Integrated Rate and Inertial Dependent Prandtl-
Ishlinskii Model for Piezoelectric Actuator
V. Hassani
Nanyang Technological University
School of Mechanical and Aerospace Engineering
Division of Mechatronics and Design
50 Nanyang Avenue, Singapore-639798
E-mail: vahi0001@e.ntu.edu.sg
T. Tjahjowidodo
Nanyang Technological University
School of Mechanical and Aerospace Engineering
Division of Mechatronics and Design
50 Nanyang Avenue, Singapore-639798
E-mail: ttegoeh@ntu.edu.sg
Abstract— Piezoelectric drive mechanisms consist of piezoelectric
materials that actuate the mechanism at different ranges of
frequency, as the piezoelectric actuators are subjected to a
nonlinear phenomenon of hysteresis which is sensitive to
frequency changes. Designing an adaptive hysteretic model
facilitates the operation of such mechanisms in general control
framework. In this paper, an Integrated Rate and Inertial
dependent Prandtl-Ishlinskii model using an exponential function
for varying damping factor is proposed for positioning control of
a piezoelectric actuator at frequency range between 1 Hz to 200
Hz.
Keywords-piezoelectric actuator; Prandtl-Ishlinskii Model;
Hysteresis Loop; Rate-Dependent Model; Inertial-Dependent
Model
I. INTRODUCTION
In recent years, applications of piezoelectric actuators in
piezoelectric motors and mechanisms have been widely
explored [1-6]. The apparent characteristics of the piezoelectric
actuators such as fast frequency response and high resolution
down to nanometer level have encouraged researchers as well
as industries to develop micro-positioning devices. In spite of
the advantage for micro-positioning application, the
piezoelectric actuators possess severe nonlinearity due to a
hysteresis relation between the voltage input and the
displacement output. This phenomenon degrades the
performance of the actuator and the mechanism in positioning
control applications as it causes inaccuracy in the open loop
system, inadvertent oscillations of the system and even
instability of a closed loop system [7, 8]. Moreover, the
hysteresis phenomenon in piezoelectric actuators is dependent
on the rate of applied input and aging of the actuators [9]. In
other words, the intensity of hysteresis increases with the
increase in operating frequency and vice versa. As a result,
developing a frequency-dependent or rate-dependent model of
hysteresis has attracted significant attentions of researchers.
Considering the works done in this area, readers may refer to
Al Janaideh [10], who proposed a rate-dependent Prandtl-
Ishlinskii model by presenting a threshold value and density
function, which appear as a function of varying input rate to
characterize the hysteresis in the piezoelectric actuator at
frequency range between 0.1 Hz to 200 Hz. A different
approach was proposed by Ang [11] to model the hysteresis at
low frequencies up to 50 Hz utilized a linear function relating
the slope of the hysteresis loop to input rate applied to the
actuator. Application of different periodical inputs motivated
Al Janaideh [12] to consider an initial rate-dependent model at
higher frequency range between 0.1 Hz to 500 Hz. The relation
between threshold value and the rate of input applied to
piezoelectric actuator was considered to gain a better approach
to develop rate-dependent Prandtl-Ishlinskii model [13]. The
inverse rate-dependent model was proposed by Al Janaideh
[14] to be used as a feed forward controller in a control loop for
positioning control of an actuator. Since the hysteresis loops
sometimes also exhibit asymmetrical shape, a generalized rate-
dependent hysteresis model was proposed further to capture the
asymmetric shape of the hysteresis in a rate-dependent Prandtl-
Ishlinskii model [15]. Ang [16] designed a feedforward
controller through utilization of inverse of the rate-dependent
model that formerly presented in [11].
In this paper, an inertial-dependent Prandtl-Ishlinskii model is
proposed in term of the stop operator which is one of the two
essential yet well-known operators of the Prandtl-Ishlinskii
model. Using an exponential function that expresses relation
between damping factor and the changes in frequency directs
us to convert the initial rate-independent model into a rate-
dependent model of the hysteresis at frequency range between
1 Hz to 200 Hz for the applied input voltages up to 80V.
II. CLASSICAL PRANDTL-ISHLINSKII MODEL
This model exploits two well-known operators i.e., a play
operator and a stop operator. The stop operator plays as an
inverse of the play operator and can be solely used in a feed
forward controller scheme to mitigate the hysteretic effects in
piezoelectric actuators. The properties of these operators are
discussed in this section.
A. Stop Operator
Suppose [0, ]
m E
C t is a space of piecewise monotone
continuous functions. For any input () [0, ]
m E
vt C t ∈ , the stop
operator is defined by the following expressions,
() min( , max( , ))
r
e v r rv = - (1)
1 1
[; ](0) ( (0) )
r r
E vw e v w
- -
= - (2)
2011 2nd International Conference on Instrumentation, Control and Automation
15-17 November 2011, Bandung, Indonesia
978-1-4577-1460-3/11/$26.00 ©2011 IEEE 152