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Research article

A novel approach is proposed for obtaining exact travelling wave solutions to the space-time fractional Phi-4 equation

  • Received: 12 September 2024 Revised: 22 October 2024 Accepted: 08 November 2024 Published: 19 November 2024
  • MSC : 65F10, 65H10, 90C30, 90C33

  • Complex physical occurrences currently need the use of nonlinear fractional partial differential equations. This paper provides a new approach to using the conformable derivative of Atangana to achieve exact travelling wave solutions to the space time-fractional Phi-4 problem. Our method enables a more profound comprehension of complex mathematical physics processes. We validate the solutions and demonstrate the effectiveness of our approaches in solving difficult nonlinear problems in nuclear and particle physics. Singular solutions can be retrieved by using the proposed method on nonlinear partial differential equations (NFPDEs). Our results are shown using contour and three-dimensional charts, which demonstrate various soliton formations for varying parameter values in the nonlinear zone. This study contributes to our growing knowledge of optical soliton.

    Citation: Ikram Ullah, Muhammad Bilal, Aditi Sharma, Hasim Khan, Shivam Bhardwaj, Sunil Kumar Sharma. A novel approach is proposed for obtaining exact travelling wave solutions to the space-time fractional Phi-4 equation[J]. AIMS Mathematics, 2024, 9(11): 32674-32695. doi: 10.3934/math.20241564

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  • Complex physical occurrences currently need the use of nonlinear fractional partial differential equations. This paper provides a new approach to using the conformable derivative of Atangana to achieve exact travelling wave solutions to the space time-fractional Phi-4 problem. Our method enables a more profound comprehension of complex mathematical physics processes. We validate the solutions and demonstrate the effectiveness of our approaches in solving difficult nonlinear problems in nuclear and particle physics. Singular solutions can be retrieved by using the proposed method on nonlinear partial differential equations (NFPDEs). Our results are shown using contour and three-dimensional charts, which demonstrate various soliton formations for varying parameter values in the nonlinear zone. This study contributes to our growing knowledge of optical soliton.



    As is well known, in the practical application of neural networks (NNs), it is often necessary to use and design NN models with different dynamic characteristics for different application scenarios and purposes. Therefore, the study of the dynamic behavior of NNs has become an important issue that is widely concerned in both theoretical research and practical applications of NNs. Therefore, the dynamics of various types of NNs, especially numerous classical NNs such as recurrent NNs [1,2], bidirectional associative memory NNs [3], inertial NNs [4,5], Hopfield NNs [6], Cohen-Grossberg NNs [7], etc., have been widely studied. It should be mentioned here that due to the stronger approximation, faster convergence speed, larger storage capacity, and higher fault tolerance of high-order NNs compared to low-order NNs, the dynamics research of high-order NNs has received widespread attention [8,9,10,11,12].

    Meanwhile, owing to the fact that algebra-valued NNs, such as complex-valued [13,14], quaternion-valued [15,16,17,18], Clifford-valued [19,20,21,22,23], and octonion-valued NNs [24,25,26], are extensions of real-valued NNs and have more advantages than real-valued NNs in many application scenarios, research on the dynamics of algebra-valued NNs has gradually become a new hotspot in the field of NN research in recent years. It is worth mentioning here that the Clifford-valued high-order Hopfield fuzzy NN represents a sophisticated integration of Clifford algebra, high-order synaptic connections, and fuzzy logic, enabling it to achieve advanced applications in multidimensional data processing and complex system modeling. For example, it has applications in the fields of multidimensional signal processing, secure communication and image encryption, optimization and control systems, neuroscience, and cognitive modeling [27,28,29,30].

    On the one hand, from both theoretical and practical perspectives, NN models with time-varying connection weights and time-varying external inputs are more realistic than those with constant connection weights and constant external inputs. Meanwhile, time delay effects are inevitable. As a result, the rate of change in the state of a neuron depends not only on its current state but also on its historical state, and even more so, on the rate of change in its historical state. It is precisely for these reasons that researchers have proposed various neutral-type NN models with D operators and conducted extensive research on their dynamics [31,32,33,34]. In addition, fuzzy logic and NNs complement each other: fuzzy systems provide interpretability and handle uncertainty, while NNs offer powerful learning from data. Their integration bridges the gap between data-driven machine learning and human-like reasoning, making systems more adaptable, transparent, and robust in real-world applications. Indeed, fuzzy NNs have been successfully applied in many fields such as signal processing, pattern recognition, associative memory, and image processing [35,36,37,38,39].

    On the other hand, as is well known, almost periodic oscillation is an important dynamic of NNs with time-varying connection weights and time-varying external inputs. In the past few decades, the almost periodic oscillations of various NNs have been studied by countless scholars [23,31,33,34]. We know that besides Bohr's concept of almost periodicity, there are also Stepanov almost periodicity, Weyl almost periodicity, Besicovitch almost periodicity, and so on [40]. It should be pointed out here that Besicovitch almost periodicity is the most complex almost periodicity among Bohr almost periodicity, Stepanov almost periodicity, and Weyl almost periodicity, and that Stepanov almost periodicity, Weyl almost periodicity, and Besicovitch almost periodicity are referred to as generalized almost periodicity. Meanwhile, it should be noted that the product of two generalized almost periodic functions in the same sense may not necessarily be a generalized almost periodic function in that sense. Because of this reason, the emergence of high-order terms in high-order NNs poses difficulties for studying the generalized almost periodic oscillations of high-order NNs. As a consequence, the results of generalized almost periodic oscillations for high-order NNs are still very rare. Thereupon, it is necessary to further study the generalized almost periodic oscillation problem of high-order NNs.

    Inspired by the above observations, this paper considers a class of Clifford-valued high-order Hopfield fuzzy NNs with time-varying delays and D operators as follows:

    [xi(t)ai(t)xi(tτi(t))]=bi(t)xi(t)+nj=1cij(t)fj(xj(t))+nj=1uij(t)fj(xj(tσij(t)))+nj=1γij(t)μj(t)+vj=1nk=1θijk(t)gj(xj(tδijk(t)))gk(xk(tδijk(t)))+nj=1αij(t)fj(xj(tηij(t)))+nj=1βij(t)fj(xj(tηij(t)))+nj=1nk=1qijk(t)gj(xj(tδijk(t)))gk(xk(tδijk(t)))+nj=1nk=1νijk(t)gj(xj(tδijk(t)))gk(xk(tδijk(t)))+nj=1Tij(t)μj(t)+nj=1Sij(t)μj(t)+Ii(t), (1.1)

    where iJ:={1,2,,n}, xi(t)A indicates the state of the ith unit at time t; A is a real Clifford algebra; bi(t)A represents the self feedback coefficient at time t; αij(t),βij(t),Tij(t),Sij(t)A stand for the elements of the fuzzy feedback MIN template and fuzzy feed forward MAX template, respectively; ai(t),cij(t),uij(t) and θijk(t),qijk(t),νijk(t)A represent the first-order and second-order connection weights of the NN; γij(t) stands for the element of the feed forward template; and denote the fuzzy AND and OR operations, respectively; μj(t)A represents the input of the jth neuron; Ii(t)A corresponds to the external input to the ith unit; fj and gj:AA signify the nonlinear activation functions; and τi(t),σij(t),ηij(t),δijk(t)R+ denote the transmission delays.

    The initial value condition associated with (1.1) is given as

    xi(s)=φi(s),s[ϱ,0],iJ, (1.2)

    where φiBC([ϱ,0],A),ϱ=maxi,j,kJ{suptRτi(t),suptRσij(t),suptRηij(t),suptRδijk(t)}.

    The main purpose of this paper is to investigate the existence and stability of Besicovitch almost periodic solutions for system (1.1). The main contributions of this paper are as follows:

    1. This paper is the first one to investigate the existence of Besicovitch almost periodic solutions for system (1.1), and the results of this paper still hold true and are new in the following special cases of system (1.1).

    (ⅰ) System (1.1) is a real-valued, complex-valued, or quaternion-valued system.

    (ⅱ) System (1.1) is a real-valued, complex-valued, or quaternion-valued system without D operators, i.e. ai(t)=0.

    (ⅲ) System (1.1) is a real-valued system without D operators and fuzzy terms, i.e., ai(t)=αij(t)=qijk(t)=νijk(t)=Tij(t)=Sij(t)0.

    2. The research method proposed in the paper can be used to study the generalized almost periodic dynamics for other high-order NNs.

    Remark 1.1. The method we propose can be summarized as follows: First, we use the fixed point theorem to prove the existence of solutions for system (1.1) that are bounded and continuous with respect to the Besicovitch seminorm on a closed subset of an appropriate Banach space. Then, we apply the definition and inequality techniques to prove that this solution is Besicovitch almost periodic.

    The remaining part of the paper is arranged as follows: In the second section, we review some relevant concepts, introduce some symbols used in this article, cite a useful lemma, and state and prove the completeness of the space we will use. In the third section, we investigate the existence and stability of Besicovitch almost periodic solutions for system (1.1). In the fourth section, we provide an example to demonstrate the correctness of our results. Finally, in the fifth section, we provide a brief conclusion.

    Let A={AΩxAeAR} indicate a real Clifford algebra over Rm [41], where Ω={,1,2,,A,,12,,m}, eA=eh1eh2ehv, 1h1<h2<<hvm, and in addition, e=e0=1, and eh, h=1,2,,m are said to be Clifford generators and satisfy ep=1,p=0,1,2,,s,e2p=1,p=s+1,s+2,,m, where s<m, and epeq+eqep=0,pq,p,q=1,2,,m. For every x=AΩxAeAA and y=(y1,y2,,yn)TAn, we define |x|1=maxAΩ{|xA|} and |y|n=maxiJ{|yi|1}, respectively, and then the spaces (A,||1) and (An,||) are Banach ones.

    Since there is no order relation among Clifford numbers, as in [42], for x=AΩxAeA,y=AΩyAeA, we define xy=AΩ(min{xA,yA})eA and xy=AΩ(max{xA,yA})eA. According to this regulation, for example, regarding the 6th and 7th terms on the right-hand side of Equation (1.1), we have

    nj=1αij(t)fj(xj(tηij(t)))=AΩ(min1jn{αAij(t)fAj(xj(tηij(t)))})eA

    and

    nj=1βij(t)fj(xj(tηij(t)))=AΩ(max1jn{αAij(t)fAj(xj(tηij(t)))})eA.

    For x=AΩxAeAA, we indicate xc=xx.

    For the sake of generality in the subsequent discussion of this section, let (X,) be a Banach space and Lploc(R,X) with 1p<+ be the space consisting of measurable and locally p-integrable functions from R into X. In the next section, we will take X=R, X=A, or X=An.

    Definition 2.1. [40] A bounded continuous function φ:RX is said to be almost periodic, if for every ε>0, there exists a number (ε)>0 such that for each aR, there exists a point σ[a,a+] satisfying

    φ(t+σ)φ(t)<ε.

    The family of such functions will be signified by AP(R,X).

    For φLploc(R,X), the Besicovitch seminorm is defined as the following:

    φBp={¯liml12lllφ(t)pdt}1p.

    Definition 2.2. [43] A function φLploc(R,X) is called Bp-continuous if limh0φ(+h)φ()Bp=0 and is called Bp-bounded if φBp<.

    Henceforth, we will denote the set of all functions that are Bp-continuous and Bp-bounded by BCBp(R,X).

    Definition 2.3. [40] A function φLploc(R,X) is said to be Besicovitch almost periodic, if for every ε>0, there exists a positive number >0 such that for each aR, there exists a point σ[a,a+] satisfying

    φ(+σ)φ()Bp<ε.

    Denote by BpAP(R,X) the class of such functions and, for simplicity, call them Bp-almost periodic functions.

    Lemma 2.1. [44] If αij,βijC(R,A),gjC(A,A),i,jJ, then one has

    |ni=1αij(t)gj(x)ni=1αij(t)gj(y)|1ni=1|αij(t)gj(x)gj(y)|1,|ni=1βij(t)gj(x)ni=1βij(t)gj(y)|1ni=1βij(t)|gj(x)gj(y)|1.

    Let L(R,X) be the set of all essentially bounded measurable functions from R to X, then (L(R,X),) is a Banach space, where :=esssuptR denotes the essential supremum norm.

    Denote

    Z={x|xL(R,X)BCBp(R,X)}.

    Then we have the following lemma which is crucial for the proof of our main result of this paper.

    Lemma 2.2. The space (Z,) is a Banach space.

    Proof. Let {ϕn}Z be a Cauchy sequence, and then for every ε>0, there is a positive integer N1 such that for n,m>N1,

    ϕn()ϕm()<ε3.

    Since {ϕn}ZL(R,X) and (L(R,X),) is a Banach space, there exists ϕL(R,An) such that ϕnϕ as n with respect to the norm . To complete the proof, it suffices to prove that ϕBCBp(R,X). From limnϕn=ϕ in regard to the essential supremum norm, it follows that there exists a positive integer N2 such that for n>N2,

    ϕn()ϕ()<ε3.

    Now, take N0=max{N1,N2}, and then, due to the fact that ϕN0+1BCBp(R,X), there exists a δ=δ(ε)>0 such that for any hR with |h|<ε, it holds that

    ϕN0+1(+h)ϕN0+1()Bp<ε3.

    Consequently,

    ϕ(+h)ϕ()Bpϕ(+h)ϕN0+1(+h)Bp+ϕN0+1(+h)ϕN0+1()Bp+ϕN0+1()ϕ()Bpϕ(+h)ϕN0+1(+h)+ϕN0+1(+h)ϕN0+1()Bp+ϕN0+1()ϕ()ε3+ε3+ε3=ε,

    which implies ϕBCBp(R,X). The proof is completed.

    In this section, for xL(R,A), we denote |x|=maxAΩ{esssuptR|xA(t)|} and for z=(z1,z2,,zn)T=(AzA1eA,AzA2eA,,AzAneA)TL(R,An), we denote z=maxiJ{|zi|}. Let Z={z|zL(R,An)BCBp(R,An)}, and then, according to Lemma 2.2, (Z,) is a Banach space. For xBpAP(R,A) and zBpAP(R,An), we will use |x|Bp and zBp to represent the seminorms of x and z, respectively.

    In what follows, we will employ the following symbols:

    ˉg=suptRg(t)Yandg_=inftRg(t)Y,

    where g:RY is a bounded function and (Y,Y) is a normed space. Moreover, we will use the following assumptions:

    (A1) For i,j,kJ, functions biAP(R,R+) with b_i>0, ai,bci,μj,cij,uij,αij,βij,θijk,qijk,νijkAP(R,A),τi,σij,ηij,δijkAP(R,R)C1(R,R+) with τi(t)ˉτi<1,σij(t)ˉσij<1,ηij(t)ˉηij<1,δijk(t)ˉδijk<1, where ˉτ,ˉσ,ˉη,ˉδ are constants, and γij,Tij,Sij,IiL(R,A)BpAP(R,A).

    (A2) For all jJ, functions fj,gjC(A,A) with fj(0)=0,gj(0)=0, and there exist positive constants Lfj,Lgj,Mgj, and Mgk such that for any u,vA,

    |fj(u)fj(v)|1Lfj|uv|1,|gj(u)gj(v)|1Lgj|uv|1,|gj(u)|1Mgj,|gk(u)|1Mgk.

    (A3) For iJ, there exist positive constants ϑi such that

    ρ:=maxiJ{ˉai+1b_i[ˉbiˉai+ˉbci+ϑ1i(nj=1ˉcijLfjϑj+nj=1ˉuijLfjϑj+ni=1nk=1ˉθijkLgjMgkϑj+nj=1ˉαijLfjϑj+nj=1ˉβijLfjϑj+ni=1nk=1ˉqijkLgjMgkϑj+ni=1nk=1ˉνijkLgjMgkϑj)]}<1.

    (A4) For the constants ϑi,iJ, mentioned in (A3), and p,q>1 with 1p+1q=1, it holds that

    P:=2p1maxiJ{4p1(ˉai)p11ˉτi+70p1(1b_i)p+qq(ˉaiˉbi)peb_iˉτi1ˉτi+70p1(1b_i)p+qq(ˉbci)p+35p1ϑpi(1b_i)p+qq(nj=1(ˉcij)q)pqnj=1(Lfjϑj)p+70p1ϑpi(1b_i)p+1q(nj=1(ˉuij)q)pq×nj=1(Lfjϑj)peb_iˉσij1ˉσij+140p1ϑpi(1b_i)p+qqn2pq[nj=1nk=1(ˉθijkMgkLgjϑj)p+nj=1nk=1(ˉθijkMgjLgkϑk)p]eb_iˉδijk1ˉδijk+70p1ϑpi(1b_i)p+qq(nj=1(ˉαij)q)pq×nj=1(Lfjϑj)peb_iˉηij1ˉηij+70p1ϑpi(1b_i)p+qq(nj=1(ˉβij)q)pqnj=1(Lfjϑj)peb_iˉηij1ˉηij+140p1ϑpi(1b_i)p+qqn2pq(nj=1nk=1(ˉqijkMgkLgjϑj)p+nj=1nk=1(ˉqijkMgjLgkϑk)p)×eb_iˉδijk1ˉδijk+140p1ϑpi(1b_i)p+qqn2pq(nj=1nk=1(ˉνijkMgkLgjϑj)p+nj=1nk=1(ˉνijkMgjLgkϑk)p)epqb_iˉδijk1ˉδijk}<1.

    For iJ, let yi(t)=ϑ1ixi(t),Zi(t)=yi(t)ai(t)yi(tτi(t)), where ϑi>0 are constants, and then system (1.1) turns into

    Zi(t)=bi(t)Zi(t)bi(t)ai(t)yi(tτi(t))bci(t)yi(t)+ϑ1i[nj=1cij(t)fj(ϑjyj(t)+nj=1uij(t)fj(ϑjyj(tσij(t)))+nj=1γij(t)μj(t)+nj=1nk=1θijk(t)gj(ϑjyj(tδijk(t)))gk(ϑkyk(tγijk(t)))+nj=1αij(t)fj(ϑjyj(tηij(t)))+nj=1βij(t)fj(ϑjyj(tηij(t)))+nj=1nk=1qijk(t)gj(ϑjyj(tδijk(t)))gk(ϑkyk(tδijk(t)))+nj=1nk=1νijk(t)gj(ϑjyj(tδijk(t)))gk(ϑkyk(tδijk(t)))+nj=1Tij(t)μi(t)+nj=1Sij(t)μi(t)+Ii(t)],iJ. (3.1)

    Multiplying both sides of (3.1) with ett0bi(u)du and integrating over the interval [t0,t], then it holds that

    yi(t)=ai(t)yi(tτi(t))+[yi(t0)ai(t0)yi(t0τi(t0))]ett0bi(u)du+tt0etsbi(u)du(Ny)i(s)ds,iJ, (3.2)

    where

    (Ny)i(s)=bi(s)ai(s)yi(sτi(s))bci(s)yi(s)+ϑ1i(nj=1cij(s)fj(ϑjyj(s))+nj=1uij(s)fj(ϑjyj(sσij(s)))+nj=1γij(s)μj(s)+nj=1nk=1θijk(s)gj(ϑjyj(sδijk(s)))gk(ϑkyk(sδijk(s)))+nj=1αij(s)fj(ϑjyj(sηij(s)))+nj=1βij(s)fj(ϑjyj(sηij(s)))+nj=1nk=1qijk(s)gj(ϑjyj(sδijk(s)))gk(ϑkyk(sδijk(s)))+nj=1nk=1νijk(s)gj(ϑjyj(sδijk(s)))gk(ϑkyk(sδijk(s)))+nj=1Tij(s)μi(s)+nj=1Sij(s)μi(s)+Ii(s)).

    It is easy to verify that if y(t)=(y1(t),y2(t),,yn(t)) solves system (3.1), then x(t)=(x1(t),x2(t),,xn(t))=(ϑ11y1(t),ϑ12y2(t),,ϑ1nyn(t)) solves system (1.1).

    Definition 3.1. A function x=(x1,x2,,xn):RAn is called a solution of (1.1) provided that there exist positive numbers ϑi such that yi(t)=ϑ1ixi(t),iJ fulfill (3.2).

    Set

    ˆφ=(ˆφ1(t),ˆφ2(t),,ˆφn(t))T,

    where

    ˆφi(t)=tetsbi(u)du(nj=1γij(s)μj(s)+nj=1Tij(s)μj(s)+nj=1Sij(s)μj(s)+Ii(s))ds,iJ.

    It is easy to see that ˆφ is well defined under condition (A1). Choose a positive constant r with r>ˆφ.

    Then, we are now in a position to present and prove our existence result.

    Theorem 3.1. Assume that (A1)(A4) hold. Then, system (1.1) admits a unique Bp-almost periodic solution in Z:={φ|φZ,φˆφρr1ρ}.

    Proof. Letting t0, from (3.2), one gets

    yi(t)=ai(t)yi(tτi(t))+tetsbi(u)du(Ny)i(s)ds,iJ.

    Define a mapping T:ZZ by setting (Tφ)(t)=((Tφ)1(t),(Tφ)2(t),,(Tφ)n(t))T for φZ and tR, where (Tφ)i(t)=ai(t)φi(tτi(t))+tetsbi(u)du(Nφ)i(s)ds,iJ.

    To begin with, we show that T(Z)Z.

    Note that, for any φZ, it holds that

    φφˆφ+ˆφρr1ρ+r=r1ρ

    and Nφ<.

    For every φZ, we infer that

    Tφˆφ=maxiJ{esssuptR|ai(t)φi(tτi(t))+tetsbi(u)du[bi(s)ai(s)φi(sτi(s))bci(s)φi(s)+ϑ1i(nj=1cij(s)fj(ϑjφj(s))+nj=1uij(s)fj(ϑjφj(sσij(s)))+ni=1nk=1θijk(s)gj(ϑjφj(sδijk(s)))gk(ϑkφk(sδijk(s)))+nj=1αij(s)fj(ϑjφj(sηij(s)))+nj=1βij(s)fj(ϑjφj(sηij(s)))+nj=1nk=1qijk(s)gj(ϑjφj(sδijk(s)))gk(ϑkφk(sδijk(s)))+nj=1nk=1νijk(s)gj(ϑjφj(sδijk(s)))gk(ϑkφk(sδijk(s))))]ds|1}maxiJ{ˉaiφ+teb_i(ts)[ˉbiˉai+ˉbci+ϑ1i(nj=1ˉcijLfjϑj+nj=1ˉuijLfjϑj+ni=1nk=1ˉθijkLgjMgkϑjϑk+nj=1ˉαijLfjϑj+nj=1ˉβijLfjϑj+nj=1nk=1ˉqijkLgjMgkϑjϑk+nj=1nk=1ˉνijkLgjMgkϑjϑk)]φds}maxiJ{ˉai+1b_i(ˉbiˉai+ˉbci+nj=1ˉcijLfj+nj=1ˉuijLfj+ni=1nk=1ˉθijkLgjMgk+nj=1ˉαijLfj+nj=1ˉβijLfj+ni=1nk=1ˉqijkLgjMgk+ni=1nk=1ˉνijkLgjMgk)}φ=ρφ<r1ρ,iJ.

    In addition, by condition (A1) and the fact that φZ, we have that for every ε>0, there exists a positive number δ=δ(ε)(<ε) such that for any hR with |h|<δ, it holds

    |ai(t+h)ai(t)|1<ε,|φi(+h)φi()|Bp<ε,|τi(t+h)τi(t)|<δ,iJ.

    Without loss of generality, in the sequel, we assume that h>0, then we deduce that

    Tφ(+h)Tφ()pBp2p1maxiJ{¯liml12lll|ai(t+h)φi(t+hτi(t+h))ai(t)φi(tτi(t))|p1dt}+2p1maxiJ{¯liml12lll|t+het+hsbi(u)du(Nφ)i(s)dstetsbi(u)du(Nφ)i(s)ds|p1dt}6p1maxiJ{¯liml12lll|ai(t+h)ai(t)|p1|φi(t+hτi(t+h))|p1dt}+6p1maxiJ{¯liml12lll|ai(t)|p1|φi(t+hτi(t+h))φi(tτi(t+h))|p1dt}+6p1maxiJ{¯liml12lll|ai(t)|p1|φi(tτi(t+h))φi(tτi(t))|p1dt}+4p1maxiJ{¯liml12lll|t|et+hsbi(u)duetsbi(u)du|(Nφ)i(s)ds|p1dt}+4p1maxiJ{¯liml12lll|t+htet+hsbi(u)du(Nφ)i(s)ds|p1dt}6p1maxiJ{¯liml12lll|ai(t+h)ai(t)|p1|φi(t+hτi(t+h))|p1dt}+6p1maxiJ{¯liml12lll|ai(t)|p1|φi(t+hτi(t+h))φi(tτi(t+h))|p1dt}+6p1maxiJ{¯liml12lll|ai(t)|p1|φi(tτi(t+h))φi(tτi(t))|p1dt}+4p1maxiJ{¯liml12lll|teb_i(ts)|t+hsbi(u)dutsbi(u)du|(Nφ(s))ids|p1}+4p1maxiJ{¯liml12lll|t+htet+hsbi(u)du(Nφ)i(s)ds|p1dt}maxiJ{6p1εpφp+6p1ˉapiεp+6p1ˉapiεp+4p1hp[(ˉbib_i)p+(1b_i)p]Nφp}maxiJ{6p1φp+6p1ˉai+6p1ˉai+4p1[(ˉbib_i)p+(1b_i)p]Nφp}εp,

    which implies TφBCBp(R,An). Therefore, T(Z)Z.

    Next, we will prove that T is a contraction mapping. In fact, for any φ,ψZ,iJ, we have

    TφTψesssuptR|ai(t)(φi(tτi(t))ψi(tτi(t)))|1+esssuptR|tetsbi(u)du[bi(s)ai(s)(φi(sτi(s))ψi(sτi(s)))bci(s)(φi(s)ψi(s))+ϑ1i(nj=1cij(s)(fj(ϑjφj(s))fj(ϑjψj(s)))+nj=1uij(s)(fj(ϑjφj(sσij(s)))fj(ϑjψj(sσij(s))))+ni=1nk=1θijk(s)(gj(ϑjφj(sδijk(s)))gk(ϑkφk(sδijk(s)))gj(ϑjψj(sδijk(s))))gk(ϑkψk(sδijk(s))))+nj=1αij(s)(fj(ϑjφj(sηij(s)))fj(ϑjψj(sηij(s))))+nj=1βij(s)(fj(ϑjφj(sηij(s)))fj(ϑjψj(sηij(s))))+ni=1nk=1qijk(s)(gj(ϑjφj(sδijk(s)))gk(ϑkφk(sδijk(s)))gj(ϑjψj(sδijk(s))))gk(ϑkψk(sδijk(s))))+ni=1nk=1νijk(s)(gj(ϑjφj(sδijk(s)))gk(ϑkφk(sδijk(s)))gj(ϑjψj(sδijk(s))))gk(ϑkψk(sδijk(s)))]dsˉaiφψ+teb_i(ts)[ˉbiˉai+ˉbci+ϑ1i(nj=1ˉcijLfjϑj+nj=1ˉuijLfjϑj+nj=1nk=1ˉθijkLgjMgkϑj+nj=1ˉαijLfjϑj+nj=1ˉβijLfjϑj+nj=1nk=1ˉqijkLgjMgkϑj+nj=1nk=1ˉνijkLgjMgkϑj)]φψdsmaxiJ{ˉai+1b_i[ˉbiˉai+ˉbci+ϑ1i(nj=1ˉcijLfjϑj+nj=1ˉuijLfjϑj+ni=1nk=1ˉθijkLgjMgkϑj+nj=1ˉαijLfjϑj+nj=1ˉβijLfjϑj+ni=1nk=1ˉqijkLgjMgkϑj+ni=1nk=1ˉνijkLgjMgkϑj)]}φψ=ρφψ,iJ,

    which combined with condition (A_{3}) means that T is a contraction mapping. Thereupon, T has a unique fixed point \varphi^{*}\in\mathbb{Z}^*.

    Finally, we will examine that \varphi^{*} is B^p -almost periodic.

    Since \varphi^{*}\in\mathbb{Z}^*\subset BCB^p(\mathbb{R}, \mathcal{A}^n) , for any \varepsilon > 0 , there exists a \sigma > 0 (\sigma < \varepsilon) such that, for any \hbar\in \mathbb{R} with |\hbar| < \sigma ,

    \begin{align*} |\varphi^*_i(\cdot+\hbar)-\varphi^*_i(\cdot)|_{B^p} < \varepsilon, \, \, i\in \mathcal{J}. \end{align*}

    Based on this and (A_1) , there exists {\flat} such that, for all i\in\mathcal{J} ,

    \begin{align} |a_{i}(\cdot+{\flat} )-a_{i}(\cdot)|_{1} < \varepsilon, \, \, \, \, |b_{i}^{\emptyset }(\cdot+{\flat})-b_{i}^{\emptyset }(\cdot)| < \varepsilon, \, \, \, \, |b_{i}^{c }(\cdot+{\flat})-b_{i}^{c}(\cdot)|_{1} < \varepsilon, \end{align} (3.3)
    \begin{align} |c_{ij}(\cdot+{\flat} )-c_{ij}(\cdot)|_{1} < \varepsilon, \, \, \, \, |u_{ij}(\cdot+{\flat} )-u_{ij}(\cdot)|_{1} < \varepsilon, \, \, \, \, |\gamma_{ij}(\cdot+{\flat} )-\gamma_{ij}(\cdot)|_{B^{p}} < \varepsilon, \end{align} (3.4)
    \begin{align} |\theta _{ijk}(\cdot+{\flat} )-\theta _{ijk}(\cdot)|_{1} < \varepsilon, \, \, \, \, |\alpha _{ij}(\cdot+{\flat} )-\alpha _{ij}(\cdot)|_{1} < \varepsilon, \, \, \, \, |\beta_{ij}(\cdot+{\flat} )-\beta_{ij}(\cdot)|_{1} < \varepsilon, \end{align} (3.5)
    \begin{align} |q_{ijk}(\cdot+{\flat} )-q_{ijk}(\cdot)|_{1} < \varepsilon, \, \, \, \, |\nu_{ijk}(\cdot+{\flat} )-\nu_{ijk}(\cdot)|_{1} < \varepsilon, \, \, \, \, |T_{ij}(\cdot+{\flat} )-T_{ij}(\cdot)|_{B^{p}} < \varepsilon, \end{align} (3.6)
    \begin{align} |\tau_i(t+\flat)-\tau(t)| < \varepsilon, \, \, |\sigma_{ij}(t+\flat)-\sigma_{ij}(t)| < \varepsilon, \, \, |\delta_{ijk}(t+\flat)-\delta_{ijk}(t)| < \varepsilon, \end{align} (3.7)
    \begin{align} |\eta_{ij}(t+\flat)-\eta_{ij}(t)| < \varepsilon, \, \, |S_{ij}(\cdot+{\flat} )-S_{ij}(\cdot)|_{B^{p}} < \varepsilon, \, \, \, \, |I_{i}(\cdot+{\flat} )-I_{i}(\cdot)|_{B^{p}} < \varepsilon, \end{align} (3.8)
    \begin{align} |\varphi_{i}^{*}(\cdot-\tau_{i}(\cdot+{\flat}))-\varphi_{i}^{*}(\cdot-\tau_{i}(\cdot))|_{B^p} < \varepsilon, \, \, \, \, |\varphi_{j}^{*}(\cdot-\sigma_{ij}(\cdot+{\flat}))-\varphi_{j}^{*}(\cdot-\sigma_{ij}(\cdot))|_{B^p} < \varepsilon, \end{align} (3.9)
    \begin{align} |\varphi_{i}^{*}(\cdot-\eta_{ij}(\cdot+{\flat}))-\varphi_{i}^{*}(\cdot-\eta_{ij}(\cdot))|_{B^p} < \varepsilon, \, \, \, \, |\varphi_{j}^{*}(\cdot-\delta_{ijk}(\cdot+{\flat}))-\varphi_{j}^{*}(\cdot-\delta_{ijk}(\cdot))|_{B^p} < \varepsilon, \end{align} (3.10)
    \begin{align} |\varphi_{k}^{*}(\cdot-\delta_{ijk}(\cdot+{\flat}))-\varphi_{k}^{*}(\cdot-\delta_{ijk}(\cdot))|_{B^p} < \varepsilon. \end{align} (3.11)

    Then, we deduce that

    \begin{align*} & \|\varphi^*(t+{\flat})-\varphi^*(t)\|_{B^p}^p \\ \leq\, & 2^{p-1} \max _{i \in \mathcal{J}}\bigg\{\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^l | a_i(t+{\flat}) \varphi_i^*(t+{\flat}-\tau_i(t+{\flat}))-a_i(t) \varphi_i^*(t-\tau_i(t))|_1 ^p d t\bigg\} \\ & +2^{p-1} \max _{i \in \mathcal{J}}\bigg\{\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^l \bigg|\int_{-\infty}^{t+{\flat}} e^{-\int_s^{t+{\flat}} b_i^{\emptyset}(u+{\flat}) d u}(N^{\varphi^*}) i(s) d s \\ & -\int_{-\infty}^t e^{-\int_s^t b_i^{\emptyset}(u) d u}(N^{\varphi^*})_i(s) d s\bigg|_1 ^p d t\bigg\} \\ \leq\, & 4^{p-1} \max _{i \in \mathcal{J}}\bigg\{\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^l|a_i(t+{\flat})(\varphi_i^*(t+{\flat}-\tau_i(t+{\flat}))-\varphi_i^*(t-\tau_i(t)))|_1^p d t\bigg\} \\ & +4^{p-1} \max _{i \in \mathcal{J}}\bigg\{\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^l|(a_i(t+{\flat})-a_i(t)) \varphi_i^*(t-\tau_i(t))|_1^p d t\bigg\} \\ & +2^{p-1} \max _{i \in \mathcal{J}}\bigg\{\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^l\bigg| \int_{-\infty}^t e^{-\int_s^t b_i^{\emptyset}(u+{\flat}) d u} (N^{\varphi^*})_i(s+{\flat}) d s \\ &-\int_{-\infty}^t e^{-\int_s^t b_i^{\emptyset}(u) d u}(N^{\varphi^*})_i(s) d s\bigg|_1 ^p d t\bigg\} \\ \leq\, & 4^{p-1} \max _{i \in \mathcal{J}}\bigg\{\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^{l}|a_i(t+{\flat})( \varphi_i^*(t+{\flat}-\tau_i(t+{\flat}))-\varphi_i^*(t-\tau_i(t)))|_1 ^p d t\bigg\} \\ & +4^{p-1} \max _{i \in \mathcal{J}}\bigg\{\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^{l}|(a_i(t+{\flat})-a_i(t)) \varphi_i^*(t-\tau_i(t))|_1^p d t\bigg\} \\ &+70^{p-1} \max _{i \in \mathcal{J}}\bigg\{\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^{l}\bigg| \int_{-\infty}^t e^{-\int_s^t b_i^{\emptyset}(u+{\flat}) d u} a_i(s+{\flat}) b_i^{\emptyset}(s+{\flat})\\ &\times(\varphi_i^*(s+{\flat}-\tau_i(s+{\flat}))-\varphi_i^*(s-\tau_i(s))) d s\bigg|_1^p d t\bigg\}\\ & +70^{p-1} \max _{i \in \mathcal{J}}\bigg\{\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^l \bigg|\int_{-\infty}^t e^{-\int_s^t b_i^{\emptyset}(u+{\flat}) d u}(a_i(s+{\flat})-a_i(s)) b_i^{\emptyset}(s+{\flat})\\ &\times\varphi_i^*(s-\tau_i(s)) d s\bigg|_1 ^p d t\bigg\} \\ & +70^{p-1} \max _{i \in\mathcal{J}}\bigg\{\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^l \bigg| \int_{-\infty}^t e^{-\int_s^t b_i^{\emptyset}(u+{\flat}) d u} a_i(s)(b_i^{\emptyset}(s+{\flat})\\ &-b_i^{\emptyset}(s))\varphi_i^*(s-\tau_i(s)) d s\bigg|_1 ^p d t\bigg\} \\ &+70^{p-1} \max _{i \in\mathcal{J}}\bigg\{\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-1}^l\bigg|\int_{-\infty}^t\Big| e^{-\int_s^t b_i^{\emptyset}(u+{\flat}) d u}-e^{-\int_s^t b_i^{\emptyset} (u) du}\Big|\\ &\times a_i(s) b_i^{\emptyset}(s) \varphi_i^*(s-\tau_{i}(s)) d s\bigg|_1 ^p d t\bigg\} \\ & +70^{p-1} \max _{i \in\mathcal{J}}\bigg\{\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^l \bigg| \int_{-\infty}^t e^{-\int_s^t b_i^{\emptyset}(u+{\flat}) d u}(b_i^c(s+{\flat}) \varphi_i^*(s+{\flat})-b_i^c(s) \varphi_i^*(s))d s\bigg|_1 ^p d t\bigg\} \\ & +70^{p-1} \max _{i \in \mathcal{J}}\bigg\{\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^l\bigg|\int_{-\infty}^t\Big| e^{-\int_s^t b_i^{\emptyset}(u+{\flat}) d u}-e^{-\int_s^t b_i^{\emptyset}(u) d u} \Big|b_i^c(s) \varphi_i^*(s) d s\bigg|_1 ^p d t \bigg\}\\ \end{align*}
    \begin{align*} &\;\;\;\;+70^{p-1} \vartheta_i^{-p} \max _{i \in\mathcal{J}}\bigg\{\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^l \bigg| \int_{-\infty}^t e^{-\int_s^t b_i^{\emptyset}(u+{\flat}) d u} \sum\limits_{j = 1}^n c_{i j}(s+{\flat})(f_j(\vartheta_j \varphi_j^*(s+{\flat}))\\ &\;\;\;\;-f_j(\vartheta_j \varphi_i^*(s)))d s\bigg|_1 ^p d t\bigg\} \\ &\;\;\;\; +70^{p-1} \vartheta_i^{-p} \max _{i \in\mathcal{J}}\bigg\{\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^l \bigg| \int_{-\infty}^t e^{-\int_s^t b_i^{\emptyset}(u+{\flat}) d u} \sum\limits_{j = 1}^n(c_{i j}(s+{\flat})\\ &\;\;\;\;-c_{i j}(s))f_j(\vartheta_j \varphi_j^*(s)) d s\bigg|_1 ^p d t\bigg\} \\ &\;\;\;\; +70^{p-1} \vartheta_i^{-p} \max _{i \in\mathcal{J}}\bigg\{\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^l\bigg|\int_{-\infty}^t\Big| e^{-\int_s^t b_i^{\emptyset}(u+{\flat}) d u}-e^{-\int_s^t b_i^{\emptyset}(u) d u} \Big| \\ &\;\;\;\;\times\sum\limits_{j = 1}^n c_{i j}(s) f_j(\vartheta_j \varphi_j^*(s)) d s\bigg|_1 ^p d t\bigg\}\\ &\;\;\;\; +70^{p-1} \vartheta_i^{-p} \max _{i \in\mathcal{J}}\bigg\{\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^l \bigg|\int_{-\infty}^t e^{-\int_s^t b_i^{\emptyset}(u+{\flat}) d u} \sum\limits_{j = 1}^n u_{i j}(s+{\flat})\\ &\;\;\;\;\times(f_j(\vartheta_j \varphi_j^*(s+{\flat}-\sigma_{i j}(s+{\flat})))-f_j(\vartheta_j \varphi_j^*(s-\sigma_{i j}(s)))) d s\bigg|_1 ^p d t\bigg\} \\ &\;\;\;\; +70^{p-1} \vartheta_i^{-p} \max _{i \in\mathcal{J}}\bigg\{\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^l \bigg| \int_{-\infty}^t e^{-\int_s^t b_i^{\emptyset}(u+{\flat}) d u} \sum\limits_{j = 1}^n(u_{i j}(s+{\flat})-u_{i j}(s))\\ &\;\;\;\;\times f_j(\vartheta_j \varphi_j^*(s-\sigma_{i j}(s))) d s\bigg|_1 ^p d t\bigg\} \\ &\;\;\;\; +70^{p-1} \vartheta_i^{-p} \max _{i \in\mathcal{J}}\bigg\{\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^l\bigg|\int_{-\infty}^t\Big| e^{-\int_s^t b_i^{\emptyset}(u+{\flat}) d u}-e^{-\int_s^t b_i^{\emptyset}(u) d u} \Big|\\ &\;\;\;\;\times\sum\limits_{j = 1}^n u_{i j}(s) f_j(\vartheta_j \varphi_j^*(s-\sigma_{i j}(s))) d s\bigg|_1 ^p d t\bigg\} \\ &\;\;\;\; +70^{p-1} \vartheta_i^{-p} \max _{i \in\mathcal{J}}\bigg\{\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^l\bigg|\int_{-\infty}^t e^{-\int_s^t b_i^{\emptyset}(u+{\flat}) d u} \bigg(\sum\limits_{j = 1}^n \gamma_{i j}(s+{\flat}) \mu_j(s+{\flat}) \\ &\;\;\;\;-\sum\limits_{j = 1}^n \gamma_{i j}(s) \mu_j(s)\bigg)d s\bigg|_1 ^p d t \bigg\}\\ &\;\;\;\; +70^{p-1} \vartheta_i^{-p} \max _{i \in\mathcal{J}}\bigg\{\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^l\bigg|\int_{-\infty}^t \Big|e^{-\int_s^t b_i^{\emptyset}(u+{\flat}) d u} -e^{-\int_{s}^{t}b_{i}^{\emptyset}(u)du}\Big|\sum\limits_{j = 1}^n \gamma_{i j}(s) \mu_j(s)d s\bigg|_1 ^p d t \bigg\}\\ &\;\;\;\; +70^{p-1} \vartheta_i^{-p} \max _{i \in\mathcal{J}}\bigg\{\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^l \bigg |\int_{-\infty}^t e^{-\int _s^t b_i^{\emptyset}( u+{\flat}) d u} \sum\limits_{j = 1}^n \sum\limits_{k = 1}^n \theta_{i j k}(s+{\flat})\\ &\;\;\;\;\times(g_j(\vartheta_j \varphi_j^*(s+{\flat}-\delta_{i j k}(s+{\flat}))) g_k ( \vartheta_k \varphi_k^*(s+{\flat}-\delta_{i j k}(s+{\flat}))) \\ &\;\;\;\; -g_j(\vartheta_j \varphi_j^*(s-\delta_{i j k}(s))) g_k(\vartheta_k \varphi_k^*(s-\delta_{i j k}(s )))) d s\bigg|_1 ^p d t\bigg\} \\ &\;\;\;\; +70^{p-1} \vartheta_i^{-p} \max _{i \in\mathcal{J}}\bigg\{\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^l \bigg|\int_{-\infty}^t e^{-\int_s^t b_i^{\emptyset}(u+{\flat}) d u} \sum\limits_{j = 1}^n \sum\limits_{k = 1}^n(\theta_{i j k}(s+{\flat})\\ &\;\;\;\; -\theta_{i j k}(s)) g_j(\vartheta_j \varphi_j^*(s-\delta_{ijk} k(s))) g_k(\vartheta_k \varphi_k^*(s-\delta_{i j k}(s) )) d s\bigg|_1 ^p d t\bigg\}\\ &\;\;\;\; +70^{p-1} \vartheta_i^{-p} \max _{i \in\mathcal{J}}\bigg\{\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^l\bigg|\int_{-\infty}^t\Big| e^{-\int_s^t b_i^{\emptyset}(u+{\flat}) d u}-e^{-\int_s^t b_i^{\emptyset}(u) d u} \Big| \\ &\;\;\;\; \times \sum\limits_{j = 1}^n \sum\limits_{k = 1}^n \theta_{i j k}(s) g_j(\vartheta_j \varphi_j^*(s-\delta_{i j k}(s))) g_k(\vartheta_k \varphi_k^*(s-\delta_{i j k}(s))) d s\bigg|_1 ^p d t\bigg\} \\ \end{align*}
    \begin{align*} &\;\;\;\; +70^{p-1} \vartheta_i^{-p} \max _{i \in\mathcal{J}}\bigg\{\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^l \bigg| \int_{-\infty}^t e^{-\int_s^t b_i^{\emptyset}(u+{\flat}) d u} \sum\limits_{j = 1}^n \alpha_{i j}(s+{\flat})\\ &\;\;\;\;\times(f _ { j } (\vartheta _ { j } \varphi _ { j } ^ { * } (s+{\flat}-\eta_{i j}(s+{\flat})))-f_j(\vartheta_j \varphi_j^* ( s-\eta_{ij}(s))))d s\bigg|_1 ^p d t \bigg\} \\ &\;\;\;\; +70^{p-1} \vartheta_i^{-p} \max _{i \in \mathcal{J}}\bigg\{\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^l \bigg| \int_{-\infty}^t e^{-\int_s^t b_i^{\emptyset} ( u+{\flat}) d u} \sum\limits_{j = 1}^n(\alpha_{i j} ( s+{\flat})-\alpha_{i j}(s)) \\ &\;\;\;\;\times f_j(\vartheta_{j}\varphi_j^*(s-\eta_{j j}(s))) d s\bigg|_1 ^p d t\bigg\} \\ &\;\;\;\; +70^{p-1} \vartheta_i^{-p} \max _{i \in\mathcal{J}}\bigg\{\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^l\bigg|\int_{-\infty}^t\Big| e^{-\int_s^t b_i^{\emptyset}(u+{\flat}) d u}-e^{-\int_s^t b_i^{\emptyset}(u) d u} \Big|\\ &\;\;\;\;\times\sum\limits_{j = 1}^n \alpha_{i j}(s) f_j(\vartheta_{j}\varphi_j^*(s-\eta_{j j}(s))) d s\bigg|_1^p d t\bigg\}\\ &\;\;\;\; +70^{p-1} \vartheta_i^{-p} \max _{i \in\mathcal{J}}\bigg\{\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^l \bigg| \int_{-\infty}^t e^{-\int_s^t b_i^{\emptyset}(u+{\flat}) d u} \sum\limits_{j = 1}^n \beta_{i j}(s+{\flat})\\ &\;\;\;\;\times(f _ { j } (\vartheta _ { j } \varphi _ { j } ^ { * } (s+{\flat}-\eta_{i j}(s+{\flat})))-f_j(\vartheta_j \varphi_j^* ( s-\eta_{ij}(s))))d s\bigg|_1 ^p d t \bigg\} \\ &\;\;\;\; +70^{p-1} \vartheta_i^{-p} \max _{i \in \mathcal{J}}\bigg\{\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^l \bigg| \int_{-\infty}^t e^{-\int_s^t b_i^{\emptyset} ( u+{\flat}) d u} \sum\limits_{j = 1}^n(\beta_{i j} ( s+{\flat})-\beta_{i j}(s)) \\ &\;\;\;\;\times f_j(\vartheta_{j}\varphi_j^*(s-\eta_{j j}(s))) d s\bigg|_1 ^p d t\bigg\} \\ &\;\;\;\; +70^{p-1} \vartheta_i^{-p} \max _{i \in\mathcal{J}}\bigg\{\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^l\bigg|\int_{-\infty}^t\Big| e^{-\int_s^t b_i^{\emptyset}(u+{\flat}) d u}-e^{-\int_s^t b_i^{\emptyset}(u) d u} \Big|\\ &\;\;\;\;\times\sum\limits_{j = 1}^n \beta_{i j}(s) f_j(\vartheta_{j}\varphi_j^*(s-\eta_{j j}(s))) d s\bigg|_1^p d t\bigg\}\\ &\;\;\;\; +70^{p-1} \vartheta_i^{-p} \max _{i \in\mathcal{J}}\bigg\{\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^l \bigg| \int_{-\infty}^t e^{-\int_s^t b_i^{\emptyset} ( u+{\flat}) d u} \sum\limits_{j = 1}^n \sum\limits_{k = 1}^n q_{i j k}(s+{\flat})\\ &\;\;\;\;\times(g _ { j } (\vartheta_j \varphi_j^*(s+{\flat}-\delta_{i j k}(s+{\flat})) g_k(\vartheta_k \varphi_k^*(s+{\flat}-\delta_{i j k}(s + {\flat})))\\ &\;\;\;\;-g_j(\vartheta_j \varphi_j^*(s-\delta_{i j k}(s))) g_k (\vartheta_k \varphi_k^*(s-\delta_{i j k}(s)))) d s\bigg|_1^p d t\bigg\} \\ \end{align*}
    \begin{align*} &\;\;\;\;+70^{p-1} \vartheta_i^{-p} \max _{i \in\mathcal{J}}\bigg\{\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^l \bigg| \int_{-\infty}^t e^{-\int_s^t b_{i}^{\emptyset}(u+{\flat}) d u}\sum\limits_{j = 1}^n \sum\limits_{k = 1}^n(q_{i j k}(s+{\flat})\\ &\;\;\;\;-q_{i j k}(s)) g_j(\vartheta_j \varphi_j^*(s-\delta_{i j k}(s))) g_k(\vartheta_k \varphi_k^*(s-\delta_{i j k}(s))) d s\bigg|_1^p d t\bigg\} \\ &\;\;\;\; +70^{p-1} \vartheta_i^{-p} \max _{i \in \mathcal{J}}\bigg\{\limsup _ { l \rightarrow \infty }(2l)^{-1} \int_{-l}^l\bigg|\int_{-\infty}^t\Big| e^{-\int_s^t b_i^{\emptyset}(u+{\flat}) d u}-e^{-\int_s^t b_i^{\emptyset}(u) d u} \Big|\\ &\;\;\;\;\times \sum\limits_{j = 1}^n \sum\limits_{k = 1}^n q_{i j k}(s)g_j(\vartheta_j \varphi_j^*(s-\delta_{i j k}(s))) g_k(\vartheta_k \varphi_k^*(s-\delta_{i j k}(s))) d s\bigg|_1 ^p d t\bigg\}\\ &\;\;\;\; +70^{p-1} \vartheta_i^{-p} \max _{i \in\mathcal{J}}\bigg\{\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^l \bigg| \int_{-\infty}^t e^{-\int_s^t b_i^{\emptyset} ( u+{\flat}) d u} \sum\limits_{j = 1}^n \sum\limits_{k = 1}^n \nu_{i j k}(s+{\flat})\\ &\;\;\;\;\times(g _ { j } (\vartheta_j \varphi_j^*(s+{\flat}-\delta_{i j k}(s+{\flat})) g_k(\vartheta_k \varphi_k^*(s+{\flat}-\delta_{i j k}(s + {\flat})))\\ &\;\;\;\;-g_j(\vartheta_j \varphi_j^*(s-\delta_{i j k}(s))) g_k (\vartheta_k \varphi_k^*(s-\delta_{i j k}(s)))) d s\bigg|_1^p d t\bigg\} \\ &\;\;\;\;+70^{p-1} \vartheta_i^{-p} \max _{i \in\mathcal{J}}\bigg\{\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^l \bigg| \int_{-\infty}^t e^{-\int_s^t b_{i}^{\emptyset}(u+{\flat}) d u}\sum\limits_{j = 1}^n \sum\limits_{k = 1}^n(\nu_{i j k}(s+{\flat})\\ &\;\;\;\;-\nu_{i j k}(s)) g_j(\vartheta_j \varphi_j^*(s-\delta_{i j k}(s))) g_k(\vartheta_k \varphi_k^*(s-\delta_{i j k}(s))) d s\bigg|_1^p d t\bigg\} \\ &\;\;\;\;+70^{p-1} \vartheta_i^{-p} \max _{i \in \mathcal{J}}\bigg\{\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^l\bigg|\int_{-\infty}^t\Big| e^{-\int_s^t b_i^{\emptyset}(u+{\flat}) d u}-e^{-\int_s^t b_i^{\emptyset}(u) d u} \Big|\\ &\;\;\;\;\times \sum\limits_{j = 1}^n \sum\limits_{k = 1}^n \nu_{i j k}(s)g_j(\vartheta_j \varphi_j^*(s-\delta_{i j k}(s))) g_k(\vartheta_k \varphi_k^*(s-\delta_{i j k}(s))) d s\bigg|_1 ^p d t\bigg\}\\ \end{align*}
    \begin{align*} &\;\;\;\; +70^{p-1} \vartheta_i^{-p} \max _{i \in\mathcal{J}}\bigg\{\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^l\bigg|\int_{-\infty}^t e^{-\int_s^t b_i^{\emptyset}(u+{\flat}) d u} \bigg(\sum\limits_{j = 1}^n T_{i j}(s+{\flat}) \mu_j(s+{\flat}) \\ &\;\;\;\;-\sum\limits_{j = 1}^n T_{i j}(s) \mu_j(s)\bigg)d s\bigg|_1 ^p d t \bigg\}\\ &\;\;\;\; +70^{p-1} \vartheta_i^{-p} \max _{i \in\mathcal{J}}\bigg\{\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^l\bigg|\int_{-\infty}^t \Big|e^{-\int_s^t b_i^{\emptyset}(u+{\flat}) d u} -e^{-\int_{s}^{t}b_{i}^{\emptyset}(u)du}\Big|\sum\limits_{j = 1}^n T _{i j}(s) \mu_j(s)d s\bigg|_1 ^p d t \bigg\}\\ &\;\;\;\; +70^{p-1} \vartheta_i^{-p} \max _{i \in\mathcal{J}}\bigg\{\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^l\bigg|\int_{-\infty}^t e^{-\int_s^t b_i^{\emptyset}(u+{\flat}) d u} \bigg(\sum\limits_{j = 1}^n S_{i j}(s+{\flat}) \mu_j(s+{\flat}) \\ &\;\;\;\;-\sum\limits_{j = 1}^n S_{i j}(s) \mu_j(s)\bigg)d s\bigg|_1 ^p d t \bigg\}\\ &\;\;\;\; +70^{p-1} \vartheta_i^{-p} \max _{i \in\mathcal{J}}\bigg\{\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^l\bigg|\int_{-\infty}^t \Big|e^{-\int_s^t b_i^{\emptyset}(u+{\flat}) d u} -e^{-\int_{s}^{t}b_{i}^{\emptyset}(u)du}\Big|\sum\limits_{j = 1}^n S _{i j}(s) \mu_j(s)d s\bigg|_1 ^p d t \bigg\}\\ &\;\;\;\; +70^{p-1} \vartheta_i^{-p} \max _{i \in\mathcal{J}}\bigg\{\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^l\bigg|\int_{-\infty}^t e^{-\int_s^t b_i^{\emptyset}(u+{\flat}) d u} (I_{i}(s+{\flat})- I_{i}(s))d s\bigg|_1 ^p d t \bigg\}\\ &\;\;\;\; +70^{p-1} \vartheta_i^{-p} \max _{i \in\mathcal{J}}\bigg\{\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^l\bigg|\int_{-\infty}^t \Big|e^{-\int_s^t b_i^{\emptyset}(u+{\flat}) d u} -e^{-\int_{s}^{t}b_{i}^{\emptyset}(u)du}\Big| I _{i}(s) d s\bigg|_1 ^p d t \bigg\}\\ &\;\;\;\;: = \sum\limits_{i = 1}^{37}K_{i}. \end{align*}

    Furthermore, based on inequalities (3.3)–(3.11), the Hölder inequality, and the Fubini theorem, we can deduce that

    \begin{align*} K_{1}\leq\, &8^{p-1} \max _{i \in \mathcal{J}}\bigg\{\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \bigg[\int_{-l}^{l}|a_i(t+{\flat})|^{p}(| \varphi_i^*(t+{\flat}-\tau_i(t+{\flat}))\\ &-\varphi_{i}^{*}(t-\tau_{i}(t+{\flat}))|_{1}^{p}+|\varphi_{i}^{*}(t-\tau_{i}(t+{\flat}))-\varphi_i^*(t-\tau_i(t))|_{1}^{p}) d t\bigg\}\\ \leq\, &8^{p-1} \max _{i \in \mathcal{J}}\bigg\{(\bar{a}_{i})^{p}\frac{1}{1-\bar{\tau^{\prime}}_{i}}| \varphi_i^*(t+{\flat})-\varphi_{i}^{*}(t)|_{B^{p}}^{p}+(\bar{a}_{i})^{p}\varepsilon^{p}\bigg\}, \\ K_{2}\leq\, &4^{p-1} \max _{i \in \mathcal{J}}\{\|\varphi^*\|_{\infty}^{p}\varepsilon^{p}\}, \\ K_{3} \leq\, &140^{p-1} \max _{i \in \mathcal{J}}\bigg\{\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^{l}\bigg[\int_{-\infty}^t e^{-\int_s^t b_i^{\emptyset}(u+{\flat}) d u}ds\bigg]^{\frac{p}{q}}\int_{-\infty}^t e^{-\int_s^t b_i^{\emptyset}(u+{\flat}) d u}\\ &\times|a_i(s+{\flat})b_i^{\emptyset}(s+{\flat})|_1(|\varphi_i^*(s+{\flat}-\tau_i(s+{\flat}))-\varphi_i^*(s-\tau_i(s+{\flat}))|_1^p\\ &+|\varphi_i^*(s-\tau_i(s+{\flat}))-\varphi_i^*(s-\tau_i(s))|_{1}^{p}) d s d t\bigg\}\\ \leq\, &140^{p-1}\max\limits_{i\in\mathcal{J}}\bigg\{\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{p}{q}}(\bar{a}_{i}\bar{b}_{i}^{\emptyset})^{p}\bigg[\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^{l}\int_{-\infty}^{t-\tau_{i}(t+{\flat})}\frac{e^{-\underline{b}_{i}^{\emptyset}(t-s-\bar{\tau}_{i})}}{1-\bar{\tau}_{i}^{\prime}}\\ &\times|\varphi_{i}^{*}(s+{\flat})-\varphi_{i}^{*}(s)|_{1}^{p}dsdt\bigg]+\frac{\varepsilon^{p}}{\underline{b}_{i}^{\emptyset}}\bigg\}\\ \leq\, &140^{p-1}\max\limits_{i\in\mathcal{J}}\bigg\{\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{p}{q}}(\bar{a}_{i}\bar{b}_{i}^{\emptyset})^{p} \bigg[\frac{e^{\underline{b}_{i}^{\emptyset}\bar{\tau}_{i}}}{1-\bar{\tau^{\prime}}_{i}}\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^{l}\int_{-\infty}^{t}e^{-\underline{b}_{i}^{\emptyset}(t-s)}\\ &\times|\varphi_{i}^{*}(s+{\flat})-\varphi_{i}^{*}(s)|_{1}^{p}dsdt\bigg]+\frac{\varepsilon^{p}}{\underline{b}_{i}^{\emptyset}}\bigg\}\\ \leq\, &140^{p-1}\max\limits_{i\in\mathcal{J}}\bigg\{\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{p}{q}}(\bar{a}_{i}\bar{b}_{i}^{\emptyset})^{p} \bigg[\frac{e^{\underline{b}_{i}^{\emptyset}\bar{\tau}_{i}}}{1-\bar{\tau^{\prime}}_{i}}\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-\infty}^{l}(2l)^{-1}\int_{s-2l}^{s}e^{-\underline{b}_{i}^{\emptyset}(l-s)}\\ &\times|\varphi_{i}^{*}(t+{\flat})-\varphi_{i}^{*}(t)|_{1}^{p}dtds\bigg]+\frac{\varepsilon^{p}}{\underline{b}_{i}^{\emptyset}}\bigg\}\\ \leq\, &140^{p-1}\max\limits_{i\in\mathcal{J}}\bigg\{\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{p+q}{q}}(\bar{a}_{i}\bar{b}_{i}^{\emptyset})^{p} \bigg(\frac{e^{\underline{b}_{i}^{\emptyset}\bar{\tau}_{i}}}{1-\bar{\tau^{\prime}}_{i}}\|\varphi^{*}(t+{\flat})-\varphi^{*}(t)\|_{B^{p}}^{p}+\varepsilon^{p}\bigg)\bigg\}, \\ K_{4}\leq\, &70^{p-1} \max _{i \in \mathcal{J}}\bigg\{\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^l \bigg(\int_{-\infty}^t e^{-\int_s^t b_i^{\emptyset}(u+{\flat}) d u}ds\bigg)^{\frac{p}{q}}\\ &\times\int_{-\infty}^t e^{-\int_s^t b_i^{\emptyset}(u+{\flat}) d u}|(a_i(s+{\flat})-a_i(s)) b_i^{\emptyset}(s+{\flat})\varphi_i^*(s-\tau_i(s)) |_{1}^{p}d s d t\bigg\} \\ \leq\, & 70^{p-1} \max _{i \in \mathcal{J}}\bigg\{\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{p+q}{q}}(\bar{b}_{i}^{\emptyset})^{p}\|\varphi^*\|_{\infty}^{p}\varepsilon^{p}\bigg\}.\\ K_{5}\leq\, &70^{p-1} \max _{i \in \mathcal{J}}\bigg\{\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{p+q}{q}}(\bar{a}_{i})^{p}\|\varphi^*\|_{\infty}^{p}\varepsilon^{p}\bigg\}, \\ K_{6} \leq\, &70^{p-1} \max _{i \in\mathcal{J}}\bigg\{\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-1}^l\bigg[\int_{-\infty}^t\Big| e^{-\int_s^t b_i^{\emptyset}(u+{\flat}) d u}-e^{-\int_s^t b_i^{\emptyset} (u) du}\Big|ds\bigg]^{\frac{p}{q}}\\ &\times \int_{-\infty}^t\Big| e^{-\int_s^t b_i^{\emptyset}(u+{\flat}) d u}-e^{-\int_s^t b_i^{\emptyset} (u) du}\Big||a_i(s) b_i^{\emptyset}(s) \varphi_i^*(s-\tau_{i}(s)) |_1 ^p d s d t\bigg\} \\ \leq\, &70^{p-1} \max _{i \in\mathcal{J}}\bigg\{\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{2(p+q)}{q}} (\bar{a}_{i}\bar{b}_{i}^{\emptyset})^{p}\|\varphi^*\|^{p}_{\infty}\varepsilon^{\frac{p+q}{q}}\bigg\}, \\ K_{7} \leq\, &70^{p-1} \max _{i \in\mathcal{J}}\bigg\{\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^l \bigg[\int_{-\infty}^t e^{-\int_s^t b_i^{\emptyset}(u+{\flat}) d u}ds\bigg]^{\frac{p}{q}}\\ &\times\int_{-\infty}^t e^{-\int_s^t b_i^{\emptyset}(u+{\flat}) d u}|b_i^c(s+{\flat}) \varphi_i^*(s+{\flat})-b_i^c(s) \varphi_i^*(s)|_{1}^{p}d sd t\bigg\} \\ \leq\, &140^{p-1} \max _{i \in\mathcal{J}}\bigg\{\bigg( \frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{p}{q}}\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-\infty}^l e^{-\underline{b}_i^{\emptyset}(l-s) }\int_{s-2l}^{s}((\bar{b}_i^c)^{p} \\ \end{align*}
    \begin{align*} &\times|\varphi_i^*(t+{\flat})-\varphi_i^*(t)|_{1}^{p}+|b_i^c(t+{\flat})-b_i^c(t)|_{1}^{p}\|\varphi^*\|_\infty^{p}) d td s\bigg\} \\ \leq\, &140^{p-1} \max _{i \in\mathcal{J}}\bigg\{\bigg( \frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{p+q}{q}}((\bar{b}_i^c)^{p} \|\varphi^*(t+{\flat})-\varphi^*(t)\|_{B^{p}}^{p}+\|\varphi^*\|_{\infty}^{p}\varepsilon^{p})\bigg\}, \\ K_{8}\leq\, & 70^{p-1} \max _{i \in\mathcal{J}}\bigg\{(\frac{1}{\underline{b}_{i}^{\emptyset}})^{\frac{2(p+q)}{q}} (\bar{b}_{i}^{\emptyset})^{p}\|\varphi^*\|^{p}_{\infty}\varepsilon^{\frac{p+q}{q}}\bigg\}, \\ K_{9}\leq\, &70^{p-1} \max _{i \in\mathcal{J}}\bigg\{\vartheta_i^{-p}\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^l \bigg[ \int_{-\infty}^te^{-\int_s^t b_i^{\emptyset}(u+{\flat}) d u}ds \bigg]^{\frac{p}{q}}\\ &\times\int_{-\infty}^t e^{-\int_s^t b_i^{\emptyset}(u+{\flat}) d u} \bigg|\sum\limits_{j = 1}^n c_{i j}(s+{\flat})(f_j(\vartheta_j \varphi_j^*(s+{\flat}))-f_j(\vartheta_j \varphi_i^*(s)))\bigg|_1 ^pd sd t\bigg\} \\ \leq\, &70^{p-1} \max _{i \in\mathcal{J}}\bigg\{ \vartheta_i^{-p} \bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{p}{q}}\bigg(\sum\limits_{j = 1}^{n}(\bar{c}_{ij})^{q}\bigg)^{\frac{p}{q}}\sum\limits_{j = 1}^{n}(L_{j}^{f}\vartheta_{j})^{p}\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-\infty}^l e^{- \underline{b}_i^{\emptyset}(l-s)}\\ &\times\int_{s-2l}^{s} |\varphi_j^*(t+{\flat}))- \varphi_i^*(t)|_1 ^p d t d s\bigg\} \\ \leq\, &70^{p-1} \max _{i \in\mathcal{J}}\bigg\{ \vartheta_i^{-p} \bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{p+q}{q}}\bigg(\sum\limits_{j = 1}^{n}(\bar{c}_{ij})^{q}\bigg)^{\frac{p}{q}}\sum\limits_{j = 1}^{n}(L_{j}^{f}\vartheta_{j})^{p}\|\varphi^*(t+{\flat}))- \varphi^*(t)\|_{B^{p}} ^p\bigg\}, \\ K_{10}\leq\, &70^{p-1} \max _{i \in\mathcal{J}}\bigg\{\vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{p+q}{q}}n^{\frac{p}{q}}\sum\limits_{j = 1}^{n}(L_{j}^{f}\vartheta_{j})^{p}\|\varphi^*\|_{\infty}^{p}\varepsilon^{p}\bigg\}, \\ K_{11}\leq\, &70^{p-1} \max _{i \in\mathcal{J}}\bigg\{\vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{2(p+q)}{q}} \bigg(\sum\limits_{j = 1}^{n}(\bar{c}_{ij})^{q}\bigg)^{\frac{p}{q}}\sum\limits_{j = 1}^{n}(L_{j}^{f}\vartheta_{j})^{p}\|\varphi^*\|_{\infty}^{p}\varepsilon^{\frac{p+q}{q}}\bigg\}, \\ K_{12} \leq\, &140^{p-1} \max _{i \in\mathcal{J}}\bigg\{\vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{p+1}{q}} \bigg(\sum\limits_{j = 1}^{n}(\bar{u}_{ij})^{q}\bigg)^{\frac{p}{q}} \sum\limits_{j = 1}^{n}(L_{j}^{f}\vartheta_{j})^{p}\\ &\times\bigg[\frac{e^{\underline{b}_{i}^{\emptyset}\bar{\sigma}_{ij}}}{1-\bar{\sigma^{\prime}}_{ij}}\|\varphi^*(t+{\flat})-\varphi^*(t)\|_{B^{p}}^{p}+\varepsilon^{p}\bigg]\bigg\}, \\ \end{align*}
    \begin{align*} K_{13} \leq\, &70^{p-1} \max _{i \in\mathcal{J}}\bigg\{\vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{p+q}{q}}\sum\limits_{j = 1}^{n}(L_{j}^{f}\vartheta_{j})^{p}n^{\frac{p}{q}}\|\varphi^*\|_{\infty}^{p}\varepsilon^{p}\bigg\}, \\ K_{14}\leq\, &70^{p-1} \vartheta_i^{-p} \max _{i \in\mathcal{J}}\bigg\{\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^l\bigg[\int_{-\infty}^t\Big| e^{-\int_s^t b_i^{\emptyset}(u+{\flat}) d u}-e^{-\int_s^t b_i^{\emptyset}(u) d u} \Big|^{\frac{q}{p}}ds\bigg]^{\frac{p}{q}}\\ &\times\int_{-\infty}^t\Big| e^{-\int_s^t b_i^{\emptyset}(u+{\flat}) d u}-e^{-\int_s^t b_i^{\emptyset}(u) d u} \Big|^{\frac{p}{q}}\bigg|\sum\limits_{j = 1}^n u_{i j}(s) f_j(\vartheta_j \varphi_j^*(s-\sigma_{i j}(s))) \bigg|_1 ^pd s d t\bigg\} \\ \leq\, &70^{p-1} \max _{i \in\mathcal{J}}\bigg\{\vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{2(p+q)}{q}}\bigg(\sum\limits_{j = 1}^{n}(\bar{u}_{ij})^{q}\bigg)^{\frac{p}{q}}\sum\limits_{j = 1}^{n}(L_{j}^{f}\vartheta_{j})^{p}\|\varphi^*\|_{\infty}^{p}\varepsilon^{\frac{p+q}{q}}\bigg\}, \\ K_{15} \leq\, &140^{p-1} \max _{i \in\mathcal{J}}\bigg\{ \vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{p+q}{q}}\bigg[\sum\limits_{j = 1}^{n}(\bar{\mu}_{j})^{p}+\sum\limits_{j = 1}^{n}|\gamma_{ij}|^{p}_\infty\bigg]\varepsilon^{p} \bigg\}, \\ K_{16}\leq\, &70^{p-1} \vartheta_i^{-p} \max _{i \in\mathcal{J}}\bigg\{\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^l\bigg[\int_{-\infty}^t \Big|e^{-\int_s^t b_i^{\emptyset}(u+{\flat}) d u} -e^{-\int_{s}^{t}b_{i}^{\emptyset}(u)du}\Big|^{\frac{q}{p}}ds\bigg]^{\frac{p}{q}}\\ &\times\int_{-\infty}^t \Big|e^{-\int_s^t b_i^{\emptyset}(u+{\flat}) d u} -e^{-\int_{s}^{t}b_{i}^{\emptyset}(u)du}\Big|^{\frac{p}{q}}\bigg|\sum\limits_{j = 1}^n \gamma_{i j}(s) \mu_j(s)\bigg|_1 ^pd s d t \bigg\}\\ \leq\, &70^{p-1} \max _{i \in\mathcal{J}}\bigg\{\vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{2(p+q)}{q}} \bigg(\sum\limits_{j = 1}^{n}|\gamma_{ij}|^{q}_\infty\bigg)^{\frac{p}{q}}\sum\limits_{j = 1}^{n}(\bar{\mu}_{j})^{p}\varepsilon^{\frac{p+q}{q}}\bigg\}, \\ K_{17}\leq\, &70^{p-1} \max _{i \in\mathcal{J}}\bigg\{\vartheta_i^{-p}\overline{\lim\limits_{l\to\infty}}{ \frac{1}{2l}} \int_{-l}^l \bigg(\int_{-\infty}^t e^{-\int _s^t b_i^{\emptyset}( u+{\flat}) d u} ds\bigg)^{\frac{p}{q}}\int_{-\infty}^t e^{-\int _s^t b_i^{\emptyset}( u+{\flat}) d u} \\ &\times\bigg(\sum\limits_{j = 1}^n\sum\limits_{k = 1}^n \bar{\theta}_{i j k}(M^g_k|g_j(\vartheta_j \varphi_j^*(s+{\flat}-\delta_{i j k}(s+{\flat})))-g_j(\vartheta_j \varphi_j^*(s-\delta_{i j k}(s)))|_{1} \\ &+ M_j^g|g_k ( \vartheta_k \varphi_k^*(s+{\flat}-\delta_{i j k}(s+{\flat})))- g_k(\vartheta_k \varphi_k^*(s-\delta_{i j k}(s )))) |_{1})d sd t\bigg)^p\bigg\} \\ \leq\, &280^{p-1} \max _{i \in\mathcal{J}}\bigg\{\vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{p+q}{q}}n^{\frac{2p}{q}}\bigg[\sum\limits_{j = 1}^n \sum\limits_{k = 1}^n( \bar{\theta}_{i j k}M_k^gL_j^g\vartheta_j)^p+\sum\limits_{j = 1}^{n}\sum\limits_{k = 1}^{n}(\bar{\theta}_{ijk}M_j^gL_{k}^{g}\vartheta_{k})^{p}\bigg]\\ &\times\bigg(\frac{e^{\underline{b}_{i}^{\emptyset}\bar{\delta}_{ijk}}}{1-\bar{\delta^{\prime}}_{ijk}}\|\varphi^*(t+{\flat})-\varphi^*(t)\|_{B^{p}}^{p}+\varepsilon^{p}\bigg)\bigg\}, \\ K_{18} \leq\, &70^{p-1} \max _{i \in\mathcal{J}}\bigg\{\vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{p+q}{q}}n^{\frac{2p}{q}}\sum\limits_{k = 1}^{n} \sum\limits_{j = 1}^{n}(M_j^gM_{k}^{g})^{p}\varepsilon^{p}\bigg\}, \\ K_{19}\leq\, &70^{p-1}\max\limits_{i\in\mathcal{J}}\bigg\{\vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{2(p+q)}{p}}n^{\frac{2p}{q}} \sum\limits_{j = 1}^{n}\sum\limits_{k = 1}^{n}(\bar{\theta}_{ijk}M_j^gM_k^g)^{p}\varepsilon^{\frac{p+q}{q}}\bigg\}, \\ K_{20}\leq\, &140^{p-1} \max _{i \in\mathcal{J}}\bigg\{\vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{p+q}{q}}\bigg(\sum\limits_{j = 1}^n( \bar{\alpha}_{i j})^{q}\bigg)^{\frac{p}{q}}\sum\limits_{j = 1}^{n}(L_{j}^{f}\vartheta_{j})^{p} \\ &\times\bigg[\frac{e^{\underline{b}_{i}^{\emptyset}\bar{\eta}_{ij}}}{1-\bar{\eta^{\prime}}_{ij}}\|\varphi^*(t+{\flat})-\varphi^*(t)\|_{B^{p}}^{p}+\varepsilon^{p}\bigg]\bigg\}, \\ K_{21} \leq\, &70^{p-1} \max _{i \in \mathcal{J}}\bigg\{\vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{p+q}{q}}n^{\frac{p}{q}}\sum\limits_{j = 1}^{n}(L_{j}^{f}\vartheta_{j})^{p}\|\varphi^*\|_{\infty}^{p}\varepsilon^{p}\bigg\}, \\ \end{align*}
    \begin{align*} K_{22} \leq\, &70^{p-1} \max _{i \in\mathcal{J}}\bigg\{\vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{2(p+q)}{q}} \bigg(\sum\limits_{j = 1}^{n}(\bar{\alpha}_{ij})^{q}\bigg)^{\frac{p}{q}}\sum\limits_{j = 1}^{n}(L_{j}^{f}\vartheta_{j})^{p}\|\varphi^*\|_{\infty}^{p}\varepsilon^{\frac{p+q}{q}}\bigg\}, \\ K_{23} \leq\, &140^{p-1} \max _{i \in\mathcal{J}}\bigg\{\vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{p+q}{q}}\bigg(\sum\limits_{j = 1}^n (\bar{\beta}_{i j})^{q}\bigg)^{\frac{p}{q}}\sum\limits_{j = 1}^{n}(L_{j}^{f}\vartheta_{j})^{p}\\ &\times\bigg[\frac{e^{\underline{b}_{i}^{\emptyset}\bar{\eta}_{ij}}}{1-\bar{\eta^{\prime}}_{ij}}\|\varphi^*(t+{\flat})-\varphi^*(t)\|_{B^{p}}^{p} + \varepsilon^{p}\bigg] \bigg\}, \\ K_{24} \leq\, &70^{p-1} \max _{i \in \mathcal{J}}\bigg\{ \vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{p+q}{q}}n^{\frac{p}{q}}\sum\limits_{j = 1}^{n}(L_{j}^{f}\vartheta_{j})^{p}\|\varphi^*\|_{\infty}^{p}\varepsilon^{p}\bigg\}, \\ K_{25} \leq\, &70^{p-1} \max _{i \in\mathcal{J}}\bigg\{\vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{2(p+q)}{q}} \bigg(\sum\limits_{j = 1}^{n}(\bar{\beta}_{ij})^{q}\bigg)^{\frac{p}{q}}\sum\limits_{j = 1}^{n}(L_{j}^{f}\vartheta_{j})^{p}\|\varphi^*\|_{\infty}^{p}\varepsilon^{\frac{p+q}{q}}\bigg\}, \\ K_{26} \leq\, &280^{p-1} \max _{i \in\mathcal{J}}\bigg\{\vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{p+q}{q}}n^{\frac{2p}{q}}\bigg(\sum\limits_{j = 1}^n \sum\limits_{k = 1}^n(\bar{q}_{ijk}M_k^gL_{j}^{g}\vartheta_{j})^{p}+\sum\limits_{j = 1}^n \sum\limits_{k = 1}^n(\bar{q}_{ijk}M_j^gL_k^g\vartheta_k)^p\bigg)\\ &\times\bigg(\frac{e^{\underline{b}_{i}^{\emptyset}\bar{\delta}_{ijk}}}{1-\bar{\delta}_{ijk}^{\prime}}\|\varphi^*(t+{\flat})-\varphi^*(t)\|_{B^{p}}^{p}+\varepsilon^{p}\bigg)\bigg\}, \\ K_{27} \leq\, &70^{p-1} \max _{i \in\mathcal{J}}\bigg\{\vartheta_i^{-p} \bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{p+q}{q}}n^{\frac{2p}{q}}\sum\limits_{k = 1}^{n} \sum\limits_{j = 1}^{n}(M_j^gM_{k}^{g})^{p}\varepsilon^{p}\bigg\}, \\ K_{28} \leq\, &70^{p-1} \max _{i \in\mathcal{J}}\bigg\{\vartheta_i^{-p}(\frac{1}{\underline{b}_{i}^{\emptyset}})^{\frac{2(p+q)}{p}}n^{\frac{2p}{q}}\sum\limits_{j = 1}^{n}\sum\limits_{k = 1}^{n}(\bar{q}_{ijk}M_j^gM_k^g)^p\varepsilon^{\frac{p+q}{q}}\bigg\}, \\ K_{29} \leq\, &280^{p-1} \max _{i \in\mathcal{J}}\bigg\{\vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{p+q}{q}}n^{\frac{2p}{q}}\bigg(\sum\limits_{j = 1}^n \sum\limits_{k = 1}^n( \bar{\nu}_{ijk}M_{k}^{g}L_{j}^{g}\vartheta_{j})^{p}+\sum\limits_{j = 1}^n \sum\limits_{k = 1}^n( \bar{\nu}_{ijk}M_{j}^{g}L_{k}^{g}\vartheta_{k})^{p}\bigg)\\ &\times\bigg(\frac{e^{\frac{p}{q}\underline{b}_{i}^{\emptyset}\bar{\delta}_{ijk}}}{1-\bar{\delta^{\prime}}_{ijk}}\|\varphi^*(t+{\flat})-\varphi^*(t)\|_{B^{p}}^{p}+\varepsilon^{p}\bigg)\bigg\}, \\ K_{30} \leq\, &70^{p-1}\max\limits_{i\in\mathcal{J}}\bigg\{\vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{p+q}{q}} n^{\frac{2p}{q}}\sum\limits_{k = 1}^{n}\sum\limits_{j = 1}^{n}(M_j^gM_k^g )^p\varepsilon^{p}\bigg\}, \\ K_{31}\leq\, & 70^{p-1} \max _{i \in\mathcal{J}}\bigg\{\vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{2(p+q)}{p}}n^{\frac{2p}{q}}\sum\limits_{j = 1}^{n}\sum\limits_{k = 1}^{n}(\bar{\nu}_{ijk}M_j^gM_k^g)^p\varepsilon^{\frac{p+q}{q}}\bigg\}, \\ K_{32} \leq\, &140^{p-1} \max _{i \in\mathcal{J}}\bigg\{\vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{p+q}{q}}\bigg[\bigg(\sum\limits_{j = 1}^{n}(\bar{\mu}_{j})^{q}\bigg)^{\frac{p}{q}} +\bigg(\sum\limits_{j = 1}^{n}(|T_{ij}|_\infty)^{q}\bigg)^{\frac{p}{q}}\bigg]\varepsilon^{p} \bigg\}, \\ K_{33} \leq\, &70^{p-1} \max _{i \in\mathcal{J}}\bigg\{\vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{2(p+q)}{q}} n^{\frac{p}{q}}\sum\limits_{j = 1}^{n}(|T_{ij}|_\infty\bar{\mu}_{j})^{p}\varepsilon^{\frac{p+q}{q}}\bigg\}, \\ K_{34} \leq\, &140^{p-1} \max _{i \in\mathcal{J}}\bigg\{\vartheta_i^{-p} \bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{p+1}{q}}\bigg[\bigg(\sum\limits_{j = 1}^{n}(\bar{\mu}_{j})^{q}\bigg)^{\frac{p}{q}} +\bigg(\sum\limits_{j = 1}^{n}(|S_{ij}|_\infty)^{q}\bigg)^{\frac{p}{q}}\bigg]\varepsilon^{p} \bigg\}, \\ K_{35} \leq\, &70^{p-1} \max _{i \in\mathcal{J}}\bigg\{ \vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{2(p+q)}{q}} n^{\frac{p}{q}}\sum\limits_{j = 1}^{n}(|S_{ij}|_\infty\bar{\mu}_{j})^{p}\varepsilon^{\frac{p+q}{q}}\bigg\}, \\ K_{36} \leq\, &70^{p-1} \max _{i \in\mathcal{J}}\bigg\{\vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{p+q}{q}}\varepsilon^{p} \bigg\}, \\ K_{37} \leq\, &70^{p-1} \max _{i \in\mathcal{J}}\bigg\{\vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{2(p+q)}{q}}|I_{i}|_\infty^{p}\varepsilon^{\frac{p+q}{q}}\bigg\}. \end{align*}

    From the above estimates, it follows that

    \begin{align} &\|\varphi^*(t+{\flat})-\varphi^*(t)\|_{B^{p}}^{p} \leq P\|\varphi^*(t+{\flat})-\varphi^*(t)\|_{B^{p}}^{p}+Q\varepsilon^{p}, \end{align} (3.12)

    where P is defined in condition (A_4) and

    \begin{align*} Q = \, & 2^{p-1}\max _{i \in \mathcal{J}}\bigg\{4^{p-1}(\bar{a}_{i})^{p}\varepsilon^{p-1}+2^{p-1} \bigg( \frac{r}{1-\rho}\bigg)^p\varepsilon^{p-1}+70^{p-1}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{p+q}{q}}(\bar{a}_{i}\bar{b}_{i}^{\emptyset})^{p}\varepsilon^{p-1}\\ &+35^{p-1} \bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{p+q}{q}}(\bar{b}_{i}^{\emptyset})^{p}\bigg(\frac{r}{1-\rho}\bigg)^{p}\varepsilon^{p-1}+35^{p-1} \bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{p+q}{q}}(\bar{a}_{i})^{p}\bigg(\frac{r}{1-\rho}\bigg)^{p}\varepsilon^{p-1}\\ &+35^{p-1} \bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{2(p+q)}{q}} (\bar{a}_{i}\bar{b}_{i}^{\emptyset})^{p}\bigg(\frac{r}{1-\rho}\bigg)^{p}\varepsilon^{\frac{p}{q}}+70^{p-1} \bigg( \frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{p+q}{q}}\bigg(\frac{r}{1-\rho}\bigg)^{p}\varepsilon^{p-1}\\ &+35^{p-1} (\frac{1}{\underline{b}_{i}^{\emptyset}})^{\frac{2(p+q)}{q}} (\bar{b}_{i}^{\emptyset})^{p}\bigg(\frac{r}{1-\rho}\bigg)^{p}\varepsilon^{\frac{p}{q}}+35^{p-1} \vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{p+q}{q}}n^{\frac{p}{q}}\sum\limits_{j = 1}^{n}(L_{j}^{f}\vartheta_{j})^{p}\\ &\times\bigg(\frac{r}{1-\rho}\bigg)^{p} \varepsilon^{p-1}+35^{p-1} \vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{2(p+q)}{q}} \bigg(\sum\limits_{j = 1}^{n}(\bar{c}_{ij})^{q}\bigg)^{\frac{p}{q}}\sum\limits_{j = 1}^{n}(L_{j}^{f}\vartheta_{j})^{p}\bigg(\frac{r}{1-\rho}\bigg)^{p}\varepsilon^{\frac{p}{q}}\\ &+ 70^{p-1}\vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{p+1}{q}} \bigg(\sum\limits_{j = 1}^{n}(\bar{u}_{ij})^{q}\bigg)^{\frac{p}{q}} \sum\limits_{j = 1}^{n}(L_{j}^{f}\vartheta_{j})^{p}\varepsilon^{p-1}+35^{p-1} \vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{p+q}{q}}\\ &\times \sum\limits_{j = 1}^{n}(L_{j}^{f}\vartheta_{j})^{p}n^{\frac{p}{q}}\bigg(\frac{r}{1-\rho}\bigg)^{p}\varepsilon^{p-1}+35^{p-1} \vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{2(p+q)}{q}} \bigg(\sum\limits_{j = 1}^{n}(\bar{u}_{ij})^{q}\bigg)^{\frac{p}{q}}\sum\limits_{j = 1}^{n}(L_{j}^{f}\vartheta_{j})^{p}\\ &\times \bigg(\frac{r}{1-\rho}\bigg)^{p}\varepsilon^{\frac{p}{q}}+70^{p-1} \vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{p+q}{q}}\bigg[\sum\limits_{j = 1}^{n}(\bar{\mu}_{j})^{p}+\sum\limits_{j = 1}^{n}|\gamma_{ij}|^{p}_\infty\bigg]\varepsilon^{p-1} \\ &+35^{p-1} \vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{2(p+q)}{q}} \bigg(\sum\limits_{j = 1}^{n}|\gamma_{ij}|^{q}_\infty\bigg)^{\frac{p}{q}}\sum\limits_{j = 1}^{n}(\bar{\mu}_{j})^{p}\varepsilon^{\frac{p}{q}}+140^{p-1} \vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{p+q}{q}}n^{\frac{2p}{q}}\\ &\times\bigg[\sum\limits_{j = 1}^n \sum\limits_{k = 1}^n( \bar{\theta}_{i j k}M_k^gL_j^g\vartheta_j)^p+\sum\limits_{j = 1}^{n}\sum\limits_{k = 1}^{n}(\bar{\theta}_{ijk}M_j^gL_{k}^{g}\vartheta_{k})^{p}\bigg]\varepsilon^{p-1}\bigg\} +35^{p-1} \vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{p+q}{q}}\\ &\times n^{\frac{2p}{q}}\sum\limits_{k = 1}^{n} \sum\limits_{j = 1}^{n}(M_j^gM_{k}^{g})^{p}\varepsilon^{p-1}+35^{p-1}\vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{2(p+q)}{p}}n^{\frac{2p}{q}} \sum\limits_{j = 1}^{n}\sum\limits_{k = 1}^{n}(\bar{\theta}_{ijk}M_j^gM_k^g)^{p}\varepsilon^{\frac{p}{q}}\\ &+70^{p-1} \vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{p+q}{q}}\bigg(\sum\limits_{j = 1}^n( \bar{\alpha}_{i j})^{q}\bigg)^{\frac{p}{q}}\sum\limits_{j = 1}^{n}(L_{j}^{f}\vartheta_{j})^{p}\varepsilon^{p-1}\bigg]+35^{p-1} \vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{p+q}{q}}\\ &\times n^{\frac{p}{q}}\sum\limits_{j = 1}^{n}(L_{j}^{f}\vartheta_{j})^{p}\|\varphi^*\|_{\infty}^{p}\varepsilon^{p-1}+35^{p-1} \vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{2(p+q)}{q}} \bigg(\sum\limits_{j = 1}^{n}(\bar{\alpha}_{ij})^{q}\bigg)^{\frac{p}{q}}\sum\limits_{j = 1}^{n}(L_{j}^{f}\vartheta_{j})^{p}\\ &\times \bigg(\frac{r}{1-\rho}\bigg)^{p}\varepsilon^{\frac{p}{q}}+700^{p-1} \vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{p+q}{q}}\bigg(\sum\limits_{j = 1}^n (\bar{\beta}_{i j})^{q}\bigg)^{\frac{p}{q}}\sum\limits_{j = 1}^{n}(L_{j}^{f}\vartheta_{j})^{p}\varepsilon^{p-1} \end{align*}
    \begin{align*} &\;\;\;\;\;\;+35^{p-1} \vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{p+q}{q}}n^{\frac{p}{q}}\sum\limits_{j = 1}^{n}(L_{j}^{f}\vartheta_{j})^{p}\bigg(\frac{r}{1-\rho}\bigg)^{p}\varepsilon^{p-1}+35^{p-1} \vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{2(p+q)}{q}}\\ &\;\;\;\;\;\;\times\bigg(\sum\limits_{j = 1}^{n}(\bar{\beta}_{ij})^{q}\bigg)^{\frac{p}{q}}\sum\limits_{j = 1}^{n}(L_{j}^{f}\vartheta_{j})^{p}\|\varphi^*\|_{\infty}^{p}\varepsilon^{\frac{p}{q}}+140^{p-1} \vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{p+q}{q}}n^{\frac{2p}{q}}\\ &\;\;\;\;\;\;\times\bigg(\sum\limits_{j = 1}^n \sum\limits_{k = 1}^n(\bar{q}_{ijk}M_k^gL_{j}^{g}\vartheta_{j})^{p}+\sum\limits_{j = 1}^n \sum\limits_{k = 1}^n(\bar{q}_{ijk}M_j^gL_k^g\vartheta_k)^p\bigg)\varepsilon^{p-1}+35^{p-1} \vartheta_i^{-p} \bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{p+q}{q}}\\ &\;\;\;\;\;\;\times n^{\frac{2p}{q}} \sum\limits_{k = 1}^{n}\sum\limits_{j = 1}^{n}(M_j^gM_{k}^{g})^{p}\varepsilon^{p-1}+35^{p-1} \vartheta_i^{-p}(\frac{1}{\underline{b}_{i}^{\emptyset}})^{\frac{2(p+q)}{p}}n^{\frac{2p}{q}}\sum\limits_{j = 1}^{n}\sum\limits_{k = 1}^{n}(\bar{q}_{ijk}M_j^gM_k^g)^p\varepsilon^{\frac{p}{q}}\\ &\;\;\;\;\;\;+140^{p-1} \vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{p+q}{q}}n^{\frac{2p}{q}}\bigg(\sum\limits_{j = 1}^n \sum\limits_{k = 1}^n( \bar{\nu}_{ijk}M_{k}^{g}L_{j}^{g}\vartheta_{j})^{p}+\sum\limits_{j = 1}^n \sum\limits_{k = 1}^n( \bar{\nu}_{ijk}M_{j}^{g}L_{k}^{g}\vartheta_{k})^{p}\bigg)\varepsilon^{p-1}\\ &\;\;\;\;\;\;+35^{p-1}\vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{p+q}{q}} n^{\frac{2p}{q}}\sum\limits_{k = 1}^{n}\sum\limits_{j = 1}^{n}(M_j^gM_k^g )^p\varepsilon^{p-1}+35^{p-1}\vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{2(p+q)}{p}}n^{\frac{2p}{q}}\\ &\;\;\;\;\;\;\times\sum\limits_{j = 1}^{n}\sum\limits_{k = 1}^{n}(\bar{\nu}_{ijk}M_j^gM_k^g)^p\varepsilon^{\frac{p}{q}}+70^{p-1} \vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{p+q}{q}}\bigg[\bigg(\sum\limits_{j = 1}^{n}(\bar{\mu}_{j})^{q}\bigg)^{\frac{p}{q}}\\ &\;\;\;\;\;\;+\bigg(\sum\limits_{j = 1}^{n}(|T_{ij}|_\infty)^{q}\bigg)^{\frac{p}{q}}\bigg]\varepsilon^{p-1}+35^{p-1} \vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{2(p+q)}{q}} n^{\frac{p}{q}}\sum\limits_{j = 1}^{n}(|T_{ij}|_\infty\bar{\mu}_{j})^{p}\varepsilon^{\frac{p}{q}}\\ &\;\;\;\;\;\;+70^{p-1} \vartheta_i^{-p} \bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{p+1}{q}}\bigg[\bigg(\sum\limits_{j = 1}^{n}(\bar{\mu}_{j})^{q}\bigg)^{\frac{p}{q}} +\bigg(\sum\limits_{j = 1}^{n}(|S_{ij}|_\infty)^{q}\bigg)^{\frac{p}{q}}\bigg]\varepsilon^{p-1} \\ &\;\;\;\;\;\;+35^{p-1} \vartheta_i^{-p} \bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{2(p+q)}{q}} n^{\frac{p}{q}}\sum\limits_{j = 1}^{n}(|S_{ij}|_\infty\bar{\mu}_{j})^{p}\varepsilon^{\frac{p}{q}}+35^{p-1}\vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{p+q}{q}}\varepsilon^{p-1} \\ &\;\;\;\;\;\;+35^{p-1} \vartheta_i^{-p}\bigg(\frac{1}{\underline{b}_{i}^{\emptyset}}\bigg)^{\frac{2(p+q)}{q}}|I_{i}|_\infty^{p}\varepsilon^{\frac{p}{q}}\bigg\}. \end{align*}

    Hence, by (3.12) and (A_4) , it holds that

    \begin{align*} \|\varphi^*(t+{\flat})-\varphi^*(t)\|_{B^{p}}^{p} \leq\frac{Q\varepsilon^{p}}{1-P}, \end{align*}

    which implies that \varphi^{*} is B^p -almost periodic. The proof is finished.

    Remark 3.1. Although we can prove that W = (L^\infty(\mathbb{R}, \mathcal{A})\cap B_{AP}^p(\mathbb{R}, \mathcal{A}), \|\cdot\|_\infty) is a Banach space, we still cannot directly use the fixed point theorem to determine the existence of almost periodic solutions for (1.1). Because there are higher-order terms in system (1.1), and W is not an algebra, we cannot prove that operator T is a self mapping.

    It is easy to prove the following stability results using the same method as the proof of Theorem 4.1 in [33] or the proof of Theorem 15 in [31].

    Theorem 3.2. Assume that (A_{1})-(A_{4}) hold. Then system (1.1) possesses a unique Besicovitch almost periodic solution, which is globally exponentially stable, i.e., if \bar{x} is the Besecovitch almost periodic solution with initial value \bar{\varphi} and x(t) is an arbitrary solution of system (1.1) with initial value \varphi , then there exist positive numbers \zeta > 0 and N > 0 satisfying

    |x(t)-\bar{x}(t)|_{1}\leq N\|\varphi-\bar{\varphi}\|_{\varrho}e^{-\zeta t}, \, \, \, t > 0,

    in which \|\varphi-\bar{\varphi}\|_{\varrho} = \max\limits_{i\in\mathcal{J}}\bigg\{\sup\limits_{t\in[- \varrho, 0]}|\varphi_{i}(t)-a_{i}(t)\varphi_{i}(t)-(\bar{\varphi}_{i}(t)-a_{i}(t)\bar{\varphi}_{i}(t))|_{1}\bigg\} .

    In this section, we provide an example to demonstrate the validity of the results obtained in this paper.

    Example 4.1. In system (1.1), let m = 3, n = 2 , and for i, j, k = 1, 2 , take the coefficients are as follows:

    \begin{align*} x_i(t) = \, &e_0x_i^0(t)+e_1x_i^1(t)+e_2x_i^2(t)+e_3x_i^3(t)+e_{12}x_i^{12}(t)+e_{13}x_i^{13}(t)+e_{23}x_i^{23}(t)+e_{123}x_i^{123}(t), \\ f_j(x) = \, &\frac{1}{100}e_{0}\sin{x_j^{12}}+\frac{3}{250}\sin(x_j^{12}+x_j^{123})e_{1}+\frac{1}{168}\sin(x_j^{1}+x_j^{13})e_{2}+\frac{1}{53}\sin(x_j^{2}+x_j^{123})e_{3}\\ &+\frac{1}{125}e_{12}\arctan{x_j^{3}}+\frac{1}{156}\sin(x_j^{3}+x_j^{123})e_{13}+\frac{1}{150}e_{23}\tanh{x_j^{12}}+\frac{1}{40}\sin(x_j^{1}+x_j^{12}\\ &+x_j^{123})e_{123}, \\ g_j(x) = \, &\frac{1}{48}e_{0}\sin{x_j^{13}}+\frac{1}{153}\sin(x_j^{12}+x_j^{23})e_{1}+\frac{1}{150}e_{2}\arctan{x_j^{13}}+\frac{1}{120}\sin(x_j^{12}+x_j^{123})e_{3}\\ &+\frac{1}{150}\sin(x_j^{12}-x_j^{23})e_{12}+\frac{1}{250}\sin(x_j^{2}+x_j^{13})e_{13}+\frac{1}{57}e_{23}\sin{x_j^{13}}+\frac{1}{60}\sin(x_j^{0}+x_j^{3}\\ &+x_j^{23})e_{123}, \\ a_1(t) = \, &(0.01+0.004\sin{t})e_0+(0.01+0.001\sin{\sqrt{6}t})e_1+(0.01+0.001\cos{\sqrt{3}t})e_2\\ &+(0.01+0.002\sin{\sqrt{5}t})e_3+(0.01+0.003\sin{t})e_{12}+(0.01+0.002\cos{t})e_{13}\\ &+(0.01+0.002\cos{\sqrt{2}t})e_{23}+(0.01+0.002\sin{\sqrt{2}t})e_{123}, \\ a_2(t) = \, &(0.01+0.002\sin{t})e_0+(0.01+0.002\cos{3t})e_1+(0.01+0.001\sin{\sqrt{2}t})e_2\\ &+(0.01+0.001\sin{\sqrt{7}t})e_3+(0.01+0.001\sin{\sqrt{5}t})e_{12}+(0.01+0.002\cos{t})e_{13}\\ &+(0.01+0.002\cos{\sqrt{5}t})e_{23}+(0.01+0.002\sin{\sqrt{3}t})e_{123}, \\ b_{1}(t) = \, & (10+0.05\sin t)e_0+(0.2+0.01\cos\sqrt{2}t)e_1+(0.2+0.02\sin t)e_2\\ &+(0.2+0.01\sin\sqrt{3}t)e_3+(0.2+0.06\sin3t)e_{12}+(0.2+0.05\sin2t)e_{13}\\ &+(0.2+0.01\sin t)e_{23}+(0.2+0.01\cos\sqrt{3}t)e_{123}, \\ b_2(t) = \, & (0.2+0.01\cos\sqrt{3}t)e_0+(0.2+0.02\sin t)e_1+(0.2+0.07\cos t)e_2\\ &+(0.2+0.05\cos\sqrt{5}t)e_3+(10+0.05\sin\sqrt{5}t)e_{12}+(0.2+0.02\cos\sqrt{5}t)e_{13}\\ &+(0.2+0.01\sin t)e_{23}+(0.2+0.01\sin7t)e_{123}, \\ c_{11}(t) = \, &0.01e_{0}\sin{2t}+0.02e_{3}\sin{2t}+0.02e_{23}\cos{\sqrt{2}t}+0.03e_{123}\cos{11t}, \\ c_{12}(t) = \, &0.01e_{0}\sin{\sqrt{5}t}+0.02e_{2}\cos^{2}{3t}+0.01e_{3}\sin{5t}+0.03e_{12}\sin{\sqrt{3}t}, \\ c_{21}(t) = \, &0.01e_{0}\sin{6t}+0.02e_{3}\cos{\sqrt{2}t}+0.03e_{23}\cos{\sqrt{3}t}+0.03e_{123}\cos^{2}{2t}, \\ c_{22}(t) = \, &0.01e_{0}\sin^{2}{7t}+0.04e_{2}\cos{6t}+0.04e_{3}\sin{\sqrt{5}t}+0.03e_{12}\cos{7t}, \\ u_{11}(t) = \, &0.02e_{0}\sin{4t}+0.01e_{3}\cos{\sqrt{2}t}+0.04e_{23}\cos{\sqrt{3}t}+0.03e_{123}\sin^{2}{2t}, \\ u_{12}(t) = \, &0.02e_{0}\cos{9t}+0.03e_{2}\cos^{2}{3t}+0.04e_{3}\sin{5t}+0.01e_{12}\sin{3t}, \\ u_{21}(t) = \, &0.02e_{0}\sin{3t}+0.03e_{3}\cos{\sqrt{3}t}+0.01e_{23}\cos{\sqrt{3}t}+0.02e_{123}\sin^{2}{7t}, \\ u_{22}(t) = \, &0.02e_{0}\cos{t}+0.03e_{2}\sin^{2}{5t}+0.03e_{3}\sin{3t}+0.04e_{12}\cos{2t}, \\ \alpha_{11}(t) = \, &0.01e_{3}\sin{3t}+0.04e_{12}\cos{5t}+0.02e_{13}\cos{\sqrt{5}t}+0.03e_{123}\sin^{2}{3t}, \\ \alpha_{12}(t) = \, &0.01e_{2}\sin{\sqrt{3}t}+0.02e_{3}\sin{4t}+0.03e_{12}\sin{7t}+0.01e_{123}\cos^{2}{5t}, \\ \alpha_{21}(t) = \, &0.03e_{3}\cos{4t}+0.01e_{12}\sin{\sqrt{5}t}+0.03e_{23}\cos{4t}+0.01e_{123}\cos^{2}{5t}, \\ \alpha_{22}(t) = \, &0.01e_{0}\cos{\sqrt{5}t}+0.04e_{3}\sin{3t}+0.03e_{12}\sin^{2}{3t}+0.02e_{123}\cos{4t}, \\ \beta_{11}(t) = \, &0.01e_{0}\cos{5t}+0.02e_{1}\sin{3t}+0.01e_{2}\sin{\sqrt{7}t}+0.03e_{123}\cos{3t}, \\ \beta_{12}(t) = \, &0.03e_{0}\sin{7t}+0.02e_{1}\sin{t}+0.03e_{2}\sin{\sqrt{3}t}+0.02e_{23}\sin{3t}, \\ \beta_{21}(t) = \, &0.03e_{0}\cos{7t}+0.02e_{1}\sin{\sqrt{5}t}+0.04e_{2}\sin{\sqrt{6}t}+0.01e_{123}\sin{5t}, \\ \beta_{22}(t) = \, &0.03e_{0}\cos{2t}+0.02e_{1}\cos{3t}+0.04e_{2}\cos{\sqrt{2}t}+0.02e_{23}\cos{3t}, \\ \theta_{111}(t) = \, &0.03e_{0}\sin{\sqrt{2}t}+0.02e_{1}\cos{\sqrt{5}t}+0.01e_{2}\sin{\sqrt{7}t}+0.02e_{12}\cos{2t}, \\ \theta_{112}(t) = \, &0.04e_{0}\cos{\sqrt{5}t}+0.02e_{1}\sin{3t}+0.03e_{2}\sin{\sqrt{3}t}+0.03e_{13}\cos{\sqrt{3}t}, \\ \theta_{121}(t) = \, &0.02e_{0}\sin{\sqrt{3}t}+0.02e_{2}\cos{3t}+0.04e_{12}\sin{\sqrt{6}t}+0.01e_{23}\cos{3t}, \\ \theta_{122}(t) = \, &0.03e_{0}\sin{\sqrt{5}t}+0.04e_{2}\cos{5t}+0.03e_{12}\sin{\sqrt{5}t}+0.02e_{23}\cos{4t}, \\ \theta_{211}(t) = \, &0.03e_{0}\sin{3t}+0.03e_{1}\cos{t}+0.01e_{2}\cos{4t}+0.01e_{12}\sin{5t}, \\ \theta_{212}(t) = \, &0.04e_{0}\cos{3t}+0.02e_{1}\sin{t}+0.01e_{2}\cos{3t}+0.01e_{13}\sin{3t}, \\ \theta_{221}(t) = \, &0.03e_{0}\sin{4t}+0.03e_{2}\cos{\sqrt{2}t}+0.02e_{12}\sin{5t}+0.03e_{23}\cos{3t}, \\ \theta_{222}(t) = \, &0.01e_{0}\sin{4t}+0.01e_{2}\cos{3t}+0.01e_{12}\sin{4t}+0.04e_{123}\cos{2t}, \\ q_{111}(t) = \, &0.06e_{0}\sin{5t}+0.04e_{1}\cos{6t}+0.03e_{12}\sin{\sqrt{3}t}+0.03e_{23}\sin^{2}{2t}, \\ q_{112}(t) = \, &0.05e_{0}\sin{2t}+0.02e_{1}\cos{\sqrt{2}t}+0.04e_{2}\sin{3t}+0.02e_{23}\cos{3t}, \\ q_{121}(t) = \, &0.02e_{0}\cos{4t}+0.02e_{1}\cos^{2}{3t}+0.05e_{2}\sin{4t}+0.03e_{23}\cos{4t}, \\ q_{122}(t) = \, &0.05e_{0}\sin{4t}+0.03e_{1}\cos{\sqrt{3}t}+0.03e_{12}\cos{2t}+0.04e_{23}\sin{3t}, \\ q_{211}(t) = \, &0.01e_{0}\cos{\sqrt{5}t}+0.02e_{1}\sin{3t}+0.04e_{12}\cos{\sqrt{3}t}+0.02e_{23}\sin{t}, \\ q_{212}(t) = \, &0.01e_{0}\cos{4t}+0.06e_{1}\cos{\sqrt{2}t}+0.03e_{12}\sin{5t}+0.04e_{23}\cos{2t}, \\ q_{221}(t) = \, &0.01e_{0}\cos{3t}+0.02e_{1}\sin{t}+0.02e_{2}\cos{\sqrt{3}t}+0.01e_{23}\sin{2t}, \\ q_{222}(t) = \, &0.01e_{0}\cos{9t}+0.05e_{1}\cos^{2}{3t}+0.03e_{12}\sin{t}+0.05e_{23}\cos{t}, \\ \nu_{111}(t) = \, &0.02e_{0}\sin{3t}+0.03e_{1}\cos{\sqrt{3}t}+0.01e_{2}\cos{5t}+0.01e_{12}\sin{4t}, \\ \nu_{112}(t) = \, &0.02e_{0}\cos{t}+0.03e_{1}\sin^{2}{5t}+0.02e_{12}\cos{3t}+0.03e_{23}\sin{2t}, \\ \nu_{121}(t) = \, &0.05e_{0}\sin{3t}+0.04e_{2}\sin{3t}+0.03e_{12}\cos{2t}+0.02e_{23}\sin{3t}, \\ \nu_{122}(t) = \, &0.03e_{0}\cos{2t}+0.04e_{2}\cos{\sqrt{3}t}+0.05e_{12}\sin{\sqrt{2}t}+0.04e_{23}\cos{\sqrt{3}t}, \\ \nu_{211}(t) = \, &0.03e_{0}\sin{7t}+0.04e_{1}\sin{3t}+0.02e_{2}\cos{\sqrt{3}t}+0.03e_{12}\sin{2t}, \\ \nu_{212}(t) = \, &0.05e_{0}\cos{5t}+0.02e_{2}\cos{4t}+0.03e_{12}\sin{7t}+0.04e_{23}\cos{t}, \\ \nu_{221}(t) = \, &0.02e_{0}\sin{3t}+0.03e_{2}\cos{2t}+0.04e_{12}\sin{t}+0.01e_{23}\cos{2t}, \\ \nu_{222}(t) = \, &0.03e_{0}\sin{6t}+0.03e_{2}\cos{t}+0.01e_{12}\sin{2t}+0.04e_{23}\cos{3t}, \\ I_1(t) = \, &0.32e_{0}(\sin{\sqrt{5}t}+\frac{1}{1+t^2})+0.5e_{1}\cos{\sqrt{2}t}+0.36e_{2}\sin{\sqrt{3}t}+0.23e_{3}\cos{\sqrt{3}t}\\ &+0.49e_{12}\sin{\sqrt{2}t}+0.25e_{13}\cos{\sqrt{5}t}+0.42e_{23}\cos{\sqrt{5}t}+0.15e_{123}(\sin{\sqrt{3}t}+e^{-|t|}), \\ I_2(t) = \, &0.25e_{0}\cos{\sqrt{3}t}+0.42e_{1}(\sin{\sqrt{2}t}+e^{-|t|})+0.28e_{2}\sin{\sqrt{3}t}+0.45e_{3}\cos{\sqrt{3}t}\\ &+0.32e_{12}(\cos{\sqrt{2}t}+\frac{1}{1+t^{2}})+0.46e_{13}\sin{\sqrt{3}t}+0.15e_{23}\sin{\sqrt{5}t}+0.26e_{123}\cos{\sqrt{3}t}, \\ \gamma_{ij}(t) = \, &0.07e_{0}\cos{2t}+0.03e_{1}\sin{2t}+0.04e_{2}(\sin{2t}+\frac{1}{1+t^{2}})+0.06e_{3}\cos{t}\\ &+0.08e_{12}(\sin{t}+e^{-|t|})+0.02e_{13}\cos{t}+0.05e_{23}\sin{2t}+0.04e_{123}\cos{t}, \\ \mu_{j}(t) = \, &0.2e_{0}\sin{\sqrt{2}t}+0.3e_{1}\sin{\sqrt{3}t}+0.4e_{2}\sin{\sqrt{2}t}+0.6e_{3}\cos{\sqrt{2}t}\\ &+0.8e_{12}\cos{\sqrt{3}t}+0.3e_{13}\cos{\sqrt{5}t}+0.4e_{23}\sin{\sqrt{3}t}+0.2e_{123}\cos{\sqrt{6}t}, \\ T_{ij}(t) = \, &0.006e_{0}\sin{t}+0.004e_{1}\sin{t}+0.003e_{2}(\sin{t}+\frac{1}{1+t^{2}})+0.001e_{3}\cos{t}\\ &+0.002e_{12}\sin{t}+0.003e_{13}(\cos{t}+e^{-|t|})+0.002e_{23}\cos{t}+0.005e_{123}\sin{t}, \\ S_{ij}(t) = \, &0.002e_{0}\cos{t}+0.003e_{1}\sin{t}+0.001e_{2}\cos{t}+0.001e_{3}(\sin{t}+\frac{1}{2+t^{2}})\\ &+0.003e_{12}(\sin{t}+e^{-|t+1|})+0.002e_{13}\cos{t}+0.001e_{23}\sin{t}+0.002e_{123}\cos{t}, \\ \sigma_{ij}(t) = \, &1-0.3\sin{t}, \quad \eta_{ij}(t) = 1-0.8\cos{3t}, \quad \delta_{ijk}(t) = 1-0.6\sin{2t}, \\ \tau_1(t) = \, &1-0.1\sin{t}, \quad \tau_2(t) = 1-0.3\cos{t} . \end{align*}

    Then, it is easy to see that conditions (A_1) and (A_2) are satisfied.

    Moreover, take \vartheta_{1} = \vartheta_{2} = 1, p = 3, q = \frac{3}{2} , then through simple calculations, we obtain

    \begin{align*} &\bar{a}_{1} = 0.014, \bar{a}_{2} = 0.012, \bar{b}_{1}^{\emptyset} = 10.05, \bar{b}_{1}^{c} = 0.26, \underline{b}_{1}^{\emptyset} = 9.95, \bar{b}_{2}^{\emptyset} = 10.05, \bar{b}_{2}^{c} = 0.27, \underline{b}_{2}^{\emptyset} = 9.95, \\ &\bar{c}_{11} = 0.03, \bar{c}_{12} = 0.03, \bar{c}_{21} = 0.03, \bar{c}_{22} = 0.04, \bar{u}_{11} = 0.04, \bar{u}_{12} = 0.04, \bar{u}_{21} = 0.03, \bar{u}_{22} = 0.04, \\ &\bar{\alpha}_{11} = 0.04, \bar{\alpha}_{12} = 0.03, \bar{\alpha}_{21} = 0.03, \bar{\alpha}_{22} = 0.04, \bar{\beta}_{11} = 0.03, \bar{\beta}_{12} = 0.03, \bar{\beta}_{21} = 0.04, \bar{\beta}_{22} = 0.04, \\ &\bar{\theta}_{111} = 0.03, \bar{\theta}_{112} = 0.04, \bar{\theta}_{121} = 0.04, \bar{\theta}_{122} = 0.04, \bar{\theta}_{211} = 0.03, \bar{\theta}_{212} = 0.04, \bar{\theta}_{221} = 0.03, \\ &\bar{\theta}_{222} = 0.04, \bar{q}_{111} = 0.06, \bar{q}_{112} = 0.05, \bar{q}_{121} = 0.05, \bar{q}_{122} = 0.05, \bar{q}_{211} = 0.04, \bar{q}_{212} = 0.06, \\ &\bar{q}_{221} = 0.02, \bar{q}_{222} = 0.05, \bar{\nu}_{111} = 0.03, \bar{\nu}_{112} = 0.03, \bar{\nu}_{121} = 0.05, \bar{\nu}_{122} = 0.05, \bar{\nu}_{211} = 0.04, \\ &\bar{\nu}_{212} = 0.05, \bar{\nu}_{221} = 0.04, \bar{\nu}_{222} = 0.04, \bar{\tau}_{i} = \bar{\tau}'_{i} = 0.1, \bar{\sigma}_{ij} = \bar{\sigma}'_{ij} = 0.3, \bar{\eta}_{ij} = \bar{\eta}'_{ij} = 0.8, \\ &\bar{\delta}_{ijk} = \bar{\delta}'_{ijk} = 0.6, L_{1}^{f} = L_{2}^{f} = \frac{1}{40}, L_{1}^{g} = L_{2}^{g} = \frac{1}{48}, M_{1}^{g} = M_{2}^{g} = \frac{1}{48} , \rho \approx0.054972 < 1, \\ &P\approx0.518973 < 1 . \end{align*}

    Hence, (A_{3}) and (A_{4}) are also satisfied. Consequently, in view of Theorem 3.2, we know that system (1.1) has a unique Besicovitch almost periodic solution that is globally exponentially stable (see Figures 14).

    Figure 1.  Curves of x_{1}^{0}(t), x_{2}^{0}(t), x_{1}^{1}(t) , and x_{2}^{1}(t) of system (1.1) with two different initial values.
    Figure 2.  Curves of x_{1}^{2}(t), x_{2}^{2}(t), x_{1}^{3}(t) , and x_{2}^{3}(t) of system (1.1) with two different initial values.
    Figure 3.  Curves of x_{1}^{12}(t), x_{2}^{12}(t), x_{1}^{13}(t) , and x_{2}^{13}(t) of system (1.1) with two different initial values.
    Figure 4.  Curves of x_{1}^{23}(t), x_{2}^{23}(t), x_{1}^{123}(t) , and x_{2}^{123}(t) of system (1.1) with two different initial values.

    Remark 4.1. Even when the system considered in Example 4.1 degenerates into a real-valued system, there are no existing results to derive the results of Example 4.1.

    This article introduces a new method to establish the existence and global exponential stability of Besicovitch almost periodic solutions for Clifford-valued high-order Hopfield fuzzy NNs with D operators. The methods and results of this article can be applied to study the generalized almost periodic and almost automorphic dynamics of high-order NNs.

    Bing Li: Methodology, Conceptualization, Writing - review and editing; Yuan Ning: Writing - original draft, Visualization; Yongkun Li: Methodology, Conceptualization, Funding acquisition, Writing - review and editing. All authors have read and approved the final version of the manuscript for publication.

    The authors declare they have not used Artificial Intelligence (AI) tools in the creation of this article.

    This work was supported by the National Natural Science Foundation of China, grant number 12261098.

    The authors declare no conflict of interest.



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