面向复杂装备设计、制造和服役全寿期的可靠性保证和提升需求，以海上风电机组、船用柴油机组和特高压输变电装备为对象，按照“数模联动、信息物理融合、持续改进”的理念，针对其结构复杂、功能复杂、机理复杂的特点，以数据、机理、模型和经验为基础，以故障为核心，采用不确定理论、复杂网络、故障-功能模型、敏感性分析等理论与技术，从特异性数据中抽取共性机理，并建立具有自适应进化能力的广义模型，重点从故障-功能融合的可靠性分析、跨阶段-多约束的可靠性分配、多动因驱动的可靠性预计和大小双循环的可靠性提升等方面开展工作，形成分析（Analysis）—分配（Deployment）—预计（Check）—提升（Plan）的完整ADCP技术闭环，实现从多元、多源不确定中获得确定结论的可靠性目标。

目前，团队在该领域已经形成了以GFN（广义五层网络）、F2G（故障-功能图）和HFTN（层次故障溯源网）等为代表的的创新技术，并已成功应用于海上风机和船用柴油机等实际场景，并取得了良好的效果。

代表性成果：

  [12] Physics-Guided, Data-Refined Fault Root Cause Tracing Framework for Complex Electromechanical System. Reliability Engineering and System Safety, 2023, 227(109293). (Indexed by SCI and EI, IF:7.247)

  [11] Physics-Data-Fusion Based Decoupling Model for Coupled Faults of Complex Electromechanical Systems. Quality and Reliability Engineering International, 2023, 39(1):206-228. (Indexed by SCI and EI, IF:3.007)

  [10] Reliability Analysis of Complex Electromechanical Systems: State of the Art, Challenges, and Prospects. Quality and Reliability Engineering International, 2022, 38(7): 3935-3969. (Indexed by SCI and EI, IF:3.007)

  [9]  F2G: A Hybrid Fault-Function Graphical Model for Reliability Analysis of Complex Equipment with Coupled Faults. Reliability Engineering and System Safety, 2022, 226(108662). (Indexed by SCI and EI, IF:7.247)

  [8]  An Integrated Approach-Based FMECA for Risk Assessment: Application to Offshore Wind Turbine Pitch System. Energies, 2022, 15(5): 1858. (Indexed by SCI and EI, IF:3.252)

[7]  Prognostics uncertainty reduction by right-time prediction of remaining useful life based on hidden Markov model and proportional hazard model. Eksploatacja i Niezawodnosc - Maintenance and Reliability, 2021, 23(1): 154-164. (Indexed by SCI and EI, IF:2.742)

[6]  Reliability Prediction for GIL Equipment Based on Multilayer Directed and Weighted Network and Failure Propagation.. IEEE Transactions on Reliability, 2020, 69(4): 1207-1229. (Indexed by SCI and EI, IF:5.883)

[5]  Comprehensive Reliability Evaluation of Multi-State Complex Electromechanical Systems Based on Similarity of Cloud Models. Quality and Reliability Engineering International, 2020, 36(3): 1048-1073. (Indexed by SCI and EI, IF:3.007)

[4]  Probabilistic Model-Checking Based Reliability Analysis for Failure Correlation of Multi-State Systems. Quality Engineering, 2020, 32(4): 566-582. (Indexed by SCI and EI, IF:2.286)

[3]  A novel framework for the reliability modelling of repairable multistate complex mechanical systems considering propagation relationships. Quality and Reliability Engineering International, 2019. 35(1): 84-98. (Indexed by SCI and EI, IF:3.007)

[2]   Failure mode and effects analysis using Dempster-Shafer theory and TOPSIS method: Application to the gas insulated metal enclosed transmission line (GIL). Applied Soft Computing, 2018. 70: p. 633-647. (Indexed by SCI and EI, IF:8.263)

[1]  Failure Mode and Effects Analysis by Using the House of Reliability-Based Rough VIKOR Approach. IEEE Transactions on Reliability, 2018.67(1): p. 230-248. (Indexed by SCI and EI, IF:5.883)