top of page
Journal Publications
  1. Cheng, M. and Gao, H.O. (2023). Performance-oriented system digital twin of infrastructure systems using Bayesian network. Journal of Industrial Information Integration (Submitted).

  2. Cheng, J., Cheng, M., Liu, Y., Wu, J., Li, W., and Frangopol, D.M. (2023). Knowledge transfer for adaptive maintenance policy optimization in engineering fleets based on meta-reinforcement learning. Reliability Engineering & System Safety (Under review).

  3. Cheng, M. and Frangopol, D.M. (2023). Efficient scenarios analysis for optimal adaptation of bridge networks under deep uncertainties through knowledge transfer. Structural Safety, 100, 102278.

  4. Cheng, J., Liu, Y., Cheng, M., Li, W. and Li, T. (2022). Optimum condition-based maintenance policy with dynamic inspections based on reinforcement learning. Ocean Engineering, 261, 112058.

  5. Cheng, M., Dang, C., Frangopol, D.M., Beer, M., and Yuan, X.-X. (2022). Transfer prior knowledge from surrogate modelling: A meta-learning approach. Computers & Structures, 260, 106719.

  6. Cheng, M. and Frangopol, D.M. (2022). Life-cycle optimization of structural systems based on cumulative prospect theory: Effects of the reference point and risk attitudes. Reliability Engineering & System Safety, 218, 108100.

  7. Cheng, M. and Frangopol, D.M. (2021). A decision-making framework for load rating planning of aging bridges using deep reinforcement learning. Journal of Computing in Civil Engineering, 35(6), 04021024. 

  8. Cheng, M. and Frangopol, D.M. (2021). Optimal load rating-based inspection planning of corroded steel girders using Markov decision process. Probabilistic Engineering Mechanics, 66, 103160.

  9. Cheng, M., Frangopol, D.M. and Gong, C. (2020). Acceptance of corrosion-resistant steel in design of steel girder bridges based on expected utility theory. Journal of Bridge Engineering, 25(11), 04020098.

  10. Cheng, M., Yang, D.Y., and Frangopol, D.M. (2020). Investigation of effects of time preference and risk perception on life-cycle management of civil infrastructure. ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems, Part A: Civil Engineering, 6(1), 04020001.

  11. Gong, C., Frangopol, D.M., and Cheng, M. (2020). Risk-based decision-making on corrosion delay for ship hull tankers. Engineering Structures, 212, 110455.

  12. Gong, C., Frangopol, D.M., and Cheng, M. (2019). Risk-based life-cycle optimal dry-docking inspection of corroding ship hull tankers. Engineering Structures, 195, 559-567.

  13. Liu, Y., Frangopol, D.M., and Cheng, M. (2019). Risk-informed structural repair decision making for service life extension of aging naval ships. Marine Structures, 64, 305-321.

bottom of page