Title :
Performance analysis of greedy Load balancing algorithms in Heterogeneous Distributed Computing System
Author :
Sahoo, Bibhudatta ; Kumar, Dilip ; Jena, Sanjay Kumar
Author_Institution :
Dept. of Comput. Sci. & Eng., NIT Rourkela, Rourkela, India
Abstract :
The Load balancing problem on Heterogeneous Distributed Computing System (HDCS) deals with allocation of tasks to compute nodes, so that computing nodes are evenly loaded. Dynamic load balancing problem to assign tasks on HDCS is presented as a linear programming problem to minimize the makespan. Different greedy resource allocation algorithms are presented for load balancing on HDCS with tasks as Expected Time to Compute(ETC) matrix. The relative performance of the four heuristic algorithms under different circumstances has been simulated on two different HDCS using in house simulator. The simulation results show that the greedy based scheduling policy has the significant impact on the system heterogeneity.
Keywords :
distributed processing; greedy algorithms; linear programming; minimisation; resource allocation; software performance evaluation; ETC matrix; HDCS; dynamic load balancing problem; expected time to compute matrix; greedy based scheduling policy; greedy load balancing algorithms; greedy resource allocation algorithms; heterogeneous distributed computing system; heuristic algorithms; linear programming problem; makespan minimization; system heterogeneity; Computational modeling; Dynamic scheduling; Gold; Load modeling;
Conference_Titel :
High Performance Computing and Applications (ICHPCA), 2014 International Conference on
Print_ISBN :
978-1-4799-5957-0
DOI :
10.1109/ICHPCA.2014.7045290