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The accumulated experience ant colony for the travelling salesman problem

conference contribution
posted on 2023-05-23, 09:35 authored by Randall, M, Erin MontgomeryErin Montgomery
Ant colony optimisation techniques are usually guided by pheromone and heuristic cost information when choosing the next element to add to a solution. However, while an individual element may be attractive, usually its long term consequences are neither known nor considered. For instance, a short link in a TSP may be incorporated into an ant's solution, yet, as a consequence of this link, the rest of the path may be longer than if another link was chosen. The Accumulated Experience Ant Colony uses the previous experiences of the colony to guide in the choice of elements. This is in addition to the normal pheromone and heuristic costs. The results indicate that on some problems this helps to find improved solutions to the travelling salesman problem.

History

Publication title

Proceedings of the Inaugural Workshop on Artificial Life (AL 01)

Pagination

79-87

ISBN

0731705084

Department/School

School of Information and Communication Technology

Publisher

University of New South Wales

Place of publication

NSW, Australia

Event title

Inaugural Workshop on Artificial Life (AL 01)

Event Venue

Adelaide, South Australia

Date of Event (Start Date)

2001-12-11

Date of Event (End Date)

2001-12-11

Rights statement

Copyright unknown

Repository Status

  • Restricted

Socio-economic Objectives

Expanding knowledge in the information and computing sciences

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