A framework to select heuristics for the rectangular two-dimensional strip packing problem

•A framework to select improvement heuristics for the rectangular 2D-SPP;•Classification models fitted with supervised machine learning techniques;•15,666 instances were used to represent the rectangular 2D-SPP characteristics;•The predictions can reduce the computational processing time to solve instances;•Framework is consistent and can be applied for other problems.