A novel hierarchical hyper-parameter search algorithm based on greedy strategy for wind turbine fault diagnosis

•Reuseing LeNet5 network and using it for planetary gear fault diagnosis.•A method on hyperparameter search called HGSHRS is proposed.•The performance in each stage of the proposed algorithm is verified.•The stability on specific model is studied under different optimization methods.