Home

KalmanYakubovichPopov

The Kalman–Yakubovich–Popov lemma, often shortened to the KYP lemma, is a foundational result in systems and control theory that connects frequency-domain properties of a linear time-invariant system with a time-domain quadratic form. Named after Rudolf Kalman, Sergei Yakubovich, and Valentin Popov, the lemma provides a bridge between energy-based (dissipative) descriptions and state-space realizations, enabling the use of linear matrix inequalities (LMIs) for analysis and design.

In its standard continuous-time formulation, for a system with state-space realization x_dot = A x + B u,

A^T P + P A ≤ 0

P B = C^T

D^T + D ≽ 0

Variants exist depending on strictness, time domain (continuous vs discrete), and whether the system is strictly

Applications span stability analysis of interconnected systems, passive and dissipative control design, H-infinity control, model reduction,

Historically, the result appeared in the 1960s through the independent contributions of Kalman, Yakubovich, and Popov,

y
=
C
x
+
D
u
and
transfer
function
G(s)
=
C(sI
−
A)^{-1}
B
+
D,
G
is
positive
real
(or
passive)
if
and
only
if
there
exists
a
symmetric
matrix
P
≽
0
such
that:
positive
real.
The
lemma
thus
translates
a
frequency-domain
condition
into
a
set
of
LMIs,
making
verification
and
controller
synthesis
amenable
to
convex
optimization
techniques.
and
robust
control.
The
KYP
lemma
has
become
a
standard
tool
in
both
theoretical
investigations
and
practical
engineering,
enabling
systematic,
computational
approaches
to
classical
problems.
and
it
has
since
generated
numerous
extensions
and
variants
in
continuous
and
discrete
time.