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R E S E A R C H

Open Access

New applications of Schrödinger type

inequalities to the existence and uniqueness

of Schrödingerean equilibrium

Jianjie Wang

1

and Hugo Roncalver

2*

*Correspondence: [email protected] 2Institute of Mathematical Physics, Technische Universität Berlin, Berlin, D-10587, Germany

Full list of author information is available at the end of the article

Abstract

As new applications of Schrödinger type inequalities appearing in Jiang (J. Inequal. Appl. 2016:247, 2016), we first investigate the existence and uniqueness of a Schrödingerean equilibrium. Next we propose a tritrophic Hastings-Powell model with two different Schrödingerean time delays. Finally, the stability and direction of the Schrödingerean Hopf bifurcation are also investigated by using the center manifold theorem and normal form theorem.

Keywords: Schrödinger type inequalities; Schrödingerean equilibrium; Schrödingerean Hopf bifurcation

1 Introduction

A biological system is a nonlinear system, so it is still a public problem how to control the biological system balance. Previously a lot of research was done. Especially, the research on the predator-prey system’s dynamic behaviors has obtained much attention from the scholars. There is also much research on the stability of predator-prey system with time delays. The time delays have a very complex impact on the dynamic behaviors of the non-linear dynamic system (see []). May and Odter (see []) introduced a general example of such a generalized model, that is to say, they investigated a three species model and the results show that the positive equilibrium is always locally stable when the system has two equal time delays.

Hassard and Kazarinoff (see []) proposed a three species food chain model with chaotic dynamical behavior in , and then the dynamic properties of the model were studied. Berryman and Millstein (see []) studied the control of chaos of a three species Hastings-Powell food chain model. The stability of biological feasible equilibrium points of the mod-ified food web model was also investigated. By introducing disease in the prey population, Shilnikovet al.(see []) modified the Hastings-Powell model and the stability of biological feasible equilibria was also obtained.

In this paper, we provide a differential model to describe the Schrödinger dynamic of a Schrödinger Hastings-Powell food chain model. In a three species food chain modelx represents the prey,yandzrepresent two predators, respectively. Based on the Holling type II functional response, we know that the middle predatoryfeeds on the preyxand

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the top predatorzpreys upony. We write the three species food chain model as follows:

dX dTRX

 – X K

CAXY B+X

,

dY

dT ≤–DY+ AXY B+X

AYZ B+Y, dZ

dT ≤–DZ+CAYZ B+Y,

()

whereX,Y,Zare the prey, predator, and top predator, respectively;B,Brepresent the half-saturation constants;RandKrepresent the intrinsic growth rate and the carrying capacity of the environment of the fish, respectively;C,Care the conversion factors of prey-to-predator; andD,D represent the death rates ofY andZ, respectively. In this paper, two different Schrödinger delays are incorporated into Schrödingerean tritrophic Hastings-Powell (STHP) model which will be given in the following.

We next introduce the following dimensionless version of delayed STHP model:

dx

dtx( –x) – ax

 +bxy(tτ), dy

dt≤–dy+ ax  +bxy

ax

 +bxz(tτ), dz

dt≤–dz+ ax  +bxz,

()

wherex,y, andzrepresent dimensionless population variables;trepresents a dimension-less time variable and all of the parametersai,bi,di(i= , ) are positive;τandτ

repre-sent the period of prey transitioned to predator and predator transitioned to top predator, respectively.

2 Equilibrium and local stability analysis

Letx˙= ,y˙=  and˙z= . We introduce five non-negative Schrödinger equilibrium points of the system as follows:

E= (, , ), E= (, , ),

E=

d abd,

abdd (abd) , 

,

and

E,= (x¯i,y¯i,z¯i) (i= , ),

where

¯

xi=

b–  b

+ (–)i–

(b+ )abd

abd

b

(i= , ), ()

yy= d

abd, z¯i=

(a–bd)x¯id (abd)( +bx¯i)

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The Jacobian matrix for the Schrödinger system () atE∗= (x∗,y∗,z∗) is as follows:

Jx∗,y∗,z∗=

⎛ ⎜ ⎜ ⎝

 – x(+aybx) – ax

+bx

ay

(+bx) –d++axbx(+azby) – ay

+by

az

(+by) –d+ ay

+by ⎞ ⎟ ⎟

⎠. ()

Let

A=  – xay

( +bx), A= – ax  +bx,

B= ay ( +bx)

, B= –d+ ax  +bx

az ( +by)

,

B= – ay

 +by, C= az

( +by), C= –d+ ay  +by.

Then we have

dx

dtAx+Ay(tτ), dy

dtBx+By+Bz(tτ), dz

dtCy+Cz,

()

from the linearized form of Schrödinger systems (), (), (), and ().

The characteristic equation of the Schrödinger system () atE= (, , ) is given by the transcendental Schrödinger equation

λ+Aλ+Aλ+A+ (Aλ+A)eλτ+ (Aλ+A)eλτ= , ()

where

A= –(A+B+C), A=AB+AC+BC, A= –ABC,

A= –AB, A=ABC, A= –BC,

and

A=ABC.

Ifτ=τ= , then the corresponding characteristic () is rewritten as follows:

λ+Aλ+ (A+A+A)λ+A+A+A= . ()

Lemma . Suppose that the following conditions hold(see[]): . A> .

. A(A+A+A) >A+A+A.

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3 Existence of Schrödingerean Hopf bifurcation Case I:τ=τ=τ= .

The characteristic () reduces to

λ+Aλ+Aλ+A+ (Bλ+B)eλτ= , ()

where

B=A+A

and

B=A+A.

Letλ=(ω> ) be a root of (). And then we have

()+A()+Aiω+A+ (Biω+B)eiωτ= 

from ().

By separating the real and imaginary parts we know that

BcosωτBωsinωτ=AωA,

Bωcosωτ+Bsinωτ=ω–Aω. ()

From () we obtain

sinωτ= –(ABB)ω

+ (ABAB)ω

B

ω+B

,

cosωτ=Bω+ (B

A–AB)ω–AB B

ω+B

,

()

which show that

++++k= , ()

where

a=B, b= (ABB)+ (ABAB),

c= –B+ (ABAB)(ABB) – ABB+ (ABAB),

k=BAB,

and

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Letz=ω. Then we have

az+bz+cz+dz+k= . ()

If we define H(z) =az+bz+cz+dz+k, then we have the following result from H(+∞) = +∞.

Lemma . If H() < ,then()has at least one positive root. Suppose that() has four positive roots,which are defined by z,z,z,and z.Then()has four positive roots ωk=√zk,where k= , , , .

It is easy to see that±is a pair of purely imaginary roots of (). It follows from () that

τk(j)=  ωk

arccos

Bω+ (BAAB)ωAB B

ω+B

+ 

, ()

wherek= , , ,  andj= , , , . . . .

Putτ=τk(j)=mink∈{,,,}{τk()}. Letλ(τ) =α(τ) +(τ) be the root of () nearτ =τk,

which satisfiesα(τk) =  andω(τk) =ω. Then we have the following result from Lemma .

and ().

Lemma . Suppose that H(z)= .Then we have

dReλ(τ)

τ=τk

= .

Meanwhile,H(z)anddRedτλ(τ) have the same signs.

Proof Taking the derivative ofλwith respect toτ in (), we have

– =(λ

+ A

λ+A)eλτ (Bλ+B)λ +

B (Bλ+B)λ

τ

λ. ()

Substitutingλ(τ) =α(τ) +(τ) into (), we have

λ+ Aλ+Aeλτλ=iω k=

A– ωcosωτ– Aωsinωτ

+iA– ωsinωτ– Aωcosωτ ()

and

(Bλ+B)λλ

=iωk= –Bω

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For simplicity we defineωk=ωandτk=τ. From (), (), (), and () we have

dReλ(τ)

– =

(λ+ Aλ+A)eλτ+B (Bλ+B)λ

λ=

=ReA– ωcosωτ– Aωsinωτ+B

+iA– ωsinωτ– Aωcosωτ

/–Bω+i[Bω]

≤ 

A– ω

cosωτ– Aωsinωτ+B

Bω

+A– ωsinωτ– AωcosωτBω

≤ 

Bω+ (ABB)+ (ABAB)ω

+ (AB–AB)(AB–B) –B– ABB

ω

+ (AB–AB)

ω+(AB–AB)+ BB

ω

– AB(ABAB)ω

z

Bz+ (ABB)+ (ABAB)z

+ (AB–AB)(AB–B) –B– ABB

z

+ (AB–AB)z+ (AB–AB)+ BB

– AB(ABAB)

z

H

(z),

where=B

ω+Bω. Then we obtain

sign

dReλ(τ)

τ=τk =sign

dReλ(τ)

–

τ=τk =sign

z H

(z)= .

This completes the proof of Lemma ..

By applying Lemmas . and ., we have the following result.

Theorem . For the Schrödinger system(),the following results hold. (i) For the equilibrium pointE∗= (x∗,y∗,z∗),the Schrödinger system()is

asymptotically stable forτ∈[,τ).It is unstable whenτ>τ.

(ii) If the Schrödinger system()satisfies Lemmas.and.,then the Schrödinger Hopf bifurcation will occur atE∗(x∗,y∗,z∗)whenτ=τ.

Case II:τ=  andτ= .

LetD=A+A,C=A+Aand rewrite () as follows:

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By lettingλ=(ω> ) be the root of () we have

Acosωτ–Aωsinωτ=Aω–C, Aωcosωτ+Asinωτ=ω–Dω.

()

Similarly we have

aω+bω+cω+dω+k= , ()

where

a=A, b= (AA–A)+ (AA–DA),

c= –A+ (DACA)(AAA) – CAA+ (AADA),

k=AC –A,

and

d= AA+ (DA–CA)– CA(AA–DA).

If we definez=ω, then () shows that

az +bz+cz+dz+k= . ()

If we defineH(z) =az+bz+cz+dz+k, then we have the following result from () andH(+∞) = +∞.

Lemma . If H() < ,then()has at least one positive root.Suppose that()has four positive roots,which are defined by z,z,z,and z.Then we know that()has four positive rootsωk=√zk,where k= , , , .

It is easy to see that±is a pair of purely imaginary roots of (). From () and () we know that

τ(kj)=  ωk

arccos

Aω+ (AADA)ωCA A

ω+A

+ 

, ()

wherek= , , ,  andj= , , , . . . . Defineτ=τ(jk)=mink∈{,,,}{τ()k },

P=λ+ Aλ+D

eλτ

λ=iωk =D– ωcosωτ– Aωsinωτ

+iD– ωsinωτ– Aωcosωτ

:=PR+iPI

and

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Letλ(τ) =α(τ) +(τ) be the root of () nearτ =τ, which satisfiesα(τ) =  and ω(τ) =ω. Then we obtain the following result.

Lemma . Suppose that PRQR+PIQI= .Then we have

dReλ(τ)

τ=τk

= .

Proof By taking the derivative ofλwith respect toτin (), we have (see [])

– =Re

(λ+ Aλ+A)eλτ

(Aλ+A)λ

+ A

(Aλ+A)λτ

λ

. ()

By substitutingλ=into () we have

dReλ

–

τ=τk

≤Re

(λ+ Aλ+A)eλτ (Aλ+A)λ +

A (Aλ+A)λ

τλ

τ=τk

PRQR+PIQI

PR+PI .

SincePRQR+PIQI= , we obtain

dReλ(τ)

τ=τk

= .

So we complete the proof of Lemma ..

By applying Lemmas . and ., we prove the existence of the Schrödinger Hopf bifur-cation.

Theorem . For the Schrödinger system(),the following results hold.

(i) For the equilibrium pointE∗(x∗,y∗,z∗),the Schrödinger system()is asymptotically stable forτ∈[,τ).And it is unstable forτ>τ.

(ii) If the Schrödinger system()satisfies Lemmas.and.,then the Schrödinger system()undergoes the Schrödinger Hopf bifurcation atE∗(x∗,y∗,z∗)whenτ=τ.

Case III:τ=  andτ= .

Equation () can be written as (see [])

λ+Aλ+Dλ+C+ (Aλ+A)eλτ= , ()

whereD=A+AandC=A+A.

By lettingλ=(ω> ) be the root of () we have

Acosωτ–Aωsinωτ=Aω–C, Aωcosωτ+Asinωτ=ω–Dω,

()

which shows that

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where

a=A, b= (AAA)+ (AADA),

c= –A+ (DACA)(AAA) – CAA+ (AADA),

k=ACA,

and

d= AA+ (DACA)– CA(AADA).

Letz=ω. It follows from () that

az+bz+cz+dz+k= . ()

If we defineH(z) =az+bz+cz+dz+k, then we have the following result from H(+∞) = +∞.

Lemma . If H() < ,then()has at least one positive root.Suppose that()has four positive roots,which are defined by z,z,z,and z.Then()has four positive roots ωk=√zk,where k= , , , .

It is easy to see that±is a pair of purely imaginary roots of (). Denote

τ(jk)=  ωk

arccos

Aω+ (AADA)ωCA A

ω+A

+ 

, ()

wherek= , , ,  andj= , , , . . . .

Defineτ=τ(jk)=mink∈{,,,}{τ()k}. Letλ(τ) =α(τ)+(τ) be the root of () nearτ =τ, which satisfiesα(τ) =  andω(τ) =ω. Then we obtain the following result from () and ().

Lemma . Suppose that z=ω.Then

dReλ(τ)

τ=τk

= .

Proof This proof is similar to the proof of Lemma ., so we omit it here.

By applying Lemmas . and . to () we have the following result.

Theorem . For the Schrödinger system(),the following results hold.

(i) E∗(x∗,y∗,z∗)is asymptotically stable whenτ∈[,τ)and unstable whenτ>τ. (ii) If the Schrödinger system()satisfies Lemmas.and.,then the Schrödinger Hopf

bifurcation occurs atE∗(x∗,y∗,z∗)whenτ=τ.

Case IV:τ=τ= .

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By lettingλ=(ω> ) be the root of () we have

Acosωτ+Aωsinωτ≤Aω–A– (Acosωτ+Aωsinωτ),

Aωcosωτ+Asinωτω–Aω– (AωcosωτAsinωτ). () It is easy to see from ()

y(ω) +y(ω)cosωτ+y(ω)sinωτ= . ()

Lemma . Suppose that equation()has at least finite positive roots,which are defined by z,z, . . . ,zk.So()also has four positive rootsωk=√zi,where i= , , . . . ,k.

Put

τ(ji)=  ωi

arccos

ψψ

+ 

, ()

wherei= , , . . . ,k,j= , , , . . . ,

ψ=Aω+ (AAAA)ω–

AA+AAωcosωτ

+ (AA–AA)ωsinωτψ

=Aω+A.

It is obvious that ± is a pair of purely imaginary roots of (). Defineτ=τ(ji) = min{τ(ji)|i= , , . . . ,k,j= , , , . . .}. Letλ(τ) =α(τ) +(τ) be the root of () nearτ=τ, which satisfiesα(τ) =  andω(τ) =ω.

Put

QR= –ω+A+ (AAτ)cosωτ–Aωτsinωτ

+ (A–Aτ)cosωτ–Aωτsinωτ,

QI= Aω+ (Aτ–A)sinωτ–Aωτcosωτ

+ (Aτ–A)sinωτ–Aωτcosωτ,

PR= –Aωcosωτ+Aωsinωτ,

and

PI=Aωsinωτ+Aωcosωτ.

From () and () we have the following result.

Lemma . Suppose that PRQR+PIQI= .Then we have

dReλ(τ)

τ=τi

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By applying Lemmas . and . to (), we have the following theorem based on the Schrödingerean Hopf theorem for FDEs.

Theorem . Letτ∈[,τ).Then the following results for the Schrödinger system() hold.

(i) E∗(x∗,y∗,z∗)is asymptotically stable forτ∈[,τ)and unstable whenτ>τ. (ii) If Lemmas.and.hold,then the Schrödingerean Hopf bifurcation occurs at

E∗(x∗,y∗,z∗)whenτ=τ.

4 Numerical simulations

In this section we give some numerical examples to verify above results. We consider the Schrödinger system () with the following coefficients in the different cases:

dx

dtx( –x) – x

 + .xy(tτ), dy

dt≥–.y+ x  + .xy

x

 + .xz(tτ), dz

dt≥–.z+ x  + .xz.

()

Through a simple calculation, we have E∗ = (., ., .). Firstly, we get τ= . whenτ=τ=τ = . Then we have τ= . whenτ= . Next we obtain τ= . whenτ= . Finally, by regardingτ as a parameter and lettingτ= . in its stable interval, we prove thatE∗ is locally asymptotically stable forτ∈(,τ) and unstable forτ>τ.

Competing interests

The authors declare that they have no competing interests.

Authors’ contributions

HR completed the main study. JW pointed out some mistakes and verified the calculation. Both authors read and approved the final manuscript.

Author details

1College of Applied Mathematics, Shanxi University of Finance and Economics, Taiyuan, 030006, China.2Institute of Mathematical Physics, Technische Universität Berlin, Berlin, D-10587, Germany.

Acknowledgements

The first author was supported by Shanxi Province Education Science “13th Five-Year” Program (Grant No. GH-16043). The authors would like to thank the referee for invaluable comments and insightful suggestions. Portions of this paper were written during a short stay of the corresponding author at the Institute of Mathematical Physics, Technische Universität Berlin, as a visiting professor.

Publisher’s Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Received: 2 December 2016 Accepted: 2 March 2017 References

1. Jiang, Z: Some Schrödinger type inequalities for stabilization of discrete linear systems associated with the stationary Schrödinger operator. J. Inequal. Appl.2016, 247 (2016)

2. Shilnikov, LP, Shilnikov, A, Turaev, D, Chua, L: Methods of Qualitative Theory in Nonlinear Dynamics. World Scientific Series on Nonlinear Science Series A, vol. 4. World Scientific, Singapore (1998)

3. May, RM, Odter, GF: Bifurcations and dynamic complexity in simple ecological models. Am. Nat.110, 573-599 (1976) 4. Hassard, BD, Kazarinoff, ND, Wan, YH: Theory and Applications of Schrödingerean Hopf. Cambridge University Press,

London (1981)

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6. Yan, Z: Sufficient conditions for non-stability of stochastic differential systems. J. Inequal. Appl.2015, 377 (2015) 7. Xue, G, Yuzbasi, E: Fixed point theorems for solutions of the stationary Schrödinger equation on cones. Fixed Point

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