Title :
A multi-objective post enrolment course timetabling problems: A new case study
Author :
Abdullah, Salwani ; Turabieh, Hamza ; McCollum, Barry ; McMullan, Paul
Author_Institution :
Center for Artificial Intell. Technol., Univ. Kebangsaan Malaysia, Bangi, Malaysia
Abstract :
This paper presents a multi-objective post enrolment course timetabling problem as a new case study. We added a new soft constraint to the original single objective problem to both increase the complexity and represent a real world course timetabling problem. The new soft constraint introduced here attempts to minimize the total number of waiting timeslots in between courses for every student in a day. We proposed a Non-dominated Sorting Genetic Algorithm-II with a variable population size, called NSGA-II VPS, based on a given lifetime for each individual that is evaluated at the time of its birth. The algorithm was tested on the standard benchmark problems and experimental results show that the proposed method demonstrably improved upon the original approach (NSGA-II).
Keywords :
constraint handling; educational courses; genetic algorithms; NSGA-II; VPS; course timetabling problem; multi-objective post enrolment; non-dominated sorting genetic algorithm-II; soft constraint; Biological cells; Correlation; Optimization; Processor scheduling; Scheduling; Sorting; Space exploration;
Conference_Titel :
Evolutionary Computation (CEC), 2010 IEEE Congress on
Conference_Location :
Barcelona
Print_ISBN :
978-1-4244-6909-3
DOI :
10.1109/CEC.2010.5586227