4.3 Article

A relax-and-fix with fix-and-optimize heuristic applied to multi-level lot-sizing problems

Journal

JOURNAL OF HEURISTICS
Volume 21, Issue 5, Pages 687-717

Publisher

SPRINGER
DOI: 10.1007/s10732-015-9295-0

Keywords

Lot-sizing; Heuristics; Relax-and-fix; Fix-and-optimize; Backlogging

Funding

  1. Fundacao de Amparo e Pesquisa do Estado de Sao Paulo (FAPESP) [2010/10133-0, 2011/15534-5, 2011/15581-3]
  2. Conselho Nacional de Desenvolvimento Cientifico e Tecnologico (CNPq) [483474/2013-4, 312967/2014-4]
  3. Fundacao de Amparo a Pesquisa do Estado de Sao Paulo (FAPESP) [11/15581-3] Funding Source: FAPESP

Ask authors/readers for more resources

In this paper, we propose a simple but efficient heuristic that combines construction and improvement heuristic ideas to solve multi-level lot-sizing problems. A relax-and-fix heuristic is firstly used to build an initial solution, and this is further improved by applying a fix-and-optimize heuristic. We also introduce a novel way to define the mixed-integer subproblems solved by both heuristics. The efficiency of the approach is evaluated solving two different classes of multi-level lot-sizing problems: the multi-level capacitated lot-sizing problem with backlogging and the two-stage glass container production scheduling problem (TGCPSP). We present extensive computational results including four test sets of the Multi-item Lot-Sizing with Backlogging library, and real-world test problems defined for the TGCPSP, where we benchmark against state-of-the-art methods from the recent literature. The computational results show that our combined heuristic approach is very efficient and competitive, outperforming benchmark methods for most of the test problems.

Authors

I am an author on this paper
Click your name to claim this paper and add it to your profile.

Reviews

Primary Rating

4.3
Not enough ratings

Secondary Ratings

Novelty
-
Significance
-
Scientific rigor
-
Rate this paper

Recommended

No Data Available
No Data Available