Families of periodic orbits: closed 1-forms and global continuability
Matthew D. Kvalheim, Anthony M. Bloch

TL;DR
This paper develops a new theoretical framework for the global continuation of periodic orbits in differential equations using closed 1-forms, enabling existence proofs without trapping regions or period bounds.
Contribution
It introduces a novel notion of global continuability based on closed 1-forms and extends existing continuation theory to this setting, allowing broader existence proofs.
Findings
New global continuation theorem for periodic orbits using closed 1-forms
Ability to prove existence of periodic orbits without trapping regions
Applicability demonstrated in synthetic biology-inspired examples
Abstract
We investigate global continuation of periodic orbits of a differential equation depending on a parameter, assuming that a closed 1-form satisfying certain properties exists. We begin by extending the global continuation theory of Alexander, Alligood, Mallet-Paret, Yorke, and others to this situation, formulating a new notion of global continuability and a new global continuation theorem tailored for this situation. In particular, we show that the existence of such a 1-form ensures that local continuability of periodic orbits implies global continuability. Using our general theory, we then develop continuation-based techniques for proving the existence of periodic orbits. In contrast to previous work, a key feature of our results is that existence of periodic orbits can be proven (i) without finding trapping regions for the dynamics and (ii) without establishing a priori upper bounds on…
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Families of periodic orbits: closed 1-forms and global continuability
Matthew D. Kvalheim
School of Engineering and Applied Science, University of Pennsylvania, Philadelphia, PA 19104, USA
and
Anthony M. Bloch
Department of Mathematics, University of Michigan, Ann Arbor, MI 48109, USA
[email protected], [email protected]
Abstract.
We investigate global continuation of periodic orbits of a differential equation depending on a parameter, assuming that a closed 1-form satisfying certain properties exists. We begin by extending the global continuation theory of Alexander, Alligood, Mallet-Paret, Yorke, and others to this situation, formulating a new notion of global continuability and a new global continuation theorem tailored for this situation. In particular, we show that the existence of such a 1-form ensures that local continuability of periodic orbits implies global continuability. Using our general theory, we then develop continuation-based techniques for proving the existence of periodic orbits. In contrast to previous work, a key feature of our results is that existence of periodic orbits can be proven (i) without finding trapping regions for the dynamics and (ii) without establishing a priori upper bounds on the periods of orbits. We illustrate the theory in examples inspired by the synthetic biology literature.
Contents
1. Introduction
In this paper, we study families of periodic orbits of a autonomous ordinary differential equation (ODE) with one parameter
[TABLE]
on a smooth manifold . Our primary contributions are (i) a theorem on the global continuation of periodic orbits as the parameter is varied and (ii) theorems on existence of periodic orbits based on our global continuation theory. A key hypothesis for our theorems is the existence of a closed differential 1-form on satisfying certain properties. (Appendix A recalls some standard results concerning closed -forms.)
Several authors have previously studied the global continuation of periodic orbits of (1). Some important early efforts are represented by [Ful67, AY78, CMP78]. These authors study connected components of periodic orbits in -space, where is the period of a periodic orbit. Subsequently several authors showed that more refined information could be obtained by studying components of periodic orbits in -space using other techniques [AMPY81, MPY82, CMPY83, AMPY83, AY84]. We mention also [Fie88] who refined and extended many of these global continuation results to families of differential equations which are equivariant under certain groups of symmetries.
The motivation for the present paper was to obtain useful techniques for proving existence of periodic orbits for concrete ODEs. In particular, the results in this paper grew out of our attempts to prove existence of periodic orbits for the following ODE
[TABLE]
on which depend on the parameter . The system without damping () was considered by Sprott [Spr10, Eq. 4.7] as an example of an “elegant chaotic” system, so we refer to (2) as the “Sprott system”; Figure 1 displays some of its intrinsically rich dynamical structure. Our interest in this system was originally inspired by various systems that have been analyzed in the synthetic biology literature such as the repressilator and its generalizations, see e.g. [EL00, MPS90, RS17, RPM*+*17]. The repressilator is a model of a synthetic genetic regulatory network consisting of a ring oscillator, and a reduced-order model for this system is given [BKP09, BPK10] by the ODE
[TABLE]
on , where and are parameters. Both (2) and (3) are symmetric with respect to the cyclic permutation (see [MdCG06] for other work on cyclic systems). However, in many ways (2) is more subtle to analyze, and many of the standard techniques applied to such systems fail. For example, the periodic orbit existence proof for (3) in [BKP09] does not work for (2); additionally, (3) has the structure of a monotone cyclic feedback system [MPS90] while (2) does not. Using a single technique based on our results we give proofs that both (2) and (3) have nonstationary periodic orbits for all and all , respectively, where and is a certain parameter value at which a Hopf bifurcation for (3) occurs. While the result for (3) was already established in [BKP09], our proof is new, and the result we establish for (2) appears to be the first of its kind.
Perhaps the most famous technique to prove that periodic orbits exist is the Poincaré-Bendixson theorem [Poi81, Ben01] for autonomous ODEs on the plane. More recently, some authors have proven existence theorems for -dimensional ODEs by finding conditions under which an -dimensional system can be projected onto a two-dimensional one so that the Poincaré-Bendixson theorem can be applied [Gra77, Smi80]. Another example of this approach includes a Poincaré-Bendixson theorem for the class of monotone cyclic feedback systems [MPS90] which is relevant for various applications in biology; in particular, this theorem yields an alternative proof that the repressilator (3) has periodic orbits. There is also a rich literature on periodic orbit existence for Hamiltonian systems; we mention [Rab78, Wei79] as notable examples, and also the solution [CZ83, CZ84, Flo89] of the celebrated Arnold conjecture [Zeh86, Zeh19]. For the case of general -dimensional ODEs, the “torus principle” [Li81] based on Brouwer’s fixed point theorem is widely used to prove existence of periodic orbits; application of this principle is made easier by recent work of Brockett and Byrnes [Byr07, Byr10] which utilizes Lyapunov 1-forms [FKLZ03, FKLZ04, Far04], results on the topology of Lyapunov function level sets [Wil67], and various advances in topology including the solution of the Poincaré conjecture [MT07]. The torus principle is generalized by periodic orbit existence theorems based on the Conley and Lefschetz indices, which allow the toroidal trapping region to be replaced with an isolating neighborhood having the Conley index of a hyperbolic periodic orbit [MMM95, Con78]; one body of work has focused on rigorous computer-assisted periodic orbit existence proofs based on these topological results [Pil99, BDJ05], with applications including the aforementioned class of monotone cyclic feedback systems as well as more general cyclic systems [GM95].
In this paper, we are interested in proving existence of periodic orbits for families of ODEs depending on a parameter, but the existence results just mentioned are formulated for a single ODE. Additionally, applying these existence results is often easier said than done, and we experienced difficulties in applying these results to the Sprott system (2): for example, we were unable to find “by hand” a toroidal trapping region or suitable Conley index pair to prove periodic orbit existence for (2); equation (2) does not satisfy the “point-dissipative” or “ultimately bounded” hypothesis of [Byr10, Thm 4.3]; and as previously mentioned the Poincaré-Bendixson theorem for monotone cyclic feedback systems does not apply. Inspired by a suggestion of Rajapakse and Smale [RS17, p. 1214], we set out to find continuation-based techniques to prove existence results—tailored to parametric families of ODEs—which do not require finding trapping regions or index pairs, and which therefore might prove easier to apply to systems such as (2). We found that one difficulty in using the previously mentioned continuation results [Ful67, AY78, MPY82, CMPY83, AMPY83, AY84, Fie88] to prove existence is that a priori upper bounds on the periods (or virtual periods, to be defined in §1.1) of periodic orbits of (1) are required, and it seems that there are few general techniques to obtain such bounds. However, we show that the existence of a closed 1-form on satisfying certain properties enables a priori period upper bounds to be replaced with conditions such as which are in principle computable.111Note that satisfying this last condition can be viewed as a Lyapunov 1-form in the sense of [FKLZ03, FKLZ04, Far04]. Our first such existence result is Theorem 2, stated in §1.2. Using Theorem 2 we also prove a rather specific existence result in Theorem 3, which we use in our applications. These theorems are essentially corollaries of our most general result, Theorem 1.
We state our main results in §1.2. In order to motivate the statement of our results, in §1.1 we first discuss in more detail related work of [MPY82, AY83, AY84]. In the sequel, for notational simplicity we often identify the image of a periodic orbit of with the set when there is no risk of confusion.
1.1. Discussion of related continuation results
Our first main result (Theorem 1) concerns global continuability. Multiple notions of global continuability have appeared in the literature; the following definition of P-global continuability (called global continuability in [AMPY81, AY83]) is essentially taken from [AMPY83, AY84].
Definition 1** (P-global continuability).**
Let be a connected component of nonstationary periodic orbits of (1), and let be a periodic orbit with image . We say that is P-globally continuable if at least one of the following holds.
- •
is connected,
or each connected component of satisfies one of the following:
- (1)
is not contained in any compact subset of , 2. (2)
the closure of in contains a generalized center (i.e., a stationary point such that has some purely imaginary eigenvalues), or 3. (3)
the periods of orbits in are unbounded.
Mallet-Paret and Yorke considered a certain “generic” subset (i.e., containing a residual subset) of families (1)—discussed in more detail in §2.1—and proved several results involving the continuation of periodic orbits [MPY82]. Necessary for the statement of these results is the concept of a Möbius orbit, which is a periodic orbit having an odd number of Floquet multipliers in and no multipliers equal to . The following result is a special case of [MPY82, Thm 4.2]; a direct proof appears in [AMPY83, Thm 2.2].
Proposition 1** (Mallet-Paret and Yorke).**
Let be a generic family of vector fields. Let be a periodic orbit of some . Assume that is not a Möbius orbit, and assume that are not Floquet multipliers of . Then is P-globally continuable.
Although the subset is generic, given a specific family (1) it is usually difficult to determine whether this specific family belongs to (c.f. [SY12, p. 5]). Therefore, it would be desirable to extend Proposition 1 to a result valid for arbitrary (i.e., “non-generic”) families. By extending to periodic orbits the notion of virtual periods, previously defined for stationary points of ODEs [MPY82] and fixed points of maps [CMPY83], Alligood and Yorke introduced a modification of Definition 1 to prove such a generalization in [AY84]; see [AMPY83, Fie88] for more general results. Briefly, if is the minimal period of , then is a virtual period of order for if the linearization of a Poincaré map for has a periodic point of minimal period [AMPY83, AY84, Fie88]. The following definition is essentially [AY84, Def. 1.3] and is obtained from Definition 1 by simply replacing “periods” with “virtual periods”.
Definition 2** (Global continuability).**
Let be a connected component of nonstationary periodic orbits of (1), and let be a periodic orbit with image . We say that is globally continuable if at least one of the following holds.
- •
is connected,
or each connected component of satisfies one of the following:
- (1)
is not contained in any compact subset of , 2. (2)
the closure of in contains a generalized center (i.e., a stationary point such that has some purely imaginary eigenvalues), or 3. (3)
the virtual periods of orbits in are unbounded.
The following result is [AY84, Thm 3.1]; it generalizes Proposition 1 to the case of arbitrary families of vector fields.
Proposition 2** (Alligood and Yorke).**
Let be a family of vector fields. Let be a periodic orbit of some . Assume that is not a Möbius orbit, and assume that has no Floquet multipliers which are roots of unity. Then is globally continuable.
The assumption that is not Möbius in Proposition 1 is important: as shown in [AMPY81], there are examples of hyperbolic Möbius orbits whose components satisfy none of the conditions of either Definition 1 or 2. In other words, such an orbit is not globally continuable even if it is locally continuable (via, say, the implicit function theorem applied to a Poincaré map). The reason is related to the possibility that can contain branches of periodic orbits emanating from a period-doubling bifurcation at one parameter value which annihilate each other at another parameter value. If is Möbius, this possibility implies that the “orbit diagram” of (orbit diagrams are discussed in detail in §2.1) can look like that of Figure 4, so that satisfies none of the conditions of Definitions 1 or 2.
For families of periodic orbits in , however, Alexander and Yorke [AY83] showed that, in the presence of a certain additional assumption, Möbius orbits are globally continuable.222Without this certain additional assumption, a slightly more complicated variant of the orbit diagram in Figure 4 can still occur; see [AY83, Fig. 2.1]. The basic idea is that, in three dimensions, linking numbers (and also, e.g., knot types) of periodic orbits provide topological obstructions to various bifurcations [GH93, GHS97], including the phenomenon of orbit annihilation following period-doubling mentioned above. This motivates the following basic observation which generalizes to higher dimensions: the linking number of a periodic orbit with another submanifold of state space also provides an obstruction to the same phenomenon, as long as periodic orbits do not intersect this submanifold (so that the linking number is defined). Now one way to compute such a linking number is to integrate a certain closed 1-form over the periodic orbit [BT91, pp. 227–234], and in fact the preceding observation generalizes to yield an obstruction in the situation that one has any closed 1-form having nonzero integral over the Möbius orbit. This observation led to the formulations of Definition 3 and Theorem 1 below and is crucial to the periodic orbit existence Theorems 2 and 3.
1.2. Main results
In this section we give statements of our main results. In order to state Theorem 1, we first define our own variant of global continuability—-continuability—which is motivated by the discussion at the end of §1.1. Definition 3 below should be compared with the very similar Definitions 1 and 2 of P-global continuability and global continuability, respectively.
The reader unfamiliar with closed -forms might wish to consult Appendix A before proceeding further.
In Definition 3 and in the rest of the paper, for each we let be the inclusion and the pullback of the 1-form on by .
Definition 3** (-global continuability).**
Let , be a closed 1-form on an open subset , and be a connected component of nonstationary periodic orbits of . Define to be the subset of points on periodic orbits with and the subset with .
Let be a periodic orbit with image . Let , be the connected components of containing . We say that is -globally continuable if at least one of the following holds.
- •
is connected,
or each connected component of containing a connected component of satisfies one of the following:
- (1)
is not contained in any compact subset of , 2. (2)
the closure of in contains a generalized center (i.e., a stationary point such that has some purely imaginary eigenvalues), 3. (3)
the periods of are unbounded, or 4. (4)
.
The following theorem is our most general result and should be compared with Propositions 1 and 2.
Theorem 1** (-global continuability for non-generic families).**
Let be a family of vector fields, and let be a closed 1-form on an open subset . Let be a periodic orbit of some with image satisfying , and assume that does not have as a Floquet multiplier. Define , and assume . Then is -globally continuable.
The following theorem is our most general result for proving existence of periodic orbits and is essentially a straightforward corollary of Theorem 1. Given a subset and any interval , in the statement of Theorem 2 we use the notation .
Theorem 2** (Global existence of periodic orbits).**
Assume the hypotheses of Theorem 1 and notation of Definition 3. Assume that is disconnected, let be one of its connected components, and assume that is equal to a connected component of . Further assume that there exists and (resp. ) satisfying the following properties:
- (1)
, 2. (2)
, 3. (3)
* for all (resp. ), and* 4. (4)
for every (resp. ), (resp. ) is compact.
Then for all (resp. ), . In particular, has a nonstationary periodic orbit for all .
Remark 1**.**
Theorem 2 is a direct consequence of Theorem 1. Three key points are that the hypotheses of Theorem 2 do not require:
- •
verification that the family of vector fields belong to as in Proposition 1 ([MPY82, AMPY83, Thm 4.2, Thm 2.2]),
- •
any a priori upper bounds on the (virtual) periods of all periodic orbits to be established, as one might hope to do in order to directly apply Propositions 1 or 2 [AY84, Thm 3.1], or
- •
a trapping region to be found, as the hypotheses only require that periodic orbits in do not meet the boundary of .
We have found that, in particular, the second requirement represents serious difficulties in proving that periodic orbits exist (on large parameter intervals) for both the repressilator (3) and Sprott (2) systems using the classical Propositions 1 and 2. To establish a priori upper bounds on the (virtual) periods as in the second requirement, one would need to somehow rule out, e.g., the possibility of an infinite cascade of period-doubling bifurcations. Theorems 1 and 2 sidestep this difficulty by studying only rather than the larger of Definitions 1 and 2 which, as will follow from Lemma 2, effectively ignores periodic orbits in resulting from period-doubling bifurcations. This is illustrated in Figure 5 for the case of a generic family of ODEs; our methods amount to studying periodic orbits represented by points in the thick curve while systematically ignoring periodic orbits represented by points in the thin curves resulting from period-doubling bifurcations (period-doubling bifurcations are represented by points where branching occurs in the figure).
The following result is proven using Theorem 2. Although its statement appears rather specific and complicated, Theorem 3 represents the formalization of a common argument we have used to apply Theorem 2 in multiple concrete examples. Specifically, in §4 we use Theorem 3 to prove global existence results for periodic orbits in both the Sprott system (2) and repressilator (3).
Given a subset and any interval , we again use the notation in Theorem 3. By a point of generic Hopf bifurcation, we mean a point satisfying the hypotheses of the standard Hopf bifurcation theorem (see [GH00, Rue89, Rob99, Kuz13]). In Theorem 3 we refer to the first de Rham cohomology [Lee13, Ch. 17] and to the Poincaré dual of a submanifold [BT91, pp. 50–53, p. 69]; see Appendix A for a brief discussion. The de Rham version of Poincaré duality is typically discussed in the setting of closed forms, but (as noted in Appendix A) every closed form is cohomologous to a closed form [dR84, pp. 61–70], so no distinctions need to be made.
Theorem 3** (Global existence of periodic orbits following a Hopf bifurcation).**
Assume that is oriented, and let be a properly embedded, smooth, oriented, codimension-1 submanifold with boundary . Let be a family of vector fields, and let be a closed 1-form representing the (closed) Poincaré dual of . Further assume that there exists , and (resp. ) satisfying the following properties:
- (1)
* has no periodic orbits contained in ,* 2. (2)
no periodic orbits of intersect (resp. , 3. (3)
For every (resp. ), there exists such that for all (resp. ) , 4. (4)
for every (resp. ), (resp. ) is compact, 5. (5)
* is on a neighborhood of , is a point of generic Hopf bifurcation for , and (resp. ) contains no other generalized centers,* 6. (6)
no nonstationary periodic orbits of intersect (resp. ), and 7. (7)
letting be the two-dimensional center subspace for ,
[TABLE]
Then for all (resp. ), has a nonstationary periodic orbit contained in .
1.3. Outline of the sequel
The remainder of the paper is organized as follows.
In §2 we develop the theory for the so-called generic families of vector fields, i.e., those families belonging to a certain generic subset of the one-parameter families. We begin in §2.1 by discussing and giving the relevant background on periodic orbits for . Along the way we introduce orbit diagrams, which are very useful in the generic setting. Section 2.2 introduces some of the key ideas and proves Theorem 1 in the special case that the vector field family is generic (Lemma 4).
In §3 we extend the results of §2.2 to prove Theorem 1 for the general case of an arbitrary family . The proof is by generic approximation and was inspired by techniques of [AY84]. As a straightforward corollary of Theorem 1 we obtain Theorem 2, which is a fairly general theorem for proving existence of periodic orbits. We then record as Theorem 3 a systematic argument involving Theorem 2 for proving existence of periodic orbits on large parameter intervals following a Hopf bifurcation, in a setting which appears common in certain applications.
In §4 we illustrate the utility of our results in some specific ODEs. In §4.3 we give a periodic orbit existence proof for the repressilator (3). Our proof is distinct from the proof of [BKP09] and does not use techniques of monotone systems [MPS90]. §4.4 is more involved and uses our results to give a periodic orbit existence proof for the Sprott system (2). The proofs in both §4.3 and §4.4 amount to showing that the repressilator and Sprott system satisfy the hypotheses of Theorem 3.
Finally, Appendix A recalls some standard results concerning closed -forms.
2. Generic families
2.1. Background on generic families
Sotomayor showed that, in the Whitney (or strong ) topology, there is a residual subset of vector field families such that all periodic orbits of are either hyperbolic or are “quasi-hyperbolic”, meaning that they possess one of three normal forms [Sot73, Thm A]; similar results emphasizing diffeomorphisms rather than flows were obtained by Brunovskỳ [Bru71a, Bru71b].333Actually, Sotomayor assumed that is compact, replaced the parameter space with the circle , and considered the weak (or compact-open) topology. However, the same proofs work for noncompact and parameter space if the Whitney topology is used. Sotomayor does point out that the parameter space can be taken to be if the Whitney topology is used in [Sot73, p. 572, Rem. 4]. Sotomayor’s results in particular imply that every periodic orbit either (i) has no Floquet multipliers which are roots of unity, (ii) is a point of generic saddle-node bifurcation, or (iii) is a point of generic period-doubling bifurcation. An outline of another proof is given in the appendix of [AY84], where the hyperbolic and quasi-hyperbolic periodic orbits of [Sot73] are referred to simply as types , , and . Type and orbits have no multipliers other than on the unit circle, but utilizing Lyapunov-Schmidt—rather than center manifold—reduction in our reasoning will enable us to relax this restriction and prove results for a larger subset of families having periodic orbits of three types which are more general than , , and . Following [MPY82, AY83, AMPY83, AY84], we refer to these more general types of orbits as types 0, 1, and 2 (type [math] is actually the same as type ). Note that since the space of vector field families equipped with the Whitney topology is a Baire space [Hir94, Thm 4.4(b)], it follows that —hence also —is dense in the space of families. In the sequel, as in the mentioned references we sometimes simply refer to families in as “generic”.
In order to provide visual aid for our descriptions of these orbit types, we introduce “orbit diagrams” as in [MPY82, AY83, AMPY83]. We can introduce an equivalence relation on the subset of periodic orbits of so that if and only if and lie on the same periodic orbit. Since the natural projection descends to a map , we can “plot” as a multi-valued function of with each point representing a periodic orbit of . An example orbit diagram for a generic family is shown in Figure 2. This specific orbit diagram happens to contain orbits of all three types. We now proceed to define orbits of type 0, 1, and 2, which are also illustrated via orbit diagrams in Figure 3.
A type 0 orbit is one which has no Floquet multipliers that are roots of unity. In particular, since is not a Floquet multiplier, applying the implicit function theorem to a Poincaré map shows that a type 0 orbit is locally continuable as a function of along a unique branch of orbits on which periods vary continuously.
A type 1 orbit has a single (algebraically simple) Floquet multiplier equal to , no other multipliers which are roots of unity, and we require that the eigenvalue satisfying crosses the unit circle with nonzero velocity: . Let be a point on the image of and let be the period of . Letting be a codimension-1 embedded submanifold intersecting transversely at , and sufficiently small neighborhoods of and , and a (-dependent) Poincaré map, for a type 1 orbit we additionally require that certain generic conditions are satisfied by the partial derivatives of at so that the one-dimensional Lyapunov-Schmidt reduction [GS85, Ch. 1.3] of the equation undergoes a generic saddle node bifurcation at (see [Rob99, pp. 241–242]). It follows that there are two unique branches of fixed points of —and hence two branches of periodic orbits for — which approach each other as increases (resp. decreases), coalesce at , and disappear for (resp. ). See Figure 3. Furthermore, it follows from the implicit function theorem that the periods of the orbits corresponding to in each of these two families asymptotically become equal as ; additionally, there are no other periodic orbits near having periods near except for those orbits on one of the two bifurcating branches described above.
A type 2 orbit has a single (algebraically simple) Floquet multiplier equal to , no other multipliers which are roots of unity, and we require that the eigenvalue satisfying crosses the unit circle with nonzero velocity: . As above let and let be the period of . Letting be a Poincaré map as above, we additionally require that certain generic conditions are satisfied by the partial derivatives of at so that the one-dimensional Lyapunov-Schmidt reduction of the equation undergoes a standard pitchfork bifurcation at ;444See [Rob99, Thm 7.3.1] for conditions applicable to the one-dimensional case, and [GS85, p. 33, eq. 3.23] for the Lyapunov-Schmidt translation to conditions applicable to the higher-dimensional case. this implies that undergoes a version of the period-doubling or flip bifurcation at . The preceding implies that is locally continuable as a function of (since is not a multiplier of ), and also that there exists an additional branch of periodic orbits bifurcating from . Furthermore, the (minimal) periods of the orbits on the bifurcating branch at tend to twice the period of as , and no orbits on the bifurcating branch sufficiently close to have as a multiplier. It follows from the implicit function theorem that the periods of orbits vary continuously when traveling between the two branches of “short” orbits emanating from a type 2 orbit, but that the periods jump by a factor of two when entering the branch of “long” orbits arising from the period-doubling bifurcation. Because the Lyapunov-Schmidt proof of this period-doubling bifurcation is based on the implicit function theorem, it additionally follows that there are no periodic orbits near having periods near or except for those orbits on one of the three branches (two “short” and one “long”) described above.
If is a connected component of periodic orbits for a generic family and is the equivalence relation defined above, it follows from the above discussion that has a fairly simple structure, except possibly for phenomena involving orbits with very large periods; compare with Figure 2. After stating the following definition, we record the properties of we need in Proposition 3.
Definition 4** (Consistently oriented curves in the Möbius band).**
Let be the Möbius band (with boundary). Let be the middle circle of the Möbius band, be the boundary circle, and let be the straight-line retraction of onto the middle circle. Then (depending on orientations) the degree of is . We say that and are consistently oriented if the degree of is .
Proposition 3**.**
Let be an arbitrary subset of nonstationary periodic orbits for a generic family . Define an equivalence relation on so that if and only if and lie on the same periodic orbit. Let be the quotient map, and let denote the equivalence class of . If is a periodic orbit for with image satisfying , then by an abuse of notation we let .
We have the following.
- (1)
The quotient map is open. If the periods of orbits in are uniformly bounded from above, then is also closed and is Hausdorff. 2. (2)
Assume that is an open subset of a connected component of nonstationary periodic orbits. If is a type 0 or type 1 orbit, then there exists and a homotopy with the following properties.
- •
For each , is a diffeomorphism onto the image of a periodic orbit in .
- •
For any , the map given by is a homeomorphism onto a subset containing , and .
- •
For every , there exists a neighborhood of such that contains only orbits with periods greater than . 3. (3)
Assume that is an open subset of a connected component of nonstationary periodic orbits. If is a type 2 orbit, then there are three disjoint arcs homeomorphic to open intervals such that the following holds.
- •
There exists and a homotopy satisfying the same properties as the homotopy in 2, except that the map is a homeomorphism onto .
- •
If , then there exists a embedded Möbius band such that, when viewed as subsets of , the images of and are respectively the middle and boundary circles of , and these images are consistently oriented when given the orientations induced by and .
- •
For every , there exists a neighborhood of such that contains only orbits with periods greater than . 4. (4)
Assume that is a connected component of periodic orbits. If is a sequence of points on the images of periodic orbits with but as , then the periods of the satisfy .
Proof.
We begin by proving 1, which is true even without the hypothesis that . Let be the flow of the vector field on . First note that, for any subset , is equal to the intersection , and is additionally equal to the intersection if the periods of orbits through are bounded above by . Next, note that is an open (closed) map if and only if, for every open (closed) subset , is open (closed) in . It follows that is open since
[TABLE]
is the intersection of an open subset with if is open. If the periods of are bounded above by , then it follows that is closed since
[TABLE]
is the intersection of a closed subset with if is closed. To show that is Hausdorff if the periods of have an upper bound , consider any belonging to distinct orbits, and let be disjoint neighborhoods of the images of the periodic orbits of through the . For we have that is an open neighborhood of and therefore contains a subset of the form with an open neighborhood of . Hence and are disjoint open neighborhoods of and in , so it follows that and are disjoint neighborhoods of and as desired. This completes the proof of 1.
The existence of homotopies satisfying the properties claimed in 2 and 3 follows from the discussion preceding Definition 4 and standard techniques from the textbooks cited therein. To show that the neighborhoods of 2 and 3 exist, fix any and let be a type [math], , or orbit with image and period . Assume, to obtain a contradiction, that every neighborhood of contains a point on a periodic orbit having period less than . By the discussion preceding Definition 4 and continuity of the flow, by taking to be a sufficiently small tubular neighborhood of we may assume that the period of the orbit through any such satisfies if is a type [math] or 1 orbit, and for the case that is a type 2 orbit. Here is some small number which can be chosen to tend to [math] as the size of the neighborhood tends to zero. It follows that has a virtual period which is of order at least if is type [math] or and of order at least if is type [CMPY83, Prop. 3.2]. But this contradicts the fact that, by definition, type [math] and type orbits have no multipliers which are second or higher roots of unity, and type orbits have no multipliers which are third or higher roots of unity. This shows that is a neighborhood satisfying the properties claimed in 2 and 3; since was arbitrary, this argument also proves 4.
It remains only to prove the Möbius band claim in 3. Let be a type 2 orbit with image and let . Without loss of generality, assume that the period-doubling bifurcation corresponding to is supercritical. Let be a Poincaré section centered at and let be a return map for the flow of . After shrinking the arc if necessary, the period-doubling proof based on Lyapunov-Schmidt reduction yields and a arc of fixed points of such that (i) , (ii) is an orientation-reversing diffeomorphism fixing , and (iii) for all , is a connected -invariant embedded submanifold with boundary consisting of two points. Hence clearly is a embedded Möbius band with middle circle given by and consistently oriented boundary circle given by the image of a periodic orbit with . Additionally, (i) implies that the image of the orbit corresponding to any is the boundary of for some . This completes the proof. ∎
2.2. Global continuation for generic families
In this section, we establish in Lemma 4 (a slightly strengthened version of) Theorem 1 in the special case that is a generic family. This will enable us to prove Theorem 1 by approximating an arbitrary family by generic families .
For convenience, we record here the following standard result.
Lemma 1** (Homotopy invariance).**
Let be a smooth manifold and be a closed 1-form on . If are maps which are homotopic, then
[TABLE]
The following preliminary result is also straightforward. We include a proof for convenience.
Lemma 2**.**
Let be a Möbius band (with boundary). Let be the middle circle of the Möbius band and the boundary, and assume are consistently oriented (Definition 4). Then if is any closed -form on ,
[TABLE]
Proof.
For , let be the inclusion. Let be the straight line retraction of onto . Let be the straight-line deformation retraction of onto , with , , and .
By Definition 4, the degree of is . Hence
[TABLE]
Since yields a homotopy
[TABLE]
and are the same map on cohomology. It follows that for some exact 1-form , so and have the same integral over .555Strictly speaking, we are also using the fact that every closed form is cohomologous to a closed form [dR84, pp. 61–70] since we only assume . Since we obtain
[TABLE]
where the last equality follows from (5). This completes the proof. ∎
One of the key ideas needed for Lemma 4 is contained in the following Lemma 3 which shows that, for a generic family, the periodic orbit components of Definition 3 are topological 1-manifolds if the periods of are uniformly bounded.
Recall that denotes the inclusion for each .
Lemma 3**.**
Let be a generic family of vector fields and let be a closed 1-form on an open subset . Let be a connected component of nonstationary periodic orbits of , and let the equivalence relation on be as in Proposition 3. For any , let be the subset of points on periodic orbits with and the subset with .
Fix an open subset and , and assume that . Let be a connected component of and let be the unique component of containing . Assume that the periods of orbits belonging to have a uniform upper bound. Then
- (1)
* is a topological -manifold (without boundary).* 2. (2)
If , then is also closed as a subset of .
Proof.
Let and be the union of orbits in with and , respectively. Define the quotient map . Since the periods of orbits in are bounded above, part 1 of Proposition 3 implies that is open, is closed, and is Hausdorff; since is open and is second countable, so is . It follows that the subspace is also Hausdorff and second countable.
We now show that is a topological -manifold. Since we have already shown that is Hausdorff and second countable, we need only establish that is locally Euclidean of dimension . If is a type [math] or type orbit with , then Lemma 1, period-boundedness, and part 2 of Proposition 3 imply that has a neighborhood in homeomorphic to an open interval and contained in . If instead is a type orbit, then Lemmas 1 and 2, period-boundedness, and part 3 of Proposition 3 imply (since we are assuming ) that again has a neighborhood in homeomorphic to an open interval and contained in . This shows that is locally Euclidean and completes the proof that is a topological -manifold.
We next show that is closed as a subset of . Being a connected component of , is automatically closed in , so any has a neighborhood disjoint from . It remains only to show that any point in not in has a neighborhood disjoint from . Fix with an orbit of , so that . If is a type 0 or type 1 orbit, then Lemma 1, period-boundedness of , and part 2 of Proposition 3 imply that has a neighborhood in disjoint from . If instead is a type 2 orbit, then part 3 of Proposition 3 implies that, for each , has a neighborhood such that every having period smaller than satisfies , where is such that is an orbit of . Taking to be larger than an upper bound for the periods of and using the fact that , it follows that . This completes the proof that is closed in .
Since is closed in , the additional assumption that implies that is closed in . This completes the proof. ∎
We now state the main result of this section. Lemma 4 yields a result for general families slightly stronger than Theorem 1, because it does not require the hypothesis that is not a Floquet multiplier of the periodic orbit .
Lemma 4** (-global continuability for generic families).**
Let be a generic family of vector fields, and let be a closed 1-form on an open subset . Let be a connected component of nonstationary periodic orbits of . Let be a periodic orbit for some with image satisfying , define , and assume . Then is -globally continuable.
Remark 2**.**
The following proof is similar in spirit to the proof of [AY84, Thm 2.2] with “orbits satisfying ” playing the role of “non-Möbius orbits.” (Recall that a Möbius orbit is a periodic orbit which has an odd number of Floquet multipliers in and which additionally has no multiplier equal to .)
Proof.
We use the notation of Definition 3, and identify with in the following.
Assume that is not -globally continuable. Then is disconnected, one of the components of is equal to a component of , the closure of in is compact and contains no generalized centers, and the periods of orbits in have a uniform upper bound.
Since is an open subset of , Lemma 3 implies that is a topological 1-manifold which is closed as a subset of . is not compact because it has the sole limit point . Therefore, is closed as a subset of , and the classification theorem for topological -manifolds implies that is homeomorphic to .
To complete the proof it suffices to show that is closed in and therefore compact, because this would imply that is compact, contradicting the fact that is homeomorphic to . So let be a limit point of in . Then there is a sequence in of points on periodic orbits with . Let be the period of . Since we are assuming that the periods of are bounded, we may pass to a subsequence and assume that . Letting be the flow of , by continuity we have
[TABLE]
Since we are assuming that the closure of in contains no generalized centers, it follows that must be a nonstationary periodic orbit for .666This is because, if were an equilibrium for , then the boundedness of the would imply that is a generalized center for . This is true even if , and follows from [CMPY83, Prop. 3.2]; see also [Fie88, Cor. 4.6]. A proof for the case is given in [MPY82, Prop. 3.1]. It cannot be the case that belongs to a component of periodic orbits of different from , because this would contradict the fact that is closed in the space of periodic orbits of (being a connected component). Hence , and since is closed in it follows that . Hence is closed in . As discussed above, this implies a contradiction and completes the proof. ∎
3. Non-generic families
In this section, we prove our main theorems on global continuation of periodic orbits for arbitrary families of vector fields. Before doing this, we require one additional lemma. Lemma 5 enables us to prove Theorem 1 without the consideration of “virtual periods” as required in [AY84, Thm 3.1, Lem. 3.2].
Lemma 5**.**
Let be a sequence of vector fields on a smooth manifold which converge in the weak topology to a vector field on , and let be a closed 1-form on . For each let be a periodic orbit of with image and (minimal) period , and let be a periodic orbit of with image and (minimal) period . Assume that the periods have a uniform upper bound, and assume that for each there exists such that . Then
- (1)
* and ;* 2. (2)
* if and only if .*
Proof.
We begin with some preparations. Let be a tubular neighborhood of with precompact, so in particular is a submersion and retraction. Since , by shrinking we may assume by continuity that for all . Since uniformly on , there exists such that the same is true of for all . Since the periods of the have a uniform upper bound and since , continuous dependence of a flow on its vector field implies that there exists such that for all . Hence is well-defined and an orientation-preserving local diffeomorphism for , where and are given the orientations induced by and .
Next, since is transverse to the manifold , the implicit function theorem implies that there is a well-defined “first impact time map” from a neighborhood of to , with defined to be the smallest positive real number such that , where and is the local flow of . By the implicit function theorem, is a fortiori jointly continuous in and in the topology. Let be such that for all . In the remainder of the proof, assume .
We now proceed with the proof of 1. First, note that for any , the definition of the first impact time map implies
[TABLE]
Since the impact time map is continuous and since , the left hand side converges to . This proves the statement about the periods in 1. Next, since is an orientation-preserving local diffeomorphism, it follows that the degree of satisfies . Since deformation retracts onto , the inclusion is homotopic to the composition of with the inclusion . Hence we have
[TABLE]
This completes the proof of 1.
Next, note that (8) implies that if and only if . Since is an orientation-preserving local diffeomorphism, this in turn holds if and only if intersects in a single point for all sufficiently large . And by the definition of the first impact time map, this latter statement holds if and only if for all sufficiently large , where . So to prove 2, it suffices to prove that this final statement holds if and only if .
Assume that for all large . Since , it follows that . Conversely, assume that there exists a subsequence arbitrarily large with . Then
[TABLE]
By continuity of the impact time map and of with respect to all arguments and the fact that , the left hand side converges to . Hence . This proves 2. ∎
See 1
Remark 3**.**
Our proof is inspired by the proof of [AY84, Thm 3.1, Lem. 3.2], and we have tried to keep our proof similar to theirs in an effort to make the similarities and differences readily discernible, although we have added some details. One key difference is that there is no mention of “virtual periods” anywhere in our proof; using Lemma 5, their role is instead filled by integrals of the form . This difference also explains why [AY84, Lem 3.2] requires the assumption that has no Floquet multipliers which are roots of unity, whereas we need only assume that is not a multiplier. Another key difference in our proof is that our definition of the function in (9) below differs from the definition of in the proof of [AY84, Lem 3.2] in that we have added a second term imposing a “cost” for to deviate from .
Proof.
The weak (or compact-open) topology on is (completely) metrizable, and this induces a metric on the closed subspace of one-parameter families of vector fields [Hir94, p. 62]. Throughout the remainder of this proof, we denote this metric by . In the following, we identify the images of periodic orbits such as with sets of the form when convenient, and similarly conflate periodic orbits of with those of the appropriate . We also note that all topological closures are as subsets of in the following; when we say that a subset is precompact, we mean that its closure in is compact.
Assume that is not -globally continuable. Using the notation of Definition 3 (with replacing ), it follows that is disconnected and has a component which contains a component of such that and satisfy none of the conditions of Definition 3. In particular, , and for all . Since we assume that is not a Floquet multiplier of , it follows from the implicit function theorem applied to a Poincaré map and Lemma 5 that there is a relatively open neighborhood of with and such that is the only periodic orbit in on which —except, perhaps, for orbits of very long period.
Let
[TABLE]
and
[TABLE]
Note that [Yor69] and by our assumptions. If is the trajectory of through , we define the function
[TABLE]
on , where is the distance associated to some Riemannian metric on . The zeros of are points on the images of periodic orbits of such that is an integer multiple of . Loosely speaking, measures how close the trajectory through is to being periodic and satisfying , for periods between and . Since is continuous in , is continuous in .
For let , and let be the component of containing . Choose small enough so that
- (1)
the component of containing is a subset of ; 2. (2)
is disconnected, and we denote by the component containing ; 3. (3)
there are no zeros of in the closure of in ; 4. (4)
The closure of in is compact; 5. (5)
there exists such that, when , the system will have exactly one periodic orbit in having period and satisfying , and this orbit satisfies and does not have as a Floquet multiplier; 6. (6)
there exists such that, when , the system will have no periodic orbits contained in satisfying either (i) the period of is and , or (ii) the period of belongs to and .
By the definition of and the sentence preceding the definition of , it follows that . It follows that attains a minimum on the compact boundary of a tubular neighborhood of in . Taking ensures that 1 is satisfied.
We now argue that conditions 2, 3, and 4 can be satisfied by taking sufficiently small. Let be an arbitrary precompact open neighborhood of such that (i) is a connected component of and (ii) .777Here is an explicit construction of such a . Let be the distance induced by any complete Riemannian metric on . Since is not a multiplier of , we may choose small enough so that the -neighborhood of contains at most one periodic orbit of for each and satisfies . It follows that of is disconnected, and the triangle inequality further implies that the -neighborhood of consists of precisely two connected components, one of which contains and is disjoint from ; define to be this component. Property (i) follows since, e.g., is a connected component of and (ii) follows since for all . Note that is precompact since it is bounded and the metric inducing is complete. We claim that, for all sufficiently small, the component of containing is contained in . If not, there is a sequence decreasing to zero with for all . Since is a decreasing sequence of compact sets having nonempty intersection with , it follows that . Since the intersection of any decreasing sequence of compact connected subsets of a Hausdorff space is always connected, it follows that is a connected subset of containing both and some point in . But by (ii) and the fact that is a neighborhood of , so is a proper subset of the connected set ; this contradicts (i), so the claim that for all sufficiently small is proved. From this claim it follows that is disconnected for sufficiently small (with the component of containing being equal to ), proving that we may choose small enough so that 2 is satisfied; 4 is automatically satisfied since is precompact and . Since is bounded away from zero on the compact set , and since the precompact neighborhood satisfying (i-ii) was arbitrary, we may ensure that 3 is satisfied by shrinking so that is nonzero on and choosing sufficiently small so that as above. Since satisfying (i-ii) was arbitrary, the above discussion also implies the following fact which we will use:
[TABLE]
where is sufficiently small so that is disconnected and is well-defined.
Let be the period of . To show that condition 5 can be satisfied by taking sufficiently small, we argue as follows. First, note that the implicit function theorem applied to a Poincaré map and Lemma 5 imply that there are such that will have only one orbit in satisfying and having period when , and by choosing small enough we can ensure that has no Floquet multiplier equal to . Suppose that there exist sequences and decreasing to zero and satisfying and with each having a periodic orbit in having period and satisfying . The images of converge uniformly to the image of since and since the periods of the are bounded, so Lemma 5 implies that , a contradiction. Hence we may ensure the satisfaction of condition 5 by choosing sufficiently small.
To show that condition 6 may be satisfied, we argue as follows. Suppose that, for sequences and decreasing to zero, there exist a sequence of functions with and a corresponding sequence of orbits such that is a periodic orbit of satisfying at least one of (i, ii) of condition 6. Choose a point on the image of for each . Since is precompact for large, the will have an accumulation point, and (10) implies that this accumulation point belongs to the image of a periodic orbit of contained in . The property (ii) cannot be satisfied, since if the satisfy for all , then Lemma 5 implies that the periods of the satisfy , so for all sufficiently large . And if the property (i) is satisfied, so that and for all , then Lemma 5 implies that satisfies , contradicting . Hence we may ensure the satisfaction of condition 6 by choosing sufficiently small.
Following the choice of , we let be a generic family sufficiently close to in the weak topology so that
- (1)
; 2. (2)
; and 3. (3)
, where is defined analogously to for solutions of (again using and ).
Condition 1 can be satisfied since the set of vector field families is dense in the space of vector field families [Hir94, Ch. 2.2, Ex. 3], and is dense in the space of families [Sot73, Thm A] as discussed in §2.1. Similar reasoning implies that condition 2 can be satisfied, using also the fact that has no zeros in the compact set . To show that can be chosen to satisfy condition 3, we argue as follows. Let be the solution of
[TABLE]
through . Since is compact and since flows depend continuously on their vector fields, can be chosen so that
[TABLE]
for all and . Since in general two real-valued functions uniformly satisfying must also satisfy , if follows that uniformly on .
Let be the unique solution of (11) in having period and satisfying , let be the image of , and define the sets as in Definition 3 (with replacing ). Define and . Because is not a Floquet multiplier of , and are not empty. We want to show that is contained in and that . We begin with the first statement. Now can only escape from through , i.e., (i) through or (ii) through . We discuss each case separately.
Suppose . Then by condition 3 on , must be on an orbit with period , where . By taking smaller, we may assume that is sufficiently near that the period of belongs to . Suppose . Then contains orbits with periods less than and orbits with periods greater than . Since periods on a branch of -constant orbits of a generic family change continuously, there must be an orbit with image in and with period in , and no orbit on the “path” from to with period greater than . But then it is easily seen that the image of is contained in , contradicting condition 6 on the choice of . A similar argument shows that would also contradict 6. Thus and are disjoint. By condition 5 on the choice of , is the only periodic orbit of with image in having period less than or equal to and satisfying . By condition 6 on the choice of , contains no orbits with periods greater than . Thus and are also disjoint. It follows that (and hence also ) is disconnected, with two components and .
The fact that contains no periods larger than also implies that , for the orbit through any limit point of in would be contained in , have period less than or equal to , and satisfy , contradicting either condition 5 or condition 6 on the choice of . It follows that the connected component of satisfies .
To summarize, we have shown that is disconnected, that , and that is contained in the compact set which contains no generalized centers. Additionally, the periods have the uniform upper bound . But this implies that is not -globally continuable, contradicting Lemma 4. This contradiction implies that must in fact be -globally continuable and completes the proof. ∎
Armed with Theorem 1, we now proceed to prove our main results on existence of periodic orbits. We will use the following lemma to convert data from a closed 1-form and a vector field into a priori bounds on the periods of periodic orbits.
Lemma 6**.**
Let be a smooth manifold and let be a 1-form on . Let be a periodic orbit of a vector field . Assume that there exists such that for all . Then , and the period of satisfies
[TABLE]
Proof.
We have
[TABLE]
with the first inequality following since . This completes the proof. ∎
We now prove Theorem 2, our first periodic orbit existence result. Theorem 2 is fairly general, and it follows straightforwardly from Theorem 1 and Lemma 6. We continue to identify with when there is no risk of confusion in the following.
Given a subset and any interval , we use the notation in Theorems 2 and 3 below.
See 2
Proof.
We prove the result in the case that , with the proof for the case being similar.
Assume, to obtain a contradiction, that there exists such that . Then connectedness of and hypotheses 1 and 2 imply that is contained in the set . Since is compact by hypothesis 4, hypothesis 3 implies that there is such that for all . Hence Lemma 6 implies that the periods of orbits in are uniformly bounded above by . By assumption we also have , and contains no equilibria and hence no generalized centers by hypotheses 2 and 3. But Theorem 1 implies that is -globally continuable, so we have a contradiction. This completes the proof. ∎
We now use Theorem 2 to formalize a rather specific argument involving Theorem 2 and a Hopf bifurcation, which we have used to prove the existence of periodic orbits in applications (see §4). While the statement appears rather complicated, the upshot is that we do not have to repeat this argument in each of our individual examples.
Given a subset and any interval , we again use the notation in Theorem 3 below.
See 3
Proof.
We prove the theorem for the case that the Hopf bifurcation is supercritical and , with the other three cases being similar.
The proof of the Hopf bifurcation theorem [GH00, Thm 3.4.2] implies that there exists and a -dependent two-dimensional center manifold for such that (i) , (ii) the orbit at each on the bifurcating branch of periodic orbits is contained in , and (iii) the image of the periodic orbit at on the bifurcating branch tends to uniformly as . Since , after shrinking if necessary it follows from hypothesis 7 that intersects transversely. Hence (by an implicit function theorem argument) there exist local coordinates on a neighborhood of in which and . This fact, (ii–iii) above, and hypothesis 6 imply that, for sufficiently close to , the disk bounded by the image of the bifurcating periodic orbit intersects exactly once (and this intersection is transverse by hypothesis 7). Fixing such a sufficiently close to and defining , it follows that the intersection number of with is . Since is Poincaré dual to in , it can be shown using the technique of [BT91, pp. 231–234] that is equal to this intersection number up to a sign:888In [BT91] the authors work with forms, whereas we assume , but there is no issue since every closed form is cohomologous to a closed form [dR84, pp. 61–70].
[TABLE]
Note that, since by hypothesis 5, we may assume that is chosen sufficiently close to that . By the proof of the Hopf bifurcation theorem we may furthermore assume that is chosen sufficiently close to that is hyperbolic, so in particular is not a Floquet multiplier of .
Let , and let be the components containing as in Definition 3 with (identifying with ). Note that the periodic orbit component of is also a periodic orbit component of due to hypotheses 1, 2, and 6. The proof of the Hopf bifurcation theorem implies the existence of a compact neighborhood of containing a connected subset of nonstationary periodic orbits of such that (i) , (ii) all periods of are close to the period of , (iii) any other periodic orbits in have very large period, and (iv) consists of two connected components with and the closure of containing . Due to (iii) above, hypothesis 3, and Lemma 6, it follows that . Hence both and are disconnected with two connected components. As in Definition 3, let and denote the connected components of and , labeled so that . Since is the Poincaré dual of a submanifold, its integral around any periodic orbit is an integer (which is nonzero by Lemma 6), so we automatically have
[TABLE]
In particular, it follows that for both .
By the above paragraph, there exists a neighborhood of such that . Hypothesis 2 implies that , so we have . Since , we have by definition. We now show that there is furthermore a neighborhood of such that . If this were not true, then there is a sequence in with999If not, then (since is first countable) each has an open neighborhood satisfying . But then is an open neighborhood of having empty intersection with , a contradiction. . This sequence must be contained in for some , so hypothesis 3 and Lemma 6 imply that the periods of the orbits through are uniformly bounded above by for some . This implies that is either a generalized center or lies on a nonstationary periodic orbit; hypothesis 6 rules out the latter option, so is a generalized center. But hypothesis 2 further implies that , and this contradicts hypothesis 5. Hence there exists a neighborhood of with , as desired.
Define the set . By the last paragraph, . Additionally, by hypothesis 1, for all by hypothesis 3, and contains no generalized centers for by 5. Finally, for every ,
[TABLE]
is compact by hypothesis 4. Since we have already shown that and that is not a Floquet multiplier of , it follows that the hypotheses of Theorem 2 are satisfied with and playing the role of . Hence for all . In particular, has a nonstationary periodic orbit contained in for all . Since was arbitrary, it follows that has a nonstationary periodic orbit contained in for all as well. This completes the proof. ∎
4. Examples
In this section, we illustrate our results by proving periodic orbit existence results for the repressilator (3) in §4.3 and for the Sprott system (2) in §4.4. We begin with some preliminary discussion relevant for both systems. Both systems admit the symmetry , and we discuss some consequences of this fact in §4.1. In §4.2 we define a 1-form —to be used in the proofs for both systems—and briefly discuss some of its properties.
4.1. Basic symmetry considerations
In the remainder of §4, we use the notation and .
Define the linear permutation symmetry via . Letting denote either the repressilator (3) or Sprott (2) vector fields, we see that It follows that commutes with the (local) flow of and therefore maps solution curves to solution curves. Since the diagonal is the fixed point set of , it follows that is -invariant since, for all , . Since , the dynamics have a symmetry group whose action on is generated by . It follows that any invariant set is either fixed by or is one member of a family of three distinct invariant sets permuted by .
The linear map is a rotation having the unique finest -invariant splitting . Identifying with , it follows that, for any , the matrix representing commutes with the matrix ; assume in the following. -invariance of the splitting implies that and are -invariant subspaces, since
[TABLE]
In particular, if is invertible then is a -invariant splitting of into one and two-dimensional subspaces, so uniqueness of the finest -invariant splitting implies that
[TABLE]
If is a point of generic Hopf bifurcation for , then is invertible and there is a unique finest -invariant splitting into one and two-dimensional subspaces, with the two-dimensional center subspace. Uniqueness of the finest -invariant splitting and (14) therefore imply that
[TABLE]
4.2. A closed -form
With respect to the orthogonal splitting
[TABLE]
we may write any uniquely as
[TABLE]
with and . A direct computation shows that , where and are the Euclidean norm and inner product.
We now define a 1-form on :
[TABLE]
It can be shown that is closed. In fact, choose orthogonal coordinates adapted to the splitting so that are coordinates for and is a coordinate for . Then it can be shown that is equal to the standard “angle 1-form” about the -axis in these coordinates:
[TABLE]
Note that is Poincaré dual to on (see [BT91, Ex. 5.16(a)]).
4.3. The repressilator: existence of periodic orbits
In this section we apply our theory to the repressilator (see [EL00, BKP09]) which models a synthetic genetic regulatory network consisting of a ring oscillator. We consider here the three-dimensional reduced-order model studied in [BKP09, BPK10] and prove existence of nonstationary periodic orbits. This result was already established in [BKP09], but our proof is new. We note that our proof does not use techniques specific to the class of monotone cyclic feedback systems [MPS90] to which this repressilator model belongs.
Fix and consider the one-parameter family of ODEs on given by
[TABLE]
with parameter . Let be the closed positive orthant. Notice that, for any , is positively invariant for the flow of (17). Furthermore, since whenever and , it follows that the cube is positively invariant and attracts every initial condition . It follows that the same is true of the interior of the smaller cube
[TABLE]
since whenever and is sufficiently small; in particular, immediately flows into .
We now prove that (17) has a periodic orbit for all and , where is defined below. To do this, we simply verify that (17) satisfies all of the hypotheses of Theorem 3. We delay the (slightly lengthier) verification of hypothesis 3 of Theorem 3 to §4.3.1 below.
Theorem 4**.**
Let be the repressilator vector field (17). Fix and define
[TABLE]
Then for all , has a periodic orbit contained in the cube .
Remark 4**.**
For the reasons explained in Remark 1, it seems very difficult to prove Theorem 4 directly using either of the classical continuation results Proposition 1 ([MPY82, AMPY83, Thm 4.2, Thm 2.2]) or Proposition 2 ([AY84, Thm 3.1]).
Proof.
Define , , and
Since the origin is exponentially stable for , there exists such that, for all , has no periodic orbits whose images intersect101010Proof: fix . It is shown in [BKP09] that (17) has a unique equilibrium for all which depends continuously on ; define . Applying Taylor’s theorem to about the point shows that the derivative of along the flow of is , where is continuous and satisfies . Hence on some neighborhood of , so for all . Continuity of therefore implies that there are such that, for all and , on the closed ball of radius centered at . For such values of it follows that is contained in the stability basin of and so does not meet the images of any nonstationary periodic orbits. Finally, defining suffices to prove the claim since for , with the second inclusion following since . (Something stronger is actually true: is globally asymptotically stable for sufficiently small, but we will not need this. This fact follows from [SW99, Cor. 2.3].) , so in particular hypothesis 1 of Theorem 3 is satisfied. If and is the flow of , then every initial condition satisfies for all , so no periodic orbits of intersect ; hence hypothesis 2 of Theorem 3 is satisfied. The compactness hypothesis 4 is satisfied since any set of the form is a closed subset of the compact set .
In [BKP09, Sec.2, Appendix] it is shown that there is exactly one generalized center for , that , that (hence we may assume ), and that undergoes a supercritical generic Hopf bifurcation at . Hence hypothesis 5 of Theorem 3 is satisfied. Hypothesis 6 is satisfied because is an invariant manifold for by symmetry (see §4.1) and is diffeomorphic to , so no nonstationary periodic orbits can intersect . Finally, the center subspace of is orthogonal to by Equation (15), so hypothesis 7 is satisfied.
In §4.2 we defined a closed 1-form on such that is Poincaré dual to on . In §4.3.1 below, in Proposition 4 we prove that, for every , , there exists such that on for all . Let denote the projection onto the first factor, and for any let be the inclusion . Defining , noting that is Poincaré dual to in [BT91, p. 69], and noting that for any , it follows that the lone remaining hypothesis 3 of Theorem 3 is also satisfied. This completes the proof. ∎
4.3.1. Rotational rate of the flow
In this section, we complete the proof of Theorem 4 by showing that satisfies the remaining hypothesis 3 of Theorem 3.
Lemma 7**.**
Fix and let be the repressilator vector field (17) on . Let be the closed positive orthant and be the diagonal. Then on .
Proof.
Define the 1-form to be the “numerator” of . It suffices to show that on . We compute
[TABLE]
where the positive function is defined as . Define the function
[TABLE]
Writing , note that , so that if and only if .
Let and consider the terms , , . Since these terms sum to zero and since , it must be the case that there is one nonzero term which has a different sign than both of the other two terms.111111Note that this term need not be unique, since one of the terms may be zero. Divide this term which has sign different from the other two by the pair of functions that multiply it. Without loss of generality, assume that is nonzero and has sign different from . We obtain
[TABLE]
Since is strictly increasing, in the case that we obtain and , with if and only if . It is clear that —and hence —is positive in this case. Similarly, in the case that we obtain and , with if and only if , so again is positive. As discussed it follows that, in both cases, we have and hence also , completing the proof.
∎
For use in Lemma 8 and Proposition 4 below, we recall the definition of the set
[TABLE]
where again is defined for as
[TABLE]
For any interval , we also define .
Lemma 8**.**
Fix and . Then for every , there exists and a relatively open neighborhood of such that, for all ,
[TABLE]
Proof.
Define the 1-form to be the “numerator” of . Writing and defining for , we have
[TABLE]
so
[TABLE]
Note that is on . From (21) we compute the first derivative at to be
[TABLE]
from which it follows that
[TABLE]
From (23) we compute the second derivative at to be
[TABLE]
so for any we have
[TABLE]
where is the cyclic permutation and the notation is defined preceding (16). Writing and using , equations (22), (24), and (26) together with Taylor’s theorem imply that, for all ,
[TABLE]
where is smooth on121212We restrict attention to since is not differentiable at zero if . This poses no problem for us since for , i.e., implies . . Since the function given by is continuous and since is disjoint from , for each the set
[TABLE]
is a relatively open neighborhood of in . Since and , is jointly continuous in and hence attains a minimum on the compact set . Choose . Using (27), the fact that , and the fact that implies , it follows that for all :
[TABLE]
Taking and completes the proof. ∎
Proposition 4**.**
Fix and . Then for every , there exists such that, for all on .
Proof.
By Lemma 8, there exists and a relatively open neighborhood of in such that, for all ,
[TABLE]
Here and are as defined preceding Lemma 8. By Lemma 7, for all in the compact set and therefore attains a minimum on this set. Defining , it follows that
[TABLE]
From the definition of we can write , so it follows that whenever and . This completes the proof. ∎
4.4. The Sprott system: existence of periodic orbits
In this section we apply our theory to prove existence of periodic orbits for the Sprott system discussed in §1. As far as we know, this is the first time that the existence of nonstationary periodic orbits has been proven rigorously for this system. The equations are given on by
[TABLE]
and depend on the parameter . We note that, unlike the repressilator (17), the Sprott system is not a monotone cyclic feedback system [MPS90]. Some trajectory segments of the dynamics for are shown in Figure 1 and and for other values of in Figure 6. The sphere shown is defined in §4.4.1. In the sequel, we let denote the vector field defined by (29).
At the end of §4.4.5 we will prove that (29) has a periodic orbit for all . Just like for the repressilator, the proof will amount to showing that (29) satisfies the hypotheses of Theorem 3. In the intervening sections we will construct the ingredients required to do this. First, in §4.4.1 we find a certain compact set which contains all bounded trajectories of (29); we will define the set of Theorem 3 in terms of . Unlike the sets defined for the repressilator, in this section is not a trapping region and is not even invariant; this illustrates the flexibility allowed by the hypotheses of Theorem 3. §4.4.2 consists of deriving estimates involving (where is defined in §4.2) used to establish hypothesis 3 of Theorem 3. In §4.4.3 we determine the equilibria and associated eigenvalues of . In §4.4.4 we show that (29) exhibits Hopf bifurcations, needed in particular to verify hypothesis 5 of Theorem 3. Finally, §4.4.5 combines these ingredients to prove the periodic orbit existence theorem.
4.4.1. A compact set containing all bounded trajectories
Define the function via . A computation shows that the Lie derivative of is
[TABLE]
For any , the sublevel set is the closed ball of radius centered at . In particular, the zero sublevel set of is centered at the midpoint of two equilibria on the diagonal (the origin and ), with the two equilibria being antipodal points on the bounding sphere. Furthermore, the planes and are tangent to the sphere at these antipodal points. See Figure 7.
This geometry implies that the subsets and are respectively negatively and positively invariant for . Furthermore, trajectories in these regions tend to in negative and positive time, respectively. It follows that any bounded trajectory must be contained in when . We will further refine these considerations to produce a certain compact set containing all bounded trajectories.
Define translated coordinates and define .
Theorem 5**.**
For , every bounded trajectory is contained in the compact set defined by
[TABLE]
and . For , the only bounded trajectory is the equilibrium at the origin; we define .
For a visual depiction of , see Figure 8. Note that the ball bounded by the sphere shown in Figure 7 is contained in .
Proof.
For the case that , positive invariance of , negative invariance of , and the fact that implies that the equilibrium at the origin is the only bounded trajectory of . For the remainder of the proof, we consider the case .
is compact since it is clearly closed and bounded. We now show that
[TABLE]
Note that (i) the midpoint of the ball belongs to since when the right side of the inequality in (31) is equal to
[TABLE]
and (ii) since both and the right side of the inequality in (31) vanishes when . Since (a) is convex, (b) is linear, and (c) the right side of the inequality in (31) is a convex function with respect to (its second derivative with respect to is positive everywhere), by considering the inequality in (31) on rays emanating from and using (i, ii) it follows that as desired.
Next, let be a trajectory of (29). If , then in either positive or negative time, so every bounded trajectory is contained in . Hence it suffices to restrict our attention to trajectories satisfying . Since any trajectory in tends to in negative time, to prove the theorem it suffices to show that, for all , if then there exists a time such that .
Define the shifted function . We compute
[TABLE]
The Cauchy-Schwarz inequality and subadditivity of applied to the first and second numerator terms yields
[TABLE]
Additionally, we have
[TABLE]
Consider now a trajectory with initial condition . increases monotonically along as long as , so time can be written as a function of , and we may therefore parametrize as a function of . Using the chain rule, we compute
[TABLE]
We now further restrict our attention to a trajectory segment satisfying , or . We continue to assume that along this trajectory segment. It follows that
[TABLE]
Let denote a solution to the ODE defined by replacing the inequality in (35) with equality. This ODE is separable and admits the implicit solution family
[TABLE]
where is an arbitrary constant of integration. Considering (36) for different values and and subtracting the resulting two equations, we obtain
[TABLE]
Positivity of the right-hand side of (35) implies that is strictly increasing, which in turn implies that the right-hand side of (36) is a strictly increasing function of for . If we assume that (viewing as a function of ) and stipulate that , then the comparison lemma [Arn73, Sec. 2.7] and (35) imply that , so it follows from (37) and the preceding sentence that
[TABLE]
where we have used the fact that .
Assume that . Then there exists a (possibly bounded) decreasing subsequence of negative values of with and . Since it follows that , so substituting in both sides of (38) and taking the limit yields
[TABLE]
By (31), is precisely the set of points which satisfy (39). In summary, we have shown that a necessary condition for the closure of the negative-time trajectory through to intersect is that . This and (32) imply that the trajectory through any is bounded away from uniformly for all negative time. For such an , it follows that there exists such that uniformly along the corresponding negative-time trajectory, and therefore must enter in finite negative time. By the final sentence of the third paragraph of this proof, this completes the proof. ∎
4.4.2. Cylindrical coordinates and rotation of the flow
Define an orthogonal matrix via
[TABLE]
and define coordinates . The -axis corresponds to in the original coordinates, and the and axes determine an orthonormal coordinate system for .
We further define cylindrical coordinates via
[TABLE]
Using the symbolic package SymPy, we obtain the equations of motion in these new coordinates in closed form:
[TABLE]
Now
[TABLE]
and are orthogonal coordinates adapted to the splitting with coordinates for and with a coordinate for . It follows from the discussion in §4.2 that , where is defined in §4.2. Because the hypotheses of Theorem 3 are stated in terms of a closed 1-form, we will write instead of in the following results.
Lemma 9**.**
The following estimate holds on or, equivalently, whenever :
[TABLE]
Proof.
The sinusoidal function has zero mean and amplitude smaller than . The result now follows from (42). ∎
The following result concerns the rotation rate on the compact set (defined in Theorem 5) which contains all bounded trajectories.
Theorem 6**.**
There exists such that, for all , on .
Proof.
We have since , so the statement holds vacuously for . For the remainder of the proof we assume that .
It follows from Lemma 9 that whenever . Since on and it follows that, for any sufficiently small , the coordinates of every point in satisfy either the preceding inequality or the inequality . Hence it suffices to find an such that whenever , and .
We use the notation from the statement and proof of Theorem 5. From the definition of , we have
[TABLE]
on . The second inequality follows from the following three observations: (i) we showed in the proof of Theorem 5 that the first two terms on the right side of (44) constitute an increasing function of if , (ii) if , and (iii) (the distance to the diagonal is at most the distance to any individual point on ). Since , it now follows that
[TABLE]
Substituting this into Lemma 9, we find that, when and ,
[TABLE]
We compute the derivative
[TABLE]
and see that is positive for small and is strictly decreasing. Therefore, has a unique critical point , is a local maximum, and it satisfies
[TABLE]
Substituting this expression into (46) yields
[TABLE]
which is strictly less than whenever
[TABLE]
The quantity on the right is strictly larger than , so
[TABLE]
whenever , , and . By the discussion in the second paragraph of the proof, this completes the proof. ∎
Corollary 1**.**
For , all equilibria of belong to the diagonal .
Proof.
For , Theorem 5 implies that all equilibria lie in , and Theorem 6 implies that on , so in particular on . ∎
Corollary 2**.**
For , all periodic orbits of are contained in , and the winding number of any nonstationary periodic orbit around satisfies For the case , has no nonstationary periodic orbits.
Proof.
For , Theorem 5 implies that all periodic orbits lie in . Furthermore, nonstationary periodic orbits must lie in since is a -dimensional invariant manifold (§4.1) and thus cannot intersect nonstationary periodic orbits. The condition follows since on by Theorem 6. has no nonstationary periodic orbits since . ∎
4.4.3. Equilibria
By §4.1, is invariant and the dynamics restricted to are given by
[TABLE]
Theorem 7**.**
For all , the vector field has the equilibria and . For , these are the only equilibria.
Proof.
The first statement follows directly from (48). The second statement follows from Corollary 1. ∎
We compute
[TABLE]
and
[TABLE]
A symbolic eigenvalue computation using SymPy shows that
[TABLE]
and
[TABLE]
The quantity is nonzero except when . It follows in particular that evaluated at both of these equilibria is always invertible except when , which is the value of at which these equilibria coalesce. Additionally, the eigenvalues for the two zeros both correspond to the eigenvector .
4.4.4. Two Hopf bifurcations
Given an equilibrium x for at a given value of , define the matrix and the tensor . Since is a quadratic vector field, all of its third partial derivatives vanish, and therefore the first Lyapunov coefficient at an equilibrium having a single pair of purely imaginary eigenvalues is given by [Kuz13, Eq. 5.39]:
[TABLE]
where with are the imaginary eigenvalues of and satisfy , , and . We numerically compute for the equilibrium 0 at , and for the equilibrium at .131313Note that the value of depends on the normalization of the eigenvectors and , but (which is the only thing that matters for the Hopf bifurcation theorem [Kuz13, pp. 97–98]) is invariant under scaling of , obeying the condition [Kuz13, p. 98]. Additionally, we see from (51) and (52) that the derivatives with respect to of the real part of the complex eigenvalues is negative for the origin at and also negative for at . From [Kuz13, Thm 3.3] and the final displayed equation of [Kuz13, p. 97], a subcritical (resp. supercritical) Hopf bifurcation occurs when is the same as (resp. different from) that of the derivative with respect to of the real part of the complex eigenvalues at the critical value of . Therefore:
Theorem 8**.**
The equilibrium undergoes a subcritical generic Hopf bifurcation at , and the equilibrium undergoes a supercritical generic Hopf bifurcation at . The first bifurcation produces an exponentially stable limit cycle near for , and the second bifurcation produces an exponentially unstable limit cycle near for .
4.4.5. Existence of periodic orbits
We now put together the preceding results to obtain a periodic orbit existence result for the Sprott vector field (29). To do this, we show that the restriction satisfies the hypotheses of Theorem 3 after a (nonlinear) parameter rescaling.
Theorem 9**.**
Let be the Sprott vector field (29) and let be defined as in Theorem 5. For all , has a periodic orbit contained in .
Remark 5**.**
For the reasons explained in Remark 1, it seems very difficult to prove Theorem 9 directly using either of the classical continuation results Proposition 1 ([MPY82, AMPY83, Thm 4.2, Thm 2.2]) or Proposition 2 ([AY84, Thm 3.1]).
Proof.
Let be an increasing diffeomorphism satisfying and . Letting be as in Theorem 5 and defining the family via , we will apply Theorem 3 to show that has a periodic orbit contained in for all .
Define . Using the definition of , it is easily seen that any set of the form is closed and bounded, hence compact. Letting the closed 1-form be as defined in §4.2, Theorem 6 implies that there exists such that on . By continuity, there exists and a set slightly larger than satisfying , on , and with each set of the form compact. In particular, hypotheses 3 and 4 of Theorem 3 are satisfied.141414That satisfies the relevant Poincaré duality hypotheses of Theorem 3 follows exactly as in the proof of Theorem 4, using the discussion in §4.2 (after flipping the orientations of the submanifolds defined in the proof of Theorem 4 due to the minus sign).
Corollary 2 implies that has no nonstationary periodic orbits, so hypothesis 1 of Theorem 3 is satisfied with . It follows from Theorem 5 that every periodic orbit of is contained in , so in particular no periodic orbits of intersect ; hence hypothesis 2 of Theorem 3 is satisfied. We showed in §4.4.3 and Theorem 8 that has exactly one generalized center at which undergoes a supercritical generic Hopf bifurcation. Hence hypothesis 5 of Theorem 3 is satisfied. Hypothesis 6 is satisfied because is an invariant manifold for each by symmetry (§4.1), and is diffeomorphic to , so no periodic orbits can intersect . Finally, the center subspace of is orthogonal to by Equation (15), so hypothesis 7 of Theorem 3 is satisfied.
Theorem 3 now implies that has a periodic orbit contained in for all . Since by definition, it follows that has a periodic orbit contained in for all . This completes the proof. ∎
Acknowledgements
Kvalheim was supported by ARO award W911NF-14-1-0573 and by the ARO under the Multidisciplinary University Research Initiatives (MURI) Program, awards W911NF-17-1-0306 and W911NF-18-1-0327. Bloch was supported by NSF grant DMS-1613819 and AFOSR grant FA 0550-18-0028. We would like to thank R. W. Brockett and H. L. Smith for valuable comments during the course of this work and J. Guckenheimer, E. Sander, and J. A. Yorke for useful discussions related to large-period phenomena. We would also like to thank S. Revzen for a suggestion regarding a calculation related to the repressilator and J. C. Sprott for information regarding the undamped version of his eponymous system. We thank the anonymous referee for useful suggestions about our exposition.
Appendix A Closed -forms
For completeness, in this appendix we recall some standard results concerning closed -forms. We follow portions of [Far04, p. 35–37] nearly verbatim and refer the reader to [dR84, BT91, GP10, Lee13] in places for other details. The reader completely unfamiliar with differential forms may wish to consult [Blo15, Sec. 2.5, 2.7] for a quick introduction to the basic definitions (of, e.g., , , ) with more details than we provide.
Let be a smooth manifold. A differential -form (or simply -form) on is a section of the cotangent bundle [Lee13, Ch. 11]; we will write instead of . In particular, given , the real-valued map is linear. (Here is the tangent bundle and is the tangent space to at .) We will often simply write instead of for . Given a vector field on , there is a map which we simply denote by . In general, the context should make clear the precise meaning of any instance of .
In local coordinates defined in an open subset , any -form is given by an expression of the form , where are real-valued functions defined in and for a tangent vector . A -form is called closed if , where is the exterior derivative [Lee13, p. 365]. In local coordinates, if , then
[TABLE]
where is the wedge product [Lee13, p. 360]. Hence the condition that is closed is equivalent to the equations
[TABLE]
A exact -form is one which can be represented globally as the differential of a function . If is a closed -form, then for any simply connected open set the restriction is an exact -form.151515This follows from (i) the Poincaré Lemma [Lee13, Thm 17.14], (ii) the De Rham Theorem [Lee13, Thm 18.14], and (iii) the fact that every closed -form can be represented as the sum of a closed -form with a exact -form [dR84, pp. 61–70]. If is connected, then the function is determined by uniquely up to the addition of a constant. Thus, viewed locally, a closed -form is the same thing as a real-valued function determined up to the addition of a constant.
Given smooth manifolds , a map , and a -form on , the pullback is the -form on defined by the rule for and , where is the derivative or tangent map of at [Lee13, p. 360].
Given a -form and piecewise- path , the line integral is well-defined. By Stokes’s Theorem [Lee13, Thm 16.25], the condition that is closed is equivalent to the property that the integral remains unchanged under any continuous homotopy of the path with fixed end points.
The statement of Theorem 3 involves special cases of de Rham cohomology and Poincaré duality. The first de Rham cohomology of [Lee13, Ch. 17] is the real quotient vector space
[TABLE]
The representative of a closed -form in is written and is called the cohomology class of . Two closed -forms , are cohomologous if for some function . Given any closed -form , there exists a closed -form which is cohomologous to [dR84, pp. 61–70], so we may also define the cohomology class of to be the cohomology class .
Assume now that is oriented. Associated to any properly embedded, smooth, oriented, codimension-1 submanifold , there is a cohomology class called the (closed) Poincaré dual of [BT91, pp. 50–53] satisfying the following property [BT91, p. 69]: for any and any embedding from the circle into which is transverse to (i.e., for all ),
[TABLE]
Here (resp. ) if a positively oriented basis of followed by the tangent vector yields a positively (resp. negatively) oriented basis of . is called the oriented intersection number of with [GP10, p. 107].
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