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Related Experiment Videos

A global repair operator for capacitated arc routing problem.

Yi Mei1, Ke Tang, Xin Yao

  • 1Nature Inspired Computation and Applications Laboratory, Department of Computer Science and Technology, University of Science and Technology of China, Hefei 230027, China. meiyi@mail.ustc.edu.cn

IEEE Transactions on Systems, Man, and Cybernetics. Part B, Cybernetics : a Publication of the IEEE Systems, Man, and Cybernetics Society
|February 13, 2009
PubMed
Summary
This summary is machine-generated.

This study introduces a global repair operator (GRO) to improve the Capacitated Arc Routing Problem (CARP). The new repair-based tabu search (RTS) algorithm enhances solution quality and convergence speed for CARP instances.

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Area of Science:

  • Operations Research
  • Combinatorial Optimization

Background:

  • The Capacitated Arc Routing Problem (CARP) is a significant challenge in logistics and operations research due to its real-world applicability.
  • Exact methods for CARP are computationally infeasible for large instances, necessitating the use of heuristic and metaheuristic approaches.

Purpose of the Study:

  • To address a key limitation in traditional search algorithms for CARP.
  • To introduce a novel Global Repair Operator (GRO) designed to enhance CARP solution methodologies.
  • To evaluate the effectiveness of integrating GRO into a Tabu Search Algorithm (TSA).

Main Methods:

  • Development and implementation of a novel Global Repair Operator (GRO).
  • Integration of GRO into a Tabu Search Algorithm (TSA) to create a Repair-based Tabu Search (RTS) algorithm.
  • Empirical evaluation of the RTS algorithm on five benchmark CARP test sets.

Main Results:

  • The RTS algorithm demonstrated superior solution quality compared to the original TSA.
  • RTS exhibited faster convergence rates in solving CARP instances.
  • The performance of RTS was found to be competitive with existing state-of-the-art CARP algorithms.
  • The efficacy of the GRO was empirically validated.

Conclusions:

  • The proposed Global Repair Operator (GRO) significantly enhances the performance of metaheuristic algorithms for the Capacitated Arc Routing Problem (CARP).
  • The Repair-based Tabu Search (RTS) algorithm offers improved solution quality and faster convergence.
  • GRO is a versatile tool with the potential to benefit various existing CARP solution methods that utilize similar solution representations.