Title :
A Methodology to Obtain a Synthetic Driving Cycle through GPS Data for Energy Analysis
Author :
Walter Naranjo Lourido;Luis E. Munoz;Javier E. Pereda
Author_Institution :
Dept. of Mech. Eng., Univ. de Los Andes, Bogota, Colombia
Abstract :
This paper proposes a methodology to obtain a synthetic driving cycle by using GPS data as input. The aim is to obtain a driving cycle that is representative of a given condition when used for energy consumption studies. The methodology begins with a data acquisition phase, where an adequate sampling frequency is proposed. Velocity raw data are processed and clustered to capture a mobility global pattern. A synthetic driving cycle is generated from the clustered information using a two level energy model optimization. For a case study, a representative synthetic driving cycle was determined for a Bus Rapid Transit (BRT) route.
Keywords :
"Global Positioning System","Vehicles","Estimation","Frequency estimation","Energy consumption","Optimization","Vehicle dynamics"
Conference_Titel :
Vehicle Power and Propulsion Conference (VPPC), 2015 IEEE
DOI :
10.1109/VPPC.2015.7352876