Why not FIR Filters for Control:
FIR Filters for State Space Models
Wook Hyun Kwon
Engr. Research Center for Advanced Contr. and Instrm.,
School of Electrical Engr., Seoul Nat'l Univ.,
Seoul, 151-742, Korea
Abstract: An estimation problem deals with recovering some unknown
parameters or variables from measured information in physical or
mathematical models. For the last forty years, the estimation problem has
been widely used in diverse fields, such as speech enhancement, medical
imaging, denoising, target tracking, navigation, chemical process,
mechanical systems, biological area, etc. Among estimation problems, a
state estimator, which is called the filter, has been widely investigated
and often combined with control design. Filters can be classified by
several aspects such as signal models, filter structures, optimal
criteria, and internal properties such as dependence of initial state
information and unbiased or deadbeat property.
In this talk, filters with the finite impulse response (FIR) structure and
the unbiased or deadbeat property are proposed for the existing or new
optimal criteria, together with above properties. We propose various
versions of FIR filters such as
- Minimum variance FIR filter for stochastic systems: 1) Kalman FIR
filter with unknown initial information, 2) Optimal FIR filter with
initial state estimation, 3) Unbiased optimal FIR filter.
- Minimax FIR filters for deterministic systems: 1)
L2-E2 FIR filter, 2)
Guaranteed H∞ FIR filter, 3) H∞ FIR
filter.
FIR filters proposed will be very useful for many signal-processing
problems where signals are represented by state space models.
The concept of FIR filters is applied to parameter estimations and
controls. The following topics will be presented:
- Application to identification: Unbiased and quasi-deadbeat parameter
estimation,
- Application to control: Receding horizon finite memory control for
output feedback controls.
Similar to FIR filters, a receding horizon control (RHC) has received much
attention because it has many advantages including simple computation,
tracking performance, I/O constraint handling, and extension to nonlinear
systems, when compared with steady-state linear quadratic control. It has
been used widely in the process industries. The RHC and the FIR filter
have key ideas in common. They are based on the idea that the objective
value, i.e., a control or a estimate, should be obtained from information
on the recent time interval to adapt to the latest circumstances very
fast. Since the RHC is for state space models and FIR filter is preferable
in signal processing fields, it is natural that FIR filters for state
space models are worth trying. To control engineers, an infinite impulse
response (IIR) filters have been utilized in most case but FIR filters
have little attention. This motivates this work.
Biography: Wook Hyun Kwon received B.S. and M.S. degrees in
electrical engineering from Seoul National University in 1966 and 1972,
respectively, and a Ph D. degree in control engineering from Brown
University in 1975. He was a research associate at Brown University
(1975-1976), an adjunct assistant professor at the University of lowa
(1976-1977), and a visiting assistant professor at Stanford University
(1981-1982). He has been with Seoul National University since 1977, where
he is currently a professor of School of Electrical Engineering.
Dr. Kwon has published more than 65 international journal papers
and approximately 120 international conference papers, mostly in
the areas of predictive controls, time-delayed system. FTR filtering, and
real-time computer applications for automation.
Dr. Kwon has devoted himself to promoting control engineering in Korea, He
was a key founder of the Korea Automatic Control conference, in which
about 650 persons participate every year. He was a key founder and then
President of the Institute of Control, Automation and Systems Engineers
(ICASE) in 1999. He was also President of the Korean Institute of
Electrical Engineers (KIEE) in 2001.
He was a member of the founding Steering Committee of ASCC. He was
Chairman of the Asian Control Professors Association (ACPA) for 1999-2000.
He is serving IFAC as Vice-President from 1999. He received the National
Academy of Sciences Award, the highest formal academic award in Korea. He
is a Fellow of the Korean Academy of Science and Technology (KAST), a
member of the National Academy of Engineering of Korea (NAEK), and a
Fellow of Third World Academy of Science (TWAS)
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