On K-P sub-Riemannian Problems and their Cut Locus
Domenico D'Alessandro, Benjamin Sheller

TL;DR
This paper investigates sub-Riemannian geodesics on Lie groups, reducing the problem to Riemannian geometry on quotient spaces, and characterizes the cut locus, with applications to quantum control systems.
Contribution
It introduces a reduction method for sub-Riemannian problems on Lie groups using symmetry groups and analyzes the cut locus in these settings, especially for SU(n).
Findings
Reduction to Riemannian problem on quotient space G/K.
Verification of minimal isotropy group condition for SU(n) of type AIII.
Cut locus lies in the singular part of G under negative curvature assumption.
Abstract
The problem of finding minimizing geodesics for a manifold M with a sub-Riemannian structure is equivalent to the time optimal control of a driftless system on M with a bound on the control. We consider here a class of sub-Riemannian problems on the classical Lie groups G where the dynamical equations are of the form \dot x=\sum_j X_j(x) u_j and the X_j=X_j(x) are right invariant vector fields on G and u_j:=u_j(t) the controls. The vector fields X_j are assumed to belong to the P part of a Cartan K-P decomposition. These types of problems admit a group of symmetries K which act on G by conjugation. Under the assumption that the minimal isotropy group in K is discrete, we prove that we can reduce the problem to a Riemannian problem on the regular part of the associated quotient space G/K. On this part we define the corresponding quotient metric. For the special cases of the K-Pβ¦
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On sub-Riemannian Problems and their Cut Locusβ β thanks: Another shorter version of this paper to appear in Proceedings of the European Control Conference 2019
Domenico DβAlessandro1 β and β Benjamin Sheller2 1 Domenico DβAlessandro is with the Department of Mathematics, Iowa State University, Ames, Iowa, U.S.A., [email protected]2 Benjamin Sheller is with Department of Mathematics, Iowa State University, Ames, Iowa, U.S.A., [email protected]
Abstract
The problem of finding minimizing geodesics for a manifold with a sub-Riemannian structure is equivalent to the time optimal control of a driftless system on with a bound on the control. We consider here a class of sub-Riemannian problems on the classical Lie groups where the dynamical equations are of the form and the are right invariant vector fields on and the controls. The vector fields are assumed to belong to the P part of a Cartan K-P decomposition. These types of problems admit a group of symmetries which act on by conjugation. Under the assumption that the minimal isotropy group [7] in is discrete, we prove that we can reduce the problem to a Riemannian problem on the regular part of the associated quotient space . On this part we define the corresponding quotient metric. For the special cases of the K-P decomposition of of type AIII we prove that the assumption on the minimal isotropy group is verified. Moreover, under the assumption that the quotient space with the given metric has negative curvature we give a converse to a theorem of [3], [5], proving that the cut locus has to belong to the singular part of . As an example of applications of these techniques we characterize the cut locus for a problem on of interest in the control of quantum systems.
Keywords: Minimum time geometric control, Sub-Riemannian geometry, Symmetry reduction, Cut locus.
List of Symbols
β Tangent space at for a manifold
β Tangent bundle of , i.e.,
β sub-bundle of the tangent bundle
β restriction to of the standard projection map from to
β push-forward of a map at the point
β restricted to is equal to
β compact semisimple finite-dimensional real Lie group with corresponding Lie algebra identified with the tangent space at the identity.
β identity element of
β connected component containing of the Lie group associated to the Lie algebra
β right multiplication by ,
β left multiplication by ,
β adjoint map of a Lie algebra at , for every
β inner product induced by the Killing form111Or any positive scalar multiple of it. of a Lie algebra ,
β Riemannian metric at or its sub-Riemannian restriction, for ,
β quotient map associated to the action of the Lie group acting on the Lie group
β set of points in having minimal isotropy type.
β set of non-regular points in , i.e.
β Riemannian metric at .
β sub-Riemannian distance from to in .
β Riemannian distance from to in
1 Introduction
Sub-Riemannian problems are equivalent to optimal control problems for driftless control systems when we want to minimize time with bounded energy or vice-versa [1], [3], [16]. In these problems, one has a set of allowed directions at each point of a manifold , with a given metric. One wants to transfer the state between two points by moving at each point following only the allowed directions and minimizing the corresponding distance (see next section for formal definitions). In the paper [13], V. JurdjeviΔ introduced a class of sub-Riemannian problems on matrix Lie groups for which he was able to find an explicit expression of the optimal candidates. Such a class of problems, which were named K-P problems, was then reconsidered in [8], [2], [3], because of their interest in quantum control. In particular in [2], [3] an approach to their study was used based on considering the symmetry action of a Lie subgroup of , , on . This allowed the reduction of the number of unknown parameters in the optimal control law in several cases of interest. The action of on considered in [2], [3] is the conjugation (or adjoint) action where a matrix , is transformed by a matrix according to . With this action the corresponding orbit space can often be mathematically described and visualized [2] [4]. However, in general, such a space is not a manifold but has the more general structure of a stratified space on which one has to generalize the standard notions of differential geometry [20]. The strata are (connected components of) the orbit types (see, e.g., [7]). Among them, the minimal orbit type, i.e., the orbit type corresponding to points with a minimal isotropy group, is, according a theorem in the theory of Lie transformation groups, an open and dense manifold in , which is called the regular part or principal part of (or of ) [7]. The remaining part of (or of ) is called the singular part.
In this paper, we explore the possibility of studying K-P sub-Riemannian problems as Riemannian problems on the orbit space . Sub-Riemannian geodesics on can be obtained from Riemannian geodesics on as inverse images of the natural projection. We restrict ourselves to the regular part of and define a metric which allows us to obtain this reduction under the assumption that the minimum isotropy group in is discrete.
Once the correspondence between a sub-Riemannian problem and a Riemannian one is established, one can use the powerful machinery of Riemannian geometry to answer questions for sub-Riemannian manifolds. We illustrate this in particular for the determination of the sub-Riemannian cut locus. The cut-locus is the set of points where geodesics lose optimality. It is of interest in Riemannian geometry for several reasons, including the fact that it gives information on the topology of the manifold (see, e.g., section 13.2 in [9]). In the optimal control context, the knowledge of the cut locus (from a given initial state ) is the first step to obtain the complete optimal synthesis, i.e, the knowledge of all optimal trajectories. In fact, all the optimal trajectories are the ones with final point in the cut locus. Under the assumption that the quotient Riemannian manifold has negative curvature, we prove that the cut locus for the sub-Riemannian K-P problem has to be in the singular part of , thus giving a converse to a theorem proved in [3] and [5]. We present explicit calculations for an example in .
The paper is organized as follows: In section 2, we give a more precise description of the K-P models and their symmetries. In section 3 we describe in general the choice of the metric on the quotient space that reduces the sub-Riemannian problem on to a Riemannian problem on . Such a metric is well defined if the minimal isotropy group in is discrete. In section 4 we consider the K-P Cartan decomposition of of the type AIII and prove that, in this case, this assumption is verified. The last two sections, section 5 and 6, aim at showing how this approach can be used to determine the optimal synthesis for the sub-Riemannian problem and in particular to compute the cut locus. In section 5 we establish the connection between the sub-Riemannian geodesics on and the Riemannian geodesics on the quotient space and investigate the sub-Riemannian cut locus on . We prove that if has negative curvature, the (Riemannian) cut locus on , and therefore the (sub-Riemmanian) cut locus on , has to belong to the singular part. In section 6 we present explicit calculations (in coordinates) for an AIII example on . Such an example is of interest in quantum mechanics since it models the controlled evolution of a two level quantum system. We see that the curvature is negative in this case and therefore we characterize the cut locus using the above result.
2 sub-Riemannian problems and their symmetries
2.1 Sub-Riemannian manifolds
Given a Riemannian manifold , a sub-Riemannian structure on is a subbundle of the tangent bundle . Denoting by the fiber at , (i.e., if is the natural projection , ) we assume that is constant, independent of . In control theory is often specified by giving a distribution, or frame, that is, a set of vector fields such that, for every , . For simplicity we shall assume that is an orthonormal frame, that is, , , where denotes an underlying Riemannian metric of , and is the Kronecker delta. It is also assumed that the frame is bracket generating, that is, if is the Lie algebra generated by , , for every . The in this definition is frequently called a horizontal distribution.
A curve is said to be a horizontal curve if the tangent vector for every . For a manifold , with a sub-Riemannian structure , one may define a metric structure:
[TABLE]
where and the infimum is taken over all horizontal curves such that , . A horizontal curve which is distance minimizing is called a sub-Riemannian geodesic. The above condition of being bracket generating guarantees, under the assumption that is a connected and complete metric space, that, for any two points and , the distance is realized by a horizontal curve (cf. the Chow-Raschevskii theorem in [1], [16]). In the context of geometric control theory, sub-Riemannian manifolds arise in finite-dimensional smooth control systems with constraints. The horizontal distribution describes the directions which may be taken at each point [1]. The sub-Riemannian geodesics parametrized by arclength () are the trajectories which, for a given state transfer , minimize time for the system
[TABLE]
subject to the constraint (cf., e.g., [1], [3]).
2.2 problems
K-P sub-Riemannan problems were introduced in [13] and studied in [2], [3], [8] in the context of quantum control. Such problems provide, in some sense, the simplest class of examples of sub-Riemannian problems (after the Riemannian case) since they are systems of non-holonomy degree one [17]: It is sufficient to take one Lie bracket of the available vector fields to have a distribution which at every point spans the whole tangent space. One main feature of these types of problems is that the equations of the Pontryagin Maximum principle of optimal control are integrable. Therefore an explicit expression of the optimal candidates can be obtained [8], [13].
The basic setup of a K-P problem is as follows: Let be a finite-dimensional, real, connected, semisimple Lie group with corresponding Lie algebra . In the following, we will also take to be compact, though many of the results below are generalizeable to the non-compact case. A K-P Cartan decomposition is a decomposition into vector spaces and such that:
[TABLE]
A bi-invariant, positive-definite, symmetric inner product on (cf. [14], chapter III section 7, and chapter X) can be defined as follows: For compact,
[TABLE]
the negative of the Killing form, or any positive multiple of it. The K-P problem is the minimum time problem for systems of the form
[TABLE]
with and the controls, with . The elements form an orthonormal basis of in a K-P decomposition and the sub-Riemannian structure is given by the frame of right invariant vector fields . In other terms, the sub-bundle is given by . Here we identify the tangent space of at the identity with the Lie algebra , and let () denote the right (left) translation; The fiber at is given by and it is spanned . The Riemannian metric on is derived from the above Killing form on , again by identifying with the tangent space of at the identity: if and are tangent vectors at then . By definition the above metric is right-invariant, i.e., , in some tangent space of , . By the properties of the Killing form, it also follows that it is left invariant (same definition as before with replacing ) therefore the metric thus defined is bi-invariant.
Applying the Pontryagin maximum principle for the minimum time problem for system (4) one finds, [8], [13], that the optimal control has the form for some and , and the corresponding optimal trajectory has the form .
2.3 Symmetries
One of the main features of K-P problems is the existence of a group of symmetries. Consider the connected Lie group associated to the Lie algebra , and let us assume this Lie group to be compact.222In the case with compact, this is guaranteed since is a closed Lie subgroup. This Lie group has a (left, proper) action , on by conjugation, i.e, for , ,
[TABLE]
Such an action gives a symmetry for the sub-Riemannian optimal control problem (4) as it satisfies the following conditions: 1) For the initial condition, which is the identity in (4), and every , , that is, the action leaves the initial condition unchanged 2) (invariance) For any , and given the distribution defining the sub-Riemannian structure, we have . This property is a consequence of the fact that the βs in (4) form a basis in and from the second one in (2), the set is a basis in as well.333More in detail , since and commute. However this is equal to and since it belongs to . 3) For any , is an isometry, that is, for any two tangent vectors and at ,
[TABLE]
where is the Riemannian metric on calculated at . In our case, the Riemannian metric is given by the Killing metric above described. We have because of the left and right invariance (bi-invariance) of the metric.
A consequence of these properties is that (cf., [3]) if is a minimizing sub-Riemannian geodesic from the identity to , for any , is a minimizing geodesic from to . Therefore optimal geodesics are the βliftsβ (cf. next section) of appropriate curves on the quotient space which, we will see, are also geodesics corresponding to an appropriate Riemannian metric.
The action of on by conjugation is proper (since is assumed to be compact) but it is not a free action since, for instance, the isotropy group of the identity is the full group . Therefore is not guaranteed to be a manifold and it is in fact a stratified space. To understand the stratified structure of , following the theory of Lie transformation groups (see, e.g., [7]), one considers all the possible subgroups of which are isotropy groups for some elements in . Groups which can be obtained one from the other by a similarity transformation (), for are placed in equivalence classes called isotropy types. Elements in which have isotropy groups with the same isotropy type are placed in the same set , and points on the same orbit must be in the same orbit type. Therefore it makes sense to consider the quotient spaces . The full quotient space is the disjoint union of the orbit types βs over all possible isotropy types . The connected components of are manifolds which are the strata in the stratified space . Among the various isotropy types, one can introduce a partial ordering by saying that if and only if there exists a group in which is conjugate to a subgroup of a group in . The minimum isotropy type theorem (cf., e.g., [7]) states that there exists a minimum isotropy type which is any isotropy type and the corresponding orbit type is a connected open and dense manifold in . It is called the regular part of and we shall denote it by . The remaining part is called the singular part. Their preimage in are called the regular part and singular part of , respectively. The following example which was also treated in [2] clarifies this idea and will be the object of the analysis in section 6.
Example 2.1**.**
Consider and the decomposition of into diagonal matrices and antidiagonal matrices which give the and part of the Cartan K-P decomposition, respectively. The Lie group is the (one dimensional) Lie group of diagonal matrices in . Matrices that are diagonal in have as isotropy group the whole while matrices that are not diagonal have as isotropy group . Therefore there exist only two isotropy types and the minimum isotropy type is given by the discrete group . Writing a general element as
[TABLE]
conjugation by an element of does not modify the diagonal element , while it may arbitrarily change the phase of the antidiagonal element . Therefore, the orbits in are parametrized by the element, , i.e., a point in the closed unit disc of the complex plane. If the isotropy group is . This is the singular part of the orbit space. If then the isotropy group is . This is the regular part corresponding to the interior of the unit disc. Section 4 generalizes some of these properties.
Symmetry reduction has a long history in control theory and we refer to [11], [12], [15], [19], as an entry point to an extensive literature. The novelty here is the application to K-P systems, the fact that the quotient space has a more general structure than the one of a manifold and the extensive use of Riemannian geometry.
3 A Riemannian metric on the quotient space
We define a Riemannian metric on the regular part of the quotient space, as follows: Suppose the minimal isotropy type is discrete, and recall that is an open and dense submanifold of (c.f. [7], Chapter IV Theorem 3.1). For , let such that and , where is the natural projection and define the metric on ,
[TABLE]
(cf., (3)). For this definition to be well posed, we must prove that the βliftsβ and of and , respectively, exist and that the metric is independent of the choice of such lifts and the choice of basepoint in the fiber corresponding to . We first observe that for , is defined since is an open dense submanifold of and therefore may be identified with . The projection in the definition and in the following is meant to be restricted to , so that is restricted to .
Lemma 3.1**.**
.
Proof.
From the theory of proper actions of Lie transformation groups (e.g. [10], chapter II), it follows that . Therefore, for a path with , if and only if . β
Lemma 3.2**.**
Suppose and such that . Then .
Proof.
if and only if , and therefore by Lemma 3.1, there exists an such that . Applying to both sides yields444Here we adopt the common abuse of notation that .: . Since and we have that the -part of is , while the -part is . Therefore, since and are orthogonal with respect to the Killing metric (3), we have that:
[TABLE]
and
[TABLE]
Now, we will compute , then rearrange to show that , which because of positive semidefiniteness of will imply that .
[TABLE]
Now, applying the orthogonality of and to ; applying (9) to ; applying (8) to ; and applying the bi-invariance of the metric to yields:
[TABLE]
Rearranging yields , and so . β
Lemma 3.3**.**
Suppose , such that and with . Then .
Proof.
[TABLE]
where, in this last line, we have applied the antihomomorphism property of right multiplication. Now, since is constant on equivalence classes, , and so (12) becomes:
[TABLE]
[TABLE]
Then since the left multiplication operator and right multiplication operators commute this yields:
[TABLE]
So by Lemma 3.2, . β
Taken together, these lemmas imply that if, given , one is able to find such that and , then (7) is well-defined. Lemma 3.2 implies that if such exist, then once the basepoint in has been fixed, are unique. Lemma 3.3 implies that if one lifts using a different basepoint, say for some , then the corresponding will be , and so by the bi-invariance of the metric, , and so the definition (7) will not depend on the choice of the basepoint. The question then becomes: When does such a lift exist?
Theorem 1**.**
The metric in (7) is defined if and only if the minimal isotropy type in is discrete.
Proof.
Fix and consider the linear map
[TABLE]
By the above remarks, it suffices to prove that is an isomorphism. Since Lemma 3.2 implies that (15) is injective, the theorem is proved if we show that the map is surjective. This is the case if and only if . On the other hand, , where is any subgroup of which is of minimal isotropy type (see, e.g., Theorem 2.3 in [5]). Since , we have that is surjective if and only if , i.e. if and only if is discrete. β
Remark 3.4**.**
An alternative to the definition (7) could have been to see the projection as a Riemannian submersion [9] and define a vertical distribution given by (described in Lemma 3.1) at any point and the horizontal distribution given by the orthogonal space (to the vertical one) in the given Riemannian metric. A metric is defined analogously to what we have done here taking for each tangent vector in the quotient space its βliftβ to the horizontal space. This however does not coincide with the space of the sub-Riemannian structure.
An important feature of the above defined metric is that the length is preserved going from horizontal curves in to the corresponding curves in . If is a horizontal curve in , then from (7) and since we have and therefore from (1) the length is preserved. If has one of the endpoints in , the length is preserved on any sub-interval of . This is the case of interest for us since our initial point, the identity , belongs to the singular part of .
4 Problems of the type AIII on
A K-P Cartan decomposition of of the type AIII is a decomposition satisfying (2) where consists of block diagonal matrices in and are block anti-diagonal matrices. More specifically let . Then the matrices in have the form with , while the matrices in have the form . The Lie group is the Lie subgroup of of block diagonal matrices with blocks of dimension and . If we consider the left (or right) multiplication action of on , the quotient space is one of the symmetric spaces classified by Cartan [14]. If we consider the conjugation action as we do in this paper, the quotient space is one of the stratified spaces discussed above. We show here that in this case we can define a metric as in theorem 1 of the above section.
Theorem 2**.**
Consider a K-P Cartan decomposition of the type AIII. The minimum isotropy group in for the conjugation action on is the discrete (Abelian) group , where .
In particular, the K-P problem of the type satisfies the condition of Theorem 1 to define a quotient metric on the regular part.
Proof.
It is enough to show that there is a matrix in whose isotropy group in is . In order to do that, we set up a few definitions.
Let , with and , and consider matrices in represented in blocks: block-rows with blocks followed by a block plus a last -th block-row with blocks followed by a block. In this setting, we define, for , the matrices which are equal to the identity except in the, , blocks , , , , which are occupied by . We also define for the matrices (if any) which have a special unitary matrix in the block and are elsewhere equal to the identity. The matrix is the identity except for the last three block rows and columns, i.e., the blocks , , which are occupied by a special unitary matrix , of dimensions . The matrices , and only exist if . Here we choose the matrices as follows:
(R1) a diagonal matrix in with all the elements on the diagonal different from each other. 2. 2.
(R2) is a matrix whose first row is such that all non diagonal elements (if any) are . 3. 3.
(R3) (if existing), is a matrix having a generalized left inverse, i.e., a matrix such that , for a scalar .
For define (if any) the matrices
[TABLE]
and for define
[TABLE]
The matrix we will show to have isotropy group given by the scalar matrices in will have the form for an appropriate choice of the above matrices , and with the requirements (R1)-(R3). Let be an element in the isotropy group of in . From the block diagonal form of , we write it as
[TABLE]
for a unitary matrix of dimension . If is in the isotropy group of , we must have
[TABLE]
Using (18) and the definition of , by comparing the first column-block on the left and right hand side of (19) we get,
[TABLE]
which implies in (18) that and therefore ,β¦, are all zero as well as through . Therefore must have the form
[TABLE]
The matrix with this form commutes with because of (20) and therefore (19) reduces to
[TABLE]
Comparing the second block columns of the left and right hand side we get, similarly to (20)
[TABLE]
which implies in (21), with zero in the remaining places in the corresponding block-row and block-column in , and moreover commutes with . Continuing this way until , we obtain that has the block diagonal form for blocks (of dimensions and a block of dimension . Moreover formulas (19), (22) reduce to , which for the last rows and columns gives
[TABLE]
[TABLE]
From equality of the first block column we get . The proof is already finished in the case . The matrix is a scalar matrix in in this case. If and , implies that and are zero. Moreover, independently of the value of , the requirement (R1) for above and equality of the first block-column give that is a diagonal matrix. Consider now equality of the second block column using the fact that is diagonal. This gives that commutes with and since is diagonal and for the requirement (R2) above on , is a scalar matrix . The proof is finished if . Otherwise, consider the third block-column and in particular equality of the first block. It gives . Using the requirement (R3) above and multiplying by and using the fact that , we get . Therefore in (18) must be a scalar matrix. Since it is in it must belong to the discrete (in fact finite) group . This completes the proof. β
5 The sub-Riemannian and Riemannian geodesics and the cut locus
From now on, we will assume that the metric described in Section 3 exists. The form of the optimal sub-Riemannian geodesics is known [8], [13], and it was described at the end of subsection 2.2. In particular, optimal geodesics are analytic and one can apply Corollary 3.6 in [3]555Notice that there is a mismatch of terminology between [3] and this paper. The cut locus in [3] is called βcritical locusβ while the name βcut locusβ is used for points where two or more minimizing geodesics intersect.: If a point is in , then the optimal sub-Riemannian geodesic connecting a point to is entirely contained in , except, possibly, for the initial point . Therefore when optimally connecting two points in , we can restrict ourselves to curves entirely contained in . In the following, we shall denote by the sub-Riemannian distance on and therefore defined by (1) and by the Riemannian distance on with the metric defined in section 3. If two points and are in , since the length is preserved by the projection under the adopted metric, as discussed at the end of section 3, we have
[TABLE]
The following theorem establishes the connection between Riemannian geodesics in and sub-Riemannian geodesics in , starting from the identity .
Theorem 3**.**
Assume is a sub-Riemannian geodesic defined in optimally connecting and . Then is a Riemannian geodesic from to , for any .
Moreover
[TABLE]
Proof.
Assume that there exists a such that the geodesic between and is not . Denote such a geodesic by . Let the smallest value of such that for and
[TABLE]
for some appropriate .
Recall that from the proof of Theorem 1 that for any , restricted to is an isomorphism from to , denoting by its inverse, consider (in local coordinates) the differential equation
[TABLE]
which has a unique solution in for appropriate , choosing . Moreover .
Denote by the length of between and , which is the (sub-Riemannian) distance . Since preserves the distance we have because of (25). Therefore is a geodesic between and . Moreover coincides with , for . Since they are both geodesics and coincide on an open interval , because of analyticity of geodesics, they must coincide, which contradicts (27).
The above proof also shows that for every
[TABLE]
Taking the limit when and using the continuity of the distance function from the Chow-Rashevski theorem we obtain (26). β
The theorem suggests a way to calculate the sub-Riemannian geodesics to points in using Riemannian geometry. One calculates Riemannian geodesics leading to in and then calculate the βliftβ i.e. the sub-Riemannian geodesic leading to such that (cf. (28)). Our main use of this correspondence is in the determination of the sub-Riemannian cut locus in . In fact, from the above recalled results of [3], if a geodesic intersects the singular part of , crossing the regular part, then the point of intersection belongs to the cut locus. Taking into account that is open and dense in , this suggests that the points in are good candidates to belong to the sub-Riemannian cut locus. We prove next that, under the assumption of negative sectional curvature of the whole cut locus belongs to .
Theorem 4**.**
Suppose that the sectional curvature of under the metric of Section 3 is nonpositive and that is simply connected. Then the intersection of the cut locus of with is empty.
Proof.
Assume is a cut point in and the corresponding sub-Riemannian geodesic (parametrized by constant speed) defined in , with and . Then according to Theorem 3 is a minimimizing geodesic from to , for every . Let sufficiently small so that is still in and the extension of to is still a locally minimizing geodesic in (with constant speed).666It coincides with in and therefore it satisfies the same geodesic equations [9] and initial conditions at . Since is a cut point there exists another sub-Riemannian optimal geodesic joining with , and clearly is a (locally) minimizing geodesic in . Now, the theorem is proved if we prove the following claim:
**Claim ** Two locally minimizing geodesics and in such that cannot intersect in .
Suppose (one may always reparametrize one of the geodesics so that they intersect at the same time ). Define the continuous, nonnegative, function by for and ; Since is a simply connected, complete smooth Riemannian manifold with nonpositive sectional curvature, it is a Hadamard manifold.777We take this to be the definition of a Hadamard manifold. Other equivalent definitions exist (see [6], Proposition 5.1).. Therefore, is a convex function (see [6], Proposition 5.4). Therefore, for every , we have:
[TABLE]
So, for every , implying for every . Therefore, two different geodesics starting from cannot intersect in , and the Claim and therefore the theorem are proved. β
6 Example: The cut locus for
K-P problems on are particularly interesting because may represent quantum mechanical evolutions of level quantum systems. In this context, the time optimal control problem is especially motivated because of the need to obtain fast computations in quantum information and because fast evolution is a way to avoid the degrading of the quantum evolution due to the effect of the environment, the so-called decoherence. Furthermore geometric time optimal control theory is a way to study the fundamental limitations of quantum evolution, the so-called quantum speed limit, and the related time-energy uncertainty relations (see, e.g., [21] and the references therein). The case of is the simplest one but also a very important one as it models the evolution of two-level quantum systems, quantum bits, which are the basic building block of quantum information in the circuit based model [18]. This example has been treated in detail in [2] where a method to find the time optimal control law from the identity to any final condition was described. The description of the cut locus was somehow implicit in [2]. We derive it here with the methods of this paper.
For and the (Abelian) Lie subgroup of diagonal matrices in , we have seen in Example 2.1 that is homeomorphic to the closed unit disc in the complex plane, and that is the open unit disc. Explicitly, the homeomorphism is given by mapping a matrix in to its -entry as in (6). By setting , we will use as coordinates in the open unit disc . Now, in order to compute the components of the metric (7) in these coordinates, we need to know, at a point in the open disc, what and may be lifted to in the fiber . So, lifting to a point (cf. (6)) , we would like to find a matrix such that:
[TABLE]
Letting , this implies:
[TABLE]
Therefore, , . Similarly, one may find a so that ; in this case , . Using this and the definition (7) (with the Killing metric ) we have that the components of the metric on the regular part of the quotient space are given by with . Recalling that and letting , we may compute the Christoffel symbols , using the standard formulas (in the case of a Riemannian connection; cf., e.g., [9] formula (10) Chapter 2, section 3) at the point :
[TABLE]
Recall that, in general, the curvature (written with respect to a coordinate system ) is defined as , with . Moreover, the sectional curvature of a two-dimensional subspace of the tangent space at a point which is spanned by is given by and is independent of the choice of (c.f. [9], Chapter 4, Section 3, Proposition 3.1). In our case, letting and , (since the metric is diagonal), and . We compute
[TABLE]
[TABLE]
[TABLE]
where
[TABLE]
[TABLE]
[TABLE]
[TABLE]
Therefore (33) becomes
[TABLE]
The open disc is two-dimensional, and so this shows that the the sectional curvature of is nonpositive; hence Theorem 4 shows that the cut locus of the identity must be contained in the inverse image (under the natural projection) of the boundary of the disc, i.e., the set of diagonal matrices in . Furthermore from the calculation of the optimal trajectories for diagonal matrices in [2], it follows that the optimal trajectories cross the regular part. Therefore they lose optimality when they reach the set of diagonal matrices. In conclusion, in this case coincides with the sub-Riemannian cut-locus.
Acknowledgement This research was partially supported by NSF under Grant EECS-17890998
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