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Jin Qi

Robust Service Network Design under Travel Time Uncertainty: Formulations and Exact Solutions

  • Shengnan Shu
  • Zhou Xu
  • Jin Qi
    • Categories Applications - OR and Management Sciences, Network Optimization, Robust Optimization Tags , , , , , ,

    We study the continuous-time service network design problem (CTSNDP) under travel time uncertainty, aiming to design a transportation service network along a continuous-time planning horizon, with robust operational efficiency even in the presence of travel time deviations. Incorporating travel time uncertainty holds a great practical value. However, it poses a significant challenge in both problem … Read more

    Supermodularity in Two-Stage Distributionally Robust Optimization

  • Daniel Zhuoyu Long
  • Jin Qi
  • Aiqi Zhang
    • Categories Applications - OR and Management Sciences, Linear Programming, Robust Optimization

    In this paper, we solve a class of two-stage distributionally robust optimization problems which have the property of supermodularity. We exploit the explicit upper bounds on the expectation of supermodular functions and derive the worst-case distribution for the robust counterpart. This enables us to develop an efficient method to derive an exact optimal solution of … Read more