alexa Abstract | Parallel Artificial Bee Colony Optimisation for Solving Curricula Time-Tabling Problem
ISSN ONLINE(2320-9801) PRINT (2320-9798)

International Journal of Innovative Research in Computer and Communication Engineering
Open Access

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Research Article Open Access

Abstract

The paper presents parallel computational model for solving the curricula time tabling problem using hybrid metaheuristics approach that combines population based artificial bee colony optimization and trajectory based simulated annealing for local optimization. The suggested solution is targeted for multicomputer high performance architecture and exploits both shared memory and distributed memory parallel computational models utilizing fine grained thread level parallelism and master-slave message passing flat model. The experimental evaluation shows good scalability of the solution quality due to better diversification and local exploration of the search space when increasing the number of processes and threads. The speedup of the parallel computational model also scales almost linearly in respect to both the parallel workload and the machine size. In addition a web based application is developed to ease the schedule construction, editing, visualization and usage in educational institutions.

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Author(s): Milena Lazarova

Keywords

time-tabling problem, artificial bee colony, parallel computational model, shared memory, distributed memory, simulated annealing, web based application., Artificial Intelligence in Electronics,Analysis of Power Electronic Converters,Digital Signal Processing,Satellite Communication

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