Minghui Cheng
Journal Publications
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Cheng, M. and Gao, H.O. (2023). Performance-oriented system digital twin of infrastructure systems using Bayesian network. Journal of Industrial Information Integration (Submitted).
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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).
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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.
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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.
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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.
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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.
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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.
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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.
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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.
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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.
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Gong, C., Frangopol, D.M., and Cheng, M. (2020). Risk-based decision-making on corrosion delay for ship hull tankers. Engineering Structures, 212, 110455.
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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.
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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.