Title :
A Systemic Approach Integrating Driving Cycles for the Design of Hybrid Locomotives
Author :
Jaafar, Azizah ; Sareni, Bruno ; Roboam, Xavier
Author_Institution :
Lab. on Plasma & Conversion of Energy (LAPLACE), Univ. of Toulouse, Toulouse, France
Abstract :
Driving cycles are essential in hybrid locomotive design by conditioning their size and performance. This paper introduces a new systemic approach to hybrid locomotive design, taking real-world driving cycles into account. The proposed approach first exploits clustering analysis with the aim of identifying classes corresponding to particular sets of driving cycles. Then, a synthesis process of a reduced and representative profile from each class of driving cycles is presented. Both approaches are applied to the integrated optimal design of an autonomous hybrid (Diesel-electric) locomotive devoted to shunting and switching operations in nonelectrified areas.
Keywords :
diesel-electric locomotives; electric drives; electric locomotives; hybrid electric vehicles; statistical analysis; autonomous hybrid locomotive; clustering analysis; diesel-electric locomotive; driving cycles; hybrid locomotive design; integrated optimal design; nonelectrified area; shunting operation; switching operation; Batteries; Context; Diesel engines; Energy management; Hybrid electric vehicles; Rail transportation; US Department of Defense; Clustering analysis; driving cycles; evolutionary algorithms; hybrid electrical vehicles (HEVs); hybrid locomotives; integrated design; optimization;
Journal_Title :
Vehicular Technology, IEEE Transactions on
DOI :
10.1109/TVT.2013.2267099