Learning algorithms to deal with failures in production planning

•Approaches to deal with failures based on machine learning algorithms.•A framework that predicts the best approach based on the instance set.•Our approaches lead to lower total weighted tardiness compared to a baseline method.•The framework provides better results than the average of the studied approaches.