Type 1 simple assembly line balancing machine learning dataset

Joseph Thompson, Nadia Lahrichi, Simon Thevenin

Ensemble de données (2026)

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Résumé

This dataset contains labels and features for over 20000 SALBP-1 instances found in the litterature. These instances include those from Scholl (1999), labeled as "Scholl" in the file structure; those from Otto & Otto (2013), labeled as "ALPLib"; and those from Álvarez-Miranda, Pereira, and Vilà (2023), labeled as "AMPV". This dataset includes the objective value for the original SALBP-1 instance (Graph Data) as well as the results for removal at each edge (Edge data). We also included the SALBP-1 instances in a python .pkl file.

The size of all of the files when uncompressed is around 5 GB.

Data_load_example.ipynb gives an example of loading the data.

For a description of the features, please see the supplemental material in "Machine Learning–Driven Precedence Constraint Evaluation and Validation for Assembly Line Balancing" (In Press)

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Autres DOI associés à ce document:
OAI:
oai:publications.polymtl.ca:76442
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Date du dépôt:
01 sept. 2026 14:52
Dernière modification:
14 oct. 2026 14:38
Citer en APA 7:
Thompson, J., Lahrichi, N., & Thevenin, S. (2026). Type 1 simple assembly line balancing machine learning dataset [Ensemble de données]. Zenodo. https://doi.org/10.5281/zenodo.19738378

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