Title :
Two-Level Transplant Evolution for optimization of controllers
Author :
Osmera, P. ; Petrucha, J. ; Seda, Milos ; Matousek, R. ; Weisser, R.
Author_Institution :
Eur. Polytech. Inst. Kunovice, Kunovice, Czech Republic
Abstract :
This paper describes the application of Two-Level Transplant Evolution (TE) that can evolve control programs using a variable length linear genome to govern the mapping of a Backus Naur Form grammar definition. TE combines Grammatical Evolution (on the genotype level) with Genetic Programming (tree structures on the phenotype level). To increase the efficiency of Transplant Evolution (TE) the parallel Differential Evolution was added.
Keywords :
control engineering computing; genetic algorithms; genomics; medical computing; medical control systems; Backus Naur Form grammar definition; control programs; controllers; genetic programming; grammatical evolution; optimization; parallel differential evolution; transplant evolution; variable length linear genome; Biological cells; Biological systems; Equations; Evolution (biology); Grammar; Mathematical model; Optimization; general controllers; optimization; two-level transplant evolution;
Conference_Titel :
Fuzzy Systems and Knowledge Discovery (FSKD), 2011 Eighth International Conference on
Conference_Location :
Shanghai
Print_ISBN :
978-1-61284-180-9
DOI :
10.1109/FSKD.2011.6020001
