Title :
Genetic programming with negative selection for volunteer computing system optimization
Author :
Balicki, Jerzy ; Korlub, Waldemar ; Krawczyk, Harald ; Paluszak, Jacek
Author_Institution :
Gdansk Univ. of Technol., Gdańsk, Poland
Abstract :
Volunteer computing systems like BOINC or Comcute are strongly supported by a great number of volunteers who contribute resources of their computers via the Web. So, the high efficiency of such grid system is required, and that is why we have formulated a multi-criterion optimization problem for a volunteer grid system design. In that dilemma, both the cost of the host system and workload of a bottleneck host are minimized. On the other hand, a reliability of this grid structure is maximized. Moreover, genetic programming has been applied to determine the Pareto solutions. Finally, a negative selection procedure to handle constraints has been discussed.
Keywords :
Internet; Pareto optimisation; costing; genetic algorithms; grid computing; operations research; BOINC; Comcute; Pareto solutions; Web; bottleneck host workload cost; constraint handling; genetic programming; grid structure reliability; host system cost; multicriterion optimization problem; negative selection procedure; volunteer computing system optimization; volunteer grid system design; Computers; Evolutionary computation; Genetic programming; Immune system; Optimization; Sociology; Statistics; Genetic programming; multi-criterion optimization; negative selection; volunteer grid systems;
Conference_Titel :
Human System Interaction (HSI), 2013 The 6th International Conference on
Conference_Location :
Sopot
Print_ISBN :
978-1-4673-5635-0
DOI :
10.1109/HSI.2013.6577835