Research of dissolved oxygen prediction in recirculating aquaculture systems based on deep belief network

•The approach uses a BP neural network to improve the deep neural network structure and optimize a prediction model.•The approach uses a VMD algorithm to reduce the noise in the original data, improve the quality of the model input data.•The VMD-DBN model displays the highest simulation accuracy and stability compared with different predictive models.