Machine Learning based Algorithm Selection and Genetic Algorithms for serial-batch scheduling

•A serial-batch scheduling problem is the application case of our analysis.•“Learning-to-rank” ML models select the best-performing heuristic.•Two Genetic Algorithms are introduced with different encoding schemes.•Both Genetic Algorithms can use solutions from the heuristics as initial populations.•...

Full description

Bibliographic Details

Published in:	Computers & operations research Vol. 173; p. 106827
Main Authors:	Uzunoglu, Aykut, Gahm, Christian, Tuma, Axel
Format:	Journal Article
Language:	English
Published:	Elsevier Ltd 01.01.2025
Subjects:	Algorithm selection Genetic algorithm Machine learning Serial batching Total weighted tardiness Algorithm selection Serial batching Genetic algorithm Total weighted tardiness Machine learning
ISSN:	0305-0548
Online Access:	Get full text
Tags:	Add Tag No Tags, Be the first to tag this record!