Title :
Solving exam timetabling using distributed evolutionary computation
Author :
Komar, Mihej ; Grbic, Dorde ; Cupic, Marko
Author_Institution :
Fac. of Electr. Eng. & Comput., Univ. of Zagreb, Zagreb, Croatia
Abstract :
In this paper we describe specific exam timetabling problem encountered at our institution. We enumerate and briefly explain population based evolutionary computation algorithms that we implemented and then focus on coarse-grained algorithm parallelization. Parallelization is accomplished by employing a computer network in which separate populations exchange best solutions. Solution exchange is guided by various migration parameters such as network exchange topology. Proposed topologies are tested and experimental results are discussed. We conclude that usage of a computer network, exchange topologies, and large amount of processor time enabled us to find a good-quality exam timetable.
Keywords :
computer network management; distributed algorithms; evolutionary computation; telecommunication network topology; coarse-grained algorithm parallelization; computer network; distributed evolutionary computation; exam timetable; exam timetabling problem; network exchange topology; population based evolutionary computation algorithm; solution exchange; Algorithm design and analysis; Computers; Distributed algorithms; Evolutionary computation; Genetic algorithms; Heuristic algorithms; Topology; Exam timetabling; distributed algorithms; evolutionary computation;
Conference_Titel :
Information Technology Interfaces (ITI), Proceedings of the ITI 2011 33rd International Conference on
Conference_Location :
Dubrovnik
Print_ISBN :
978-1-61284-897-6
Electronic_ISBN :
1330-1012