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
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