JOURNAL ARTICLE

Traveling salesman problem optimization with parallel genetic algorithm

Abstract

The TSP is a NP-hard problem in optimization studied in both operations research and computer science. Metaheuristics are efficient alternative techniques for NP-hard and greater dimensional problems and they are impossible to solve by classic mathematical techniques. The paper describes the use of MATLAB's Parallel Computing Toolbox for parallel genetic algorithm based design of a TSP. Parallel genetic algorithms (PGA) represents a stochastic optimization approach which is computed in co-operating and interconnected computation nodes in a parallel mode. Each node of the PGA can be located on the same processor, or on more processors or on more computers respectively. We also carried on the computation of a TSP example which shows a higher speedup and a better per-formance.

Keywords:
Computer science Travelling salesman problem Metaheuristic Speedup Parallel computing Computation Genetic algorithm Parallel algorithm MATLAB Parallel metaheuristic Mathematical optimization Toolbox Algorithm Meta-optimization Mathematics

Metrics

1
Cited By
0.00
FWCI (Field Weighted Citation Impact)
8
Refs
0.10
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Metaheuristic Optimization Algorithms Research
Physical Sciences →  Computer Science →  Artificial Intelligence
Constraint Satisfaction and Optimization
Physical Sciences →  Computer Science →  Computer Networks and Communications
Scheduling and Optimization Algorithms
Physical Sciences →  Engineering →  Industrial and Manufacturing Engineering

Related Documents

BOOK-CHAPTER

Parallel Genetic Algorithm with OpenCL for Traveling Salesman Problem

Kai ZhangSiman YangLi LiMing Qiu

Communications in computer and information science Year: 2014 Pages: 585-590
JOURNAL ARTICLE

Hybrid Parallel Genetic Algorithm for Traveling Salesman Problem

Ki-Tae KimGeon-Wook Jeo

Journal:   Journal of the Korea Safety Management and Science Year: 2011 Vol: 13 (3)Pages: 107-114
BOOK-CHAPTER

Real Genetic Algorithm for Traveling Salesman Problem Optimization

Ahmed AwadI. Von PoserM. T. Aboul-Ela

Lecture notes in electrical engineering Year: 2009 Pages: 79-88
JOURNAL ARTICLE

A parallel ensemble genetic algorithm for the traveling salesman problem

Swetha VaradarajanDarrell Whitley

Journal:   Proceedings of the Genetic and Evolutionary Computation Conference Year: 2021 Pages: 636-643
© 2026 ScienceGate Book Chapters — All rights reserved.