1396 IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, VOL. 39, NO. 5, SEPTEMBER/OCTOBER 2003
Comparative Investigation of PWM Techniques
for a New Drive for Electric Vehicles
Andrzej M. Trzynadlowski, Fellow, IEEE, Zhiqiang Wang, James M. Nagashima, Member, IEEE,
Costin Stancu, Member, IEEE, and Marcin H. Zelechowski, Student Member, IEEE
Abstract—Results of a comparative investigation of determin-
istic and random pulsewidth modulation (PWM) techniques to
be employed in a new ac drive for electric vehicles are presented.
The study, employing the advanced simulation package SABER
from Avant! Corporation, was focused on the reduction of electro-
magnetic interference (EMI) when a deterministic PWM strategy
is replaced with an RPWM method. To assess the impact of the
PWM technique on the drive performance, the drive efficiency,
torque ripple, and dynamic response of the current control system
were also investigated. Two RPWM techniques characterized by
random variations of switching frequency of the inverter were
considered: one with the sampling frequency of the modulator
varying in step with the switching frequency, and one with a fixed
sampling frequency equal to the average switching frequency.
The study has demonstrated good EMI-mitigating potentials of
RPWM techniques, whose use results in EMI reduction by 10 dB
and more, while the drive performance is barely affected.
Index Terms—AC drives, electric cars, electromagnetic inter-
ference (EMI), inverter control, random pulsewidth modulation
(RPWM).
I. INTRODUCTION
V
ARIOUS means for size reduction have been considered
for the ac drive for electric and hybrid vehicles, currently
under development at a major automaker. One of them is the
use of a random pulsewidth modulation (RPWM) technique
in the inverter that supplies the motor driving the vehicle.
Originally, RPWM has been developed to mitigate the acoustic
noise emitted from inverter-fed ac drives, and numerous exper-
imental studies have confirmed its usefulness in that respect,
e.g., [1]–[3]. With respect to electric cars, the issue of acoustic
noise is not important, thanks to the high switching frequencies
employed and the efficient sound insulation in modern cars.
Here, potentials of RPWM for reduction of electromagnetic
interference (EMI), which have already been indicated in [4]
and [5], are explored. It is expected that the EMI filter can be
Paper IPCSD 03–077, presented at the 2002 Industry Applications Society
Annual Meeting, Pittsburgh, PA, October 13–18, and approved for publication
in the IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS by the Industrial Power
Converter Committee of the IEEE Industry Applications Society. Manuscript
submitted for review August 1, 2002 and released for publication June 23, 2003.
A. M. Trzynadlowski and Z. Wang are with the Department of Electrical
Engineering, University of Nevada, Reno, NV 89557-0153 USA (e-mail:
chin@eng.unr.edu; richard_zq_wang@yahoo.com).
J. M. Nagashima and C. Stancu are with the General Motors Advanced Tech-
nology Center, Torrance, CA 90505 USA (e-mail: james.nagashima@gm.com;
constantin.stancu@gm.com).
M. H. Zelechowski is with the Institute of Control and Industrial Elec-
tronics, Warsaw University of Technology, 00-662 Warsaw, Poland (e-mail:
zelechom@ee.pw.edu.pl).
Digital Object Identifier 10.1109/TIA.2003.816555
Fig. 1. Example frequency spectrum of inverter output voltage with DPWM.
significantly downsized in comparison with that needed for
an inverter controlled using deterministic PWM (DPWM). In
order to evaluate this possibility, and to assess the impact of
RPWM on the drive performance, a massive simulation study
was commissioned. The software package SABER from Avant!
Corp. was employed. Results of the study are presented in this
paper.
II. SCOPE OF THE STUDY
The drive constitutes the classic cascade of a battery, a dc link,
an inverter, and an ac motor. Contemporary automobiles are
equipped with sensitive communication and control systems,
making the issue of EMI radiated from the dc-supply cables
very important. Modeling of the radiated EMI is difficult and
inaccurate. Therefore, for the purpose of comparative analysis
of the PWM techniques, the study was focused on frequency
spectra of the battery current. The ac component of this current,
subsequently referred to as current noise, is the main source of
radiated EMI.
To reduce the current noise, an EMI filter, a lumped or dis-
tributed inductive–capacitive circuit, must be employed. The
size of the filter is related to the desired degree of attenua-
tion of harmonics of the current noise. Thus, flattening the fre-
quency spectrum of the noise by replacing deterministic PWM
(DPWM) with RPWM is expected to lead to reduction of the
bulk and weight of the filter, which passes the whole supply
0093-9994/03$17.00 © 2003 IEEE