Hindawi Publishing Corporation
Smart Materials Research
Volume 2012, Article ID 164062, 15 pages
doi:10.1155/2012/164062
Research Article
Modeling Hysteresis with Inertial-Dependent Prandtl-Ishlinskii
Model in Wide-Band Frequency-Operated Piezoelectric Actuator
Vahid Hassani, Tegoeh Tjahjowidodo, and Albert D. Soetarto
Division of Mechatronics & Design, School of Mechanical and Aerospace Engineering, Nanyang Technological University,
50 Nanyang Avenue, Singapore 639798
Correspondence should be addressed to Vahid Hassani, h vhd@yahoo.com
Received 12 November 2011; Accepted 3 January 2012
Academic Editor: Tao Li
Copyright © 2012 Vahid Hassani et al. This is an open access article distributed under the Creative Commons Attribution License,
which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
One of the major problems occurring in many technical applications is the presence of the hysteretic behavior in sensors
and actuators, which causes a nonlinear relationship between input and output variables in such devices. Since the nonlinear
phenomenon of hysteresis degrades the performance of the piezoelectric materials and piezoelectric drive mechanisms, for
example, in positioning control framework, it has to be characterized in order to mitigate the effect of the nonlinearity in
the devices. This paper is aimed to characterize and model the hysteresis in typical piezoelectric actuators under load-free and
preloaded circumstances incorporating the inertial effect of the system. For this purpose, the piezoelectric actuator is modeled as a
mass-spring-damper system, which is expressed in terms of a stop operator as one of the essential yet efficient hysteresis operators
in the Prandtl-Ishlinskii (PI) model. The reason of utilizing the stop operator in this study is for the sake of control purposes, as
the stop operator plays as the inverse of the play operator in the PI model and can be used in a feed-forward controller scheme to
suppress the effect of hysteresis in general control framework. The results reveal that this model exhibits better correspondence to
the measurement output compared to that of the classical PI model.
1. Introduction
Hysteresis is a nonlinear phenomenon that occurs in some
types of materials such as piezoceramics, shape-memory
alloys, and magnetostrictive actuators. The word “hysteresis”
refers to systems that have memory such that similar loops
are repeated in each cycle of operation in every dynamical
system and, after removal of the force or electrical field,
the system does not return to its original location. In this
phenomenon, the current output depends also on the history
of the input.
The effect of hysteresis nonlinearity can be neglected in
some systems. In contrast, ignoring this phenomenon in
other types of systems that possess severe hysteresis might
create undesirable consequences such as inaccuracy in open
loop system, limit cycle, degradation of the tracking perfor-
mance, and even instability of closed loop system.
To overcome this challenge, some mathematical models,
for example, the Preisach model and the PI model, have been
proposed to capture the effect of hysteresis in any mechanical
systems. Utilization of the PI model is addressed in many
works to characterize the hysteresis due to its simplicity
compared to the Preisach model. Wang et al. [1] utilized
the classical PI model and neural network approximator
to design a robust adaptive control, which ensures that
the tracking error is bounded in the presence of unknown
hysteresis in a closed-loop system. The generalized PI is
proposed for modeling an asymmetric hysteresis in piezoce-
ramic actuators, where a linear function is defined to modify
the threshold of the play operator of the model [2]. Krejci
and Kuhnen [3] presented a new method of constructing
the inverse of the hysteresis model in an analytical form
for the system with hysteresis and creep and used the
proposed model in a feed-forward controller to mitigate
the nonlinearity arisen from the hysteresis. Al Janaideh et
al. [4] presented a method to construct the inverse of the
generalized PI model to be used in a feed-forward loop
cascaded with an adaptive controller to reduce the effect of
hysteresis in a piezoelectric actuator, and in another paper,
they utilized the generalized PI model to design a robust