Chunyan DUAN

Chunyan Duan, Associate Professor, Doctoral Supervisor, Assistant Dean


12_duanchunyan@tongji.edu.cn


  • Research Interests

      • Predictive Maintenance for Robotic and Complex Industrial Systems
      Artificial Intelligence and Decision Optimization
      Intelligent Manufacturing and Risk Management
      Modeling, Simulation and Decision Optimization
      AI-Powered Multimodal Intelligent Diagnosis and Clinical Decision Optimization


  • Work Experience

      • Apr. 2026 - Present Tongji University, School of Mechanical Engineering, Assistant Dean
      Jun. 2024 - Jun. 2025 Shanghai Construction Group Central Research Institute, Construction Control Research Institute, Deputy Director (Secondment)
      Jan. 2024 - Aug. 2025 Tongji University, School of Mechanical Engineering, Industrial Engineering Research Institute, Deputy Director
      Sep. 2023 - May 2025 Tongji University, School of Mechanical Engineering, School Teaching Assistant
      Dec. 2021 - Present Tongji University, School of Mechanical Engineering, Associate Professor
      Sep. 2019 - Dec. 2021 Tongji University, School of Mechanical Engineering, Assistant Professor
      Feb. 2018 - Feb. 2019 University of Arkansas (Fayetteville), College of Engineering, Department of Industrial Engineering, Postdoctoral Researcher
      Feb. 2017 - Feb. 2018 University of Washington (Seattle), School of Medicine, Department of Radiation Oncology, Postdoctoral Researcher
      Sep. 2016 - Sep. 2019 Tongji University, School of Economics and Management, Department of Management Science and Engineering, Postdoctoral Researcher


  • Education

      • Aug. 2014 - Aug. 2015 Visiting PhD Student, Industrial Engineering University of Washington (Seattle), College of Engineering
      Mar. 2012 - Aug. 2016 Ph.D. in Management Science and Engineering Tongji University, School of Economics and Management
      Sep. 2010 - Jan. 2012 Computational Mathematics (Integrated MS/PhD Program) Tongji University, School of Mathematical Sciences


  • Honors & Awards

      • 2026 Tongji University "My Favorite Mentor" Nomination Award
      2026 Tongji University Teaching Achievement Award, First Prize
      2025 Three teaching achievement awards (one Grand Prize, one First Prize, and one Second Prize), China Education Association of Machinery Industry
      2025 Outstanding Advisor Award, China International College Students’ Innovation Competition (2025) Shanghai Division & Tongji University Division (3 times)
      2025 Outstanding Advisor Award, ‘Chuangxiang China’ National College Students Innovation and Entrepreneurship Competition (3 times)
      2025 Tongji University March 8th Red Banner Holder
      2025 Outstanding Advisor Award, Tongji University Student Innovation Base
      2025 Outstanding Advisor Award, Tongji University Undergraduate Discipline Competitions
      2025 Outstanding All-Round Advisor Award, Guohao College, Tongji University
      2025 Outstanding Class Advisor, Tongji University
      2024 Tongji University Teaching Achievement Award, Second Prize
      2024 Outstanding Advisor Award, 6th Global Campus AI Algorithm Elite Competition (National Finals)
      2024 Outstanding Advisor Award, China International College Students’ Innovation Competition (2024) Shanghai Division & Tongji University Division
      2024 Tongji University BYD Teaching Award
      2024 Outstanding Advisor Award, APMCM Asia-Pacific Undergraduate Mathematical Modeling Competition
      2024 Outstanding Advisor Award, Shuwei Cup National Undergraduate Mathematical Modeling Competition
      2024 Outstanding Advisor Award, Tongji University Student Innovation Base
      2023 Outstanding Performance in Annual Appraisal, Tongji University
      2023 Tongji University Young Teachers’ Teaching Competition, Third Prize & School-level Young Teachers’ Teaching Competition, First Prize
      2023 Outstanding Advisor Award, Tongji University Division, 9th China International College Students’ 'Internet+' Innovation and Entrepreneurship Competition
      2023 Nomination Award for Outstanding Paper, The 6th Academic Conference on Intelligent Manufacturing Systems Engineering
      2023 Tongji University Yida Optoelectronics Teaching Award
      2023 Outstanding Advisor Award, Tongji University Student Innovation Base
      2023 Outstanding Advisor Award, Tongji University Undergraduate Discipline Competitions
      2023 Outstanding Undergraduate Advisor Award, Tongji University
      2023 Outstanding Class Advisor, Tongji University, and was featured by Tongji University.
      2022 Outstanding Advisor Award, China International College Students’ 'Internet+' Innovation and Entrepreneurship Competition (2022) Shanghai Division & Tongji University Division
      2022 Outstanding Advisor Award, 3rd Huashu Cup National Undergraduate Mathematical Modeling Competition
      2022 Outstanding Class Advisor, Tongji University
      2022 Outstanding Teacher Aiding the Training, Tongji University Military Training
      2020 Shanghai Pujiang (A-Class) Program
      2020 Outstanding Class Advisor, Tongji University
      2018 Best in Physics (Joint Imaging-Therapy), 2018 AAPM Annual Meeting


  • Publications

      • [33] Duan, C.*(通讯作者), Mo, Y., Zehao, Z. Deep reinforcement learning for event-driven predictive–reactive multi-objective scheduling in dynamic flexible job shop. Journal of Manufacturing Systems, 2025, 83: 992-1008. (中科院1区, SCI, 2025版IF: 14.2)
      [32] Duan, C., Mo, Y., Wang, J., et al. A Novel FMEA Approach for Reliability Analysis of Intelligent Manufacturing System Combining DHHTFLTS, MEREC, and WGHHPD-FexpTODIM. International Journal of Fuzzy Systems, 2025, https://doi.org/10.1007/s40815-025-02087-w. (SCI)
      [31] Duan, C., Zhou H., Li Y., et al. A New FMEA-Based Risk Assessment Procedure for MES Criticality Analysis Integrating Cross-Entropy and Extended Fuzzy CoCoSo. Engineering Management Journal, 2025. https://doi.org/10.1080/10429247.2025.2541224. (SCI)
      [30] Zhu M., Zhou W., Zhou X., Duan C.*(通讯作者). Stakeholders’ collaborative strategies of intelligent manufacturing innovation consortium: A tripartite evolutionary game perspective. Technology Analysis & Strategic Management, 2025. https://doi.org/10.1080/09537325.2025.2525440. (SSCI)
      [29] Jia C., Duan C.(共同一作), Sun J., et al. Plasma‑based Raman spectroscopy for early detection of acute myocardial infarction in murine models. Scientific Reports, 2025, 16(1):705. (SCI)
      [28] Duan C., Zhou H., Wang J., et al. Multi-Instance Learning Model with 2D and 3D Features Representation and Transformer-Based Prediction for FDG PET Tumor Chemoradiation Response of La-NSCLC, Medical Physics, 2025, 52(10): e70059173. (SCI)
      [27] Duan C, Chen S, Wang J, et al. Two-Stage Clustering and Auto Machine Learning to Predict Chemoradiation Response in Tumor Subregions on FDG PET for LaNSCLC. Medical Physics, 2025, 52(10): e70059601. (SCI)
      [26] Duan C, Sun J, Wang J, et al. A Two-Layer, Two-Task Prediction Model Based on 3D Imaging and Residual Networks for Mid-Chemoradiation Tumor Response Prediction on FDG PET for LaNSCLC. Medical Physics, 2025, 52(10): e70059394-e70059395. (SCI)
      [25] 段春艳，张泽昊，尤筱玥. 考虑容量衰减的动力电池消费者全成本模型与应用. 同济大学学报 (自然科学版), 2025, 53(8): 1308‑1318. (EI)
      [24] 段春艳, 刘千拓, 王佳洁, 等. 基于 Stacking 集成学习的乳腺癌智能诊断预测模型. 同济大学学报 (自然科学版), 2025, 53(6): 976‑984. (EI)
      [23] Duan C., et al. GWO+RuleFit: rule-based explainable machine-learning combined with heuristics to predict mid-treatment FDG PET response to chemoradiation for locally advanced non-small cell lung cancer, Physics in Medicine & Biology, 2024, 69(15): 155018. (JCR Q1, SCI)
      [22] Duan C., et al. Patchgan-Unet Deep Generative Model for Intra-Tumoral Mid-Treatment Chemoradiation Response Prediction on FDG PET of La-NSCLC. Medical Physics, 2024 51(10): e7743. (JCR Q1, SCI)
      [21] Duan C., et al. Voxel Forecast Classifier Based on Kd-Net for Mid-Chemoradiation Intra-Tumoral Response Prediction on FDG PET for La-NSCLC. Medical Physics, 2024 51(10): e7708. (JCR Q1, SCI)
      [20] Duan C., Zhu M., Wang K.; Reliability analysis of intelligent manufacturing systems based on improved FMEA combined with machine learning, Journal of Intelligent Fuzzy Systems (SCI刊源期刊), 2024, 46(2024): 10375-10392.
      [19] Zhu M., Zhou W., Duan C.*(通讯作者). Integrating FMEA and fuzzy super-efficiency SBM for risk assessment of crowdfunding project investment, Soft Computing, 2024, 28: 2563-2575. (SCI)
      [18] Duan C., Zhang Z., Zhao L. Y. Y.*, Reliability and risk assessment of digital twin system based on improved failure mode and effects analysis, The International Journal of Advanced Manufacturing Technology, 2024, 133(2024): 3937-3955. (SCI)
      [17] 段春艳, 王佳洁, 王皓博,等. 智能制造系统可靠性与风险评估模型.同济大学学报(自然科学版), 2024, 52(2): 313-322. (EI)
      [16] Duan C., et al. Voxelwise two-stage-clustering and machine-learning model for robust lung cancer tumor high-risk subregion segmentation on FDG PET. Medical Physics, 2023 50(6): e172.
      [15] Duan C., et al. Deep Learning of Dose-Image Attentional Feature Fusion with Convolutional Variational Autoencoder Representation and Multilayer Perceptron Prediction of FDG PET Tumor Chemoradiation Response. Medical Physics, 2023 50(6): e576.
      [14] Duan C., et al. GWO+RuleFit: a rule-based machine learning model combined with a heuristic algorithm for mid-treatment FDG PET response prediction of LA-NSCLC. Medical Physics, 2023 50(6): e112-e113.
      [13] 董永新, 尤建新, 段春艳(通讯作者), 林辉. 基于距离区间数算子的故障模式与影响分析方法. 同济大学学报 (自然科学版), 2023, 51(4): 633‑642.
      [12] Duan C., et al. A New Model for Failure Mode and Effects Analysis based on k-means clustering within hesitant linguistic environment. IEEE Transactions on Engineering Management, 2022, 69(7): 1837-1847. (ESI高被引论文, FMS A等级, JCR Q1, SCI)
      [11] 周文泳，冯丽霞，段春艳(通讯作者). 基于不平衡数据的公司破产预测研究 [J]. 同济大学学报 (自然科学版), 2022, 50(2): 283‑290. (EI)
      [10] Liu H., Xu D., Duan C.*(通讯作者), et al. Pythagorean Fuzzy Petri Nets for Knowledge Representation and Reasoning in Large Group Context. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2021, 51(8): 5261-5271. (中科院1区, JCR Q1, SCI)
      [9] Duan C., et al. Sensitivity analysis of FDG PET tumor voxel cluster radiomics and dosimetry for predicting mid-chemoradiation regional response of locally advanced lung cancer. Physics in Medicine & Biology, 2020, 65(20): 205007. (JCR Q1, SCI)
      [8] Liu H., You J., Duan C.*(通讯作者). An integrated approach for failure mode and effect analysis under interval-valued intuitionistic fuzzy environment. International Journal of Production Economics, 2019, 207: 163-172. (ESI高被引论文, 连续27期归入其学术领域中最优秀的 1% 之列, 中科院1区 & JCR Q1, SCI)
      [7] Wu X., Yuan X., Duan C.*(通讯作者), et al. A novel collaborative filtering algorithm of machine learning by integrating restricted Boltzmann machine and trust information. Neural Computing and Applications, 2019, 31: 4685-4692. (JCR Q1, SCI)
      [6] Duan C., et al. An extended alternative queuing method with linguistic Z-numbers and its application for green supplier selection and order allocation [J]. International Journal of Fuzzy Systems, 2019, 21(8): 2510-2523. (SCI)
      [5] Liu H., Chen X., Duan C.*(通讯作者), et al. Failure mode and effect analysis using multi-criteria decision making methods: A systematic literature review. Computers & Industrial Engineering, 2019, 135: 881-897. (FMS B等级；JCR Q1；SCI；2021版影响因子：7.18)
      [4] Zhu, X., Duan C.*(通讯作者). On matrix exponentials and their approximations related to optimization on the Stiefel manifold. Optimization Letters, 2019, 13(5): 1069-1083. (SCI)
      [3] Mao R., You J., Duan C.*(通讯作者), et al. A Heterogeneous MCDM Framework for Sustainable Supplier Evaluation and Selection Based on the IVIF-TODIM Method. Sustainability, 2019, 11(18): 5057. (SCI)
      [2] Li X., Xiong Y., Duan C.*(通讯作者), et al. Failure mode and effect analysis using interval type-2 fuzzy sets and fuzzy Petri nets [J]. Journal of Intelligent and Fuzzy Systems, 2019, 37(1): 693-709. (SCI)
      [1] Duan C., et al. Machine Learning of Tumor Cluster Dosi-Radiomics to Predict Regional Changes on Early-Response FDG PET/CT Imaging of FLARE-RT Protocol Patients. Medical Physics, 2018, 45(6): E441-E442. (JCR Q1, SCI)