Remote Instantaneous Power Consumption Estimation of Electric Vehicles from Satellite Information

Author:

Jorquera Franco1ORCID,Estrada Juan1,Auat Fernando12

Affiliation:

1. Department of Electronics, Universidad Tecnica Federico Santa Maria, Av. Espana 1680, Valparaiso 2340000, Chile

2. UK National Robotarium, Edinburgh Centre for Robotics, School of Engineering and Physical Sciences, Heriot-Watt University, Edinburgh EH14 4AS, UK

Abstract

Instantaneous Power Consumption (IPC) is relevant for understanding the autonomy and efficient energy usage of electric vehicles (EVs). However, effective vehicle management requires prior knowledge of whether they can complete a trajectory, necessitating an estimation of IPC consumption along it. This paper proposes an IPC estimation method for an EV based on satellite information. The methodology involves geolocation and georeferencing of the study area, trajectory planning, extracting altitude characteristics from the map to create an altitude profile, collecting terrain features, and ultimately calculating IPC. The most accurate estimation was achieved on clay terrain with a 5.43% error compared to measures. For pavement and gravel terrains, 19.19% and 102.02% errors were obtained, respectively. This methodology provides IPC estimation on three different terrains using satellite information, which is corroborated with field experiments. This showcases its potential for EV management in industrial contexts.

Funder

Advanced Center for Electrical and Electronic Engineering

Publisher

MDPI AG

Subject

Artificial Intelligence,Control and Optimization,Mechanical Engineering

Reference31 articles.

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