Type 1 Simple Assembly Line Balancing Machine Learning dataset
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,
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)
📤 Share this page
Found this useful? Share it with your network.
Files are hosted on the source repository. Click download to access the full dataset.