Yayınlanmış 1 Ocak 2012 | Sürüm v1
Dergi makalesi Açık

The Interleaved Constructive Memetic Algorithm and its application to timetabling

  • 1. Univ Nottingham, Sch Comp Sci, ASAP Res Grp, Nottingham NG8 1BB, England
  • 2. Yeditepe Univ, Dept Comp Engn, Istanbul, Turkey

Açıklama

Timetabling problems are well known NP-hard constraint satisfaction problems, and real-world cases often have complicated and challenging structures. For such problems, we present a new hybrid method, "Interleaved Constructive Memetic Algorithm" (ICMA) that interleaves memetic algorithms with constructive methods. ICMA works using an active subset of all the events. Starting with a few events, in multiple construction stages ICMA increases the active set to eventually include all of them. At each stage, a memetic algorithm (MA) is applied to improve the current partial solution before the next construction step. We also describe a real-world course timetabling problem, the "Preparation School Timetabling Problem" (PSTP), which is of particular interest because it has a highly hierarchical structure arising from various organisational requirements. An important advantage of ICMA is that both the constructive heuristics and MA can be tailored to exploit such hierarchical structures. We give empirical results showing that ICMA performs better than the corresponding conventional MA on the PSTP. (C) 2011 Elsevier Ltd. All rights reserved.

Dosyalar

bib-4e5832c8-93b8-40c0-944d-df8073d6eac7.txt

Dosyalar (177 Bytes)

Ad Boyut Hepisini indir
md5:5cec07e922558433523772e287d64c95
177 Bytes Ön İzleme İndir