Title :
A real coded hybrid evolutionary strategy for protein folding with lattice model
Author :
Liu, Jinshuo ; Zhang, Li ; Wang, Weilin ; Zhu, Dingding ; Liu, Siwen ; Liu, Shubo
Author_Institution :
Comput. Sch., Wuhan Univ., Wuhan, China
Abstract :
This paper proposes a real coded hybrid local evolutionary strategy (μ + λ) (RCHLES) to predict 3D protein tertiary structure of HP model with Ab Initio method. This strategy codes each amino acid sequence by the proposed discrete real code instead of binary code. The strategy devises the genetic operators, selection strategy, the fitness function, control parameter and termination criteria. The method is implemented by C programming language on CPU 1G Htz, 512M memory. The tests´ results demonstrate that the algorithm has the advantage of diversity of structure and strong computational ability. The strategy can relatively avoid prematurely converge.
Keywords :
C language; biology computing; genetic algorithms; macromolecules; proteins; 3D protein tertiary structure; Ab Initio method; C programming language; HP model; amino acid sequence; biological macromolecule; control parameter; fitness function; genetic operators; lattice model; protein folding; real coded hybrid evolutionary strategy; selection strategy; termination criteria; Computational modeling;
Conference_Titel :
Bio-Inspired Computing: Theories and Applications (BIC-TA), 2010 IEEE Fifth International Conference on
Conference_Location :
Changsha
Print_ISBN :
978-1-4244-6437-1
DOI :
10.1109/BICTA.2010.5645078