JOURNAL ARTICLE

A Hybrid Cultural Algorithm with Local Search for Traveling Salesman Problem

Abstract

New hybrid cultural algorithm with local search (HCALS) is introduced to solve traveling salesman problem (TSP). The algorithm integrates the local search method into the cultural algorithm which uses social intelligence to guide and lead individuals in the population. Better solutions can be attained by controlling individuals which are locally optimized by the local search methods. The combination of these two methods can be a promising method for solving the combinatorial problems like TSP. The experimental results show that the proposed algorithm can find better solutions than other methods for TSP in most cases.

Keywords:
Travelling salesman problem Local search (optimization) Computer science 2-opt Mathematical optimization Cultural algorithm Population Best-first search Algorithm Local optimum Guided Local Search Search algorithm Mathematics Optimization problem Beam search Meta-optimization

Metrics

14
Cited By
0.79
FWCI (Field Weighted Citation Impact)
22
Refs
0.79
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Vehicle Routing Optimization Methods
Physical Sciences →  Engineering →  Industrial and Manufacturing Engineering
Metaheuristic Optimization Algorithms Research
Physical Sciences →  Computer Science →  Artificial Intelligence
Robotic Path Planning Algorithms
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

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