A frequency item mining based energy consumption prediction method for electric bus

• Published in: Energy (Oxford) Vol. 263; p. 125915
• Main Authors: Zhao, Li, Ke, Hanchen, Huo, Weiwei
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 15.01.2023
• Subjects: algorithms; bus transportation; computer software; Electric bus (EB); energy; Energy consumption; Frequency item mining; prediction; statistics; Stepwise regression; Energy consumption; Stepwise regression; Electric bus (EB); Frequency item mining

For a data-driven bus line energy consumption prediction model, building it with statistical indicators on some variables appeared in the whole bus route, such as average speed, maximum acceleration, etc., always decreases its prediction accuracy due to the discarding of the hidden information in th...