Adaptive Driving Cycles of EVs for Reducing Energy Consumption

Iwona Komorska, Andrzej Puchalski, Andrzej Niewczas, Marcin Ślęzak, Tomasz Szczepański
2021 Energies  
A driving cycle is a time series of a vehicle's speed, reflecting its movement in real road conditions. In addition to certification and comparative research, driving cycles are used in the virtual design of drive systems and embedded control algorithms, traffic management and intelligent road transport (traffic engineering). This study aimed to develop an adaptive driving cycle for a known route to optimize the energy consumption of an electric vehicle and improve the driving range. A novel
more » ... tance-based adaptive driving cycle method was developed. The proposed algorithm uses the segmentation and iterative synthesis procedures of Markov chains. Energy consumption during driving is monitored on an ongoing basis using Gaussian process regression, and speed and acceleration are corrected adaptively to maintain the planned energy consumption. This paper presents the results of studies of simulated driving cycles and the performance of the algorithm when applied to the real recorded driving cycles of an electric vehicle.
doi:10.3390/en14092592 doaj:5495e265575846d1a57f7dd68a072320 fatcat:y6viz7miwrfk5avcdbsi6jwp5a