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Title: Applying genetic algorithms to multi-objective land use planning
Authors: Matthews, K.
Craw, Susan
Elder, S.
Sibbald, A.
MacKenzie, I.
Keywords: multi-objective genetic algorithms
land use planning
Issue Date: Jul-2000
Publisher: Morgan Kaufmann (now Elsevier)
Citation: MATTHEWS, K., CRAW, S., ELDER, S., SIBBALD, A. and MACKENZIE, I. 2000. Applying genetic algorithms to multi-objective land use planning. In: Proceedings of the Genetic and Evolutionary Computation Conference. 8-12 July 2000. Las Vegas, Nevada: Riviera Hotel and Casino. pp.613-620.
Abstract: This paper explores the application of multiobjective Genetic Algorithms (mGAs) to rural land use planning, a spatial allocation problem. Two mGAs are proposed. Both share an underlying structure of: fitness assignment using Pareto-dominance ranking, niche induction and an individual replacement strategy. They are differentiated by their representations: a fixedlength genotype composed of genes that map directly to a land parcel’s use and a variablelength, order-dependent representation making allocations indirectly via a greedy algorithm. The latter representation requires additional breeding operators to be defined and post-processing of the genotype structure to identify and remove duplicate genotypes. The two mGAs are compared on a real land use planning problem and the strengths and weaknesses of the underlying framework and each representation are identified.
ISBN: 9781558607088
Appears in Collections:Conference publications (Computing)

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