Name
Title | ||
|---|---|---|
Optimisation and fitness modelling of bio-control in mushroom farming using a Markov network eda |
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. |
Year | DOI | Venue |
|---|---|---|
2008 | 10.1145/1389095.1389180 | GECCO |
Keywords | Field | DocType |
markov network eda,modified crossover operator,bang-bang control,probabilistic model,probabilistic modelling,small improvement,genetic algorithm,identifiable feature,mushroom farming,markov network,distribution algorithm,optimal control,estimation of distribution algorithm,eda,bang bang control,estimation of distribution algorithms | Mathematical optimization,Crossover,Optimal control,Estimation of distribution algorithm,Computer science,Markov chain,Probabilistic analysis of algorithms,Operator (computer programming),Artificial intelligence,Probabilistic logic,Genetic algorithm,Machine learning | Conference |
Citations | PageRank | References |
3 | 0.43 | 4 |
Authors | ||
6 | ||
Name | Order | Citations | PageRank |
|---|---|---|---|
| Alexander E.I. Brownlee | 1 | 144 | 18.46 |
| Yanghui Wu | 2 | 28 | 2.36 |
| John McCall | 3 | 148 | 17.36 |
| Paul M. Godley | 4 | 8 | 1.71 |
| David E. Cairns | 5 | 35 | 5.23 |
| Julie Cowie | 6 | 41 | 5.46 |