TY - JOUR
T1 - Monitoring of Electric Buses Within an Urban Smart City Environment
AU - Astrain, Jose Javier
AU - Falcone, Francisco
AU - Lopez-Martin, Antonio J.
AU - Sanchis, Pablo
AU - Villadangos, Jesus
AU - Matias, Ignacio R.
N1 - Publisher Copyright:
© 2001-2012 IEEE.
PY - 2022/6/15
Y1 - 2022/6/15
N2 - A practical experience on monitoring the data generated by electric buses is presented, focusing on energy consumption, charge and state of the batteries. The work is carried out in the framework of a global smart city strategy developed by the H2020 Smart City Lighthouse STARDUST project. The crucial role of the data collection and transmission from electric buses has become evident in this work, so the adopted solutions are covered in detail. A practical electric bus charging station configuration is considered, operating within the city of Pamplona, Spain, with an urban route setting in which electric charging is performed. Various key factors for the practical implementation of the necessary communication infrastructure, including wireless Low Power Wide Area connectivity challenges within the urban scenario settings, based in LoRa/LoRaWAN communication system nodes. The monitoring system architecture is also presented, in which specific machine learning modules in order to collect patterns and visualization of data to enhance planning, operation and maintenance procedures.
AB - A practical experience on monitoring the data generated by electric buses is presented, focusing on energy consumption, charge and state of the batteries. The work is carried out in the framework of a global smart city strategy developed by the H2020 Smart City Lighthouse STARDUST project. The crucial role of the data collection and transmission from electric buses has become evident in this work, so the adopted solutions are covered in detail. A practical electric bus charging station configuration is considered, operating within the city of Pamplona, Spain, with an urban route setting in which electric charging is performed. Various key factors for the practical implementation of the necessary communication infrastructure, including wireless Low Power Wide Area connectivity challenges within the urban scenario settings, based in LoRa/LoRaWAN communication system nodes. The monitoring system architecture is also presented, in which specific machine learning modules in order to collect patterns and visualization of data to enhance planning, operation and maintenance procedures.
KW - Business intelligence
KW - LoRa
KW - electric bus
KW - smart city
KW - smart grid
UR - https://www.scopus.com/pages/publications/85105877109
U2 - 10.1109/JSEN.2021.3077846
DO - 10.1109/JSEN.2021.3077846
M3 - Article
AN - SCOPUS:85105877109
SN - 1530-437X
VL - 22
SP - 11364
EP - 11372
JO - IEEE Sensors Journal
JF - IEEE Sensors Journal
IS - 12
ER -