DocumentCode :
3356535
Title :
Performance and reliability optimization for distributed computing systems
Author :
Kumar, Anup ; Elmaghraby, Adel S. ; Ahuja, Satinder Pal
Author_Institution :
Dept. of Eng. Math. & Comput. Sci., Louisville Univ., KY, USA
fYear :
1998
fDate :
30 Jun-2 Jul 1998
Firstpage :
611
Lastpage :
615
Abstract :
This paper discusses a performance and reliability optimization approach for distributed systems under a given budget constraint using the genetic algorithm (GA). The overall effectiveness of a distributed system is measured in terms of the average network throughput. This measure computes performance and reliability from network connectivity point of view. In order to carry out this optimization a distributed genetic algorithm (DGA) based scheme is developed. To demonstrate the effectiveness of the proposed approach, the results obtained from the distributed genetic algorithm approach is compared with single machine genetic algorithm and optimal solutions computed using exhaustive searches. Moreover, a brief discussion on the speed up over single machine implementation is also included
Keywords :
computer network reliability; distributed algorithms; genetic algorithms; DGA based scheme; average network throughput; distributed computing systems; distributed genetic algorithm; network connectivity; performance; reliability optimization; search; Application software; Computer network reliability; Computer networks; Dissolved gas analysis; Distributed computing; Distributed control; Fault tolerance; Genetic algorithms; Resource management; Throughput;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computers and Communications, 1998. ISCC '98. Proceedings. Third IEEE Symposium on
Conference_Location :
Athens
Print_ISBN :
0-8186-8538-7
Type :
conf
DOI :
10.1109/ISCC.1998.702604
Filename :
702604
Link To Document :
بازگشت