Abstract
This paper presents a diversity keeping strategy for examination timetabling problems. In this paper, the examination timetabling problem is considered as a two-objective optimization problem while it is modeled as a single-objective optimization problem generally. Within the NNIA framework, a diversity-keeping strategy which consists of an elitism group operator and an extension optimization operator to ensure a sufficient number of solutions in the pareto front. The proposed algorithm was tested on the most widely used un-capacitated Carter benchmarks. Experimental results prove that the proposed algorithm is a competitive algorithm.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
References
Burke, E., Bykov, Y., Petrovic, S.: A multicriteria approach to examination timetabling. In: Burke, E., Erben, W. (eds.) PATAT 2000. LNCS, vol. 2079, pp. 118–131. Springer, Heidelberg (2001). doi:10.1007/3-540-44629-X_8
Merlot, L.T.G., Boland, N., Hughes, B.D., Stuckey, P.J.: A hybrid algorithm for the examination timetabling problem. In: Burke, E., Causmaecker, P. (eds.) PATAT 2002. LNCS, vol. 2740, pp. 207–231. Springer, Heidelberg (2003). doi:10.1007/978-3-540-45157-0_14
Mller, T.: ITC2007 solver description: a hybrid approach. Ann. Oper. Res. 172(1), 429–446 (2009)
Ross, P., Hart, E., Corne, D.: Some observations about GA-based exam timetabling. In: Burke, E., Carter, M. (eds.) PATAT 1997. LNCS, vol. 1408, pp. 115–129. Springer, Heidelberg (1998). doi:10.1007/BFb0055884
Burke, E.K., McCollum, B., Meisels, A., Petrovic, S., Qu, R.: A graph based hyper-heuristic for exam timetabling problems. Eur. J. Oper. Res. 176, 177–192 (2007)
Sabar, N.R., Ayob, M., Kendall, G., Qu, R.: Roulette wheel graph colouring for solving examination timetabling problems. In: Du, D.-Z., Hu, X., Pardalos, P.M. (eds.) COCOA 2009. LNCS, vol. 5573, pp. 463–470. Springer, Heidelberg (2009). doi:10.1007/978-3-642-02026-1_44
Eley, M.: Ant algorithms for the exam timetabling problem. In: Burke, E.K., Rudová, H. (eds.) PATAT 2006. LNCS, vol. 3867, pp. 364–382. Springer, Heidelberg (2007). doi:10.1007/978-3-540-77345-0_23
Mansour, N., Isahakian, V., Ghalayini, I.: Scatter search technique for exam timetabling. Appl. Intell. 34, 299–310 (2011)
De Smet G.: ITC2007 examination track, practice and theory of automated timetabling (PATAT 2008), Montreal, pp. 19–22 (2008)
Burke, E.K., Bykov, Y., Newall, J.P., Petrovic, S.: A time-predefined local search approach to exam timetabling problems. IIE Trans. Oper. Eng. 36(6), 509–528 (2004)
Thompson, J., Dowsland, K.: A robust simulated annealing based examination timetabling system. Comput. Oper. Res. 25, 637–648 (1998)
Qu, R., Burke, E.K.: Hybrid variable neighbourhood hype-heuristics for exam timetabling problems. In: Proceedings of the MIC2005: The Sixth Meta-heuristics International Conference, Vienna, Austria (2005)
Burke, E.K., Kingston, J., de Werra, D.: Applications to timetabling. In: Gross, J., Yellen, J. (eds.) Handbook of Graph Theory, pp. 445–474 (2008)
Gong, M., Jiao, L., Du, H., Bo, L.: Multiobjective immune algorithm with nondominated neighbor-based selection. Evol. Comput. 16(2), 225–255 (2008)
Yang, D., Jiao, L., Gong, M., Feng, J.: Adaptive ranks and K-nearest neighbour list based multiobjective immune algorithm. Comput. Intell. 26(4), 359–385 (2010)
Yang, D., Jiao, L., Gong, M., Liu, F.: Artificial immune multi-objective sar image segmentation with fused complementary features. Inf. Sci. 181(13), 2797–2812 (2011)
Burke, E., Elliman, D., Ford, P., Weare, R.: Examination timetabling in British universities: a survey. In: Burke, E., Ross, P. (eds.) PATAT 1995. LNCS, vol. 1153, pp. 76–90. Springer, Heidelberg (1996). doi:10.1007/3-540-61794-9_52
Acknowledgments
This work was supported by the National Natural Science Foundation of China (Grant No. 61603299).
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2016 Springer Nature Singapore Pte Ltd.
About this paper
Cite this paper
Lei, Y., Shi, J., Zhang, K. (2016). A Diversity Keeping Strategy for the Multi-objective Examination Timetabling Problem. In: Gong, M., Pan, L., Song, T., Zhang, G. (eds) Bio-inspired Computing – Theories and Applications. BIC-TA 2016. Communications in Computer and Information Science, vol 682. Springer, Singapore. https://doi.org/10.1007/978-981-10-3614-9_37
Download citation
DOI: https://doi.org/10.1007/978-981-10-3614-9_37
Published:
Publisher Name: Springer, Singapore
Print ISBN: 978-981-10-3613-2
Online ISBN: 978-981-10-3614-9
eBook Packages: Computer ScienceComputer Science (R0)