A Differential Evolution Approach for Protein Folding Using a Lattice Model

来源 :Journal of Computer Science & Technology | 被引量 : 0次 | 上传用户:lianhehe
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Protein folding is a relevant colnputational problem in Bioinformatics,for which many heuristic algorithms have been proposed.This work presents a methodology for the application of differential evolution (DE) to the problem of protein folding,using the bi-dimensional hydrophobic-polar model.DE is a relatively recent evolutionary algorithm, and has been used successfully in several engineering optimization problems,usually with continuous variables.We introduce the concept of genotype-phenotype mapping in DE in order to provide a mapping between the real-valued vector and an actual folding.The methodology is detailed and several experiments with benchmarks are done.We compared the results with other similar implementations.The proposed DE has shown to be competitive,statistically consistent and very promising. Protein folding is a relevant colnputational problem in Bioinformatics, for which many heuristic algorithms have been proposed. This work presents a methodology for the application of differential evolution (DE) to the problem of protein folding, using the bi-dimensional hydrophobic-polar model. DE is a relatively recent evolutionary algorithm, and has been used successfully in several engineering optimization problems, usually with continuous variables. We introduce the concept of genotype-phenotype mapping in DE in order to provide a mapping between the real-valued vector and an actual folding. The present is detailed and several experiments with benchmarks are done. We compared the results with other similar implementations.
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