DocumentCode :
2351897
Title :
Towards Fault-Tolerant Systems based on Adaptive Cellular Genetic Algorithms
Author :
Morales-Reyes, A. ; Erdogan, A.T. ; Arslan, T. ; Stefatos, E.F.
Author_Institution :
Sch. of Eng. & Electron., Univ. of Edinburgh, Edinburgh
fYear :
2008
fDate :
22-25 June 2008
Firstpage :
398
Lastpage :
405
Abstract :
This paper presents an adaptive cellular genetic algorithm (cGA) which aims at realizing a fault tolerant platform that determines the attitude parameters of a vehicle, based on Global Positioning System (GPS) technology. This research work investigates the inherent ability of cGAs to deal with single hardware errors (SHEs) that could permanently affect the operation of a system. The proposed approach is based on measuring the genetic diversity behaviour during the evolutionary process and thus to control the exploitation/exploration tradeoff via the grid to neighbourhood ratio, a parameter specific to cGAs topologies. By appropriately controlling this parameter, the complex search space (presenting multi-peak fitness-function) associated with attitude determination, is conveniently explored in terms of efficiency and efficacy.
Keywords :
Global Positioning System; fault tolerant computing; genetic algorithms; traffic information systems; GPS; Global Positioning System; adaptive cellular genetic algorithms; attitude determination; complex search space; evolutionary process; exploitation-exploration tradeoff; fault-tolerant systems; genetic diversity behaviour; multipeak fitness-function; single hardware errors; Arrays; Fault tolerance; Fault tolerant systems; Genetics; Global positioning system; Registers; Shape; Cellular genetic algorithms; Fault Tolerance; Single Event Effects;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Adaptive Hardware and Systems, 2008. AHS '08. NASA/ESA Conference on
Conference_Location :
Noordwijk
Print_ISBN :
978-0-7695-3166-3
Type :
conf
DOI :
10.1109/AHS.2008.44
Filename :
4584300
Link To Document :
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