶段多模态轴承故障诊断方法	2026	IEEE Internet of Things Journal
196	Data-driven selection and sequence optimization of aero-engine rotor blades based on LLM-guided simulated annealing algorithm	基于大语言模型引导的模拟退火算法，通过数据驱动的方式对航空发动机叶片进行选型与序列优化	2026	Aerospace Science and Technology
197	From insight to action Embodied multi-agent system integrating vision language model for digital twin-assisted human-robot collaborative assembly	从洞察到行动：融合视觉语言模型的多智能体系统，助力数字孪生技术下的人机协作装配	2026	Journal of Manufacturing Systems
198	Integrating Large Language Model and Lightweight Network for Robust Multimodal Fault Diagnosis in Wheeled Robots	结合大型语言模型与轻量级网络架构，实现轮式机器人中可靠的多模态故障诊断	2026	IEEE/ASME Transactions on Mechatronics
199	Large language models in human-robot collaboration A systematic review, trends, and challenges	人机协作中的大型语言模型：系统性综述、发展趋势与面临的挑战	2026	Journal of Manufacturing Systems
200	Leveraging large language models for smart manufacturing Reviews, enablers, challenges, and opportunities	利用大型语言模型推动智能制造的发展：机遇、挑战与实现途径	2026	Journal of Manufacturing Systems
201	LLM-enhanced embodied multi-agent manufacturing system A novel self-organizing production paradigm for embodied perception, embodied analysis and embodied decision	基于大语言模型的增强型多智能体制造系统：一种用于实现“具身感知、具身分析及具身决策”的新型自组织生产模式	2026	Journal of Manufacturing Systems
202	LLM-VSFD cross-modal learning for few-shot vibrating screen fault diagnosis	基于LLM-VSFD的跨模态学习方法在少样本情况下用于振动筛故障诊断	2026	Measurement Science and Technology
203	MCMAS Causality-driven collaborative optimization in low-carbon industrial parks with large language models-empowered multi-agent systems	MCMAS：利用大型语言模型驱动的多智能体系统，实现低碳工业园区中的因果关系导向型协同优化	2026	Journal of Manufacturing Systems
204	PHM-Vibench A Unified and Factory-Style Vibration Benchmarking Framework for the Foundation Model Era	PHM-Vibench：一个适用于基础模型时代的、统一的、符合工厂标准的振动测试框架	2026	PHM Society Asia-Pacific Conference
205	Unsupervised Textless Prompt With LLMs for Multivariate Time Series Anomaly Detection	利用大语言模型进行无监督、无需文本提示的多变量时间序列异常检测	2026	IEEE Transactions on Computational Social Systems
206	Spectrum Analysis and Perception Multimodal LLM for Robust Fault Diagnosis under Data Scarcity	在数据匮乏的情况下，利用频谱分析与感知多模态大语言模型实现可靠的故障诊断	2026	Measurement Science and Technology
207	Fault decoupling in hydraulic systems: A large language model-assisted dual-stream multi-task learning approach	液压系统中的故障解耦：一种基于大型语言模型的双流多任务学习方法	2026	Neurocomputing
208	Knowledge graph enhanced large language model framework for causal chain reasoning in industrial fault diagnosis	知识图谱增强的大型语言模型框架在工业故障诊断因果链推理中的应用	2026	Expert Systems with Applications
209	Industrial knowledge-enhanced fault diagnosis method: Integrating LLM and knowledge graph for fault reasoning and maintenance recommendation in CNC machine tools	基于行业知识的故障诊断方法：结合大型语言模型与知识图谱，实现数控机床的故障推理与维护建议的自动化处理	2026	Computers & Industrial Engineering
210	A collaborative approach based on large language model and knowledge graphs for information integration towards smart manufacturing	基于大语言模型和知识图谱的协同方法实现智能制造信息集成	2026	Engineering Applications of Artificial Intelligence
211	An LLM-Based Framework for State of Health Estimation of Lithium-Ion Batteries	基于LLM的锂离子电池健康状态估算框架	2026	Chinese Journal of Mechanical Engineering
212	AnomalyPainter: Vision-Language-Diffusion Synergy for Realistic and Diverse Unseen Industrial Anomaly Synthesis	异常绘制者：视觉-语言-扩散协同实现真实多样的未知工业异常合成	2026	Proceedings of the AAAI Conference on Artificial Intelligence
213	Can Large Language Models Diagnose Machine Faults? A Comprehensive Survey from Deep Learning to Foundation Models	大型语言模型能否诊断机器故障？从深度学习到基础模型的全面调查	2026	ArXiv
214	CoFAE-LLM framework: LLM-based diagnosis framework for multi-view evidential reasoning on rolling bearing vibration signals	CoFAE-LLM框架：基于LLM的滚动轴承振动信号多视角证据推理诊断框架	2026	Measurement Science and Technology
215	DML–LLM Hybrid Architecture for Fault Detection and Diagnosis in Sensor-Rich Industrial Systems	面向传感器密集型工业系统的故障检测与诊断的DML-LLM混合架构	2026	Sensors
216	Dynamic-static knowledge graph enhanced LLM reasoning for intelligent process planning in steel manufacturing	钢铁制造智能工艺规划中动态-静态知识图谱增强的大语言模型推理	2026	Journal of Manufacturing Systems
217	FaultCollaborator A Collaborative Intelligent Agent Integrating Large Language Models and Domain-Specific Models for Intelligent Fault Diagnosis	FaultCollaborator：一种融合大语言模型与领域特定模型的协作智能代理，用于智能故障诊断	2026	2026 IEEE International Symposium on Artificial Intelligence for Instrumentation and Measurement (AI4IM)
218	Human-in-the-loop and large language models in smart manufacturing: Current applications, challenges, and perspectives	智能制造中的人机协作与大语言模型：当前应用、挑战与前景	2026	Journal of Manufacturing Systems
219	Progressive Knowledge-Guided Large Language Model Framework for Bearing Fault Diagnosis	渐进式知识引导的大型语言模型框架用于轴承故障诊断	2026	ArXiv
220	PropLLM Propagation-Aware Scene Reconstruction for Network Fault Diagnosis	PropLLM：面向网络故障诊断的感知传播场景重建	2026	ArXiv
221	Large Models for Machinery Fault Diagnosis: Current Advances and Future Directions	机械故障诊断的大模型：当前进展与未来方向	2026	Chinese Journal of Mechanical Engineering
222	Mutual Information Optimization Using Large Language Model for Domain Generalized Remaining Useful Life Prediction in IIoT	基于大语言模型的互信息优化用于工业物联网领域泛化剩余使用寿命预测	2026	IEEE Internet of Things Journal
223	Research on wind turbine fault root cause localization method integrating large language models and causal hypergraphs	融合大语言模型与因果超图的风电机组故障根因定位方法研究	2026	Computers and Electrical Engineering
224	TF-ProFM: Prototype-Based Time–Frequency Foundation Model for Generalizable Industrial Bearing Fault Diagnosis	TF-ProFM：基于原型的时间-频率基础模型，用于可泛化的工业轴承故障诊断	2026	IEEE Transactions on Industrial Informatics
225	Towards generalizable fault diagnosis via LLM-driven hierarchical cross-modal alignment	TF-ProFM：基于原型的时间-频率基础模型，用于可泛化的工业轴承故障诊断	2026	Knowledge-Based Systems
226	VLM-Guided Causal Reasoning Framework for Cross-domain Source-Free Industrial Fault Diagnosis	基于视觉语言模型引导的跨域无源工业故障诊断因果推理框架	2026	Chinese Journal of Mechanical Engineering
227	WeldLLM: A Multimodal Framework for Welding Defect Detection and Automated Diagnostic Reasoning	WeldLLM：一种用于焊接缺陷检测与自动化诊断推理的多模态框架	2026	IEEE Transactions on Industrial Informatics	code
228	XFD-LVLM: An explainable multimodal framework for aviation hydraulic pump intelligent fault diagnosis with large Vision-Language models	XFD-LVLM：基于大型视觉-语言模型的可解释航空液压泵智能故障诊断多模态框架	2026	Advanced Engineering Informatics
229	A new explainable artificial intelligence algorithm integrated with multi-agent system for joint decision-making of smart manufacturing systems	一种集成多智能体系统的可解释人工智能算法，用于智能制造系统的联合决策	2026	Journal of Manufacturing Systems
230	TimeGPT for Mechanical System Degradation Assessment_ A Large Time Series Model Approach	用于机械系统退化评估的TimeGPT：一种大型时间序列模型方法	2026	Chinese Journal of Mechanical Engineering
231	An adaptive industrial large language model for mechanical fault diagnosis under variable operating conditions	一种适用于变工况机械故障诊断的自适应工业大型语言模型	2026	Advanced Engineering Informatics
232	An instruction fine-tuning and retrieval-augmented generation framework for intelligent defect diagnosis and maintenance decision support in high-speed railway turnouts	高速铁路道岔智能化缺陷诊断与维护决策支持的指令微调和检索增强生成框架	2026	Computer-Aided Civil and Infrastructure Engineering
233	BearAgent Multi-Agent Diagnosis Optimization and Uncertainty-aware Decision-Making for Bearing Health Management	BearAgent：用于轴承健康管理的多智能体诊断优化与不确定性感知决策	2026	SSRN
234	Beyond Retraining Training-Free Unknown Class Filtering for Source-Free Open Set Domain Adaptation of Vision-Language Models	超越再训练：无监督未知类别过滤的零源开放集领域自适应方法——针对视觉-语言模型	2026	Proceedings of the AAAI Conference on Artificial Intelligence
235	ChatGPT-like large language models for testing and verification of autonomous intelligent systems a systematic review	像ChatGPT这样的大型语言模型在自主智能系统测试与验证中的应用：系统综述	2026	Journal of Reliability Science and Engineering
236	Cloud-Edge-Terminal Collaborative AI Agent for Compound Fault Detection and Diagnosis	云边端协同AI代理在复合故障检测与诊断中的应用	2026	Engineering
237	FD-DDLLM A large language model enhanced dual-domain transformer for intelligent fault diagnosis	FD-DDLLM：一种增强大型语言模型的双域变换器，用于智能故障诊断	2026	Structural Health Monitoring
238	Large models for battery prognostics and health management A review and future roadmap	大型电池预测与健康管理模型：综述与未来路线图	2026	Renewable and Sustainable Energy Reviews
239	LKG-STNet A large language model-assisted knowledge graph-guided spatiotemporal network for aero-engine remaining useful life prediction	LKG-STNet：一种基于大语言模型辅助的知识图谱引导时空网络，用于航空发动机剩余使用寿命预测	2026	Advanced Engineering Informatics
240	LLM-ADAM A Generalizable LLM Agent Framework for Pre-Print Anomaly Detection in Additive Manufacturing	LLM-ADAM：一种通用的LLM智能体框架，用于增材制造预印本异常检测	2026	ArXiv
241	LLM-BFFD Fine-tuning pre-trained large language models for blast furnace fault diagnosis	LLM-BFFD：针对高炉故障诊断的预训练大型语言模型的微调	2026	Computers & Chemical Engineering	code
242	LoRA-FosSm Mitigating Catastrophic Forgetting for Continual Bearing Fault Diagnosis	LoRA-FosSm：持续轴承故障诊断中缓解灾难性遗忘的方法	2026	Engineering Research Express
243	A review on large language models for industrial embodied inte

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