Abstract—It is well known that important problems such as
structured H
2
control synthesis or simultaneous stabilization
have no polynomial time solution in general. The underlying
BMI problem can’t be reduced to an LMI. The recent
description of dilated LMI’s under the continuous time setting
however, enables new characterizations for such problems
allowing interesting additional degrees of freedom. Based on
it, a novel coordinate-descent iterative algorithm is proposed
as an efficient alternative to existing ones, in order to
approach the solution of the problems considered. The
relevance of the approach is illustrated with several numerical
examples.
I. INTRODUCTION
ILATED LMI’s [1] are often regarded as a powerful
tool to establish new characterizations for control
analysis and synthesis problems, even in the continuous
time setting [2]. Dilated LMI’s presented in [3] are shown
to be efficient when dealing with mutiobjective control
problems since they enable to associate distinct Lyapunov
matrices to different objectives. This paper aims to show
some other advantages of dilated LMI’s especially when
dealing with the H
2
control under structural constraints.
An important problem in control arises when a specific
structure on the overall control scheme is considered,
especially when dealing with complex or distributed
systems [4]. This structure often depends on the structure
of the system itself, subdivided in subsystems. It also
depends on the signals accessible for measure and the
authority on actuation variables of each separated controller
included in the global desired controller.
Finding an H
2
controller under structural constraints is a
difficult optimization problem. Except in some particular
cases, for example when the controller/plant structure
satisfies the so called quadratic invariance property [5], [6]
the problem is indeed non convex. Even if many sub-
optimal numerical procedures (see for example [7]-[13])
have been developed to reduce the conservatism and the
M. Yagoubi and P. Chevrel are with the Ecole des Mines de Nantes, 4
rue Alfred Kastler, 44307 Nantes, France (corresponding author phone:
+(33)-251858327; fax: +(33)-251858349; e-mail: myagoubi@emn.fr).
They are also with IRCCyN (UMR CNRS 6957), BP 92101, 44321 Nantes
Cedex 3, France.
computational time for related problems, looking for more
and more efficient algorithm remains an important and
challenging problem.
Using new characterizations based on dilated LMI’s for
some structured control problems, a novel coordinate-
descent iterative numerical procedure is proposed in this
paper. In particular, the H
2
control under structural
constraints problem is considered in the continuous time
setting. The algorithm developed is used to compute local
optimal solutions. A decomposition in consecutive sub-
problems of the initial problem enable to improve the
numerical results obtained.
The paper is organized as follows. Leaning on the
dilation lemma, section 2 recalls the definitions and
characterizations of the stability and H
2
structured control
problems considered. In section 3, a new iterative
procedure is proposed to approach the solution of such
problems. In section 4, some examples broadly studied in
the literature are studied. Finally numerical test-examples
whose global optimum is known are constructed and used
for test in section 5. The conclusion takes place in section
6.
II. SOME DEFINITIONS AND PROBLEMS
The notations below will be used through the paper.
( )
T
sym A A A and
T
A B A B
C B C
denotes the direct product of matrices
1 1
1
1 1
u y
u y
n n
n n
In this paper, we consider the continuous linear time-
invariant (LTI) system with state-space representation (1)
22 21 2
12 11 1
2 1
22 21
12 11
:
D D C
D D C
B B A
s P s P
s P s P
s P
(1)
u
w
x
D D C
D D C
B B A
y
z
x
22 21 2
12 11 1
2 1
with
11 22
0 D D .
T
zw
denotes the closed-loop transfer matrix between the
Structured H
2
Controller Synthesis via a dilated
LMI Based Algorithm
M. Yagoubi and P. Chevrel
D
Proceedings of the
44th IEEE Conference on Decision and Control, and
the European Control Conference 2005
Seville, Spain, December 12-15, 2005
WeC05.3
0-7803-9568-9/05/$20.00 ©2005 IEEE
5746