A machine learning approach for predicting the best solution heuristic for a large scaled Capacitated Lotsizing Problem
Jens Kärcher,
Herbert Meyr
Abstract:For some NP-hard lotsizing problems, many different solution heuristics exist, but they have different solution qualities and computation times depending on the characteristics of the problem instance. The computation times of the individual solution heuristics increase significantly with the problem size, so that testing all available solution heuristics for large problem instances requires extensive time. Therefore, it is necessary to develop a method that allows a prediction of the best solution heuristic f… Show more
scite is a Brooklyn-based organization that helps researchers better discover and understand research articles through Smart Citations–citations that display the context of the citation and describe whether the article provides supporting or contrasting evidence. scite is used by students and researchers from around the world and is funded in part by the National Science Foundation and the National Institute on Drug Abuse of the National Institutes of Health.