Electric Power Systems Research 161 (2018) 139–151
Contents lists available at ScienceDirect
Electric Power Systems Research
j o ur na l ho mepage: www.elsevier.com/locate/epsr
Decentralized electric vehicles charging coordination using only local
voltage magnitude measurements
John Edisson Cardona, Juan Camilo López, Marcos J. Rider
∗
University of Campinas — UNICAMP, School of Electrical and Computer Engineering, Department of Systems and Energy, Campinas, São Paulo, Brazil
a r t i c l e i n f o
Article history:
Received 27 October 2017
Received in revised form 3 March 2018
Accepted 3 April 2018
Keywords:
Decentralized EV charging coordination
Internet of Things
Monte Carlo simulations
Unbalanced three-phase electrical
distribution systems
User priorities
a b s t r a c t
A new decentralized approach for the electric vehicles (EVs) charging coordination in electrical distri-
bution systems (EDS) is presented. The proposed EV charging method uses historical information of the
voltage magnitudes at each node in which an EV is plugged in and ready to be charged, in order to coor-
dinate the charging of the vehicles and avoid exceeding the operational limits of the EDS, as dictated by
the moment of maximum consumption. Furthermore, information gathered via the Internet of Things
(IoT), such as user preferences, the cost of energy and EVs’ historical routes, can be used to deploy an
economic EV charging method. The method was tested using an unbalanced three-phase EDS with 178
nodes, different EV penetration levels, and a fixed voltage regulator. Monte Carlo simulations have been
implemented to analyze the performance of the proposed approach in different stochastic scenarios, with
and without charging control, and with or without user priorities. Finally, the results are compared to
the solution found by a centralized EV charging coordination method, based on a mixed-integer linear
programming model.
© 2018 Elsevier B.V. All rights reserved.
1. Introduction
Climate change is causing severe impacts on society and nat-
ural resources worldwide. As a result, people are becoming more
aware of the irreversible effects of greenhouse emissions and global
warming. Thus, the utilization of environment-friendly technolo-
gies, such as electric vehicles (EVs) for urban transportation, is
a prominent effort to reduce the consumption and dependency
on fossil fuels [1]. In terms of efficiency, autonomy, comfort and
cost/benefit, EVs are becoming more attractive than conventional
internal combustion vehicles. Moreover, EV markets are expanding
rapidly, especially in urban industrialized areas [2], and web-based
technologies, integrated within the EVs, make it possible to inter-
act with and supervise many features of the vehicles from a remote
PC or from devices with Internet connection. This new paradigm is
being coined as Internet of Things (IoT), in which a dynamic inter-
action between users, web-based applications, and EVs, is possible
via IoT [3].
EVs, however, have a significant power consumption compared
to conventional household appliances. Thus, the massive EV pen-
∗
Corresponding author.
E-mail addresses: jcardona@dsee.fee.unicamp.br (J.E. Cardona),
jclopeza@dsee.fee.unicamp.br (J.C. López), mjrider@dsee.fee.unicamp.br
(M.J. Rider).
etration into electrical distribution systems (EDS) represents a
greater network usage of both, the primary and the secondary sys-
tems. The negative effects caused by high penetration of EVs are:
elevation of peak load periods, low voltage profile, circuit over-
loads, increased power losses, and imbalance among phases [4,5].
These issues, though, can be reduced by using suitable charging
coordination strategies. Since EVs are interruptible, and there-
fore controllable, electrical loads; the EV charging process can be
rescheduled during low demand periods wherein the cost of energy
is low, or in periods when the network has spare capacity to sup-
ply the EVs without overloading the EDS. Note that a proper EV
charging coordination method should prevent distribution system
operators (DSOs) from making expensive investments in the net-
work to support the increasing EV penetration levels [5].
Typically, most EV charging coordination techniques use a con-
trol strategy that requires a centralized system that makes use
of sophisticated measurement and communication infrastructures
[4]. Centralized and distributed systems can be complex and incon-
venient since they require intricate and expensive communication
infrastructure and computational resources. Thus, there is a neces-
sity for EV charging coordination solutions that are straightforward,
adaptable, economic, easy to implement, maintain, and that effi-
ciently coordinate the EV charging process; taking into account
the EDS operational constraints. In this context, decentralized EV
https://doi.org/10.1016/j.epsr.2018.04.003
0378-7796/© 2018 Elsevier B.V. All rights reserved.