JOURNAL ARTICLE

A Multi-agent Approach To Solving Dynamic Traveling Salesman Problem

Abstract

A multi‐agent approach to solving dynamic Traveling Salesman Problem (TSP) is presented. In the dynamic version of TSP cities can be dynamically added or removed. Proposed multi‐agent approach is based on the Sensitive Stigmergic Agent System model refined with new type of messages between agents. The agents send messages every time a change occurs, for instance, when an agent observes that a city has disappeared or appeared. The system is tested for various pheromone sensitivity level values and learning ability for agents. Numerical results and comparisons with the Ant Colony System and Ant System models indicate a good performance of the proposed model.

Keywords:
Travelling salesman problem Ant colony optimization algorithms Computer science Multi-agent system Ant colony Sensitivity (control systems) Mathematical optimization Artificial intelligence Distributed computing Mathematics Algorithm Engineering

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2
Cited By
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FWCI (Field Weighted Citation Impact)
5
Refs
0.04
Citation Normalized Percentile
Is in top 1%
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Citation History

Topics

Metaheuristic Optimization Algorithms Research
Physical Sciences →  Computer Science →  Artificial Intelligence
Vehicle Routing Optimization Methods
Physical Sciences →  Engineering →  Industrial and Manufacturing Engineering
Multi-Agent Systems and Negotiation
Physical Sciences →  Computer Science →  Artificial Intelligence

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