1. Introduction
This paper presents a worked collection of nontrivial examples that clarify the geometric stability phenomena for linear control systems on Lie groups, based on the structural results developed in [
1]. There, the authors prove general theorems on internal boundedness, invariant control sets (
), canonical quotients
, and
characterization. Here we use that theory as a toolkit, sketch the needed proofs, and concentrate on concrete computations and geometric interpretation.
In Euclidean spaces, stability of linear systems is often decided directly from the spectrum of the system matrix [
2,
3,
4,
5,
6,
7,
8]. On Lie groups, stability is inherently global: it depends not only on the eigenvalues of the drift derivation, but also on how the corresponding expanding, neutral, and contracting directions fit into the group structure. The flow of automorphisms generated by the drift splits the Lie algebra into expanding, neutral, and contracting parts, and the associated subgroups
and
describe exponential escape, neutral behavior, and exponential contraction.
then provide compact “cores” that collect all bounded controlled trajectories, while a canonical closed normal subgroup
absorbs the unstable and noncompact neutral directions so that the quotient
becomes the natural stage for
analysis.
The main aim of this article is to show how these abstract objects appear and can be used in concrete Lie group models. For each example we identify the derivation, compute the splitting
and
and the subgroups
and
, verify the Lie algebra rank condition, construct
when there are escaping directions, describe the ICS and minimal compact trap, and analyze which homomorphic outputs are
by looking at how they interact with
and the neutral subgroup [
9,
10,
11]. We also show how standard variation-of-constants estimates lead to ISS-type bounds on the canonical quotient
and how these bounds persist under small perturbations that do not change the sign pattern of the relevant eigenvalues.
The systems considered here are not mere “toy” examples. They include Hurwitz systems on
, the Heisenberg group as a prototype nilpotent system with central directions,
as a model for planar mechanics and robotics,
and
as basic semisimple groups, and a Levi-type solvable⋊compact group arising from visual-cortex modeling. In each case we push the structural results of [
1] down to the level of explicit formulas and geometric pictures: where escapes occur, how
look, what the quotient
is in coordinates, and which outputs “see” only the non-escaping dynamics. The
example, in particular, realizes a planar mobile robot with two controls (forward motion and heading) plus a contracting drift on the translational part; the canonical subgroup is the translation subgroup
, the quotient
captures all homomorphic
outputs (the heading), and one obtains a unique bounded
together with explicit ISS–type bounds for the position.
Beyond serving as an “example and application” companion to [
1,
12,
13,
14], the paper also extends the theory by proving new ISS-type estimates on
and on the canonical quotient
(Lemma 1 and Proposition 1), and by turning the abstract decomposition
into concrete, quantitatively usable tools for stability and
analysis on specific Lie group models. The structural theorems are taken from [
1], but the detailed calculations, the explicit construction of
and
in each class, and the example-level robustness and ISS estimates are original and intended to make the abstract theory readily usable in concrete control problems. Following a reviewer’s suggestion we also sketch the proofs of the cited theorems.
The organization of the paper is as follows.
Section 2 briefly recalls the framework (definitions,
, canonical quotient, and main theorems stated with the assumptions needed in the examples).
Section 3,
Section 4 and
Section 5 each treat one example class: group definition, chosen derivation, verification of hypotheses, explicit computation of
and
, and
and
, determination of
when relevant, description of the
and minimal trap, and analysis of
outputs with quantitative remarks on ISS bounds and robustness. We work in finite dimensions with connected Lie groups, use left-invariant Riemannian metrics to measure boundedness, and take “outputs” to be group homomorphisms unless explicitly stated otherwise.
2. Framework and Key Definitions
This section fixes notation and recalls the geometric and control objects used throughout the paper. We collect standard facts and introduce precise meanings for terms used in the statements of the main results.
System class and notation. Let
G be a connected finite-dimensional Lie group with identity
e and Lie algebra
. We consider
linear control systems (
) on
G [
15], of the form
where
- (a)
is a linear vector field on G: its flow is a one-parameter subgroup of and the infinitesimal generator at the identity is a derivation ;
- (b)
are left-invariant vector fields on G (identified with elements of );
- (c)
Admissible controls are measurable essentially bounded functions taking values in a fixed compact control set with .
Global existence and uniqueness hold for such systems (complete vector fields); we denote solutions by for initial condition and control .
- 2.
Variation in constants and reduction to the identity [
15]. A key identity is
which decomposes any trajectory into the drift action on
g and a trajectory from the identity. Thus the dynamics are determined by the family
. The positive reachable set
and in particular
, plays a central role; its (closure) boundedness underlies our global analysis.
- 3.
Dynamical splitting induced by the drift [
16]. The derivation
associated with
has a real Jordan decomposition, yielding a
-invariant splitting
where
collect generalized eigenspaces with positive/negative real part and
those with zero real part. Integrating gives connected subgroups
(closed in our finite-dimensional setting). Under the drift
,
expands,
contracts, and
is neutral; their interaction governs escape versus trapping.
- 4.
Lie algebra rank condition (
) and accessibility [
17,
18]. Let
be the span of control directions, and let
be the smallest
-invariant Lie subalgebra of
containing
. We say
satisfies
if
. By Sussmann’s Orbit Theorem [
19], we may assume
without affecting stability. Then the system is locally accessible from every point: reachable sets, and in particular
, have nonempty interior, which is crucial for the existence of control sets with nonempty interior and for the concatenation and approximate controllability arguments used later.
- 5.
Control sets and invariant control sets (
) [
20]. Control sets are maximal regions where approximate controllability holds and which are forward invariant in the closure sense. A set
is a control set if (i) each
admits controls keeping trajectories arbitrarily close to
forward in time, and (ii)
for all
. An
invariant control set (
) additionally satisfies
Bounded with nonempty interior provide compact trapping regions whose closures typically contain all bounded trajectories and play the role of global attractors for bounded control dynamics. Under , such (when they exist) have nonempty interior and enjoy the robustness and concatenation properties used throughout the paper.
Definition 1. Let be a linear control system on G and let F: be a Lie group homomorphism (the output map) with kernel . We say that is stable relative to
F (or that F yields a output) if for every bounded admissible control the output trajectoryis a bounded with respect to any left-invariant Riemannian metric on H [1]. Definition 2. When N is closed and invariant under the drift so that the system projects to , is relative to F iff for every bounded control the projected trajectory is bounded in [1]. A set or trajectory is bounded if it is bounded in this metric. For outputs we focus on homomorphic outputs: let be a Lie group homomorphism into a connected Lie group H. Boundedness of the output is exactly boundedness of the projected trajectory in the quotient where , provided N is closed and invariant under the drift so that the system projects. The main theorems relate this quotient-level boundedness to the relative position of and with respect to N and to the compactness of the projected neutral subgroup.
The decomposition
is intrinsic to the derivation
(hence to the linear drift) [
21], and is compatible with conjugation by
; in applications one computes it via the real Jordan form of the linearization of
at the identity (or via the complex eigenstructure of
).
is a mild controllability hypothesis satisfied in most illustrative examples (full actuation or bracket-generation conditions). Failure of forces restriction to reachable submanifolds and requires a variant treatment.
When working with homomorphic outputs F, two technical points are recurrent: (i) one needs to be closed and invariant under the drift so that the dynamics project to , and (ii) should descend to the quotient to apply the internal boundedness criteria there. These assumptions are explicit in the main theorems.
The canonical subgroup used to classify all outputs is built from the algebraic data above: it is the minimal closed normal -invariant subgroup that contains and the noncompact parts of ; factoring by eliminates all obstructions to boundedness.
These notions provide the language used in the subsequent statements and the example catalog: theorems are formulated in terms of , , and factorizations through quotients like or .
3. Main Results Statements Sketch of the Proof and Discussion
We state the principal theorems from [
1] precisely and expand on their meanings, immediate corollaries, typical hypotheses, and proof ideas (sketches only). This extended presentation is intended to clarify how to apply the results in examples and to expose the geometric mechanisms behind each statement.
In the sketch of the following theorem we use a fact that was showed in [
1]: every element of the central subgroup
whose positive orbit is bounded belongs to the recurrent set. We start with new results.
Lemma 1 (ISS estimate along
).
Assume , is compact, and the restriction of to has spectrum contained in for some . Let and write the trajectory as with , . Then there exist constants , depending only on α, the choice of left-invariant metric, and , such that Proof of Lemma 1. Fix a left-invariant Riemannian metric on
G and restrict it to
. Since
is a connected Lie subgroup of a finite-dimensional Lie group, there is a neighborhood
U of
e on which the exponential map
is a diffeomorphism, and the Riemannian distance is equivalent to the norm in
: there exist constants
such that for all
with
,
Write the trajectory as with , . Since is compact and u is bounded, the factor remains in a compact subset of , and all coefficients obtained by projecting the control vector fields onto are uniformly bounded.
On U we define by .
The linear control system and the
-invariance of
yield an ODE for
of the form
where
, the functions
f and
are smooth, and
. The spectral assumption on
implies the existence of a norm
on
and constants
,
such that the semigroup generated by
satisfies
Since
and
are bounded, there exists
and a neighborhood of 0 in which
for all
and all
z such that
. For such
, taking norms in (
2) and using the variation-of-constants formula yields
By Grönwall’s inequality, there exist constants
(depending only on
and
) such that
as long as
remains in the neighborhood where the estimates above hold.
To remove this local restriction, note that
is diffeomorphic to
and the drift is strictly contracting on
: in the absence of input,
converges exponentially to
e. The input term is uniformly bounded by
, so standard ISS arguments for linear systems on
imply that
is globally bounded and eventually enters (and stays in) a compact neighborhood of
e where the exponential coordinates and estimates above are valid. Thus (
3) holds for all
(possibly with larger constants, which we absorb into
).
Finally, combining (
1) and (
3) gives
for suitable constants
depending only on the system data and the chosen metric. This is the desired ISS estimate. □
Theorem 1 (Geometric characterization of internal boundedness, [
1]).
Let G be a connected Lie group and a linear control system on G satisfying the . The following conditions are equivalent: - 1.
and is a compact subgroup;
- 2.
is bounded;
- 3.
For any , the trajectory is bounded.
Under these conditions there exists a bounded with nonempty interior. The is unique andis the minimal compact positively invariant trapping set. Sketch of the Proof. We only outline the main ideas of each implication.
. From
and the fact that
is compact, one first chooses a left-invariant Riemannian metric
on
which is invariant under conjugation by
. For the linear flow
restricted to
one shows exponential contraction
for some
,
(this is the usual stable behavior on
).
Since the one-step reachable set
is bounded, its closure is compact, and one can cover it by a compact
times
:
. Writing an arbitrary time
(
,
) and using the co-cycle property,
can be factored into products of one-step pieces
, each of which lies in
. Projecting onto
and using that
normalizes
, one obtains a
-component
written as a product of conjugates of elements of
K followed by exponentially contracting factors
. The contraction estimate and the
-invariance of
imply that all
lie in a uniform ball
, hence
for all
and
, which yields boundedness of
.
is immediate: if the positive orbit from e is bounded, then every trajectory starting at e for any control is contained in that bounded set.
Assume now that every trajectory starting at
e is bounded. Using
and standard results on linear control systems, one knows that
e belongs to the closure of the interior of
, so
is a nonempty open subset. For any
there exists a control
u and time
such that
, and by concatenating
u with the zero control one sees that the positive drift orbit
:
is bounded.
As in the proof of the stability theorem for the drift, this implies that
with
and
, and that the drift orbit of
is bounded. As we explain before,
must lie in the recurrent set
of the drift, so that
Since
V is open and nonempty,
has nonempty interior, and by connectedness one concludes
, i.e.,
Finally, implies that is a normal, drift-invariant subgroup and . The induced linear system on has elliptic drift, and by a compactness result for elliptic flows one concludes that is compact. This yields condition (1). □
We present a concise single central theorem that characterizes stability of linear control systems on connected Lie groups relative to homomorphic outputs. The statement uses hypotheses such a closed, -invariant kernels, inheritance of to quotients, and a canonical normal subgroup removing expanding and noncompact neutral directions.
Homogeneous space. Before stating the theorem, we recall the notion of a quotient of a Lie group by a closed subgroup. Let
G be a (finite-dimensional) Lie group and
a closed subgroup. Two elements
are said to be equivalent modulo
N if
, and we write
. The set of equivalence classes
is called the
quotient space (or homogeneous space) of
G by
N. Since
N is closed,
carries a natural smooth manifold structure making the
quotient map
a smooth submersion. If
N is normal, then
inherits a Lie group structure for which
is a Lie group homomorphism; otherwise
is a homogeneous
G-space with a smooth left action
Given a linear control system
on
G and a closed,
-invariant subgroup
, the quotient map
allows us to
project the dynamics: the drift flow and control vector fields descend to a well-defined linear control system
on
, whose trajectories satisfy
Assume,
Hypothesis 1. The Lie algebra rank condition holds: the smallest -invariant Lie subalgebra containing the control directions equals .
Hypothesis 2. For any Lie group homomorphism (output), its kernel is closed and φ-invariant: for all .
Hypothesis 3. Under (H2) the projected control vector fields on satisfy on the quotient Lie algebra (equivalently, images of the control directions generate the quotient Lie algebra under the projected derivation).
Hypothesis 4. There exists a maximal closed normal φ-invariant subgroup containing and the noncompact connected factors of ; equivalently, Γ is the smallest closed normal φ-invariant subgroup for which has no expanding directions and has compact neutral subgroup.
Write the real Jordan decomposition of and define and , and subgroups and as usual; for a quotient map denote induced objects with bars.
Finally, assumption (H3) precisely requires that, under (H2), the projected control vector fields on satisfy the Lie algebra rank condition, so that accessibility properties are inherited by the quotient.
Theorem 2. Let a satisfy –. Let F: be a Lie group homomorphism with closed φ-invariant . Then the following statements are equivalent:
- (a)
is stable relative to F: for every bounded admissible control u the output trajectory : is bounded in H.
- (b)
The quotient system in satisfies and is compact.
- (c)
and is a compact subgroup of .
Moreover, let Γ be the canonical subgroup from (H4). Then
- (d)
The canonical projection Π: has the universal factorization property: any homomorphism F: producing a -stable output factors uniquely through Π.
- (e)
On the internal theory applies: the quotient system admits a unique bounded invariant control set with nonempty interior, whose closure is the minimal compact positively invariant trapping set. Consequently, bounded outputs correspond precisely to bounded trajectories in .
- (f)
Consider the Jordan decomposition. Under the additional spectral-continuity assumption (small perturbations of and control directions do not change signs of real parts of eigenvalues in the quotient), the condition above is robust: there exists an open neighborhood in the parameter space where equivalent statements (a)–(c) hold for perturbed systems.
Sketch of the Proof. (a) ⇒ (b). Since
is closed and
-invariant, the system projects to a linear control system
on
and
where
is the flow of
and
is the identity class.
boundedness of outputs for all bounded
u is exactly boundedness of the positive reachable set
. By the internal stability theorem for linear systems on Lie groups (Theorem 1, applied to
under
–
), this boundedness holds if and only if the unstable subgroup of the quotient is trivial and the neutral subgroup is compact, i.e.,
and
is compact.
(b) ⇒ (a). The same identification shows that if and is compact, then Theorem 1 guarantees a bounded invariant control set in and bounded reachable sets from . Thus every quotient trajectory is bounded and therefore so is .
(b) ⇔ (c). Let
be the quotient map. Functoriality of the dynamical subgroups yields
Hence iff . Compactness of is equivalent to compactness of its image inside . Thus (b) and (c) are equivalent.
(d) Universal factorization. By construction in (H4), is the subgroup generated by all unstable directions and noncompact neutral directions. If yields a -stable output, then by (a)–(c) its kernel must contain and all noncompact neutral directions; hence and there exists a unique homomorphism with . Conversely, any homomorphism on produces a -stable output by (b), since satisfies and compact.
(e) on . Let and consider the induced system . By (H4), has no expanding directions and compact neutral subgroup, and by (H1)–(H3) descends to . Applying again Theorem 1 to yields the existence and uniqueness of a bounded invariant control set with nonempty interior; its closure is the minimal compact positively invariant trapping set containing . Moreover, any output F factoring through is bounded iff the corresponding quotient trajectory in is bounded, so bounded outputs are in bijection with bounded trajectories in .
(f) Robustness. The spectral Jordan decomposition of the derivation is continuous under small perturbations. Under the assumption that no eigenvalue crosses the imaginary axis in the quotient and that compactness of the neutral subgroup persists, the conditions and compact remain valid in a neighborhood in parameter space. Hence the equivalence (a)–(c) and stability are robust under such perturbations. □
Remark 1. Assume spectral continuity: small perturbations of and control directions preserve sign pattern of relevant eigenvalues in the quotient. Then existence/uniqueness of , canonical quotient classification and properties persist under small perturbations. On one obtains ISS-type estimates combining exponential contraction on with bounded neutral dynamics.
- 1.
Spectral continuity: In finite dimensions the real parts of eigenvalues vary continuously with ; thus there exist open neighborhoods of parameters where the sign pattern (positive/zero/negative real parts) remains unchanged. When this is the case the algebraic decomposition is stable and so is Γ.
- 2.
Persistence: Under small perturbations that do not introduce new expanding directions in the quotient the in persists (upper semicontinuity of invariant sets plus contraction on ). Therefore classification is robust to modeling errors and small control direction perturbations.
We finish with an ISS-type estimate on the canonical quotient.
Proposition 1. Let be a linear control system satisfying –, and let be the canonical subgroup from (H4). Consider the induced system on the quotient , and denote and by its (unique) bounded invariant control set with nonempty interior. Assume that on the Lie algebra of the contracting subgroup the restriction satisfies for some . Then there exist a left-invariant Riemannian metric on and constants such that, for every bounded admissible control and all ,where d is the Riemannian distance on . Proof. By (H4) and the construction of , all expanding directions and noncompact neutral directions are quotiented out in . Thus the induced derivation on has no eigenvalues with positive real part, and the neutral subalgebra integrates to a compact subgroup . Moreover, the restriction of to the contracting subspace has spectrum contained in by hypothesis.
On
choose a left-invariant Riemannian metric that is adapted to the splitting
, in the sense that the decomposition is orthogonal at the identity and transported by left translations. Then the Riemannian distance
d is equivalent (locally and, by compactness of
, also globally up to constants) to the product distance
where
(resp.
) denotes the distance restricted to the contracting (resp. neutral) factor.
By the general control set theory under
and compactness of the neutral factor (see, e.g., [
20]), the invariant control set
is saturated in the neutral directions and its “transverse” dynamics are governed by the contracting component. In particular, there exists a compact subset
such that, up to changing coordinates along
,
for some compact, positively invariant set
containing the identity. Consequently, the distance from a point
to
is equivalent to the distance from
to
:
with equivalence constants depending only on the chosen metric and on
K.
Now consider the trajectory of the quotient system
and decompose it as
with
,
. The dynamics of
are governed by the restriction
, perturbed by bounded terms coming from the control and from the (compact) neutral factor. By Lemma 1 (applied to the quotient system), there exist constants
, depending only on
, the metric on
, and the control range, such that
Since
is compact, there is a constant
with
and similarly
for all
t. Thus (
6) implies
Using again
for some
, we obtain
for suitable
.
Finally, combining this with the equivalence (
5) gives
for some constants
depending only on the geometry of
, the spectral gap
on
, and the control range
U. This is precisely the ISS-type estimate (
4). □
Practical checklist for applications
To apply the theorems in concrete examples follow this checklist:
Compute derivation and its real Jordan decomposition;
Determine and integrate to ;
Verify ;
Check and compactness of : if and compact, bounded exist and internal boundedness follows; otherwise construct and consider quotient dynamics;
For a candidate output F, verify and compactness of to decide ; if not, consider altering F or quotienting out problematic directions.
For the stability analysis of an on a connected Lie group G, this extended presentation highlights both the logical structure of the main results and the geometric ideas required to execute them in examples. The examples collected in the sequel will follow this road map.
4. Examples of Stability on Classes of Lie Groups
In this section, we develop several examples for different classes of groups.
4.1. Example on the Abelian Euclidean Group
Let
. Identify the Lie algebra with
. Consider the linear control system
with
,
and
U a compact convex set with
(e.g., the Euclidean unit ball). This is an
on the abelian Lie group
(linear vector field given by
and left-invariant fields given by columns of
B).
We present a concrete nontrivial stable choice and verify the hypotheses and conclusions: take
and
Dynamical splitting. The derivation
has eigenvalues
, hence
Integrating gives , , .
/accessibility. , so and holds.
Boundedness of identity-based reachable set. For
and any measurable
u with
, the solution is
Using
(here
,
because diagonal entries
), we bound for all
With our numbers, . Hence the positive orbit is bounded (uniform bound independent of control length).
Existence and uniqueness of ; minimal trap. By the geometric theorem, since and is compact (trivial), conditions hold and there exists a unique bounded with nonempty interior. Here is itself bounded with nonempty interior (indeed interior arises from ), and is the minimal compact positively invariant trapping set.
outputs and canonical quotient. Any linear output (with ) yields bounded outputs for every bounded control because the state remains bounded. The canonical subgroup is trivial (no obstructions), so and all homomorphic outputs factor trivially.
Robustness/ISS estimates. Small perturbations with eigenvalues remaining in the left half-plane preserve the contraction rate. Quantitatively, if A is perturbed so the contraction rate becomes and , then for the same integral bound yields . This gives an -type bound for the quotient (trivial here) and shows persistence of boundedness and under small perturbations.
Remark 2. This example is nontrivial in that the control input affects all directions (full rank B) and the bounded control reachable set is a genuine bounded region in (not the whole space), illustrating the geometric phenomenon in an abelian context. If A had zero eigenvalues (neutral directions) the neutral subgroup would be noncompact and internal boundedness would fail; this contrasts with the present Hurwitz case and highlights the necessity of compactness in the general theory.
On the other hand, is directly applicable to linear engineering problems; it confirms that classical spectral intuition (Hurwitz matrix) suffices to guarantee bounded and for linear outputs. Practically, use the explicit ISS bounds to size actuators and set safety margins against disturbances and saturation.
4.2. Example on the Heisenberg Group
Let
be the real Heisenberg group with coordinates
and group law
Its Lie algebra has basis with and Z central. We use the left-invariant identification so that and Z correspond to the standard left fields.
Consider the linear control system on
where
are the left-invariant fields associated with
X and
Y (controls act on the horizontal directions) and the linear drift
is the linear vector field corresponding to the derivation
defined on the basis by
Any such triple satisfies the derivation identity because
We analyze this with .
Dynamical splitting. The derivation has eigenvalues , so , , . Hence and is trivial (compact). All directions contract under the drift.
(accessibility). The control distribution together with bracket generates the full Lie algebra . Moreover is invariant under up to span closure, so and holds.
Boundedness of identity-based reachable set. Solutions from the identity obey the variation-of-constants formula. Since has strictly negative real parts, the linearized flow is exponentially contracting: there exist with . Consequently, for any bounded control u the identity-based trajectory satisfies an integral bound analogous to the Euclidean case (using BCH/coordinate charts or exponential coordinates): the state remains uniformly bounded for all , with a bound depending only on , and the control range. Thus is bounded.
Existence and uniqueness of ; minimal trapping set. By the geometric theorem (internal boundedness), since and compact (trivial), there exists a unique bounded with nonempty interior. Its closure is the minimal compact positively invariant set containing the identity; organizes all bounded controlled trajectories.
outputs and canonical quotient. Because there are no unstable or noncompact neutral directions, the canonical subgroup is trivial and . Any homomorphic output thus yields bounded outputs for bounded controls (provided F is continuous), so stability holds for all such outputs. In practice, interesting outputs project onto compact factors (when available) or annihilate contracting directions.
Robustness and ISS estimates. Small perturbations of the derivation and control directions that keep the real parts of eigenvalues negative preserve the contraction property. Hence existence/uniqueness of the
and boundedness are robust. On
one may construct left-invariant metrics adapted to the grading so that estimates of the form
hold, providing explicit
-type bounds.
Remark 3. The Heisenberg group is step-two nilpotent and has a central direction; yet by choosing a derivation that contracts the center as well as the horizontal directions we obtain global contraction and internal boundedness. It illustrates that nilpotency alone does not forbid internal stability. What matters is the action of the drift (derivation) on the center and on the graded layers. On the other hand, if one had chosen with zero eigenvalue on Z (so ) then would contain a noncompact central direction and internal boundedness would fail despite contraction on X and Y.
The example demonstrates that nilpotency does not preclude internal stability if the drift contracts the central direction; relevant for nonholonomic systems with accumulated variables.
In robotics or phase-space models, emphasize how enforcing contraction on the central coordinate (via control or feedback) prevents polynomial drift.
4.3. Example on the Solvable Group : Canonical Subgroup and a Mobile Robot Application
Definition of group and algebra. Let
with product
. Its Lie algebra
has basis
with
where
A generates infinitesimal rotations and
translations.
Left-invariant fields. In coordinates
the standard left-invariant fields are
Linear drift and control system. Choose a derivation
given by
which satisfies the Leibniz rule. Let
be the associated linear vector field and consider the
with controls only in the rotation and one translation direction:
where
is measurable and bounded with values in a compact set
U (e.g.,
).
Accessibility/ Take
. Using the Lie brackets,
Therefore is equal to the full algebra . Practically, the bracket produces the missing horizontal direction Y, so holds.
Dynamical splitting. The matrix of
in the basis
is
The corresponding connected subgroups are
The algebraic boundedness condition with compact is satisfied.
Explicit computation of the canonical subgroup. In our framework, the canonical subgroup is the smallest closed, connected, normal subgroup such that all homomorphic outputs with BIBO behavior factor through the quotient . In the present solvable case, the unstable (expanding) directions are absent () and the only source of potential unboundedness is the noncompact translational part . Since
- (a)
The drift contracts at rate ;
- (b)
The control acts along X and, via brackets, along Y;
- (c)
The rotational subgroup
is compact, the natural canonical subgroup that must be “factored out” in order to see purely bounded outputs is precisely the translational subgroup:
Equivalently, at the Lie algebra level,
The canonical projection
identifies all configurations that differ only by translation. Since
, we have a canonical isomorphism
and the quotient dynamics coincide with the pure rotational component.
Internal boundedness and ICS. By the main theorem (boundedness condition
and compact
), the positive reachable set
is bounded and there exists a unique bounded
with nonempty interior. Moreover
is the minimal compact positively invariant trapping set. The fact that
Y is generated via brackets does not prevent interior for the control set because
ensures reachable sets have nonempty interior.
BIBO outputs and role of the canonical subgroup. Consider the rotation projection
F:
,
Its kernel is precisely the translation subgroup
and its image
is compact. Therefore, for any solution
of (
7) with bounded controls
, the output
remains in a compact set, and
for any fixed Riemannian metric
on
. In particular,
F is BIBO with canonical subgroup
.
More generally, any homomorphism that annihilates the translation subgroup (i.e., ) factors through and is Conversely, any homomorphism that does not annihilate may exhibit unbounded outputs in the absence of the contracting drift.
ISS-type estimate for the translational part. Let
be a solution of (
7) with bounded controls
. In exponential coordinates on
we write
. The derivation
produces a linear part
where
is a
matrix of sines and cosines coming from the left-invariant field
X. Since
and
is uniformly bounded on
, there exists a constant
such that
for all
.
Solving the scalar differential inequality
and applying Grönwall’s lemma yields the explicit ISS-type bound
Thus translations are exponentially attracted to a bounded ball whose radius is proportional to the magnitude of the input and inversely proportional to the contraction rate
. Since the rotational component remains on the compact group
, estimate (
8) implies internal boundedness and yields explicit
gains for outputs that factor through
.
Concrete mobile robot application and numerical simulation. Interpreting
as the configuration space of a planar mobile robot (unicycle),
is the heading and
its position. System (
7) corresponds to
where
in body coordinates. The term
models a contracting drift (e.g., a virtual stabilizing field or friction-like effect), while
and
are forward velocity and steering rate.
A simple simulation scenario demonstrating the theory:
- (a)
Fix
and choose bounded controls, e.g.,
- (b)
Integrate the system from an initial condition with large position offset .
- (c)
Record the translational state and the rotational output .
Numerically one observes:
- (a)
The position
is driven into and remains within a bounded ball, in agreement with the analytic bound (
8).
- (b)
The heading always lies in and is uniformly bounded; the output is
- (c)
Changing
rescales the radius
in (
8), providing a concrete design guideline for selecting
in practice.
This simulation, together with the explicit computation of the canonical subgroup , illustrates how bracket-generated directions compensate for missing actuators while translational contraction yields a bounded and /ISS properties for physically relevant outputs.
Remark 4. The example provides a solvable, noncompact case where
- 1.
The canonical subgroup is explicitly computed as the translation subgroup ;
- 2.
The quotient captures all homomorphic outputs (e.g., heading measurements in mobile robotics);
- 3.
Simple numerical simulations of a unicycle-type robot with contracting drift confirm the theoretical ISS and estimates.
4.4. Example A Compact Semisimple Case:
Group and Lie algebra. Let
a compact, connected semisimple Lie group of dimension 3. Its Lie algebra
is identified with skew-symmetric
matrices. Using the hat/isomorphism
, we identify
. Fix an orthonormal basis
of
(corresponding to unit rotation axes).
Left-invariant vector fields. For the left-invariant field is . We denote , .
Linear drift (inner derivation) and . On a compact semisimple group every derivation is inner. Pick (nonzero) and set . The corresponding linear vector field has flow of inner automorphisms , an isometric action for any bi-invariant metric.
Consider the controlled system
where
are chosen so that
(this ensures
when the drift is present). Controls
and
are measurable and bounded in a compact set
U.
Dynamics and spectral structure. The adjoint action on has purely imaginary eigenvalues (compact case). Consequently , , and . There are no expanding directions; the neutral subgroup equals the whole compact group.
Boundedness and . Because is compact, every trajectory of any continuous control system on is a bounded subset of trivially. Under (ensured by the choice of and W or by including appropriate controls) the reachable sets have nonempty interior and the unique with nonempty interior is the whole group . Hence the minimal compact positively invariant trapping set is itself.
Nontriviality: controllability and nontrivial drift. The example is nontrivial because the drift is an inner rotation by W (nonzero) and the controls are limited to two directions; controllability arises from the combination of drift and controlled fields, not from trivial full actuation. In particular, trajectories can explore the full group via concatenation and Lie brackets even though the drift is nonvanishing.
outputs. Any homomorphism has compact image (continuous image of a compact set). Therefore every homomorphic output is stable for bounded controls. The canonical subgroup is trivial (no expanding or noncompact neutral parts to remove), so and the universal classification is degenerate here: all homomorphic outputs are .
Robustness and ISS remarks. Compactness gives immediate robustness: small perturbations of the drift or control directions do not create escape because the state space remains compact. One can still derive useful local ISS-type estimates for deviations from a reference trajectory using standard compactness arguments and linearization, but global exponential contraction terms (as in noncompact contractive cases) do not appear because is trivial.
Practical interpretation. This setup models rigid body rotation with controlled torques about two axes plus a background steady rotation (the drift). The compactness of the state space implies boundedness of attitudes irrespective of bounded control magnitudes. The control design problem is then concerned with tracking or stabilization within the compact manifold rather than preventing escape.
Remark 5. The example is a prototypical compact semisimple case: boundedness is automatic, the is the whole group under and stability holds for every homomorphic output. The nontrivial aspect stems from the interplay of a nonzero inner drift and limited control directions that nonetheless generate full accessibility via Lie brackets combined with drift.
Compactness makes boundedness trivial; applied interest lies in control, tracking, and observer design on the compact manifold.
- 1.
For attitude systems, emphasize exploiting compactness to simplify robustness proofs and observer design without quotienting.
- 2.
Suggest experiments with limited actuators (two axes) to demonstrate bracket-generation efficacy combined with nontrivial drift.
4.5. Example A Noncompact Semisimple Case
Group and Iwasawa decomposition. Consider
a connected noncompact semisimple Lie group. The Iwasawa decomposition reads
where
Every factors uniquely as with . The noncompact factors A (hyperbolic) and N (unipotent) are the sources of escape.
Lie algebra and basis. A standard basis of
is
with brackets
and
. Here
H generates
,
E generates
and a compact generator sits in
(e.g.,
).
Linear drift and control directions. Take an inner derivation
(i.e., drift
with flow
). Consider the
where
and
are left-invariant fields associated with
E and
F, and controls
are bounded (compact range). This is a natural model: the drift
is hyperbolic (expanding in the
E direction, contracting in the
F direction), while controls act in the
E and
F directions.
Dynamical splitting and algebraic data. The derivation has eigenvalues on the complexified algebra, so and Integrating gives (unstable unipotent), (neutral hyperbolic group), and the opposite unipotent subgroup. In particular and is noncompact (isomorphic to ), so the algebraic boundedness condition fails.
Accessibility (). The control directions E and F with brackets generate (since ), so holds. Thus, reachable sets have interior in a neighborhood, and bracket motions can explore noncompact directions.
Internal boundedness and instability. Because is nontrivial (the N-factor) or noncompact (the A-factor), the geometric boundedness theorem indicates is unbounded: there exist bounded controls producing trajectories that escape to infinity along the directions (e.g., flow of E amplified by the hyperbolic drift). Concretely, the drift shows exponential growth in the N-coordinate for , so trajectories can be driven to arbitrarily large N-component values.
outputs and canonical quotient. Consider a homomorphic output . For stability relative to F, the theorem requires and compact. In the unstable subgroup and neutral subgroup are noncompact and normally generate large normal closures. Since is (almost) simple, any normal subgroup containing a noncentral element is large (often the whole group), so the only homomorphisms that kill N and yield compact image are typically trivial (or factor through finite/central quotients). Therefore nontrivial homomorphic outputs are essentially absent for generic hyperbolic drift: -stable homomorphisms are trivial or finite-image. The canonical subgroup generated by and noncompact parts of is (typically) all of , so trivial and the universal quotient classification yields no nontrivial outputs.
Robustness remarks. Small perturbations of the derivation that create or remove hyperbolicity alter boundedness qualitatively; hyperbolic splitting is not robustly removed unless eigenvalues cross the imaginary axis. Thus instability here is persistent under small perturbations that keep the sign of real parts.
Remark 6. The example illustrates a prototypical semisimple noncompact situation: despite and strong controllability, the presence of genuine expanding/unbounded neutral factors prevents internal boundedness and severely restricts homomorphic outputs. In physical terms, systems whose drift has hyperbolic scaling directions (dilations) cannot be kept uniformly bounded by merely bounded controls unless the output intentionally ignores (quotients out) those directions, which for simple groups is typically impossible nontrivially.
- 1.
Clearly illustrates fundamental limits: presence of (A,N) factors prevents boundedness and severely constrains nontrivial homomorphic outputs.
- 2.
In applications (e.g., projective camera models or hyperbolic dynamics) advise designing outputs invariant to escaping modes or modifying the drift to introduce contraction.
- 3.
Propose numerical diagnostics to detect hyperbolic modes experimentally and to guide whether output redesign or plant modification is preferable.
4.6. Example Levi-Type Mixed Group
Group and Lie algebra. Construct a connected Lie group G as a semidirect product where
is the solvable radical with Lie algebra (abelian for simplicity);
is the compact Levi factor with Lie algebra ;
K acts on R by rotations in the ((Y,Z))-plane and trivially on X.
Thus the Lie algebra
has nonzero brackets
and all other brackets among
and
Z vanish (so
is abelian).
Linear drift (derivation) and
Define a derivation
by
with parameter
. The flow of the associated linear vector field
contracts the
directions and leaves
X and
J neutral. Consider the
with bounded controls
u (compact control range). We will also comment the case with only
(no direct
J-actuation).
Dynamical splitting. Eigenvalues of : corresponding to (contracting) and (neutral). Therefore , , and .
Integrated subgroups: (contracting plane), (product of the noncompact X-direction and compact rotations).
Accessibility (). With controls in and J (or Y and Z together with the drift), the Lie algebra generated by control directions and closes to . In particular, and brackets with J generate the needed directions; hence holds for typical choices (we assume the control set ensures ).
Internal boundedness: failure due to noncompact neutral direction. Although there are no expanding directions (), the neutral subgroup is noncompact because of the X-factor. By the main theorem internal boundedness fails: is unbounded in general because trajectories can drift along the noncompact neutral X direction (no contraction acts on X).
Intuition: translations along X are not contracted; bounded controls in the other directions combined with neutral drift can produce unbounded excursions in the X-coordinate.
Canonical quotient and repair. The canonical subgroup generated by unstable and noncompact neutral parts must contain the noncompact X-direction. Here (closed, normal, -invariant). Consider the homomorphism (quotient) . The quotient collapses the noncompact neutral X-direction, leaving with contracted translational fiber and compact neutral factor . By construction the induced system on satisfies the internal boundedness condition: and is compact. Hence the quotient admits a unique bounded and the closure of the reachable set there is compact.
outputs: explicit nontrivial example. Define an output homomorphism by projecting out X: e.g., where , . Equivalently F factors through . Since (trivial) and is compact (image of ), the theorem applies: is stable relative to F. Thus although the full state may drift unboundedly along X, the output that forgets the X-direction remains bounded for every bounded control. This shows a nontrivial rescue of stability by appropriate output choice.
Robustness and ISS remarks. The contracting directions Y and Z provide exponential decay; one can derive ISS-type bounds on the quotient combining contraction with the compactness of the factor. The property and on the quotient persist under small perturbations of and of control directions so long as no neutral direction becomes expanding. At the full G level, persistence of the unbounded neutral X-drift means internal boundedness cannot be recovered by small perturbations unless the drift is modified to contract X.
Remark 7. 1. Representative of mixed systems: a noncompact neutral in the radical breaks internal boundedness, but quotienting by Γ restores for relevant outputs.
- 2.
Practical systems (e.g., models, navigation with wheel slip) should prioritize output-observer designs that factor out the drifting coordinate; explicit construction of Γguides this selection.
- 3.
Recommend adding a concrete simulation (e.g., navigation with slip) showing how the output that ignores (X) remains bounded while full-state drift grows unbounded.
Application of the theorem: quotient outputs
The noncompact model on G is not internally stable, but it can be stable relative to a suitable output map that quotients out the noncompact neutral direction.
Let
F:
be the homomorphism that “forgets” the
X-direction:
so that
. This kernel is normal and invariant under
because
.
Hence the theorem applies: for the linear control system on G and the output homomorphism F: defined above, is stable relative to F.
Indeed, the kernel is -invariant. Moreover , and is compact. The conclusion follows directly from Theorem 2.
This example exhibits the main geometric message of the paper in a single picture:
The contracting directions guarantee a stable component ();
The compact rotational symmetry is harmless (compact part of );
The only obstruction to internal stability is the noncompact neutral translation ;
Quotienting out that neutral drift yields genuine stability.
Thus, in Levi-type groups, stability phenomena are governed exactly by: (i) the absence of expanding directions and (ii) compactness properties of the neutral factor globally for internal stability, and after projection for
This Levi-type example illustrates the mixed behavior typical of many applied symmetry groups: a solvable radical providing contracting and noncompact neutral directions, and a compact Levi factor giving bounded neutral dynamics. The theory shows how quotienting out noncompact neutrals (or designing outputs that ignore them) yields meaningful stability, while internal boundedness at the full group fails. This is a realistic model for systems where one degree of freedom exhibits uncontrolled drift (e.g., position offset) but measured outputs (ignore that drift) remain bounded and useful.
5. Conclusions and Future Works
In this paper we illustrated the general stability theory for linear control systems on connected Lie groups by means of a broad set of explicit examples. For each structural class (abelian, nilpotent, solvable, compact semisimple, noncompact semisimple, and mixed/Levi type) we computed the Jordan splitting of the drift derivation, identified the subgroups
and
, and verified how the presence or absence of expanding directions and of noncompact neutral factors governs internal boundedness, existence of invariant control sets, and
stability. The canonical subgroup
and the quotient
emerged as the natural objects that isolate all intrinsically unbounded modes and provide a universal stage where
outputs are classified and ISS-type bounds hold. These examples show that the abstract results of [
1] are effectively checkable in concrete models and that the geometric decomposition of the drift, together with suitable quotient or output choices, offers a systematic route to stability analysis and design on Lie groups.
The examples in this paper suggest several directions for further research.
This work connects directly with robust stability by expressing boundedness and
properties in terms of spectral and geometric data that are stable under small perturbations of the derivation and control directions. The decomposition
and the canonical subgroup
persist as long as eigenvalues do not cross the imaginary axis, so the qualitative stability picture is robust. On the canonical quotient
we obtain ISS-type estimates that give explicit quantitative robustness margins with respect to bounded disturbances. The examples show how the abstract Lie group framework in [
22] yields practically usable, structurally robust stability criteria for linear control systems beyond the Euclidean setting.
Quantitative and numerical aspects. Refine ISS-type and robustness estimates in terms of the spectrum of and the geometry of , and design numerical tools that implement the checklist (computation of and , detection of , automatic tests) for high-dimensional examples.
Applied models and nonlinear extensions. Apply the framework to concrete systems in mechanics, robotics, vision and neuroscience (e.g., models, underactuated bodies, synchronization on networks), and explore extensions of the geometric mechanisms (splitting, canonical quotient, ) to suitable nonlinear invariant systems on Lie groups or homogeneous spaces.