Feature-based tuning of simulated annealing applied to the curriculum-based course timetabling problem

نویسندگان

  • Ruggero Bellio
  • Sara Ceschia
  • Luca Di Gaspero
  • Andrea Schaerf
  • Tommaso Urli
چکیده

We consider the university course timetabling problem, which is one of the most studied problems in educational timetabling. In particular, we focus our attention on the formulation known as curriculumbased course timetabling problem (CB-CTT), which has been tackled by many researchers and has many available benchmarks. The contributions of this paper are twofold. On the one side, we propose an effective and robust single-stage simulated annealing search method for solving the problem. On the other side, we design and apply an extensive and statistically-principled analysis methodology for the algorithm parameter tuning procedure. The outcome of this analysis is a linear regression model between instance features and search method parameters, that allows us to set the parameters for unseen instances on the basis of a simple inspection of the instance itself. Using this method, our algorithm, despite its apparent simplicity, has been able to achieve very good experimental results on a set of popular benchmark testbeds. 1 ar X iv :1 40 9. 71 86 v1 [ cs .A I] 2 5 Se p 20 14 Finally, we propose many new, real-world instances, that could be used as ground for future comparisons.

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

A simulated annealing approach to the curriculum-based course timetabling problem

Course timetabling is a typical problem that all universities around the world have to face every semester. There exist a number of variants of this problem, depending on the specific requirements of the institution involved [13]. Thanks also to the international timetabling competition ITC-2007 [11], two formulations have, to some extent, lifted up to the status of “standard”. These are the so...

متن کامل

Feature-based tuning of single-stage simulated annealing for examination timetabling

We propose a Simulated Annealing approach for the Examination Timetabling problem, as formulated in the 2nd International Timetabling Competition. We apply a single-stage procedure in which infeasible solutions are included in the search space and dealt with using suitable penalties. Upon our approach, we perform a statistically-principled experimental analysis, in order to understand the effec...

متن کامل

A time-dependent metaheuristic algorithm for post enrolment-based course timetabling

Ametaheuristic-based algorithm is presented for the post enrolment-based course timetabling problem used in track-2 of the Second International Timetabling Competition (ITC2007). The featured algorithm operates in three distinct stages – a constructive phase followed by two separate phases of simulated annealing – and is time dependent, due to the fact that various run-time parameters are calcu...

متن کامل

Fairness in Academic Course Timetabling

We consider the problem of creating fair course timetables in the setting of a university. Our motivation is to improve the overall satisfaction of individuals concerned (students, teachers, etc.) by providing a fair timetable to them. The central idea is that undesirable arrangements in the course timetable, i. e., violations of soft constraints, should be distributed in a fair way among the i...

متن کامل

A Simulated Annealing Hyper-heuristic for University Course Timetabling

The university course timetabling problem involves assigning a given number of events (including lectures, seminars, labs, tutorials, etc) into a limited number of timeslots and rooms subject to given set of constraints. Two primary hard constraints are that no student should be assigned two events in one timeslot and that capacity and features of rooms should satisfy the requirement of the eve...

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:
  • Computers & OR

دوره 65  شماره 

صفحات  -

تاریخ انتشار 2016