Title :
Forma Analysis of Permutation Random Keys
Author_Institution :
Dept. of Comput., City Univ., London
Abstract :
Random keys are a common approach to the representation of permutations in evolutionary algorithms. This paper makes use of forma analysis, a powerful tool for the study of representations and operators used in evolutionary algorithms. Using forma analysis, it shall be argued that this approach, by abstracting away problem structure, can be improved by approaches where the structures they manipulate map more directly onto the problem domain. The arguments presented here are supported by an empirical study of the flowshop sequencing problem
Keywords :
combinatorial mathematics; evolutionary computation; flow shop scheduling; combinatorial optimisation; evolutionary algorithm; flowshop sequencing; forma analysis; permutation random key; Algorithm design and analysis; Artificial intelligence; Encoding; Evolutionary computation; Intelligent systems; Law; Legal factors; Routing; Space exploration; Traveling salesman problems; Combinatorial Optimisation; Evolutionary Algorithms; Forma Analysis;
Conference_Titel :
Intelligent Systems, 2006 3rd International IEEE Conference on
Conference_Location :
London
Print_ISBN :
1-4244-01996-8
Electronic_ISBN :
1-4244-01996-8
DOI :
10.1109/IS.2006.348412