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Modeling and optimizing energy‐efficient manual driving on high‐speed lines
Author(s) -
Sicre Carlos,
Cucala Asunción P.,
Fernández Antonio,
Lukaszewicz Piotr
Publication year - 2012
Publication title -
ieej transactions on electrical and electronic engineering
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.254
H-Index - 30
eISSN - 1931-4981
pISSN - 1931-4973
DOI - 10.1002/tee.21782
Subject(s) - train , energy consumption , computer science , simulation , track (disk drive) , automotive engineering , genetic algorithm , scope (computer science) , energy (signal processing) , engineering , electrical engineering , cartography , mathematics , machine learning , programming language , geography , operating system , statistics
This paper presents a simulation‐based model for manual driving strategies that will minimize energy consumption for high‐speed trains. Specific characteristics of both high‐speed lines (HSLs) and manual driving strategies are considered in order to obtain achievable designs that can be tested on commercial services. The proposed design model calculates a list of efficient high‐level commands to be systematically executed by the driver on an HSL along the trip. The design is based on a detailed simulation model of the train's motion (taking into account track and train characteristics and operational constraints), combined with a genetic algorithm to select the best driving. Continuous control solution by mathematical optimization is avoided, as it is not an appropriate reference for manual driving in HSL. The validation of the simulation model is focused on running resistance, tractive/braking efficiencies, and consumption of auxiliary equipment, and shows differences between real measurements and simulated results which are lower than 2% both in run time and energy consumption. Finally, a real case is presented in which the proposed model was used to design efficient driving strategies that were subsequently implemented on commercial services along the Spanish HSL Madrid–Barcelona in both directions, measuring average energy savings of 23 and 18%, respectively, when the efficient driving strategies were compared with measured standard manual driving. The future scope will be the application of this model to online recalculation of driving commands. © 2012 Institute of Electrical Engineers of Japan. Published by John Wiley & Sons, Inc.