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）
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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.
| 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 | |
| 614 | 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 intelligence | 工业实体智能大语言模型综述 | 2026 | Advanced Engineering Informatics | |
| 244 | Zero-Shot Fault Diagnosis via LLM-Guided Complexity-Aware Fuzzy Boundary Learning | 通过LLM引导的复杂度感知模糊边界学习实现零样本故障诊断 | 2026 | IEEE Transactions on Industrial Informatics | |
| 245 | Large language model-based fault diagnosis for lithium-ion batteries in cloud-edge systems | 基于大语言模型的云边系统锂离子电池故障诊断 | 2026 | Cell Reports Physical Science | |
| 246 | Fault diagnosis of rotating machinery using large language models | 基于大型语言模型的旋转机械故障诊断 | 2026 | Engineering Research Express | |
| 247 | Adaptive fixed-time prescribed performance control for nonlinear heterogeneous high-order multi-agent systems | 自适应固定时间指定性能控制非线性异构高阶多智能体系统 | 2026 | International Journal of Systems Science | |
| 248 | ComfortLLM Compatible Multi-modality Fusion Oriented Large Language Model for Industrial Fault Diagnosis with Diverse Data | 面向工业故障诊断的多模态融合兼容性大语言模型ComfortLLM | 2026 | IEEE Internet of Things Journal | |
| 249 | DI-AGENT A domain-knowledge informed large language model framework for unified bearing health management | DI-AGENT：一个基于领域知识的统一轴承健康管理大语言模型框架 | 2026 | Reliability Engineering & System Safety | |
| 250 | A multi-agent and vision language model framework of digital twin for shop-floor self-decision-making control towards industry 5.0 high-performance manufacturing | 面向工业5.0高性能制造的车间自决策控制数字孪生多智能体与视觉语言模型框架 | 2026 | Journal of Industrial Information Integration | |
| 251 | A Multimodal Large Language Model Framework for Partial Discharge Condition Assessment in Gas-Insulated Switchgear | 一种用于气体绝缘开关设备局部放电状态评估的多模态大语言模型框架 | 2026 | IEEE Transactions on Dielectrics and Electrical Insulation | |
| 252 | Transformer-based deep reinforcement learning and small language models for production decision-making in remanufacturing systems | 基于Transformer的深度强化学习与小型语言模型在再制造系统生产决策中的应用 | 2026 | Journal of Engineering Design | |
| 253 | CA-DLM: Causal-aware diffusion language model for interpretable industrial defective image generation | CA-DLM：面向可解释工业缺陷图像生成的因果感知扩散语言模型 | 2026 | Journal of Manufacturing Systems | |
| 254 | Chat with the manufacturing process: A knowledge-guided cross-modal large language model for machining condition predictive maintenance | 与制造过程对话：一种知识引导的跨模态大语言模型在加工工况预测性维护中的应用 | 2026 | Journal of Manufacturing Systems | code |
| 255 | CoLMAgent: A collaborative agentic AI system that integrates large and small models for industrial intelligent human–machine interactions | CoLMAgent：一种融合大小模型的协作式智能体AI系统，专为工业领域人机智能交互设计。 | 2026 | Journal of Manufacturing Systems | |
| 256 | CrossSTLLM: A continually adaptive spatiotemporal large language model for anomaly detection and fault localization in wind turbines with diverse distribution | CrossSTLLM：一种面向风电机组的持续自适应时空大语言模型，用于分布异构场景下的异常检测与故障定位 | 2026 | Applied Energy | |
| 257 | VibLLM: integrating discrete vibration tokens and physical priors into large language models for fault diagnosis | VibLLM：将离散振动令牌与物理先验融入大语言模型以实现故障诊断 | 2026 | International Conference on Electrical Engineering and Intelligent Systems (IC2EIS 2026) | |
| 258 | Enhancing LLM inference with human expert knowledge: a case study on multi-agent robotics fault diagnosis and prediction | 借助人类专家知识提升大语言模型推理能力：面向多智能体机器人故障诊断与预测的案例分析 | 2026 | Artificial Life and Robotics | |
| 259 | Generative AI in Industrial and Manufacturing Contexts: A Systematic Review of Applications, Challenges, and Future Directions | 工业与制造业场景中的生成式人工智能：应用、挑战及未来方向的系统性综述 | 2026 | Preprints | |
| 260 | GMPF-LLM: gateless multi-physical fusion large language model for fault diagnosis | GMPF-LLM：面向故障诊断的无门控多物理场融合大语言模型 | 2026 | Engineering Research Express | |
| 261 | Industrial large model-driven online early fault warning: A novel incremental anomaly detection framework with wavelet scattering contrastive transformer | 工业大模型驱动的在线早期故障预警：一种融合小波散射对比Transformer的新型增量异常检测框架 | 2026 | Applied Soft Computing | |
| 262 | Large Language and Foundation Models for Machinery Health Monitoring: A Systematic Review | 大型语言模型与基础模型在机械健康监测中的应用：系统性综述 | 2026 | Applied Sciences | |
| 263 | Large language models for fault diagnosis in smart manufacturing: A comprehensive review | 智能制造中的故障诊断大语言模型：全面综述 | 2026 | Intelligent Systems with Applications | |
| 264 | LLM-informed stage-aware and physics-guided remaining useful life prediction for rolling bearings | 基于大语言模型的阶段感知与物理引导的滚动轴承剩余使用寿命预测 | 2026 | Measurement Science and Technology | |
| 265 | KG-SR-LLM: Knowledge-Guided Semantic Representation and Large Language Model Framework for Cross-Domain Bearing Fault Diagnosis | KG-SR-LLM：基于知识引导的语义表征与大语言模型跨域轴承故障诊断框架 | 2025 | Sensors | |
| 266 | Towards embodied AI in manufacturing: Review, Evaluation, and Future directions | 迈向制造业中的具身人工智能：综述、评估与展望 | 2027 | Robotics and Computer-Integrated Manufacturing | |
| 267 | Automated maintenance scheduling for military aircraft fleet: a multi-agent reinforcement learning approach | 军用飞机机队的自动化维护调度：一种多智能体强化学习方法 | 2027 | Reliability Engineering & System Safety | |
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- LLM-based-PHM: https://github.com/CHAOZHAO-1/LLM-based-PHM Zhaochao
- Awesome-TimeSeries-SpatioTemporal-LM-LLM: https://github.com/qingsongedu/Awesome-TimeSeries-SpatioTemporal-LM-LLM
- Chao He
- chaohe#bjtu.edu.cn (please replace # by @)
