Department of Industrial Systems Engineering and Management
Education
Ph.D. in Industrial and Operations Engineering, University of Michigan
M.S. in Industrial and Operations Engineering, University of Michigan
B.S. in Industrial and Operations Engineering, University of Michigan
Research Interests
Applied Statistical Modeling and Analysis
Simulation Analysis and Optimization
Maritime Transport and Efficiency
Selected Publications
Meng Q., Wang S., Ng S.H. (2022), Combined Global and Local Optimization with Gaussian Process Models. INFORMS Journal on Computing, 34(1) 622-637
Wang S., Ng S.H., Haskell W.B. (2022), A Multi-Level Simulation Optimization Approach for Quantile Functions. INFORMS Journal on Computing, 34(1) 569-585
Mathesen L., Pedrielli G., Ng S.H., Zabinsky Z. (2021), Stochastic Optimization with Adaptive Restart: A Framework for Integrated Local and Global Learning. Journal of Global Optimization, 79, 87-110
Pedrielli G., Wang S. Ng S.H. (2020), An Extended Two-Stage Sequential Optimization Approach: Properties and Performance. European Journal of Operational Research, 287(3), 929-945
Wang S., Ng S.H. (2020), Enhancing Response Predictions with a Joint Gaussian Process Model for Stochastic Simulation Models. ACM Transactions on Modeling and Computer Simulation, 30, no.1, Article 4
Yuan J., Ng S.H. (2020), An Integrated Method for Simultaneous Calibration and Parameter Selection in Computer Models. ACM Transactions on Modeling and Computer Simulation, 30, no.1, Article 7
Wang H., Yuan J., Ng S.H. (2020), Gaussian Process Based Optimization Algorithms with Input Uncertainty. IISE Transactions, 52(4), 377-393
Sou W.S., Goh T., Lee X.N., Ng S.H., Chai K.H. (2022), Reducing the carbon intensity of international shipping – The impact of energy efficiency measures. Energy Policy, 170, 113239
Zhong S., Goh T., Ang B.W., Su B., Ng S.H., Chai K.H. (2021), Driving factors of changes in international maritime energy consumption. Energy Policy, 154 112288
Yuan J., Wang H., Ng S.H., Nian V. (2020), Ship emission mitigation strategies choice under uncertainty. Energies 13(9), 2213-2223
Pedrielli G., Xing Y., Peh J., Koh K.W., Ng S.H. (2019), A Real Time Simulation Optimization Framework for Vessel Collision Avoidance. IEEE Transactions on Intelligent Transportation Systems, 21(3), 1204-1215
Chi H., Pedrielli G., Ng S.H., Kister T., Bressan S., (2018), A framework for real-time monitoring of energy efficiency of marine vessels. Energy, 145, 246-260
