Vehicles driving behavior recognition based on transfer learning

•A novel transfer learning method is proposed to recognize the driving behavior patterns for different vehicle types.•A Convolutional Neural Network is developed as a base classifier to recognize five typical driving behavior patterns.•Multi-source data fusion is used to develop the CNN model.•Transfer learning can effectively increase the converging speed and recognition accuracy.