Case Based Heuristic Selection for Examination Timetabling

نویسندگان

  • E. K. Burke
  • S. Petrovic
  • R. Qu
چکیده

The work presented in this paper could be thought of as a case based hyper-heuristic approach for examination timetabling problems. A hyper-heuristic can be taken to be an automated approach to choose heuristics. Heuristics and meta-heuristics are employed in this capacity in [1] and [2]. In this paper the case-based paradigm is explored as a heuristic selector for examination timetabling problems. We suggest heuristics during the problem solving process by employing heuristics which worked well on previous similar situations and that are memorized in a case base. The suggestions for heuristics are made according to the knowledge of modeling the partial solutions within particular periods of problem solving with specific heuristics, which are discovered by tabu search. Experimental results show that this approach performs better than individual heuristics and they indicate much potential future work to be carried out in this area.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Case-based selection of initialisation heuristics for metaheuristic examination timetabling

Examination timetabling problems are often solved by a two-phase procedure combining a sequential construction heuristic with a metaheuristic improvement search. There can be many combinations of pairing candidate construction heuristics with a metaheuristic. Different pairings are known to produce solutions of varying quality. In this paper we propose a Case Based Reasoning methodology for sel...

متن کامل

A Case Based Heuristic Selection investigation of Hill Climbing, Simulated Annealing and Tabu Search for Exam Timetabling Problems

The examination timetabling problem has been studied in many different forms and using a variety of techniques over the years [1], [3], [4], [6]. In its simplest form, it is required that a set of exams are scheduled into a set of time periods in such a way that no two exams with students in common are scheduled at the same time. In practice there are a wide range of other constraints which mus...

متن کامل

A Novel Similarity Measure for Heuristic Selection in Examination Timetabling

Metaheuristic approaches to examination timetabling problems are usually split up into two phases: initialisation phase in which a heuristic is employed to construct an initial solution and improvement phase which employs a metaheuristic. Different hybridisations of metaheuristics with sequential heuristics are known to lead to solutions of different quality. A Case Based Reasoning CBR methodol...

متن کامل

A Reinforcement Learning - Great-Deluge Hyper-Heuristic for Examination Timetabling

Hyper-heuristics can be identified as methodologies that search the space generated by a finite set of low level heuristics for solving search problems. An iterative hyper-heuristic framework can be thought of as requiring a single candidate solution and multiple perturbation low level heuristics. An initially generated complete solution goes through two successive processes (heuristic selectio...

متن کامل

Case-based heuristic selection for timetabling problems

This paper presents a case-based heuristic selection approach for automated university course and exam timetabling. The method described in this paper is motivated by the goal of developing timetabling systems that are fundamentally more general than the current state of the art. Heuristics that worked well in previous similar situations are memorized in a case base and are retrieved for solvin...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2002