• DocumentCode
    3429705
  • Title

    Integer tree-based search and mixed-integer optimal control of distribution chains

  • Author

    Alessandri, A. ; Gaggero, M. ; Tonelli, F.

  • Author_Institution
    Dept. of Production Eng., Thermoenergetics, & Math. Models, Univ. of Genoa, Genoa, Italy
  • fYear
    2011
  • fDate
    12-15 Dec. 2011
  • Firstpage
    489
  • Lastpage
    494
  • Abstract
    The use of integer tree-based search and mixed-integer programming is investigated for the purpose of control of multi-item multi-echelon distribution chains. A discrete-time model is considered to describe the dynamics of a generic distribution chain. The decisions on the amounts of goods to transfer are made by referring to a performance index that accounts for transportation, storage, and backlog costs at two levels, i.e., strategic and tactical. As to the strategic level, a worst-case stock replenishment policy is adopted to exploit the uncertain information available on long-term predictions of the customers´ demand. The solution of such a problem is obtained by using a top-down tree-based algorithm to select policy parameters such as the delivery cycle times of goods. At the tactical level, the on-line decisions on the transportation of goods are taken basing on model predictive control, which allows one to take into account recent, reliable, short-term predictions of the demand. The tactical optimal decisions are obtained by solving mixed-integer programming problems with fewer variables as compared with the strategic setting. Simulation results are presented to show the effectiveness of the proposed approach.
  • Keywords
    decision theory; discrete time systems; goods distribution; integer programming; optimal control; performance index; predictive control; transportation; tree searching; customers demand; discrete-time model; generic distribution chain dynamics; goods transportation; integer tree-based search; long-term predictions; mixed-integer optimal control; mixed-integer programming problem; model predictive control; multiitem multiechelon distribution chain control; online decisions; performance index; short-term prediction; strategic level; tactical optimal decision; top-down tree-based algorithm; worst-case stock replenishment policy; Cost function; Mathematical model; Optimal control; Safety; Transportation; Uncertainty; Vectors;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Decision and Control and European Control Conference (CDC-ECC), 2011 50th IEEE Conference on
  • Conference_Location
    Orlando, FL
  • ISSN
    0743-1546
  • Print_ISBN
    978-1-61284-800-6
  • Electronic_ISBN
    0743-1546
  • Type

    conf

  • DOI
    10.1109/CDC.2011.6160626
  • Filename
    6160626