The application of a Parallel Genetic Algorithm to timetabling of elementary school classes: A coarse grained approach

التفاصيل البيبلوغرافية
العنوان: The application of a Parallel Genetic Algorithm to timetabling of elementary school classes: A coarse grained approach
المؤلفون: Samim Konjicija, Nedim Srndic, Mirza Dervisevic, Emir Pandzo
المصدر: ICAT
بيانات النشر: IEEE, 2009.
سنة النشر: 2009
مصطلحات موضوعية: Mutation operator, Task (computing), Theoretical computer science, Computational complexity theory, Chromosome (genetic algorithm), Construction industry, Computer science, Parallel algorithm, Representation (mathematics), Parallel genetic algorithm
الوصف: This paper describes the application of a Parallel Genetic Algorithm that solves the weekly timetable construction problem for elementary schools. Timetable construction is NP-complete and highly constrained problem, and therefore represents a computationally intensive task. A Parallel Genetic Algorithm (PGA) is proposed with specific methods for chromosome representation and fitness evaluation, and specific recombination and mutation operators. The proposed solution uses a coarse grained PGA, which is suitable for execution on a Beowulf cluster. Experimental results are provided, with a comparison of serial and parallel execution times for the same algorithm.
DOI: 10.1109/icat.2009.5348396
URL الوصول: https://explore.openaire.eu/search/publication?articleId=doi_________::6fd69da64b6806ffc53c01d529a05c30
https://doi.org/10.1109/icat.2009.5348396
رقم الانضمام: edsair.doi...........6fd69da64b6806ffc53c01d529a05c30
قاعدة البيانات: OpenAIRE
الوصف
DOI:10.1109/icat.2009.5348396