orienteering problem

Operationalizing Experimental Design: Data Collection for Remote Ocean Monitoring

  • Jean Pauphilet
  • Baizhi Song
    • Categories (Mixed) Integer Nonlinear Programming, Statistics, Transportation Tags , , , ,

    Problem definition: To collect data on ocean plastic pollution and build more accurate predictive models, we need to manually take high-resolution pictures of the sea surface via floating or flying drones. Operating these vehicles, like many data collection problems in agriculture or environmental science, challenges the traditional optimal experimental design (OED) formulation from statistics by … Read more

    Exact and Approximate Schemes for Robust Optimization Problems with Decision Dependent Information Discovery

  • Said Dabia
  • Angelos Georghiou
  • Rosario Paradiso
  • Denise Tönissen
    • Categories Applications - OR and Management Sciences, Robust Optimization Tags , , , , , ,

    Uncertain optimization problems with decision dependent information discovery allow the decision maker to control the timing of information discovery, in contrast to the classic multistage setting where uncertain parameters are revealed sequentially based on a prescribed filtration. This problem class is useful in a wide range of applications, however, its assimilation is partly limited by … Read more