Hybrid Synthesis for Almost Asymptotic Regulation of Linear
Impulsive Systems with Average Dwell Time
Chengzhi Yuan and Fen Wu
Abstract— This paper deals with the hybrid output regulation
problem for a class of linear impulsive systems with average
dwell time. The hybrid regulator is constructed as a linear
impulsive system that undergoes synchronous impulses with
the controlled plant, and the hybrid synthesis conditions are
formulated in terms of two matrix equations plus a set of linear
matrix inequalities (LMIs). With the proposed hybrid synthesis
scheme, both continuous-time and discrete-time dynamics of the
hybrid regulator can be jointly synthesized by solving a convex
optimization problem of minimizing the weighted L2 gain
from the perturbation signal to the error output. A numerical
example is used to demonstrate the proposed approach.
I. I NTRODUCTION
The problem of output regulation, which concerns con-
trolling a given plant such that its output tracks references
or rejects disturbances generated by an exosystem, have
been extensively studied over the past decades for various
dynamical systems (see, [1], [2], [3] and the references there-
in). In particular, necessary and sufficient conditions for the
solvability of the output regulation problem for linear time-
invariant (LTI) systems were nicely established as a set of
linear algebraic equations in [1], which paves the fundamen-
tals for the subsequent researches on, for instance, optimal
output regulation [4]; output regulation with saturations [5];
output regulator syntheses with multi performance objectives
[6], and also involves in many practical applications [7]. It
is not until the nineties that the output regulation problem
for general nonlinear systems was first pursued by the
pioneering works [8] and [2]. Recent research on the output
regulation problem has shifted to hybrid dynamical systems
that combine continuous-time and discrete-time behaviors,
such as [9], [10], [3], [11].
In this paper, we study the hybrid output regulation prob-
lem for a class of linear systems subject to impulse effects.
This type of systems are classified as linear impulsive dy-
namical systems that are typically modeled by the combina-
tion of ordinary differential equations and instantaneous state
jumps or resets (also referred to as impulse) [12], [13]. As a
special case of hybrid systems, linear impulsive systems have
been widely involved in the research in control community,
due mainly to their presence in practical systems and poten-
tials in overcoming limitations of traditional controllers (see,
e.g., [12], [14]). Stability properties of such systems have
been extensively investigated, see, for instance, [12], [15],
[13]. However, few results on the output regulation problem
This work is supported in part by the NSF grant CMMI-1200242.
Both authors are with the Department of Mechanical and Aerospace
Engineering, North Carolina State University, Raleigh, NC 27695, USA
cyuan2@ncsu.edu; fwu@eos.ncsu.edu
of linear impulsive systems can be found in the literature.
In particular, it is worth to mention the latest contribution
[3] in which the classical output regulation concepts were
extended to single-input single-output (SISO) linear systems
with periodic state jumps and a series of fundamental theories
for hybrid regulator design were proposed. This work was
subsequently applied in [11] to design hybrid regulators with
different structures. These results, however, rely heavily on
the periodicity of the impulse sequences.
In this paper, the impulse instants of the linear im-
pulsive system under consideration are allowed to occur
non-periodically, but with a frequency constraint, which
is formalized in terms of an average dwell time (ADT)
condition [16], [13]. On the other hand, as opposed to the
typical treatments in classical output regulation problem of
considering an exosystem with autonomous dynamics and
the reference/disturbance signals that are precisely known,
we will also generalize the hybrid output regulation problem
for linear impulsive systems with unknown perturbations
on both controlled plant and the exosystem, which leads
to the notion of almost asymptotic regulation. From this
respect, the hybrid regulator design problem is treated under
a multiobjective framework, such that both objectives of
output regulation and weighted H
∞
controlled performance
(from [17]) can be achieved. The proposed hybrid output
regulator is constructed as a linear impulsive system, and
the resulting hybrid multiobjective synthesis conditions are
formulated in terms of tractable conditions, consisting of
linear algebraic equations and linear matrix inequalities
(LMIs). Another novelty of the proposed hybrid synthesis
scheme is that the hybrid regulator gain matrices with respect
to both continuous-time and discrete-time dynamics can
be jointly (simultaneously) synthesized in a systematic and
unified framework, i.e., by solving a convex LMI-based
optimization.
Notation. R stands for the set of real numbers and R
+
for the positive real numbers. R
m×n
is the set of real
m × n matrices. The transpose of a real matrix M is
denoted by M
T
. The hermitian operator He {·} is defined as
He {M } = M + M
T
for real matrices. The identity matrix
of any dimension is denoted by I . S
n
and S
n
+
are used to
denote the set of real symmetric n × n matrices and positive
definite matrices, respectively. A block diagonal matrix with
matrices X
1
,X
2
, ··· ,X
p
on its main diagonal is denoted by
diag {X
1
,X
2
, ··· ,X
p
}. Furthermore, we use the symbol ⋆
in LMIs to denote entries that follow from symmetry. For
x ∈ R
n
, its norm is defined as ∥x∥ := (x
T
x)
1/2
. The space
of square integrable functions is denoted by L
2
, that is, for
53rd IEEE Conference on Decision and Control
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