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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, IThe 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 2010Pagination
104-109ISBN
978-1-4244-8988-6Department/School
School of Information and Communication TechnologyPublisher
IEEEPlace of publication
United States of AmericaEvent title
6th IEEE International Conference on E-Science Workshops 2010Event Venue
Brisbane, AustraliaDate of Event (Start Date)
2010-12-07Date of Event (End Date)
2010-12-10Rights statement
Copyright 2010 IEEERepository Status
- Restricted