Abstract
For the May–Leonard asymmetric system, which is a quadratic system of the Lotka–Volterra type depending on six parameters, we first look for subfamilies admitting invariant algebraic surfaces of degree two. Then for some such subfamilies we construct first integrals of the Darboux type, identifying the systems with one first integral or with two independent first integrals.
1. Introduction
An important class of mathematical models describing different phenomena in biology, ecology and chemistry are the so-called Lotka–Volterra systems, which are written in the form
They were introduced independently by Lotka and Volterra in the 1920s to model the interaction among species, see [1,2], and continue being intensively investigated. For the class of systems in Equation (1), most studies are devoted to the case . One of simplest models of such a type describing a competition of three species was introduced by May and Leonard in [3]. It is a model depending on two parameters and is written as the differential system
where , , and
It was shown in [3] that system (2) has four singular points in —three of them are on the boundary of in
and the fourth one in the interior point
There is a separatix cycle F formed by orbits connecting and on the boundary of and every orbit in , except of the equilibrium point C, has F as -limit. It was shown in [3] that in the degenerate case , the cycle F becomes a triangle on the invariant plane
all orbits inside the triangle are closed and every orbit in the interior of has one of these closed orbits as an -limit. Latter on, the dynamics of Equation (2) was studied in more details in [4,5,6] and some other works.
A generalization of model (2) is the model described by the differential system
where and , which is called the asymmetric May–Leonard model. The dynamics of Equation (4) were studied in [6,7,8,9]. In particular, Chi, Hsu and Wu [8] studied (4) under the assumption
and showed that under this assumption the system has a unique interior equilibrium P, which is locally asymptotically stable if
where , and if
then P is a saddle point with a one-dimensional stable manifold. They also have shown that if , then the system does not have periodic solutions, and if
then there is a family of periodic solutions. It was shown in [7] that even if assumption (5) is dropped, the system (4) still can have a family of periodic solutions. Moreover, it was shown there, that the periodic solutions of the system do not arise as a result of Hopf bifurcations, but their existence is due to the Lyapunov theorem on holomorphic integrals.
First integrals of the May–Leonard system (2) were studied by Leach and Miritzis [10] (see also [11]), who obtained the following first integrals:
- (i)
- if and ,
- (ii)
- if ,
- (iii)
- and , which are two independent first integrals, if
It was shown in [4] that system (2) is completely integrable, that is, it admits two independent first integrals, if either or
In this paper we study integrability of the asymmetric May–Leonard model (4). Using algorithms from elimination theory, we first find systems of the form in Equation (4) admitting invariant planes and invariant surfaces defined by the quadratic polynomials. Then we look for first integrals of the Darboux type constructed using these invariant surfaces and find subfamilies of (4) admitting one or two independent first integrals. As we show, the set of systems with first integrals is much larger for system (4) than for the classical May–Leonard system (2).
2. Preliminaries
In this section we recall some general results from elimination theory and the Darboux theory of integrability, which we shall use in our study.
Consider the system of differential equations
where and R are polynomials of degree at most m, and let be the corresponding vector field,
A function
with , non-constant in any open subset of U is a first integral of the differential system (7) if and only if in Let and be two first integrals of the system (7). It is said that and are functionally independent in if their gradients are independent in all the points of except perhaps in a zero Lebesgue measure set. Equivalently, are functionally independent if their Jacobian has maximal rank,
in all the points of except perhaps on a zero Lebesgue measure set. System (7) is completely integrable in if it has two independent first integrals in .
A Darboux polynomial of system (7) is a polynomial such that
where is a polynomial of degree at most . The polynomial is called the cofactor of f. It easy to see that if f is a Darboux polynomial of Equation (7), then the equation defines an algebraic surface which is invariant under the flow of system (7). For this reason, f often is referred as an invariant algebraic surface of Equation (7).
A simple computation shows that if there are Darboux polynomials with the cofactors satisfying
where are some non-zero real numbers, then
is a first integral of (7). An integral of the form in Equation (11) is called a Darboux integral of system (7).
The ideas of the method go back to the works of Darboux [12,13]. Further developments of the approach were presented in the works of Prelle and Singer [14] and Schlomiuk [15,16]. In [14], the authors did not use the term “Darboux polynomials”, but they proposed an algorithm to find first integrals using them. This algorithm was put in relation with the Darboux method in the work of Schlomiuk [15,16]. See also [17,18] for more details on the method.
To find Darboux polynomials (algebraic invariant surfaces) of system (4) we will use the following result from computational commutative algebra. Let I be an ideal in the polynomial ring , where k is a field, and ℓ be a fixed number from the set . The ℓ-th elimination ideal of I is the ideal
According to the Elimination Theorem (see, for example, [19,20]) in order to compute (for any ) the ℓ-th elimination ideal of an ideal I in , one can choose the lexicographic term order with
on the ring and compute a Gröbner basis G for the ideal I with respect to this order. Then, by the Elimination theorem, the set
is a Gröbner basis for the ℓ-th elimination ideal . Geometrically, the elimination means projecting the variety of the ideal I to the affine space corresponding to the variables .
3. Darboux Polynomials of System (4)
In this section, using the Elimination Theorem, we look for Darboux polynomials of degree two for system (4). A general form of a polynomial of degree two is
A cofactor of any Darboux polynomials of system (7) is a polynomial of degree one which we write in the form
Polynomial (12) will be a Darboux polynomial of system (4) with cofactor (13) if
where now
with and Z defined in (4).
Comparing the coefficients of the monomials on both sides of (14) we obtain the polynomial system
where
We denote by the ideal generated by polynomials (15). Since computations based on the Elimination Theorem are very laborious, to simplify them we consider separately the cases and , that is, we look separately for invariant curves not passing and passing through the origin, so from now on in this section we assume that .
To find Darboux polynomials of system (4) of degree two, we have to determine for which values of parameters () system (15) has a solution with at least one of coefficient different from zero. To satisfy this condition we have six options that can be written in polynomial forms as
respectively (where w is a new variable). For instance, to find systems of the form (4) which have surfaces with , we can compute (for example, with the routine eliminate of the computer algebra system Singular [21]) the 13th elimination ideal of the ideal , in the ring . Denote this elimination ideal by and its variety by (that is, ). Proceeding analogously we find the other five elimination ideals corresponding to the other cases of Equation (16). Denote the corresponding varieties . It is clear that the union of these six varieties contains the set of all systems (4) having invariant surfaces of the form (12) not passing through the origin. To compute the irreducible decomposition of the variety V it is sufficient to compute the ideal , which defines the variety and then to find the irreducible decomposition of V. The intersection of ideals can be computed with the routine intersect of Singular, and the irreducible decomposition of V can be found with the routine minAssGTZ [22], which is based on the algorithm of [23]. Theoretically, such computations should give all systems in family (4) having invariant surfaces of degree two. However all the routines eliminate, intersect and minAssGTZ rely on computations of many Gröbner bases, and such computations can be rarely completed when computing over the field of rational numbers for polynomials in many variables. To be able to complete our computations, we computed in the field of the finite characteristic 32003 and then lifted the resulting ideals to the ring of polynomials with rational coefficients using the rational reconstruction algorithm of [24] (a Mathematica code for the algorithm can be found in [25]).
The primary decomposition of the radical of the ideal
computed using the routine minAssGTZ in the field of characteristic 32003 consists of 88 ideals, that is, we have 88 irreducible components of the variety given in Appendix A. It means there are 88 conditions on the parameters of system (4) for existence of an invariant surface of degree two not passing through the origin.
However some of these conditions give systems with the same dynamics in the phase space, since system (4) has a symmetry with respect to simple linear transformations. Namely, it is easily seen that the transformations
which correspond to re-labeling of the coordinate axes, do not change the shape of the system. For instance, under transformation (19) system (4) is changed into the system
which can be obtained from system (4) by the change of parameters
Thus, if we have a condition on the parameters of Equation (4) under which the system has an algebraic invariant surface, another condition will be obtained by the transformation of the parameters according to rule (24). For example, as we will see below, system (4) has the invariant surface
if condition (5) of Theorem 1 is fulfilled, that is, if
Applying to Equation (4) the transformation (19) we obtain that system (4) has the invariant surface
if the condition
holds, that is, condition (3) is changed according to Equation (24). Similarly, after substitutions (20)–(22) the conditions for existence of invariant surfaces are changed according to the rules
respectively.
We say, that two conditions for existence of invariant planes are conjugate if one can be obtained from another by means of one of transformations (24), (25)–(28). For instance, condition (3) (which is the same as condition (7) from Appendix A) and conditions (10), (19), (25), (33), (47) from Appendix A can be obtained from each other by one of the transformations (24), (25)–(28), so all these conditions are conjugate.
Note that some of the obtained 88 conditions give Darboux polynomials of degree two which are not irreducible, but they are products of two polynomials of degree one. Namely, if
- (i)
- (condition 1 of the Appendix), then system (4) has the Darboux polynomial (and the conjugate conditions are 22 and 36 from Appendix A);
- (ii)
- (condition 5 of Appendix A), then system (4) has the Darboux polynomial (and the conjugate conditions are 44 and 78 from Appendix);
- (iii)
From the analysis of the obtained 88 conditions we obtain the following result.
Theorem 1.
System (4) has an irreducible invariant surface not passing through the origin if its parameters have the values given in the following Table 1 or are conjugate to them.
Table 1.
Parameter values for systems with invariant surfaces not passing through the origin.
Remark 1.
For instance, the first row of the table means that the parameters and can be chosen arbitrary, the other parameters satisfy the condition
and this is condition 2 from Appendix A.
Proof of Theorem 1.
For each case of the theorem we give below the irreducible Darboux polynomial f of degree two which defines the invariant quadratic invariant surface not passing through the origin and the corresponding cofactor:
- ; ;
- ; ;
- ; ;
- ; ;
- ; ;
- ; ;
- ; ;
- ; ;
- ; ;
- ; ;
- ; ;
- ; ;
- ; ;
- ; ;
- ; ;
- ; ;
- ; .
□
4. First Integrals of System (4)
In this section we look for Darboux first integrals of the system (4), which can be constructed using the invariant surfaces obtained in the previous section.
Theorem 2.
(a) If one of conditions 1–3, 11, 12, 17 of Theorem 1 holds, then the corresponding system (4) admits at least one Darboux first integral. (b) If one of conditions 4–10, 13–16 of Theorem 1 holds, then the corresponding system (4) is completely integrable, that is, it admits two independents Darboux first integrals.
Proof.
First note that system (4) always has the following three invariant surfaces of degree one, with the respective cofactors,
However, in most cases it is impossible to construct Darboux first integrals using just these invariant planes and the surfaces given by Theorem 1. To find the integrals we additionally look for invariant surfaces of the form (12) with using the procedure described at the beginning of Section 3. For each considered case we have to solve system (15) with and parameters given by Theorem 1. Since some parameters are fixed the corresponding systems (15) are easily solved with Mathematica (no need for computations with Singular now).
Case (a). To prove statement (a) of the theorem, we present the Darboux first integrals for each case mentioned in the statement.
If condition (1) of Theorem 1 is satisfied the system has the form
Besides the invariant surfaces and given above and the invariant surface
system (30) has the following surfaces (with cofactors , respectively),
From the corresponding Equation (10) we find that . Thus, for arbitrary not both equal to zero system (30) has a Darboux first integral
In particular, taking and we have the Darboux first integral
Using the same approach we obtain the following Darboux first integrals for the remaining cases:
- (2)
- ;
- (3)
- ;
- (11)
- ;
- (12)
- ;
- (17)
- .
Case (b). For each system of this case we present two independent Darboux first integrals.
Case (4). Besides the invariant surface given above and f of the previous theorem, we have the invariant surfaces with the cofactor Using these polynomials we can find the following two Darboux first integrals:
To check if these first integrals are independent, we compute their gradients and obtain that they are
respectively. Then we verify if for the Jacobian
condition (8) holds. One of minors of the matrix J is
Clearly, is different from zero on the neighborhood of the origin except the set of the points where
Since the set defined by Equation (33) has Lebesgue measure zero, the Darboux first integrals and are independent.
Case (5). Besides the invariant surfaces given in Equation (29) and f of the previous theorem, we have the following invariant surfaces passing through the origin (with the respective cofactors):
Using these polynomials we can find the following two Darboux first integrals:
The gradients of them are
respectively. Similarly as in the previous case, computing the minors of the Jacobian we check and are independent.
Using similar computations we get the following pairs of independent Darboux first integrals for the remaining cases:
- (6)
- ,;
- (7)
- ,;
- (8)
- ,;
- (9)
- ,;
- (10)
- ,;
- (13)
- ,;
- (14)
- ,;
- (15)
- ,;
- (16)
- ,
□
Remark 2.
Note that first two equations of (30) are independent of z, they are,
Therefore we cannot construct another independent first integral of Equation (30) using only the planes and the surfaces defined by Equations (31) and (32). Indeed, since the equations of all surfaces of this case, except of , are independent on z, if such integral would exist, it would be independent of z, but then two-dimensional system (34) would have two independent first integrals, which is impossible.
In case (2), similarly as in case (1), the system is separable into a two-dimensional system and a single first order equation, and we can construct only one Darboux first integral using the found invariant surfaces.
5. Conclusions
To summarize, we have found some Darboux first integrals of the May–Leonard system (4) which are constructed using Darboux polynomials of degree one and two. We do not know if we found all independent first integrals of system (4) which can be constructed from Darboux polynomials of degree one and two. To verify if the list is complete, we have to find Darboux polynomials of Equation (4), which define invariant algebraic surfaces passing through the origin, that is, polynomials (12) with . A naïve expectation is that this case should be simpler, than the case , which we have successfully investigated in this paper. However it turns out that the case is computationally much more difficult and we were not able to complete computations for this case using our computational facilities. We believe that a reason for this difficulty is that since the origin is a singular point there are many invariant surfaces passing through the origin and it implies a complicated structure of the elimination ideals which we have to compute using our approach.
Author Contributions
V.A. and V.G.R. contributed for supervision, conceptualization, methodology and prepared the final version of the paper; W.F. performed computations and wrote the initial draft of the paper, N.L.S. developed the software and performed computations.
Funding
Valery Romanovski is supported by the Slovenian Research Agency (program P1-0306, project N1-0063). The second, third and forth authors acknowledge also the support by a Marie Curie International Research Staff Exchange Scheme Fellowship within the 7th European Community Framework Programme, FP7-PEOPLE-2012- IRSES-316338.
Conflicts of Interest
The authors declare no conflict of interest.
References
- Lotka, A.J. Analytical note on certain rhythmic relations in organic systems. Proc. Natl. Acad. Sci. USA 1920, 6, 410–415. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Volterra, V. Lecons sur la Théorie Mathématique de la Lutte pour la Vie; Gauthier-Villars: Paris, France, 1931. [Google Scholar]
- May, R.M.; Leonard, W.J. Nonlinear aspects of competition between three species. SIAM J. Appl. Math. 1975, 29, 243–253. [Google Scholar] [CrossRef] [Scilit]
- Blé, G.; Castellanos, V.; Llibre, J.; Quilantán, I. Integrability and global dynamics of the May–Leonard model. Nonlinear Anal. Real World Appl. 2013, 14, 280–293. [Google Scholar] [CrossRef] [Scilit]
- Schuster, P.; Sigmund, K.; Wolf, R. On ω-limit for competition between three species. SIAM J. Appl. Math. 1979, 37, 49–54. [Google Scholar] [CrossRef] [Scilit]
- Zeeman, M.L. Hopf bifurcations in competitive three dimensional Lotka–Volterra systems. Dyn. Stab. Syst. 1993, 8, 189–216. [Google Scholar] [CrossRef] [Scilit]
- Antonov, V.; Dolićanin, D.; Romanovski, V.G.; Tóth, J. Invariant planes and periodic oscillations in the May–Leonard asymmetric model. MATCH Commun. Math. Comput. Chem. 2016, 76, 455–474. [Google Scholar]
- Chi, C.-W.; Hsu, S.-B.; Wu, L.-I. On the asymmetric May–Leonard model of three competing species. SIAM J. Appl. Math. 1998, 58, 211–226. [Google Scholar] [CrossRef] [Scilit]
- Van der Hoff, Q.; Greeff, J.C.; Fay, T.H. Defining a stability boundary for three species competition models. Ecol. Model. 2009, 220, 2640–2645. [Google Scholar] [CrossRef] [Scilit]
- Leach, G.L.; Miritzis, J. Analytic behaviour of competition among three species. J. Nonlinear Math. Phys. 2006, 13, 535–548. [Google Scholar] [CrossRef] [Scilit]
- Llibre, J.; Valls, C. Polynomial, rational and analytic first integrals for a family of 3-dimensional Lotka–Volterra systems. Z. Angew. Math. Phys. 2011, 62, 761–777. [Google Scholar] [CrossRef] [Scilit]
- Darboux, G. Mémoire sur les équations différentielles algébriques du premier ordre et du premier degré (Mélanges). Bull. Sci. Math. 1878, 2, 60–96, 123–144, 151–200. [Google Scholar]
- Darboux, G. De l’emploi des solutions particulières algébriques dans l’intégration des systèmes d’équations différentielles algébriques. C. R. Math. Acad. Sci. Paris 1878, 86, 1012–1014. [Google Scholar]
- Prelle, M.J.; Singer, M.F. Elementary first integrals of differential equations. Trans. Am. Math. Soc. 1983, 279, 613–636. [Google Scholar] [CrossRef]
- Schlomiuk, D. Algebraic and geometric aspects of the theory of polynomial vector fields. In Bifurcations and Periodic Orbits of Vector Fields; Schlomiuk, D., Ed.; NATO ASI Series, Series C: Mathematical and Physical Sciences; Kluwer Academic Publishers: New York, NY, USA, 1993; Volume 408, pp. 429–467. [Google Scholar]
- Schlomiuk, D. Elementary first integrals and algebraic invariant curves of differential equations. Expos. Math. 1993, 11, 433–454. [Google Scholar]
- Llibre, J. On the integrability of the differential systems in dimension two and of the polynomial differential systems in arbitrary dimension. J. Appl. Anal. Comput. 2011, 1, 33–52. [Google Scholar]
- Llibre, J.; Zhang, X. On the Darboux integrability of polynomial differential systems. Qual. Theory Dyn. Syst. 2012, 11, 129–144. [Google Scholar] [CrossRef] [Scilit]
- Romanovski, V.G.; Shafer, D.S. The Center and Cyclicity Problems: A Computational Algebra Approach; Birkhäuser: Boston, MA, USA, 2009. [Google Scholar]
- Cox, D.; Little, J.; O’Shea, D. Ideals, Varieties, and Algorithms: An Introduction to Computational Algebraic Geometry and Commutative Algebra; Springer: New York, NY, USA, 1997. [Google Scholar]
- Decker, W.; Greuel, G.-M.; Pfister, G.; Shönemann, H. Singular 3-1-6—A Computer Algebra System for Polynomial Computations. 2012. Available online: http://www.singular.uni-kl.de (accessed on 15 May 2017).
- Decker, W.; Pfister, G.; Schönemann, H.; Laplagne, S. A Singular 3.0 Library for Computing the Primary Decomposition and Radical of Ideals. 2005. Available online: http://www.singular.uni-kl.de (accessed on 15 May 2017).
- Gianni, P.; Trager, B.; Zacharias, G. Gröbner bases and primary decomposition of polynomials. J. Symb. Comput. 1998, 6, 146–167. [Google Scholar] [CrossRef] [Scilit]
- Wang, P.S.; Guy, M.J.T.; Davenport, J.H. P-adic reconstruction of rational numbers. SIGSAM Bull. 1982, 16, 2–3. [Google Scholar] [CrossRef] [Scilit]
- Giné, J.; Christopher, C.; Prešern, M.; Romanovski, V.G.; Shcheglova, N.L. The resonant center problem for a 2:−3 resonant cubic Lotka–Volterra system. In Proceedings of the 14th International Workshop on Computer Algebra in Scientific Computing CASC 2012, Maribor, Slovenia, 3–6 September 2012; Lecture Notes in Computer Science. Springer: Berlin/Heidelberg, Germany, 2012; Volume 7442, pp. 129–142. [Google Scholar]
© 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).