2005Unpublished venueRequires access

The travelling salesman and the quadratic assignment problems: integration, modelling and genetic algorithm

William Ho, Ping Ji

Open publisher page 3 citations

Abstract

The traveling salesman problem and the quadratic assignment problem are the two of the most commonly studied optimization problems in Operations Research because of their wide applicability. Due to their NP-hard nature, the individual problems are already complex and difficult to solve. In this paper, the two hard problems are integrated together first, that is called the integrated problem of which the complexity is absolutely much higher than that of the individual ones. Not only a complete mathematical model which integrates both the traveling salesman and the quadratic assignment problems together is built, but also a genetic algorithm hybridized with several improved heuristics is developed to tackle the problem.

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What this paper is about

The traveling salesman problem and the quadratic assignment problem are the two of the most commonly studied optimization problems in Operations Research because of their wide applicability. Due to their NP-hard nature, the individual problems are already complex and difficult to solve. In this paper, the two hard problems are integrated together first, that is called the integrated problem of which the complexity is absolutely much higher than that of the individual ones. Not only a complete mathematical model which integrates both the traveling salesman and the quadratic assignment problems together is built, but also a genetic algorithm hybridized with several improved heuristics is developed to tackle the problem.

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OpenAlex reports 3 citations for this work. Citation counts describe recorded attention and do not establish research quality.

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Available abstract

The traveling salesman problem and the quadratic assignment problem are the two of the most commonly studied optimization problems in Operations Research because of their wide applicability. Due to their NP-hard nature, the individual problems are already complex and difficult to solve. In this paper, the two hard problems are integrated together first, that is called the integrated problem of which the complexity is absolutely much higher than that of the individual ones. Not only a complete mathematical model which integrates both the traveling salesman and the quadratic assignment problems together is built, but also a genetic algorithm hybridized with several improved heuristics is developed to tackle the problem.

Key concepts: Travelling salesman problem, Quadratic assignment problem, Heuristics, 2-opt, Mathematical optimization, Lin–Kernighan heuristic, Bottleneck traveling salesman problem, Genetic algorithm

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