http://hdl.handle.net/1893/1551
Appears in Collections: | Computing Science and Mathematics Conference Papers and Proceedings |
Peer Review Status: | Refereed |
Author(s): | Brownlee, Alexander Wu, Yanghui McCall, John Godley, Paul Michael Cairns, David Cowie, Julie |
Contact Email: | dec@cs.stir.ac.uk |
Title: | Optimisation and Fitness Modelling of Bio-control in Mushroom Farming Using a Markov Network EDA |
Editor(s): | Keijzer, Maarten |
Citation: | Brownlee A, Wu Y, McCall J, Godley PM, Cairns D & Cowie J (2008) Optimisation and Fitness Modelling of Bio-control in Mushroom Farming Using a Markov Network EDA. In: Keijzer M (ed.) Proceedings of the 10th annual conference on Genetic and evolutionary computation, (GECCO-2008) Genetic and Evolutionary Computation Conference, GECCO-2008, Atlanta, Georgia, 12.07.2008-16.07.2008. New York: Association for Computing Machinery (ACM), pp. 465-466. https://doi.org/10.1145/1389095.1389180 |
Issue Date: | 2008 |
Date Deposited: | 13-Aug-2009 |
Conference Name: | Genetic and Evolutionary Computation Conference, GECCO-2008 |
Conference Dates: | 2008-07-12 - 2008-07-16 |
Conference Location: | Atlanta, Georgia |
Abstract: | We explore the application of an Estimation of Distribution Algorithm which uses a Markov Network to the problem of bio-control in mushroom farming. This falls into the category of “bang-bang control” problems and was previously used as an application for genetic algorithms with modified crossover operators. The EDA yields a small improvement in the solutions that are evolved. Moreover, the probabilistic models constructed closely match identifiable features in the underlying dynamics of the problem. We conclude that this is a useful by-product of the probabilistic modelling which can be further exploited. probabilistic model learned by DEUM. We will describe how a clear relationship can be drawn between probabilistic model and the underlying shape of the problem. |
Status: | VoR - Version of Record |
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Licence URL(s): | http://www.rioxx.net/licenses/under-embargo-all-rights-reserved |
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