Bidirectional long and short-term memory neural networkDeep learningEmpirical mode decompositionPM(2.5)Accurate prediction of the future PM 2.5 concentration is crucial to human health and ecological environmental protection. Nowadays, deep learning methods show advantages in the prediction of PM 2.5 ...