JOURNAL ARTICLE

Solving Traveling Salesman Problem by Ant Colony Optimization Algorithm with Association Rule

Abstract

The traveling salesman problem (TSP) is among the most important combinatorial problems. Ant colony optimization (ACO) algorithm is a recently developed algorithm which has been successfully applied to several NP-hard problems, such as traveling salesman problem, quadratic assignment problem and job-shop problem. Association rule (AR) is the key in knowledge in data mining for finding the best data sequence. A new algorithm which integrates ACO and AR is proposed to solve TSP problems. Compare with the simulated annealing algorithm, the standard genetic algorithm and the standard ant colony algorithm, the new algorithm is better than ACO.

Keywords:
Travelling salesman problem Ant colony optimization algorithms Quadratic assignment problem Simulated annealing Computer science Algorithm Mathematical optimization Genetic algorithm Association rule learning Meta-optimization 2-opt Combinatorial optimization Extremal optimization Optimization problem Mathematics Artificial intelligence

Metrics

23
Cited By
3.16
FWCI (Field Weighted Citation Impact)
15
Refs
0.93
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Data Mining Algorithms and Applications
Physical Sciences →  Computer Science →  Information Systems
Metaheuristic Optimization Algorithms Research
Physical Sciences →  Computer Science →  Artificial Intelligence
Data Management and Algorithms
Physical Sciences →  Computer Science →  Signal Processing

Related Documents

JOURNAL ARTICLE

Hybrid ant colony optimization algorithm for solving the traveling salesman problem

Yimin XiaoMingming Zhao

Journal:   Journal of Physics Conference Series Year: 2025 Vol: 3119 (1)Pages: 012046-012046
JOURNAL ARTICLE

Solving Traveling Salesman Problem by Using Improved Ant Colony Optimization Algorithm

Zar Chi Su Su HlaingMay Aye Khine

Journal:   International Journal of Information and Education Technology Year: 2011 Pages: 404-409
JOURNAL ARTICLE

Solving Traveling Salesman Problem Using Artificial Bee Colony Algorithm

Hongwei Jiang

Journal:   Computer Science and Technology Year: 2016 Pages: 989-995
© 2026 ScienceGate Book Chapters — All rights reserved.