Title :
Robust Load Delegation in Service Grid Environments
Author :
Fölling, Alexander ; Grimme, Christian ; Lepping, Joachim ; Papaspyrou, Alexander
Author_Institution :
Robot. Res. Inst., Tech. Univ. Dortmund, Dortmund, Germany
Abstract :
In this paper, we address the problem of finding well-performing workload exchange policies for decentralized Computational Grids using an Evolutionary Fuzzy System. To this end, we establish a noninvasive collaboration model on the Grid layer which requires minimal information about the participating High Performance and High Throughput Computing (HPC/HTC) centers and which leaves the local resource managers completely untouched. In this environment of fully autonomous sites, independent users are assumed to submit their jobs to the Grid middleware layer of their local site, which in turn decides on the delegation and execution either on the local system or on remote sites in a situation-dependent, adaptive way. We find for different scenarios that the exchange policies show good performance characteristics not only with respect to traditional metrics such as average weighted response time and utilization, but also in terms of robustness and stability in changing environments.
Keywords :
evolutionary computation; fuzzy systems; grid computing; middleware; software performance evaluation; decentralized computational grid; evolutionary fuzzy system; grid middleware layer; high performance and high throughput computing center; noninvasive collaboration model; robust load delegation; service grid environment; workload exchange policy; Grid computing; evolutionary fuzzy systems; online grid scheduling; performance evaluation.;
Journal_Title :
Parallel and Distributed Systems, IEEE Transactions on
DOI :
10.1109/TPDS.2010.16