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Parallel constraint handling in a multiobjective evolutionary algorithm for the automotive deployment problem

conference contribution
posted on 2023-05-23, 08:55 authored by Erin MontgomeryErin Montgomery, Moser, I
The component deployment problem is a complex multiobjective optimisation task faced by engineers in the automotive industry. Thus far, the best-known solutions to this problem have been achieved using the NSGA-II algorithm combined with a constraint handling method based on repairing solutions that have been rendered infeasible by the genetic operators. It can reasonably be assumed that an approach that repairs solutions immediately after a change has limited coverage of the infeasible space. Exchanging solutions with other algorithms may help enhance the search space coverage. However, we observe an improvement in performance through parallelisation only after increasing the complexity of the problem.

History

Publication title

Proceedings of the 6th IEEE International Conference on E-Science Workshops 2010

Pagination

104-109

ISBN

978-1-4244-8988-6

Department/School

School of Information and Communication Technology

Publisher

IEEE

Place of publication

United States of America

Event title

6th IEEE International Conference on E-Science Workshops 2010

Event Venue

Brisbane, Australia

Date of Event (Start Date)

2010-12-07

Date of Event (End Date)

2010-12-10

Rights statement

Copyright 2010 IEEE

Repository Status

  • Restricted

Socio-economic Objectives

Expanding knowledge in the information and computing sciences

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