Title :
Development of a distributed evolutionary computing package
Author :
Tan, K.C. ; Peng, W. ; Lee, T.H. ; Cai, J.
Author_Institution :
Dept. of Electr. & Comput. Eng., National Univ. of Singapore, Singapore
Abstract :
Although evolutionary algorithm is a powerful optimization tool, its computation cost involved in terms of time and hardware increases as the size and complexity of the problem increases. In this paper, a Java-based distributed evolutionary computing package (Paladin-DEC) is presented by exploiting the inherent parallel nature of evolutionary algorithms. The package enhances the concurrent processing and performance of evolutionary algorithms by allowing inter-communications of subpopulations among various computers over the Internet. The Paladin-DEC is incorporated with the features of security, scalability and fault tolerance, and is capable of keeping data integrity throughout the computation. The effectiveness and advantages of the Paladin-DEC are illustrated through a case study of drug scheduling in cancer chemotherapy.
Keywords :
Internet; Java; data integrity; evolutionary computation; parallel algorithms; resource allocation; security of data; software fault tolerance; Internet; Java; Paladin-DEC; cancer chemotherapy; concurrent processing; data integrity; distributed evolutionary computing package; distributed systems; drug scheduling; evolutionary algorithm; genetic algorithms; genetic programming; optimization tool; parallel algorithms; subpopulation intercommunications; Computational efficiency; Concurrent computing; Cost function; Data security; Distributed computing; Evolutionary computation; Hardware; Internet; Java; Packaging;
Conference_Titel :
Evolutionary Computation, 2003. CEC '03. The 2003 Congress on
Print_ISBN :
0-7803-7804-0
DOI :
10.1109/CEC.2003.1299559