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Multi-objective optimization using grammatical evolution

Multi-objective optimization using grammatical evolution
Multi-objective optimization using grammatical evolution
Grammatical Evolution is a multidisciplinary tool for evolvoing grammar sentences. A Grammar formalism to generate optimization variables using Grammatical Evolution is presented. The use of this formalism in single and multi objective parametric opimization is demonstrated. Multi-objective grammatical evolution is achieved by replacing the Genetic Algorithm with the Non-dominated Genetic Algorithm II method. Optimization results with some non-trivial single and multi-objective test functions are presented.
Nasuf, A.
3ad728c9-5f42-4f94-a100-92b309ded720
Bhaskar, A.
d4122e7c-5bf3-415f-9846-5b0fed645f3e
Keane, A.J.
26d7fa33-5415-4910-89d8-fb3620413def
Nasuf, A.
3ad728c9-5f42-4f94-a100-92b309ded720
Bhaskar, A.
d4122e7c-5bf3-415f-9846-5b0fed645f3e
Keane, A.J.
26d7fa33-5415-4910-89d8-fb3620413def

Nasuf, A., Bhaskar, A. and Keane, A.J. (2011) Multi-objective optimization using grammatical evolution. Anniversary Scientific Conference 40 Years Department of Industrial Automation, Sofia, Bulgaria. 4 pp .

Record type: Conference or Workshop Item (Paper)

Abstract

Grammatical Evolution is a multidisciplinary tool for evolvoing grammar sentences. A Grammar formalism to generate optimization variables using Grammatical Evolution is presented. The use of this formalism in single and multi objective parametric opimization is demonstrated. Multi-objective grammatical evolution is achieved by replacing the Genetic Algorithm with the Non-dominated Genetic Algorithm II method. Optimization results with some non-trivial single and multi-objective test functions are presented.

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More information

Published date: 18 March 2011
Venue - Dates: Anniversary Scientific Conference 40 Years Department of Industrial Automation, Sofia, Bulgaria, 2011-03-18

Identifiers

Local EPrints ID: 194307
URI: http://eprints.soton.ac.uk/id/eprint/194307
PURE UUID: 26160c77-6493-4d64-987c-02e4206aba03
ORCID for A.J. Keane: ORCID iD orcid.org/0000-0001-7993-1569

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Date deposited: 27 Jul 2011 08:46
Last modified: 15 Mar 2024 02:52

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Contributors

Author: A. Nasuf
Author: A. Bhaskar
Author: A.J. Keane ORCID iD

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