Research article

Evans model for dynamic economics revised

  • This paper argues that any economic phenomena should be observed by two different scales, and any economic laws are scale-dependent. A one-scale law arising in either macroeconomics or microeconomics might be mathematically correct and economically relevant, however, sparking debates might arise for a different scale. This paper re-analyzes the basic assumptions of the Evans model for dynamic economics, and it concludes that they are quite reasonable on a large time-scale, but the assumptions become totally invalid on a smaller scale, and a fractal modification has to be adopted. A two-scale price dynamics is suggested and a fractal variational theory is established to maximize the profit at a given period. Furthermore Evans 1924 variational principle for the maximal profit is easy to be solved for a quadratic cost function using the Lagrange multiplier method. Here a quadratic-cubic cost function and a nonlinear demand function are used, and the stationary condition of the variational formulation is derived step by step, and a more complex dynamic system is obtained. The present derivation process can be extended to a more complex cost function and a more complex demand function, and the paper sheds a promising light on mathematics treatment of complex economic problems.

    Citation: Ji-Huan He, Chun-Hui He, Hamid M. Sedighi. Evans model for dynamic economics revised[J]. AIMS Mathematics, 2021, 6(9): 9194-9206. doi: 10.3934/math.2021534

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  • This paper argues that any economic phenomena should be observed by two different scales, and any economic laws are scale-dependent. A one-scale law arising in either macroeconomics or microeconomics might be mathematically correct and economically relevant, however, sparking debates might arise for a different scale. This paper re-analyzes the basic assumptions of the Evans model for dynamic economics, and it concludes that they are quite reasonable on a large time-scale, but the assumptions become totally invalid on a smaller scale, and a fractal modification has to be adopted. A two-scale price dynamics is suggested and a fractal variational theory is established to maximize the profit at a given period. Furthermore Evans 1924 variational principle for the maximal profit is easy to be solved for a quadratic cost function using the Lagrange multiplier method. Here a quadratic-cubic cost function and a nonlinear demand function are used, and the stationary condition of the variational formulation is derived step by step, and a more complex dynamic system is obtained. The present derivation process can be extended to a more complex cost function and a more complex demand function, and the paper sheds a promising light on mathematics treatment of complex economic problems.



    Fixed point(fpt) theory is the epicenter of modern functional analysis with interesting applications in the study of various significant nonlinear phenomena, including convex optimization and minimization [1,2], variational inequalities [3], fractional calculus [4,5,6,7,8], homotopy perturbation theory [9,10], analytical chemistry [11], integral inequalities [12,13,14,15,16], Nash equilibrium problems as well as in network bandwidth allocation [17]. In fpt theory, the contractive conditions on underlying mappings play an important role in finding solutions of fpt problems. The Banach contraction principle (BCp) [18] is one of the most known applicable results on fpt of contraction mappings. This highly celebrated theorem (thrm), which is an essential tool in several areas of mathematical analysis, surfaced in 1922 in Banach thesis. Due to its usefulness and simplicity, many authors have come up with diverse extensions of the BCp (e.g. [19,20,21]). In 2012, Wardowski [22] brought up a notion of contraction, called ψ-contraction and coined a fptthrm which refined the BCp. Wardowski and Van Dung [23] initiated the idea of ψ-weak contraction and obtained a refinement of ψ-contraction. In [24], Secelean opined that condition (ψ2) in Wardowski's definition of ψ-contraction can be replaced with an equivalent and subtle one given by (ψ2):infψ=. Piri and Kumam [25]launched a variant of Wardowski's thrm by using the condition (ψ2). Cosentino and Vetro [26] toed the direction of ψ-contraction and proved fpt results of Hardy-Rogers-type. On the other hand, one of the active subfields of fpt theory that is also presently attracting the foci of investigators is the examination of hybrid contractions. The idea has been shaped in two lanes, viz. first, hybrid contraction deals with those contractions involving both single-valued and multi-valued mappings(mpn) and the second combines both linear and nonlinear contractions. For some articles in this direction, we refer [27,28,29]. Recently, Karapinar et al. [30] launched the notion of p-hybrid Wardowski contractions. Their results unified and extended several known fixed point theorems due to Wardowski [22], and related results. For other modifications of ψ-contractions and related fixed point theorems, the reader may consult [31,32,33,34,35,36].

    The focus of this article is to bring up a notion called r-hybrid ψ-contraction and establish novel fptthrm in the realm of complete metric space. Our results include as special cases, the fptthrm due to Wardowski [22], Cosentino and Vetro [26], Karapinar [19], Reich [21], and a few others in the corresponding literature. A nontrivial example is provided to indicate the generality of our ideas herein. Moreover, two applications of certain functional eqn arising in dynamic programming and integral eqn of Volterra type are provided to show possible usability of our results.

    In this section, a handful concepts and results needed in the sequel are recalled. Throughout the article, denote by R, R+ and N, are the set of real numbers, nonnegative reals and the set of natural numbers, respectively. Moreover, we denote a metric space and a complete metric space by Ms and CMs, respectively.

    ψ represents the family of functions(fnx) ψ:R+R:

    (ψ1) ψ is strictly increasing, that is, for all ,(0,), if < then, ψ()<ψ();

    (ψ2) for every sequence(seq) {n}nNR+, limnn=0 if and only if limnψ(n)=;

    (ψ3) there exists (0,1) such that limnψ()=0.

    Definition 2.1. [22] Let (Υ,μ) be a Ms. A mapping(mpn) :ΥΥ is called a ψ-contraction if there exist σ>0 and a fnx ψψ such that for all ς,ζΥ, μ(ς,ζ)>0 implies

    σ+ψ(μ(ς,ζ))ψ(μ(ς,ζ)). (2.1)

    Example 2.2. [22] Let ψ:R+R be defined by ψ()=ln,>0. Clearly, ψ satisfies (ψ1)(ψ3). Each mpn :ΥΥ satisfying (2.1) is a ψ-contraction such that for all ς,ζΥ with ςζ,

    μ(ς,ζ)eσμ(ς,ζ). (2.2)

    It is obvious that for all ς,ζΥ such that ς=ζ, the inequality (2.2) also holds; that is, is a BCp.

    Example 2.3. [22] Let ψ:R+R be defined by ψ()=ln+,>0, then ψ satisfies (ψ1)(ψ3). Therefore, from Condition (2.1), the mpn :ΥΥ is of the form

    μ(ς,ζ)μ(ς,ζ)eμ(ς,ζ)μ(ς,ζ)eσ,

    for all ς,ζΥ, ςζ.

    Remark 1. From (ψ1) and (2.1), it is easy to see that if is a ψ-contraction, then μ(ς,ζ)<μ(ς,ζ) for all ς,ζΥ such that ςζ, that is, is a contractive mapping. Hence, every ψ-contraction is a continuous mpn.

    Theorem 2.4. [22] Let (Υ,μ) be a CMs and :ΥΥ be a ψ-contraction. Then, has a unique fptuΥ, and for each ςΥ, the seq{nς}nN converges(cvg) to u.

    We design the set of all fpt of a mpn by ψiς().

    Definition 2.5. [30] Let M be the family of functions ψ:(0,)R:

    (ψa)ψ is strictly increasing;

    (ψb) there exists σ>0 such that for every ϖ0>0,

    σ+limϖϖ0infψ(ϖ)>limϖϖ0supψ(ϖ).

    In this section, we launch a new form of nonlinear contraction called r-hybrid ψ-contraction and establish the corresponding fpt results. Let (Υ,μ) be a metric space and :ΥΥ be a single-valued mpn. For r0 and ai0(i=1,2,3,4,5) such that 5i=1ai=1, we define:

    Ωr(ς,ζ)={[G(ς,ζ)]1r,for r>0,ς,ζΥ,H(ς,ζ),for r=0,ς,ζΥψiς(), (3.1)

    where

    G(ς,ζ)=a1(μ(ς,ζ))r+a2(μ(ς,ς))r+a3(μ(ζ,ζ))ra4(μ(ζ,ζ)(1+μ(ς,ς))1+μ(ς,ζ))ra5(μ(ζ,ς)(1+μ(ς,ζ))1+μ(ς,ζ))r (3.2)

    and

    H(ς,ζ)=(μ(ς,ζ))a1(μ(ς,ς))a2(μ(ζ,ζ))a3(μ(ζ,ζ)(1+μ(ς,ς))1+μ(ς,ζ))a4(μ(ς,ζ)+μ(ζ,ς)2)a5. (3.3)

    Definition 3.1. Let (Υ,μ) be a Ms. A mpn :ΥΥ is called an r-hybrid ψ-contraction if there exist ψM and σ>0 such that for each r>0, μ(ς,ζ)>0 implies

    σ+ψ(μ(ς,ζ))ψ(Ωr(ς,ζ)). (3.4)

    In particular, if (3.4) holds for r=0, we say that the mpn is a 0-hybrid ψ-contraction.

    Remark 2. Every ψ-contraction is an r-hybrid contraction, but the converse is not always true (see Example 3.3). In other words, the class of r-hybrid ψ-contractions is richer.

    Theorem 3.2. Let (Υ,μ) be a CMs and :ΥΥ be an r-hybrid ψ-contraction for r>0. Then, has a unique fpt in Υ.

    Proof. Let ς0Υ be arbitrary, and rename it as ς0:=ς. Note that if ς0=ς0, the proof is finished. We develop an iterative seq{ςn}nN given by ςn=ςn1,n1. Without loss of generality, let

    0<μ(ςn+1,ςn)=μ(ςn,ςn1)ifandonlyifςn+1ςn,nN. (3.5)

    Taking ς=ςn1 and ζ=ςn in (3.1) with r>0, we have

    Ωr(ςn1,ςn)=[G(ςn1,ςn)]1r=[a1(μ(ςn1,ςn))r+a2(μ(ςn1,ςn1))r+a3(μ(ςn,ςn))r+a4(μ(ςn,ςn)(1+μ(ςn1,ςn1))1+μ(ςn1,ςn))r+a5(μ(ςn,ςn1)(1+μ(ςn1,ςn))1+μ(ςn1,ςn))r]1r=[a1(μ(ςn1,ςn))r+a2(μ(ςn1,ςn))r+a3(μ(ςn,ςn+1))r+a4(μ(ςn,ςn+1)(1+μ(ςn1,ςn))1+μ(ςn1,ςn))r+a5(μ(ςn,ςn)(1+μ(ςn1,ςn+1))1+μ(ςn1,ςn))r]1r=[a1(μ(ςn1,ςn))r+a2(μ(ςn1,ςn))r+a3(μ(ςn,ςn+1))r+a4(μ(ςn,ςn+1))r]1r=[(a1+a2)(μ(ςn1,ςn))r+(a3+a4)(μ(ςn,ςn+1))r]1r. (3.6)

    From (3.4) and (3.6), we have

    σ+ψ(μ(ςn1,ςn))ψ(Ωr(ςn1,ςn)),

    that is,

    ψ(μ(ςn1,ςn))ψ(Ωr(ςn1,ςn))σ=ψ([(a1+a2)(μ(ςn1,ςn))r+(a3+a4)(μ(ςn,ςn+1))r]1r)σ. (3.7)

    Suppose that μ(ςn1,ςn)μ(ςn,ςn+1), then, from (3.7),

    ψ(μ(ςn1,ςn))ψ([(a1+a2+a3+a4)(μ(ςn,ςn+1))r]1r)σψ((μ(ςn,ςn+1)r)1r)σ=ψ(μ(ςn1,ςn))σ<ψ(μ(ςn1,ςn)),

    which is invalid. Therefore, max{μ(ςn1,ςn),μ(ςn,ςn+1)}=μ(ςn1,ςn), and there exists 0 such that

    limnμ(ςn1,ςn)=. (3.8)

    Assuming that >0, we have limnΩr(ςn1,ςn)=, and by (ψb), we get

    σ+ψ()ψ(), (3.9)

    from which we have ψ()ψ()σ<ψ(), a contradiction. Consequently,

    limnμ(ςn1,ςn)=0. (3.10)

    Next, we argue that {ςn}nN is a Cauchy seq in Υ. For this, assume that there exists ϵ>0 and seq{n(l)}, {m(l)} of positive integers satisfying n(l)>m(l) with

    μ(ςn(l),ςm(l))ϵμ(ςn(l)1,ςm(l))<ϵ. (3.11)

    for all lN. Hence, we obtain

    ϵμ(ςn(l),ςm(l))μ(ςn(l),ςn(l)1)+μ(ςn(l)1,ςm(l))<μ(ςn(l),ςn(l)1)+ϵ. (3.12)

    Letting n in (3.12), and using (3.10), yields

    limnμ(ςn(l),ςm(l))=ϵ. (3.13)

    By triangle inequality on Υ, we get

    0|μ(ςn(l)+1,ςm(l)+1)μ(ςn(l),ςm(l))|μ(ςn(l)+1,ςn(l))μ(ςm(l),ςm(l)+1).

    Hence,

    liml|μ(ςn(l)+1,ςm(l)+1)μ(ςn(l),ςm(l))|liml[μ(ςn(l)+1,ςn(l))μ(ςm(l),ςm(l)+))]=0. (3.14)

    It comes up that

    limlμ(ςn(l)+1,ςm(l)+1)=limlμ(ςn(l),ςm(l))=ϵ>0. (3.15)

    In addition, since

    ϵ=μ(ςn(l),ςm(l))μ(ςn(l),ςm(l)+1)+μ(ςm(l)+1,ςm(l))μ(ςn(l),ςn(l)+1)+μ(ςm(l),ςn(l)+1),

    then,

    limnμ(ςn(l),ςm(l)+1)=limnμ(ςm(l),ςn(l)+1)=ϵ.

    Thus, for all ln0, we get

    μ(ςn(l),ςm(l))=μ(ςn(l)+1,ςm(l)+1).

    Therefore, by (3.4), there exists σ>0 such that

    σ+ψ(μ(ςn(l)+1,ςm(l)+1))ψ(Ωr(ςn(l),ςm(l))), (3.16)

    where

    Ωr(ςn(l),ςm(l))=[a1(μ(ςn(l),ςm(l)))r+a2(μ(ςn(l),ςn(l)+1))r+a3(μ(ςm(l),ςm(l)+1))r+a4(μ(ςm(l),ςm(l)+1)(1+μ(ςn(l)+1,ςn(l)+1))1+μ(ςn(l),ςm(l)))+a5(μ(ςm(l),ςn(l)+1)(1+μ(ςn(l),ςm(l)+1))1+μ(ςn(l),ςm(l)))r]1r. (3.17)

    Moreover, since the fnxψ is nondecreasing, we have

    σ+limlinfψ(μ(ςn(l)+1,ςm(l)+1))σ+limlinfψ(μ(ςn(l),ςm(l)))limlinfψ(Ωr(ςn(l),ςm(l)))limlsupψ(Ωr(ςn(l),ςm(l))). (3.18)

    From (3.18), we have σ+ψ(ϵ)ψ(ϵ), that is, ψ(ϵ)ψ(ϵ)σ<ψ(ϵ), a contradiction. This proves that {ςn}nN is a Cauchy seq in Υ. Since Υ is a CMs, there exists uΥ such that

    limnμ(ςn,u)=0. Thus, there exists a subsequence {ςni} of {ςn}nN with ςni=u for each iN such that

    μ(u,u)=limiμ(ςni+1,u)=limiμ(ςni,u)=0,

    which implies that

    u=u. (3.19)

    Assume that (3.19) is not true. Then, there is a number n0N such that μ(ςn,u)>0 for all nn0. Now, using (3.4) with ς=ςn1 and ζ=u with r>0, we have

    σ+ψ(μ(ςn1,u))ψ(Ωr(ςn1,u)), (3.20)

    where

    Ωr(ςn1,u)=[a1(μ(ςn1,u))r+a2(μ(ςn1,ςn1))r+a3(μ(u,u))r+a4(μ(u,u)(1+μ(ςn1,ςn1))1+μ(ςn1,u))r+a5(μ(u,ςn1)(1+μ(ςn1,u))1+μ(ςn1,u))r]1r=[a1(μ(ςn1,u))r+a2(μ(ςn1,ςn))r+a3(μ(u,u))r+a4(μ(u,u)(1+μ(ςn1,ςn))1+μ(ςn1,u))r+a5(μ(u,ςn)(1+μ(ςn1,u))1+μ(ςn1,u))r]1r. (3.21)

    From (3.21), we have

    limnμ(ςn1,u)=μ(u,u)=limnΩr(ςn1,u)=[a2(μ(u,u))r+a3(μ(u,u))r+a4(μ(u,u))r]1r=[(a2+a3+a4)(μ(u,u))r]1r=(a2+a3+a4)1rμ(u,u). (3.22)

    Hence, from (3.20) and (3.22), we get

    σ+limϖμ(u,u)infψ((a2+a3+a4)1rϖ)σ+limϖμ(u,u)infψ(ϖ)<limϖμ(u,u)supψ((a2+a3+a4)1rϖ),

    which is a contradiction, according to (ψb). Thus, u=u.

    To show that the fpt of is unique, assume there exists uΥ with uu such that u=u so that μ(u,u)=μ(u,u)>0. Then, from (3.4), we have

    σ+ψ(μ(u,u))=σ+ψ(μ(u,u))ψ(Ωr(u,u))=ψ([a1(μ(u,u))r+a2(μ(u,u))r+a3(μ(u,u))r+a4(μ(u,u)(1+μ(u,u))1+μ(u,u))r+a5(μ(u,u)(1+μ(u,u))1+μ(u,u))r]1r)=ψ([a1(μ(u,u))r+a5(μ(u,u)(1+μ(u,u))1+μ(u,u))r]1r)=ψ([(a1+a5)(μ(u,u))r]1r)=ψ((a1+a5)1rμ(u,u))ψ(μ(u,u)),

    that is,

    ψ(μ(u,u))ψ(μ(u,u))σ<ψ(μ(u,u)),

    a contradiction. Therefore, u=u.

    Example 3.3. Let Υ=[0,1] and μ(ς,ζ)=|ςζ| for all ς,ζΥ. Then, (Υ,μ) is a CMs. Define :ΥΥ by

    ς={ς6,if ς[0,1)12,if ς=14.

    Take r=2,σ=ln(32),a1=14,a2=3649,a3=3196, a4=a5=0 and ψ(ϖ)=ln(ϖ) for all ϖ>0. Then, consider the following cases:

    Case 1. For ς,ζ[0,1) with ςζ, we have 0<μ(ς,ζ)=|ςζ|6 and

    σ+ψ(μ(ς,ζ))=ln(32)+ψ(|ςζ|6)=ln(3|ςζ|12)<ln(|ςζ|2)=ln(|ςζ|24)12=ln(a1(μ(ς,ζ))2)12ln(Ω2(ς,ζ)).

    Case 2. For ς[0,1) and ζ=1, we have 0<μ(ς,ζ)=|ς3|6, and

    σ+ψ(μ(ς,ζ))=ln(32)+ln(|ς3|6)=ln(|ς3|4)ln(67×12)=ln(3649μ(1,12)2)12ln(Ω2(ς,ζ)).

    Hence, all the assertions of Thrm 3.2 are satisfied. Consequently, has a unique fpt in Υ.

    Whereas, with ς=56, ζ=1,

    μ((56),(1))=1336>16=μ(56,1).

    And, for each ψM, there exists σ>0 such that

    σ+ψ(μ((56),(1)))=σ+ln(1336)>ln(16)=ψ(μ(56,1)).

    Therefore, is not a ψ-contraction. So, Thrm 2.4 due to Wardowski [22] is not applicable here.

    Remark 3. By taking a1=1,a2=a3=a4=a5=0 in the contractive condition (3.4), we obtain the contractive inequality (2.1) due to Wardowski [22].

    Theorem 3.4. Let (Υ,μ) be a CMs and :ΥΥ be a 0-hybrid ψ-contraction. Then, has a fpt in Υ, provided that for each sequence {n}nN in (0,), limnn=0 if and only if limnψ(n)=.

    Proof. On the same steps as in Thrm 3.2, we presume that for each nN,

    0<μ(ςn+1,ςn)=μ(ςn,ςn1)

    if and only if ςnςn+1. Setting ς=ςn1 and ζ=ςn in (3.3), we have

    Ω0(ςn1,ςn)=H(ςn1,ςn)=(μ(ςn1,ςn))a1(μ(ςn1,ςn1))a2(μ(ςn,ςn))a3(μ(ςn,ςn)(1+μ(ςn1,ςn1))1+μ(ςn1,ςn))a4(μ(ςn1,ςn)+μ(ςn,ςn1)2)a5=(μ(ςn1,ςn))a1(μ(ςn1,ςn))a2(μ(ςn,ςn+1))a3(μ(ςn,ςn+1)(1+μ(ςn1,ςn))1+μ(ςn1,ςn))a4(μ(ςn1,ςn+1)+μ(ςn,ςn)2)a5=(μ(ςn1,ςn))a1+a2(μ(ςn,ςn+1))a3+a4(μ(ςn1,ςn)+μ(ςn,ςn+1)2)a5. (3.23)

    Combining (3.4) and (3.23), we get

    σ+ψ(μ(ςn1,ςn))ψ(Ω0(ςn1,ςn))ψ[(μ(ςn1,ςn))a1+a2(μ(ςn,ςn+1))a3+a4(μ(ςn1,ςn)+μ(ςn,ςn+1)2)a5] (3.24)

    Assume that μ(ςn1,ςn)ψ(ςn,ςn+1), then, (3.24) gives

    ψ(μ(ςn,ςn+1))ψ[(μ(ςn,ςn+1))(5i=1ai)]σ=ψ(μ(ςn,ςn+1))σ<ψ(μ(ςn,ςn+1)), (3.25)

    a contradiction. Hence, μ(ςn,ςn+1)<μ(ςn1,ςn), for each nN, and there exists 0 such that limnμ(ςn1,ςn)=. We claim that =0. Otherwise, if >0, then, letting n in (3.25), yields ψ()<ψ(), which is not possible. It comes up that

    limnμ(ςn1,ςn)=0. (3.26)

    Now, for each nN and i1, we have

    Ω0(ςn,ςn+i)=(μ(ςn,ςn+i))a1(μ(ςn,ςn))a2(μ(ςn+i,ςn+i))a3(μ(ςn+i,ςn+i)(1+μ(ςn,ςn))1+μ(ςn,ςn+i))a4(μ(ςn,ςn+i)+μ(ςn+i,ςn)2)a5=(μ(ςn,ςn+i))a1(μ(ςn,ςn+1))a2(μ(ςn+i,ςn+i+1))a3(μ(ςn+i,ςn+i+1)(1+μ(ςn,ςn+1))1+μ(ςn,ςn+i))a4(μ(ςn,ςn+i+1)+μ(ςn+i,ςn+1)2)a5.

    Using (3.26), we obtain

    limnΩ0(ςn,ςn+i)=0. (3.27)

    Consequently, by hypotheses, limnψ(Ω0(ςn,ςn+i))=, and, since

    σ+limnψ(μ(ςn+1,ςn+1+i))limnψ(Ω0(ςn,ςn+i)),

    we get limnψ(μ(ςn,ςn+i))=, from which it follows that limnμ(ςn,ςn+1)=0. This shows that {ςn}nN is a Cauchy seq in Υ. Sine Υ is a CMs, there exists uΥ such that ςnu(n). Moreover, it is a routine to check that for ς=ςn and ζ=u in (3.3), we have Ω0(ςn,u)0(n). If we assume that there exists a subsequence {ςni} of {ςn}nN such that ςni=u, then,

    0=limnμ(ςni,u)=limnμ(ςni+1,u)=μ(u,u), (3.28)

    that is, u=u. Hence, let μ(ςn,u)>0 for each nN. Then, from (3.4), we obtain

    σ+ψ(μ(ςn,u))ψ(Ω0(ςn,u)). (3.29)

    Letting n in (3.29), we have limnψ(μ(ςn,u))=. Hence, u=u, since

    μ(u,u)=limnμ(ςn,u)=0.

    In what follows, we derive a few immediate consequences of Thrm 3.2 and 3.4.

    Corollary 1. Let (Υ,μ) be a CMs and :ΥΥ be a single-valued mpn. If there exist ψM and σ>0 such that for all ς,ζΥ with ςς, μ(ς,ζ)>0 implies

    σ+ψ(μ(ς,ζ))ψ(μ(ς,ζ)+μ(ς,ς)2),

    then, there exists uΥ such that u=u.

    Proof. Take r=1, a1=a2=12 and a3=a4=a5=0 in Theorem 3.2.

    Corollary 2. Let (Υ,μ) be a CMs and :ΥΥ be a single-valued mapping. If there exist ψM and σ>0 such that for all ς,ζΥψiς(), μ(ς,ζ)>0 implies

    σ+ψ(μ(ς,ζ))ψ(μ(ς,ς)+μ(ζ,ζ)2),

    then, there exists uΥ such that u=u.

    Proof. Put a1=a4=a5=0, a2=a3=12 and r=1 in Thrm 3.2.

    Corollary 3. Let (Υ,μ) be a CMs and :ΥΥ be a single-valued mpn. If there exist ψM and σ>0 such that for all ς,ζΥ, μ(ς,ζ)>0 implies

    σ+ψ(μ(ς,ζ))ψ(a1μ(ς,ζ)+a2μ(ς,ς)+a3μ(ζ,ζ)) (3.30)

    where 3i=1ai=1, then, has a unique fpt in Υ.

    Proof. Take r=1 and a4=a5=0 in Thrm 3.2.

    Corollary 4. Let (Υ,μ) be a CMs and :ΥΥ be a single-valued mpn. If there exist ψM, γ(0,1) and σ>0 such that for all ς,ζΥ, with ςς, μ(ς,ζ)>0 implies

    σ+ψ(μ(ς,ζ))ψ(μ(ς,ζ)γμ(ς,ς)1γ)

    then, there exists uΥ such that u=u.

    Proof. Set a1=γ,a2=1γ and a3=a4=a5=0 in Theorem 3.4.

    Remark 4. Following Corollaries 1–4, it is obvious that more particular cases of Thrm 3.2 and 3.4 can be pointed out.

    In this section, we show that some well-known fptthrm with metric space structure in the existing literature can be deduced as special cases of our results.

    Corollary 5. [26] Let (Υ,μ) be a CMs and :ΥΥ be a single-valued mpn, If there exist σ>0 and a mpn ψ:R+R such that for each ς,ζΥ, μ(ς,ζ)>0 implies

    σ+ψ(μ(ς,ζ))ψ(Λ1μ(ς,ς)+Λ2μ(ζ,ζ))

    for all nonnegative real numbers Λ1,Λ2[0,1) with 2i=1Λi=1, then, has a fpt in Υ.

    Proof. Put a1=0 and a2=Λ1,a3=Λ2 in Corollary 3.

    Definition 4.1. [21] Let (Υ,μ) be a Ms. A single-valued mpn :ΥΥ is called Reich contraction if there exist Λ1,Λ2,Λ3R+ with Λ1+Λ2+Λ3<1 such that for all ς,ζΥ,

    μ(ς,ζ)Λ1μ(ς,ζ)+Λ2μ(ς,ς)+Λ3μ(ζ,ζ). (4.1)

    Corollary 6. [21] Let (Υ,μ) be a CMs and :ΥΥ be a Reich contraction. Then, has a unique fpt in Υ.

    Proof. Take ψ(ϖ)=ln(ϖ) for all ϖ>0 and Λi=aieϱ in Corollary 3.

    Definition 4.2. [19] Let (Υ,μ) be a Ms. A mpn :ΥΥ is called an interpolative Kannan contraction if there exist γ(0,1) and λ(0,1) such that for all ς,ζΥψiς(),

    μ(ς,ζ)λ[μ(ς,ς)γμ(ζ,ζ)1γ.] (4.2)

    Corollary 7. [19] Let (Υ,μ) be a CMs and be an interpolative Kannan contraction. Then, has a fpt in Υ.

    Proof. From (4.2), for all ς,ζΥψiς() with μ(ς,ζ)>0, we have

    σ+ln(μ(ς,ζ))ln([μ(ς,ς)γμ(ζ,ζ)1γ]). (4.3)

    By taking ψ(ϖ)=ln(ϖ) for all ϖ>0, (4.3) becomes

    σ+ψ(μ(ς,ζ))ψ([μ(ς,ς)γμ(ζ,ζ)1γ])ψ(Ω0(ς,ζ)),

    where σ=ln(1λ). Therefore, putting a1=a4=a5=0, a2=γ and a3=1γ, Theorem 3.4 can be applied to find uΥ such that u=u.

    Mathematical optimization is one of the areas in which the techniques of fpt theory are generously used. It is a known fact that dynamic programming provides important tools for mathematical optimization and computer programming. In this direction, the problem of dynamic programming with regards to multistage process reduces to solving the functional eqn:

    h(ς)=supζG{g(ς,ζ)+S(ς,ζ,h((ς,ζ)))},ςL, (5.1)

    where :L×GL, g:L×GR and S:L×G×RR.

    Assume that K and W are Banach spaces, LK is a state space and GW is a decision space. Precisely, the studied process consists of :

    (i) a state space, which is the set of initial state, action and transition model of the process;

    (ii) a decision space, which is the set of possible actions that are allowed for the process.

    For further details of functional eqn arising in dynamic programming, the interested reader may consult Bellman and Lee [37]. In this section, we investigate the existence of bounded solution to the functional eqn (5.1). Let Υ=B(L) be the set of all bounded real-valued functions on L and, for an arbitrary element pΥ, take p=supςL|p(ς)|. Obviously, (Υ,.) equipped with the metric μ induced by the norm ., via:

    μ(p,q)=pq=supςL|p(ς)q(ς)| (5.2)

    for all p,qΥ, is a Banach space. In fact, the convergence(cvgnce) in Υ with respect to . is uniform. Hence, if we consider a Cauchy seq{pn}nN in Υ, then, {pn}nN cvg uniformly to a fnx say p, that is also bounded and so pΥ.

    Consider a mpn :ΥΥ defined by

    (p)(ς)=supζG{g(ς,ζ)+S(ς,ζ,p((ς,ζ)))} (5.3)

    for all pΥ and ςL. Clearly, if the fnxg and S are bounded, then is well-defined.

    For all p,qΥ, let

    G(p,q)=[Λ1(μ(p,q))r+Λ2(μ(p,p))r+Λ3(μ(q,q))rΛ4(μ(q,q)(1+μ(p,p))1+μ(p,q))r+Λ5(μ(q,p)(1+μ(p,q))1+μ(p,q))r]1r, (5.4)

    where Λi(i=1,2,3,4,5) are nonnegative real numbers satisfying 5i=1Λi=1.

    Theorem 5.1. Let :ΥΥ be a mpn represented in (5.3) and suppose that:

    (D1)S:L×G×RR and g:L×GR are continuous;

    (D2) there exists σ>0 such that

    |S(ς,ζ,p(ς))S(ς,ζ,q(ς))|eσG(p,q),

    for all p,qΥ, where ςL and ζG.

    Then, the functional eqn (5.1) has a bounded solution in Υ.

    Proof. First, note that (Υ,μ) is a CMs, where the metric μ is given by (5.2). Let ϱ>0 be an arbitrary real number, ςL and p1,p2Υ. then, there exist ζ1,ζ2G such that

    (p1)(ς)<g(ς,ζ1)+S(ς,ζ1,p1((ς,ζ1)))+ϱ, (5.5)
    (p2)(ς)<g(ς,ζ2)+S(ς,ζ2,p2((ς,ζ2)))+ϱ, (5.6)
    (p1)(ς)g(ς,ζ2)+S(ς,ζ2,p1((ς,ζ2))), (5.7)
    (p2)(ς)g(ς,ζ1)+S(ς,ζ1,p2((ς,ζ1))). (5.8)

    Hence, it follows from (5.5) and (5.8) that

    (p1)(ς)(p2)(ς)<S(ς,ζ1,p1((ς,ζ1)))S(ς,ζ1,p2((ς,ζ1)))+ϱ|S(ς,ζ1,p1((ς,ζ1)))S(ς,ζ1,p2((ς,ζ1)))|+ϱeσG(p1,p2)+ϱ,

    that is,

    (p1)(ς)(p2)(ς)eσG(p1,p2)+ϱ. (5.9)

    On similar steps, using (5.6) and (5.7), we get

    (p2)(ς)(p1)(ς)eσG(p1,p2)+ϱ. (5.10)

    Therefore, from (5.9) and (5.10), we have

    |(p1)(ς)(p2)(ς)|eσG(p1,p2)+ϱ. (5.11)

    Taking supremum over all ςL in (5.11), yields

    μ((p1),(p2))eσG(p1,p2)+ϱ. (5.12)

    Given that ϱ>0 is arbitrary, then, we deduce from (5.12) that

    μ((p1),(p2))eσG(p1,p2). (5.13)

    So, passing to logarithms in (5.13), gives

    σ+ln(μ((p1),(p2)))ln(G(p1,p2)). (5.14)

    By defining the fnxψ:(0,)R as ψ(ϖ)=ln(ϖ) for all ϖ>0, (5.14) becomes

    σ+ψ((p1),(p2))ψ(G(p1,p2)).

    Thus, is an r-hybrid ψ-contraction. Consequently, as an application of Thrm 3.2, we conclude that has a fpt in Υ, which corresponds to a solution of the functional eqn (5.1).

    Fpt for contractive operators on metric spaces are commonly investigated and have gained enormous applications in the theory of differential and integral eqn (see [34,36] and references therein). In this subsection, we apply Thrm 3.2 to discuss the existence and uniqueness of a solution to the following integral eqn of Volterra type:

    ς(ϖ)=f(ϖ)+ϖ0L(ϖ,s,ς(s))μs,ϖ[0,δ]=J, (6.1)

    where δ>0, L:J×J×RR and f:JR.

    Let Υ=C(J,R) be the space of all continuous real-valued fnx defined on J. And, for arbitrary ςΥ, define ςσ=supϖJ{|ς(ϖ)|eσϖ}, where σ>0. It is well-known that .σ is a norm equivalent to the supremum norm, and Υ equipped with the metric μσ defined by

    μσ(ς,ζ)=sup{|ς(ϖ)ζ(ϖ)|eσϖ}, (6.2)

    for all ς,ζΥ, is a Banach space.

    Theorem 6.1. Suppose that:

    (C1)L:J×J×RR and f:JR are continuous;

    (C2) there exists σ>0 such that for all s,ϖJ and ς,ζR,

    |L(ϖ,s,ς)L(ϖ,s,ζ)|σeσ|ςζ|.

    Then, the integral eqn(6.1) has a unique solution in Υ.

    Proof. Note that (Υ,μσ) is a CMs, where the metric μσ is given by (6.2). Consider a mpn :ΥΥ defined by

    (ς)(ϖ)=f(ϖ)+ϖ0L(ϖ,s,ς(s))μs,ςΥ,ϖJ. (6.3)

    Let ς,ζΥ such that ςζ. Then,

    |(ς)(ϖ)(ζ)(ϖ)|ϖ0|L(ϖ,s,ς(s))L(ϖ,s,ζ(s))|μsϖ0σeσ|ς(s)ζ(s)|μs=ϖ0σeσ|ς(s)ζ(s)|eσseσsμsϖ0σeσseσ|ς(s)ζ(s)|eσsμsσeσςζσϖ0eσsμsσeσςζσeσϖσ. (6.4)

    It follows from (6.4) that

    |(ς)(ϖ)(ζ)(ϖ)|eσϖeσςζσ. (6.5)

    Taking supremum over all ϖJ in (6.5), produces

    μσ((ς),(ζ))eσμσ(ς,ζ). (6.6)

    Passing to logarithms in (6.6), yields

    σ+ln(μσ((ς),(ζ)))ln(μσ(ς,ζ)). (6.7)

    By defining the fnxψ:(0,)R as ψ(ϖ)=ln(ϖ) for all ϖ>0, (6.7) can be rewritten as:

    σ+ψ(μσ((ς),(ζ)))ψ(μσ(ς,ζ)).

    Hence, all the hypotheses of Thrm 3.2 are satisfied with a1=1 and a2=a3=a4=a5=0. Consequently, has a fpt in Υ, which is the unique solution of the integral eqn (6.1).

    Example 6.2. Consider the Volterra integral eqn of the form

    ς(ϖ)=ϖ1+ϖ2+ϖ0ς(s)25+(ς(s))2μs,ϖ[0,δ],δ>0. (6.8)

    From (6.1) and (6.8), we note that f(ϖ)=ϖ1+ϖ2 and L(ϖ,s,ς(s))=ς(s)25+(ς(s))2 are continuous; that is, condition (C1) of Thrm 6.1 holds. Moreover,

    |L(ϖ,s,ς(s))L(ϖ,s,ζ(s))|125|ς(s)ζ(s)|(1)e1|ς(s)ζ(s)|=σeσ|ς(s)ζ(s)|.

    Hence, condition (C2) is verified. By Thrm 6.1, it comes up that (6.8) has a unique solution in Υ=C([0,δ],R).

    In this work, a novel concept called r-hybrid ψ-contraction has been introduced and some fpt results for such mpn in the framework of CMs have been presented. The established fpt thrm merge and extend a number of well-known concepts in the corresponding literature. A few of these particular cases have been highlighted and discussed. An example is designed to show the generality and authenticity of our points. From application perspective, we investigated the existence and uniqueness conditions of solutions to certain functional equation arising in dynamic programming and integral equation of Volterra type.

    It is noteworthy that the idea of this paper, being established in the setting of a Ms, is fundamental. Hence, it can be improved upon when examined in the structure of b-Ms, F-Ms, G-Ms, modular Ms, and some other pseudo or quasi Ms. It is a familiar fact that construction of fpt has lots of usefulness; in particular, in transition operators for Cauchy problems of differential equations of either integer and non-integer order. In this direction, the contractive inequalities and functional equations presented here can be studied within the domains of variational inequality and fractional calculus. Furthermore, it is natural to extend the single-valued mappings herein to set-valued mpn within the outlines of either fuzzy or classical mathematics.

    The authors would like to express their sincere thanks to referees for improving the article and also thanks to the Natural Science Foundation of Zhejiang Province (Grant No.: LQ19A010001) for providing financial assistance to support this research. The authors would like to express their sincere thanks to the support of Taif University Researchers Supporting Project Number (TURSP-2020/217), Taif University, Taif, Saudi Arabia.

    This work was supported by the Natural Science Foundation of China (Grant Nos. 61673169, 11971142, 11871202, 11301127, 11701176, 11626101, and 11601485).

    The authors declare that they have no competing interests.



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