Title : 
Exogenous parameter selection in a real-valued genetic algorithm
         
        
            Author : 
Kaiser, Charles E., Jr. ; Lamont, Gary B. ; Merkle, Laurence D. ; Gates, George H., Jr. ; Pachter, Ruth
         
        
            Author_Institution : 
Air Force Global Weather Center, USA
         
        
        
        
        
        
            Abstract : 
To evaluate the performance of a real valued genetic algorithm (GA) exploiting domain knowledge, we systematically evaluate the effect of exogenous parameters using analysis of variance. The GA platform used for this study is Genocop-III, a real valued, co evolutionary algorithm implementation for numerical optimization. We use the protein structure prediction (PSP) problem as our test domain. Nearly all PSP research assumes the native conformation of a protein corresponds to its global minimum free energy state. Thus, our application integrates Genocop-III with our implementation of the CHARMM energy model as the objective function. Results and conclusions drawn from an extensive experiment set using the polypeptide [Met]-Enkephalin are presented from an exogenous parameter selection perspective
         
        
            Keywords : 
biology computing; genetic algorithms; knowledge based systems; molecular configurations; proteins; CHARMM energy model; Genocop-III; PSP research; analysis of variance; co evolutionary algorithm implementation; domain knowledge; exogenous parameter selection; global minimum free energy state; native conformation; numerical optimization; polypeptide; protein structure prediction; real valued genetic algorithm; Amino acids; Analysis of variance; Energy states; Evolutionary computation; Genetic algorithms; Packaging; Protein engineering; Stochastic processes; Testing; Weather forecasting;
         
        
        
        
            Conference_Titel : 
Evolutionary Computation, 1997., IEEE International Conference on
         
        
            Conference_Location : 
Indianapolis, IN
         
        
            Print_ISBN : 
0-7803-3949-5
         
        
        
            DOI : 
10.1109/ICEC.1997.592375