JOURNAL ARTICLE

Effective task scheduling for heterogeneous distributed systems using firefly algorithm

R. EswariS. Nickolas

Year: 2015 Journal:   International Journal of Computational Science and Engineering Vol: 11 (2)Pages: 132-132   Publisher: Inderscience Publishers

Abstract

Achieving minimum execution time for any application with better resource utilisation is a major challenge in heterogeneous distributed systems. But the performance can be exploited in these systems through proper scheduling of application tasks. An efficient meta-heuristic algorithm called firefly algorithm is applied in this paper to solve static task scheduling problem in heterogeneous systems. The social behaviour of fireflies is mimicked to generate optimal task schedule length. The efficiency of the firefly-based task scheduling algorithm is compared with the existing particle swarm optimisation-based scheduling algorithm. The experimental results show that the firefly algorithm-based approach gives better results when compared to PSO algorithm and performs well with minimum processors for effective scheduling of tasks.

Keywords:
Firefly algorithm Computer science Firefly protocol Fair-share scheduling Distributed computing Particle swarm optimization Scheduling (production processes) Dynamic priority scheduling Rate-monotonic scheduling Two-level scheduling Round-robin scheduling Mathematical optimization Schedule Algorithm Mathematics

Metrics

6
Cited By
1.00
FWCI (Field Weighted Citation Impact)
19
Refs
0.81
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Distributed and Parallel Computing Systems
Physical Sciences →  Computer Science →  Computer Networks and Communications
Cloud Computing and Resource Management
Physical Sciences →  Computer Science →  Information Systems
Parallel Computing and Optimization Techniques
Physical Sciences →  Computer Science →  Hardware and Architecture

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