|Appears in Collections:||Computing Science and Mathematics Conference Papers and Proceedings|
|Peer Review Status:||Refereed|
Godley, Paul Michael
|Title:||Optimisation and Fitness Modelling of Bio-control in Mushroom Farming Using a Markov Network EDA|
|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 Maarten (ed.) Proceedings of the 10th annual conference on Genetic and evolutionary computation, (GECCO-2008), New York: Association for Computing Machinery (ACM). Genetic and Evolutionary Computation Conference, GECCO-2008, Atlanta, Georgia, pp. 465-466.|
|Conference Name:||Genetic and Evolutionary Computation Conference, GECCO-2008|
|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.|
|Rights:||The publisher does not allow this work to be made publicly available in this Repository. Please use the Request a Copy feature at the foot of the Repository record to request a copy directly from the author; you can only request a copy if you wish to use this work for your own research or private study.|
|Affiliation:||Computing Science and Mathematics|
Northwest A&F University, China
Robert Gordon University
University of Stirling
Computing Science - CSM Dept
Computing Science and Mathematics
|t05pap365-brownlee.pdf||28.82 kB||Adobe PDF||Under Embargo until 31/12/2078 Request a copy|
Note: If any of the files in this item are currently embargoed, you can request a copy directly from the author by clicking the padlock icon above. However, this facility is dependant on the depositor still being contactable at their original email address.
This item is protected by original copyright
Items in the Repository are protected by copyright, with all rights reserved, unless otherwise indicated.
If you believe that any material held in STORRE infringes copyright, please contact email@example.com providing details and we will remove the Work from public display in STORRE and investigate your claim.