• DocumentCode
    27653
  • Title

    On Dynamic Vehicle Routing With Time Constraints

  • Author

    Bopardikar, S.D. ; Smith, S.L. ; Bullo, F.

  • Author_Institution
    United Technol. Res. Center Inc., Berkeley, CA, USA
  • Volume
    30
  • Issue
    6
  • fYear
    2014
  • fDate
    Dec. 2014
  • Firstpage
    1524
  • Lastpage
    1532
  • Abstract
    We consider the problem of dynamic vehicle routing under exact-time constraints on servicing demands. Demands are sequentially generated in an environment, and every demand needs to be serviced exactly after a fixed finite interval of time after it is generated. We design routing policies for a service vehicle to maximize the fraction of demands serviced at steady state. The main contributions are as follows. First, we demonstrate that this problem is described by an appropriate directed acyclic graph structure which leads to a computationally efficient routing algorithm based on a longest-path computation. Second, under the assumption of the demands being generated uniformly randomly in the environment and via a Poisson process in time, we provide two analytic lower bounds on the service fraction of the longest path policy. The first bound is relative to an optimal noncausal version of the policy, i.e., a policy based on knowledge of all future demand requests. The second bound is an explicit function of the vehicle dynamics and demand generation rate and, therefore, useful as a design tool. Finally, we present numerical results to support the analytic bounds.
  • Keywords
    directed graphs; optimisation; stochastic processes; vehicle dynamics; vehicle routing; Poisson process; analytic lower bounds; demand generation rate; directed acyclic graph structure; dynamic vehicle routing; exact-time constraints; longest-path computation; routing policies; service vehicle; servicing demands; vehicle dynamics; vehicle routing algorithm; Autonomous agents; Motion planning; Service robots; Vehicle dynamics; Vehicle routing; Autonomous agents; motion planning; service robots; vehicle routing;
  • fLanguage
    English
  • Journal_Title
    Robotics, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1552-3098
  • Type

    jour

  • DOI
    10.1109/TRO.2014.2344451
  • Filename
    6878428