Agents towards vehicle routing problems

A multi-agent VRP solver is presented in this paper. It utilizes the contract-net protocol based allocation and several improvement strategies. It provides the solution with the quality of 81% compared to the optimal solution on 115 benchmark instances in polynomial time. The self-organizing capability of the system successfully minimizes the number of vehicles used. The presented solver architecture supports great runtime parallelization with incremental increase of solution quality. The presented solver demonstrates applicability to the VRP problem and easy adaptation to problem variants.

[1]  Leen Stougie,et al.  ANALYSIS OF HEURISTICS FOR VEHICLE ROUTING PROBLEMS. VEHICLE ROUTING: METHODS AND STUDIES. STUDIES IN MANAGEMENT SCIENCE AND SYSTEMS - VOLUME 16 , 1988 .

[2]  Gilbert Laporte,et al.  Classical and modern heuristics for the vehicle routing problem , 2000 .

[3]  Paolo Toth,et al.  The Vehicle Routing Problem , 2002, SIAM monographs on discrete mathematics and applications.

[4]  J. F. Pierce,et al.  ON THE TRUCK DISPATCHING PROBLEM , 1971 .

[5]  Paolo Toth,et al.  Models, relaxations and exact approaches for the capacitated vehicle routing problem , 2002, Discret. Appl. Math..

[6]  K. Ghedira,et al.  An Agent-Oriented Approach for the Dynamic Vehicle Routing Problem , 2008, 2008 International Workshop on Advanced Information Systems for Enterprises.

[7]  Piotr Jedrzejowicz,et al.  Agent-Based Approach to the Dynamic Vehicle Routing Problem , 2009, PAAMS.

[8]  Bruce L. Golden,et al.  VEHICLE ROUTING: METHODS AND STUDIES , 1988 .

[9]  Daniel J. Rosenkrantz,et al.  An Analysis of Several Heuristics for the Traveling Salesman Problem , 1977, SIAM J. Comput..

[10]  Hylton Boothroyd Operational Research '90 , 1992 .

[11]  György Dósa,et al.  The Tight Bound of First Fit Decreasing Bin-Packing Algorithm Is FFD(I) <= 11/9OPT(I) + 6/9 , 2007, ESCAPE.

[12]  Ronen I. Brafman,et al.  From One to Many: Planning for Loosely Coupled Multi-Agent Systems , 2008, ICAPS.

[13]  Athanasios Migdalas,et al.  Annotated bibliography in vehicle routing , 2007, Oper. Res..