1 Introduction

Fractional difference calculus is a powerful tool for studying problems in many fields such as biology, mechanics, control systems, ecology, electrical networks and other areas (see [1,2,3,4,5,6,7,8,9,10] and the references therein). Particularly, this calculus can be used to study stability of discrete fractional systems [11] and impulsive fractional difference equations [12]. Recently, fractional differences have been utilized in several research works such as a study of fuzzy fractional discrete-time diffusion equation [13], and a study of an image encryption technique based on the fractional chaotic maps [14]. The study of approximating solutions of fractional equations is an important topic in this area. Recently, many researchers presented the method to find approximating solutions of some fractional integro-differential equations (see [15,16,17,18,19,20]).

Basic definitions and properties of fractional difference calculus were presented by Goodrich and Peterson [21]. In addition, there are other research works dealing with fractional difference boundary value problems which have helped to build up some of the basic theory of this area (see [22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47] and references cited therein).

The boundary value problems for systems of fractional difference equations have been studied by some researchers; see [48,49,50,51,52,53] and references cited therein. For example, Pan et al. [48] proposed the system of fractional difference equations

$$\begin{aligned} \textstyle\begin{cases} -\Delta ^{\nu }y_{1}(t)=f (y_{1}(t+\nu _{1}),y_{2}(t+\mu -1) ), \\ -\Delta ^{\mu }y_{2}(t)=g (y_{1}(t+\nu _{1}),y_{2}(t+\mu -1) ), \end{cases}\displaystyle \end{aligned}$$
(1.1)

for \(t \in \mathbb{N}_{0,b+1}:=\{0,1,2,\dots ,b+1\}\) where \(b \in \mathbb{N}_{0}\), with the difference boundary conditions

$$\begin{aligned} \textstyle\begin{cases} y_{1}(\nu -2)=\Delta y_{1}(\nu +b)=0, \\ y_{2}(\mu -2)=\Delta y_{2}(\mu +b)=0, \end{cases}\displaystyle \end{aligned}$$
(1.2)

where \(1<\mu ,\nu \leq 2\), \(0<\beta \leq 1\), and \(f,g:\mathbb{R} \rightarrow \mathcal{R}\) are continuous functions.

Goodrich [51] studied the coupled system of fractional difference equations

$$\begin{aligned} \textstyle\begin{cases} -\Delta ^{-\nu }x(t)=\lambda _{1}f (t+\nu -1,y(t+\mu -1) ), \\ -\Delta ^{-\mu }y(t)=\lambda _{2}g (t+\mu -1,y(t+\nu -1) ), \end{cases}\displaystyle \end{aligned}$$
(1.3)

for \(t \in \mathbb{N}_{0,b+1}\), with the nonlinearities satisfying no growth conditions

$$\begin{aligned} \textstyle\begin{cases} x(\nu -2)=H_{1} ( \sum_{i=1}^{n}a_{i}y(\xi _{i}) ) , &x(\nu +b+1)=0, \\ y(\mu -2)=H_{2} ( \sum_{j=1}^{m}b_{i}x(\zeta _{i}) ) , &x(\mu +b+1)=0, \end{cases}\displaystyle \end{aligned}$$
(1.4)

where \(1<\nu \leq 2\), \(1<\mu \leq 2\), \(\lambda _{1},\lambda _{2}>0\), and \(H_{1},H_{2}\) are continuous functions.

In this paper, we aim to study the coupled system of singular fractional difference equations

$$\begin{aligned} \textstyle\begin{cases} -\Delta ^{\alpha _{1}} u_{1}(t)=F_{1} (t+\alpha _{1}-1,t+\alpha _{2}-1, \Delta ^{\beta _{1}}u_{1}(t+\alpha _{1}-\beta _{1}),u_{2}(t+\alpha _{2}-1) ), \\ -\Delta ^{\alpha _{2}} u_{2}(t)=F_{2} (t+\alpha _{1}-1,t+\alpha _{2}-1,u _{1}(t+\alpha _{1}-1),\Delta ^{\beta _{2}}u_{2}(t+\alpha _{2}-\beta _{2}) ), \end{cases}\displaystyle \end{aligned}$$
(1.5)

with fractional sum boundary conditions

$$\begin{aligned} \textstyle\begin{cases} u_{1}(\alpha _{1}-2)=0,\qquad u_{1}(T+\alpha _{1})=\lambda _{2}\Delta ^{-\theta _{2}} g_{2}(T+\alpha _{2}+\theta _{2})u_{2}(T+\alpha _{2}+\theta _{2}), \\ u_{2}(\alpha _{2}-2)=0,\qquad u_{2}(T+\alpha _{2})=\lambda _{1}\Delta ^{-\theta _{1}} g_{1}(T+\alpha _{1}+\theta _{1})u_{1}(T+\alpha _{1}+\theta _{1}), \end{cases}\displaystyle \end{aligned}$$
(1.6)

where \(t\in \mathbb{N}_{0,T}:=\{0,1,\dots ,T\}\), \(0<\lambda _{i}<\frac{ \varGamma (\alpha _{i})}{(T+\alpha _{i})^{\underline{\alpha _{i}-1}} \sum_{s=0}^{T}(T+\theta _{i}+1-\sigma (s))^{\underline{\theta _{i}-1}}g_{i}(s+ \alpha _{1}-1)(s+\alpha _{i}-1)^{\underline{\alpha _{i}-1}}}\), \(\alpha _{i}\in (1, 2], \beta _{i},\theta _{i}\in (0,1]\), \(g_{i}\in C (\mathbb{N}_{\alpha _{i}-2,T+\alpha _{i}}, \mathbb{R}^{+} ) \) are given functions, \(F_{i}:\mathbb{N}_{\alpha _{1}-1,T+\alpha _{1}-1} \times \mathbb{N}_{\alpha _{2}-1,T+\alpha _{1}}\times (0,+\infty ) \times (0,+\infty ) \rightarrow [0,+\infty )\) are are continuous and may be singular at \(u_{i}=0\) and \(t=\alpha _{i}-2,T+\alpha _{i}\) where \(i=1,2\).

This paper is organized as follows. In the next section, we present some definitions and basic lemmas. In Sect. 3, we prove the existence of solutions of the boundary value problem (1.5)–(1.6) by employing the upper and lower solutions of the system and Schauder’s fixed point theorem. An example and application of our results are presented in the last section.

2 Preliminaries

As the following, we provide some notations, definitions, and lemmas which are used in the main results.

Definition 2.1

The generalized falling function is defined by \(t^{\underline{\alpha }}:=\frac{\varGamma (t+1)}{\varGamma (t+1-\alpha )}\), for any t and α for which the right-hand side is defined. If \(t+1-\alpha \) is a pole of the Gamma function and \(t+1\) is not a pole, then \(t^{\underline{\alpha }}=0\).

Theorem 2.1

([22])

Assume the following factorial functions are well defined. If \(t\leq r\), then \(t^{\underline{\alpha }}\leq r^{\underline{\alpha }}\) for any \(\alpha >0\).

Definition 2.2

For \(\alpha >0\) and f defined on \(\mathbb{N}_{a}\), the α-order fractional sum of f is defined by

$$ \Delta ^{-\alpha }f(t):=\frac{1}{\varGamma (\alpha )}\sum _{s=a}^{t-\alpha }\bigl(t-\sigma (s)\bigr)^{\underline{\alpha -1}}f(s), $$

where \(t\in \mathbb{N}_{a+\alpha }\) and \(\sigma (s)=s+1\).

Definition 2.3

For \(\alpha >0\) and f defined on \(\mathbb{N}_{a}\), the α-order Riemann–Liouville fractional difference of f is defined by

$$ \Delta ^{\alpha }f(t):= \Delta ^{N}\Delta ^{-(N-\alpha )}f(t)= \frac{1}{ \varGamma (-\alpha )}\sum_{s=a}^{t+\alpha }\bigl(t- \sigma (s)\bigr)^{\underline{- \alpha -1}} f(s), $$

where \(t \in \mathbb{N}_{a+N-\alpha }\) and \(N \in \mathbb{N}\) is chosen so that \(0\leq {N-1}<\alpha \leq N\).

Theorem 2.2

([22])

Let \(0\leq N-1<\alpha \leq N\). Then

$$ \Delta ^{-\alpha }\Delta ^{\alpha }y(t)=y(t)+C_{1}t^{\underline{\alpha -1}} +C_{2}t^{\underline{\alpha -2}}+\cdots +C_{N}t^{\underline{ \alpha -N}}, $$

for some \(C_{i}\in \mathbb{R}\), with \(1\leq i\leq N\).

We next propose a lemma dealing with a solution of a linear variant of the boundary value problem (1.5).

Lemma 2.1

For \(i,j\in \{1,2\}\) and \(i\neq j\), let \(0<\varLambda <1, \mathcal{P}(h _{1},h_{2}),\mathcal{Q}(h_{1},h_{2})\geq \varLambda \), \(0<\lambda _{i}<\frac{ \varGamma (\alpha _{i})}{(T+\alpha _{i})^{\underline{\alpha _{i}-1}} \sum_{s=0}^{T}(T+\theta _{i}+1-\sigma (s))^{\underline{\theta _{i}-1}}g_{i}(s+ \alpha _{1}-1)(s+\alpha _{i}-1)^{\underline{\alpha _{i}-1}}}\), \(\alpha _{i}\in (1, 2], \theta _{i}\in (0, 1]\) be given constants, \(h_{i}\in C (\mathbb{N}_{\alpha _{i}-1,T+\alpha _{i}-1}, \mathbb{R} )\), \(g_{i}\in C (\mathbb{N}_{\alpha _{i}-2,T+ \alpha _{i}}, \mathbb{R}^{+} )\) given functions, and let \(\phi _{i}(u_{1},u_{2})\) be given functionals. The problem

$$\begin{aligned} &{-}\Delta ^{\alpha _{i}} u_{i}(t)=h_{i}(t+\alpha _{i}-1),\quad t\in \mathbb{N}_{0,T}, \end{aligned}$$
(2.1)
$$\begin{aligned} &u_{i}(\alpha _{i}-2)=0, \end{aligned}$$
(2.2)
$$\begin{aligned} &u_{i}(T+\alpha _{i})=\lambda _{j}\Delta ^{-\theta _{j}}g_{j}(T+\alpha _{j}+\theta _{j})u_{j}(T+\alpha _{j}+\theta _{j}) \end{aligned}$$
(2.3)

has the unique solution

$$\begin{aligned} u_{1}(t) = {}& t^{\underline{\alpha _{1}-1}} \Biggl\{ \frac{\lambda _{1}}{ \varLambda \varGamma (\theta _{1})}\sum _{s=0}^{T+1}\bigl(T+\theta _{1}+1- \sigma (s)\bigr)^{\underline{ \theta _{1}-1}} g_{1}(s+\alpha _{1}-1) (s+ \alpha _{1}-1)^{\underline{ \alpha _{1}-1}} {\mathcal{P}(h_{1},h_{2})} \\ &{}+\frac{\lambda _{2}}{\varLambda \varGamma (\theta _{2})}\sum_{s=0}^{T+1} \bigl(T+ \theta _{2}+1-\sigma (s)\bigr)^{\underline{\theta _{2}-1}} g_{2}(s+\alpha _{2}-1) (s+\alpha _{2}-1)^{\underline{\alpha _{2}-1}} {\mathcal{Q}(h _{1},h_{2})} \Biggr\} \\ &{}-\frac{1}{\varGamma (\alpha _{1})}\sum_{s=0}^{t-\alpha _{1}} \bigl(t-\sigma (s)\bigr)^{\underline{ \alpha _{1}-1}} h_{1}(s+\alpha _{1}-1),\quad t\in \mathbb{N}_{\alpha _{1}-2,T+\alpha _{1}}, \end{aligned}$$
(2.4)
$$\begin{aligned} u_{2}(t) = {}& t^{\underline{\alpha _{2}-1}} \biggl\{ \frac{(T+\alpha _{2})^{\underline{\alpha _{2}-1}}}{\varLambda } { \mathcal{P}(h_{1},h_{2})}+\frac{(T+ \alpha _{1})^{\underline{\alpha _{1}-1}}}{\varLambda } { \mathcal{Q}(h_{1},h _{2})} \biggr\} \\ &{}-\frac{1}{\varGamma (\alpha _{2})}\sum_{s=0}^{t-\alpha _{2}} \bigl(t-\sigma (s)\bigr)^{\underline{ \alpha _{2}-1}} h_{2}(s+\alpha _{2}-1),\quad t\in \mathbb{N}_{\alpha _{2}-2,T+\alpha _{2}}, \end{aligned}$$
(2.5)

where

$$\begin{aligned} &\varLambda = \frac{\lambda _{2}(T+\alpha _{2})^{ \underline{\alpha _{2}-1}}}{\varGamma (\alpha _{2})}\sum_{s=0}^{T+1} \bigl(T+ \theta _{1}+1-\sigma (s)\bigr)^{\underline{\theta _{1}-1}} g_{1}(s+\alpha _{1}-1) (s+\alpha _{1}-1)^{\underline{\alpha _{1}-1}} \\ &\phantom{\varLambda =}{}-\frac{\lambda _{1}(T+\alpha _{1})^{\underline{\alpha _{1}-1}}}{ \varGamma (\alpha _{1})}\sum_{s=0}^{T+1} \bigl(T+\theta _{2}+1-\sigma (s)\bigr)^{\underline{ \theta _{2}-1}} g_{2}(s+\alpha _{2}-1) (s+\alpha _{2}-1)^{\underline{ \alpha _{2}-1}}, \end{aligned}$$
(2.6)
$$\begin{aligned} &{\mathcal{P}(h_{1},h_{2})} = \frac{1}{\varGamma (\alpha _{1})}\sum _{s=0} ^{T}\bigl(T+\alpha _{1}- \sigma (s)\bigr)^{\underline{\alpha _{1}-1}} h_{1}(s+ \alpha _{1}-1)- \frac{\lambda _{2}}{\varGamma (\alpha _{2})\varGamma (\theta _{2})} \\ &\phantom{{\mathcal{P}(h_{1},h_{2})} =}{}\times\sum_{s=0}^{T}\sum _{\xi =s}^{T}\bigl(T+\theta _{2}-\sigma (\xi )\bigr)^{\underline{ \theta _{2}-1}}\bigl(\xi +\alpha _{2}-\sigma (s) \bigr)^{\underline{\alpha _{2}-1}} \\ &\phantom{{\mathcal{P}(h_{1},h_{2})} =}{}\times g_{2}(s+\alpha _{2}-1)h_{2}(s+ \alpha _{2}-1), \end{aligned}$$
(2.7)
$$\begin{aligned} &{\mathcal{Q}(h_{1},h_{2})} = -\frac{1}{\varGamma (\alpha _{2})}\sum _{s=0} ^{T}\bigl(T+\alpha _{2}- \sigma (s)\bigr)^{\underline{\alpha _{2}-1}} h_{2}(s+ \alpha _{2}-1)+ \frac{\lambda _{1}}{\varGamma (\alpha _{1})\varGamma (\theta _{1})} \\ & \phantom{{\mathcal{Q}(h_{1},h_{2})} =}{}\times\sum_{s=0}^{T}\sum _{\xi =s}^{T}\bigl(T+\theta _{1}-\sigma (\xi )\bigr)^{\underline{ \theta _{1}-1}}\bigl(\xi +\alpha _{1}-\sigma (s) \bigr)^{\underline{\alpha _{1}-1}} \\ & \phantom{{\mathcal{Q}(h_{1},h_{2})} =}{}\times g_{1}(s+\alpha _{1}-1)h_{1}(s+ \alpha _{1}-1). \end{aligned}$$
(2.8)

Proof

For \(i,j\in \{1,2\}\) where \(i\neq j\), using Lemma 2.2 and the fractional sum of order \(\alpha \in (1,2]\) for (2.1), we obtain

$$\begin{aligned} u_{i}(t)=C_{1i}t^{\underline{\alpha _{i}-1}}+C_{2i}t^{\underline{\alpha _{i}-2}} -\frac{1}{\varGamma (\alpha _{i})}\sum_{s=0}^{t-\alpha _{i}}\bigl(t- \sigma (s)\bigr)^{\underline{\alpha _{i}-1}} h_{i}(s+\alpha _{i}-1), \end{aligned}$$
(2.9)

for \(t\in \mathbb{N}_{\alpha _{i}-2,T+\alpha _{i}}\). Using the boundary condition (2.2), this implies that

$$\begin{aligned} C_{2i}=0. \end{aligned}$$
(2.10)

Then, we have

$$\begin{aligned} u_{i}(t)=C_{1i}t^{\underline{\alpha _{i}-1}} - \frac{1}{\varGamma (\alpha _{i})}\sum_{s=0}^{t-\alpha _{i}}\bigl(t- \sigma (s)\bigr)^{ \underline{\alpha _{i}-1}} h_{i}(s+\alpha _{i}-1). \end{aligned}$$
(2.11)

Taking the fractional sum of order \(0<\theta _{i}\leq 1\) for (2.11), we obtain

$$\begin{aligned} &\Delta ^{-\theta _{i}}u(t) \\ &\quad=\frac{C_{1i}}{\varGamma (\theta _{i})}\sum_{s=\alpha _{i}-1}^{t-\theta _{i}} \bigl(t-\sigma (s)\bigr)^{\underline{\theta _{i}-1}} g_{i}(s) s^{\underline{ \alpha _{i}-1}} \\ &\qquad{}-\frac{1}{\varGamma (\theta _{i})\varGamma (\alpha _{i})}\sum_{\xi =\alpha _{i}}^{t-\theta _{i}}\sum _{s=0}^{\xi -\alpha _{i}} \bigl(t-\sigma (\xi ) \bigr)^{\underline{ \theta _{i}-1}}\bigl(\xi -\sigma (s)\bigr)^{\underline{\alpha _{i}-1}} \\ &\qquad{}\times g_{i}(s+ \alpha _{i}-1)h_{i}(s+\alpha _{i}-1), \end{aligned}$$
(2.12)

for \(t\in \mathbb{N}_{\alpha _{i}+\theta _{i}-2,T+\alpha _{i}+\theta _{i}}\). From the boundary condition (2.3), we find that

$$\begin{aligned} & C_{11}(T+\alpha _{1})^{\underline{\alpha _{1}-1}}-\frac{1}{\varGamma ( \alpha _{1})} \sum_{s=0}^{T}\bigl(T+\alpha _{1}-\sigma (s)\bigr)^{\underline{\alpha _{1}-1}} h_{1}(s+\alpha _{1}-1) \\ &\quad = \frac{\lambda _{2}C_{12}}{\varGamma (\theta _{2})}\sum_{s=\alpha _{2}-1} ^{T+\alpha _{2}} \bigl(T+\alpha _{2}+\theta _{2}-\sigma (s) \bigr)^{\underline{\theta _{2}-1}} g_{2}(s) s^{\underline{\alpha _{2}-1}}-\frac{\lambda _{2}}{ \varGamma (\alpha _{2})\varGamma (\theta _{2})} \\ &\qquad{} \times\sum_{\xi =\alpha _{2}}^{T+\alpha _{2}}\sum _{s=0}^{\xi -\alpha _{2}}\bigl(T+ \alpha _{2}+\theta _{2}-\sigma (\xi )\bigr)^{\underline{\theta _{2}-1}}\bigl( \xi -\sigma (s) \bigr)^{\underline{\alpha _{2}-1}} \\ &\qquad{}\times g_{2}(s+\alpha _{2}-1)h _{2}(s+\alpha _{2}-1), \end{aligned}$$
(2.13)

and

$$\begin{aligned} & C_{12}(T+\alpha _{2})^{\underline{\alpha _{2}-1}}-\frac{1}{\varGamma ( \alpha _{2})} \sum_{s=0}^{T}\bigl(T+\alpha _{2}-\sigma (s)\bigr)^{\underline{\alpha _{2}-1}} h_{2}(s+\alpha _{2}-1) \\ &\quad = \frac{\lambda _{1}C_{11}}{\varGamma (\theta _{1})}\sum_{s=\alpha _{1}-1} ^{T+\alpha _{1}} \bigl(T+\alpha _{1}+\theta _{1}-\sigma (s) \bigr)^{\underline{\theta _{1}-1}} g_{1}(s) s^{\underline{\alpha _{1}-1}}-\frac{\lambda _{1}}{ \varGamma (\alpha _{1})\varGamma (\theta _{1})} \\ &\qquad{} \times\sum_{\xi =\alpha _{1}}^{T+\alpha _{1}}\sum _{s=0}^{\xi -\alpha _{1}}\bigl(T+ \alpha _{1}+\theta _{1}-\sigma (\xi )\bigr)^{\underline{\theta _{1}-1}}\bigl( \xi -\sigma (s) \bigr)^{\underline{\alpha _{1}-1}} \\ &\qquad{}\times g_{1}(s+\alpha _{1}-1)h _{1}(s+\alpha _{1}-1). \end{aligned}$$
(2.14)

After solving the system of equations (2.13) and (2.14), we have

$$\begin{aligned} C_{11} ={} & \frac{\lambda _{1}}{\varLambda \varGamma (\theta _{1})}\sum_{s=0} ^{T+1}\bigl(T+\theta _{1}+1-\sigma (s)\bigr)^{\underline{\theta _{1}-1}} g_{1}(s+ \alpha _{1}-1) (s+\alpha _{1}-1)^{\underline{\alpha _{1}-1}} {\mathcal{P}(h _{1},h_{2})} \\ &{}+\frac{\lambda _{2}}{\varLambda \varGamma (\theta _{2})}\sum_{s=0}^{T+1} \bigl(T+ \theta _{2}+1-\sigma (s)\bigr)^{\underline{\theta _{2}-1}} \\ &{}\times g_{2}(s+\alpha _{2}-1) (s+\alpha _{2}-1)^{\underline{\alpha _{2}-1}} {\mathcal{Q}(h _{1},h_{2})}, \end{aligned}$$
(2.15)

and

$$\begin{aligned} C_{12}= \frac{(T+\alpha _{2})^{\underline{\alpha _{2}-1}}}{\varLambda } {\mathcal{P}(h_{1},h_{2})}+ \frac{(T+\alpha _{1})^{\underline{\alpha _{1}-1}}}{\varLambda } {\mathcal{Q}(h_{1},h_{2})}, \end{aligned}$$
(2.16)

where \(\varLambda ,{\mathcal{P}(h_{1},h_{2})}\) and \({\mathcal{Q}(h_{1},h _{2})}\) are defined in (2.6)–(2.8), respectively.

Finally, substituting \(C_{11}\) and \(C_{12}\) into (2.11), we obtain (2.4) and (2.5). The proof of this lemma is complete. □

Corollary 2.1

Problem (2.1)(2.3) has the unique solution which is of the from

$$\begin{aligned} u_{i}(t_{i})={} &\sum _{s=0}^{T} G_{i1}(t_{i},s) g_{1}(s+\alpha _{1}-1)h _{1}(s+\alpha _{1}-1) \\ &{}- \sum_{s=0}^{T} G_{i2}(t_{i},s) g_{2}(s+\alpha _{2}-1)h_{2}(s+\alpha _{2}-1) \end{aligned}$$
(2.17)

for \(t_{i}\in \mathbb{N}_{\alpha _{i}-2,T+\alpha _{i}}\), where

$$\begin{aligned} &G_{11}(t_{1},s)=\frac{t_{1}^{\underline{\alpha _{1}-1}}}{\varLambda } \sum _{\xi =0}^{T} \mathcal{H}_{11}(\xi -\alpha _{1}-1,s)+\mathcal{K} _{1}(t_{1},s), \end{aligned}$$
(2.18)
$$\begin{aligned} &G_{12}(t_{1},s)=\frac{t_{1}^{\underline{\alpha _{1}-1}}}{\varLambda } \sum _{\xi =0}^{T} \mathcal{H}_{12}(\xi -\alpha _{2}-1,s), \end{aligned}$$
(2.19)
$$\begin{aligned} &G_{21}(t_{2},s)=\frac{t_{2}^{\underline{\alpha _{2}-1}}}{\varLambda } \sum _{\xi =0}^{T} \mathcal{H}_{21}(\xi -\alpha _{1}-1,s), \end{aligned}$$
(2.20)
$$\begin{aligned} &G_{22}(t_{2},s)=\frac{t_{2}^{\underline{\alpha _{2}-1}}}{\varLambda } \sum _{\xi =0}^{T} \mathcal{H}_{22}(\xi -\alpha _{2}-1,s)+\mathcal{K} _{2}(t_{2},s), \end{aligned}$$
(2.21)

with

$$\begin{aligned} &\mathcal{K}_{1}(t_{1},s)= \frac{1}{\varGamma (\alpha _{1})} \textstyle\begin{cases} ( \frac{\lambda _{1}\mathcal{A}_{1}(T+\alpha _{1}-\sigma (s))^{\underline{ \alpha _{1}-1}}}{\varLambda \varGamma (\theta _{1})} ) t_{1}^{\underline{ \alpha _{1}-1}}-(t_{1}-\sigma (s))^{\underline{\alpha _{1}-1}}, & s \in \mathbb{N}_{0,t_{1}-\alpha _{1}}, \\ ( \frac{\lambda _{1}\mathcal{A}_{1}(T+\alpha _{1}-\sigma (s))^{\underline{ \alpha _{1}-1}}}{\varLambda \varGamma (\theta _{1})} ) t_{1}^{\underline{ \alpha _{1}-1}}, & s\in \mathbb{N}_{t_{1}-\alpha _{1}+1,T}, \end{cases}\displaystyle \end{aligned}$$
(2.22)
$$\begin{aligned} &\mathcal{K}_{2}(t_{2},s)=\frac{1}{\varGamma (\alpha _{2})} \textstyle\begin{cases} [(T+\alpha _{1})^{\underline{\alpha _{1}-1}}(T+\alpha _{2}-\sigma (s))^{\underline{ \alpha _{2}-1}} ]t_{2}^{\underline{\alpha _{2}-1}} & \\ \quad{}+(t_{2}-\sigma (s))^{\underline{\alpha _{2}-1}}, &s\in \mathbb{N}_{0,t_{2}-\alpha _{2}}, \\ [(T+\alpha _{1})^{\underline{\alpha _{1}-1}}(T+\alpha _{2}-\sigma (s))^{\underline{ \alpha _{2}-1}} ] t_{2}^{\underline{\alpha _{2}-1}} , & s \in \mathbb{N}_{t_{2}-\alpha _{2}+1,T}, \end{cases}\displaystyle \end{aligned}$$
(2.23)
$$\begin{aligned} &\mathcal{H}_{11} (\xi +\alpha _{1}-1,s) \\ &\quad = \frac{\lambda _{1}}{\varGamma (\alpha _{1})\varGamma (\theta _{1})} \textstyle\begin{cases} (T+\theta _{1}-\sigma (\xi ))^{\underline{\theta _{1}-1}} [ (\varLambda +1)(T+\alpha _{1}-\sigma (s))^{\underline{\alpha _{1}-1}}\\ \quad{}\times (\xi -\alpha _{1}+1)^{\underline{\alpha _{1}-1}} + \frac{\lambda _{2}\mathcal{A}_{2}}{\varGamma (\theta _{2})} (\xi +\alpha _{1}-\sigma (s))^{\underline{\alpha _{1}-1}} ],\\ \quad s\in \mathbb{N}_{0,\xi }, \\ (T+\theta _{1}-\sigma (\xi ))^{\underline{\theta _{1}-1}}(\varLambda +1)(T+ \alpha _{1}-\sigma (s))^{\underline{\alpha _{1}-1}}\\ \quad{}\times (\xi -\alpha _{1}+1)^{\underline{ \alpha _{1}-1}}, \\ \quad s\in \mathbb{N}_{\xi +1,T}, \end{cases}\displaystyle \end{aligned}$$
(2.24)
$$\begin{aligned} &\mathcal{H}_{12}(\xi +\alpha _{2}-1,s) \\ &\quad =\frac{\lambda _{2}}{\varGamma (\alpha _{2})\varGamma (\theta _{2})} \textstyle\begin{cases} (T+\theta _{2}-\sigma (\xi ))^{\underline{\theta _{2}-1}} [ (T+ \alpha _{2}-\sigma (s))^{\underline{\alpha _{2}-1}}(\xi -\alpha _{2}+1)^{\underline{ \alpha _{2}-1}} \\ \quad{}+ \frac{\lambda _{1}\mathcal{A}_{1}}{\varLambda \varGamma (\theta _{1})} ( \xi +\alpha _{2}-\sigma (s))^{\underline{\alpha _{2}-1}} ], \\\quad s \in \mathbb{N}_{0,\xi } \\ (T+\theta _{2}-\sigma (\xi ))^{\underline{\theta _{2}-1}} [ (T+ \alpha _{2}-\sigma (s))^{\underline{\alpha _{2}-1}}(\xi -\alpha _{2}+1)^{\underline{ \alpha _{2}-1}},\\ \quad s\in \mathbb{N}_{\xi +1,T} \end{cases}\displaystyle \end{aligned}$$
(2.25)
$$\begin{aligned} &\mathcal{H}_{21}(\xi +\alpha _{1}-1,s) \\ &\quad =\frac{1}{\varGamma (\alpha _{1})} \textstyle\begin{cases} (T+\alpha _{2})^{\underline{\alpha _{2}-1}} (T+\alpha _{1}-\sigma (s))^{\underline{ \alpha _{1}-1}} \\ \quad{}+ \frac{\lambda _{1} (T+\alpha _{1})^{\underline{\alpha _{1}-1}}}{ \varGamma (\theta _{1})} (T+\theta _{1}-\sigma (\xi ))^{\underline{\theta _{1}-1}}(\xi +\alpha _{1}-\sigma (s))^{\underline{\alpha _{1}-1}} , \\ \quad s \in \mathbb{N}_{0,\xi }, \\ (T+\alpha _{2})^{\underline{\alpha _{2}-1}} (T+\alpha _{1}-\sigma (s))^{\underline{ \alpha _{1}-1}}, \\ \quad s\in \mathbb{N}_{\xi +1,T}, \end{cases}\displaystyle \end{aligned}$$
(2.26)
$$\begin{aligned} &\mathcal{H}_{22}(\xi +\alpha _{2}-1,s) \\ &\quad =\frac{1}{\varGamma (\alpha _{2})} \textstyle\begin{cases} (1-\varLambda )(T+\alpha _{1})^{\underline{\alpha _{1}-1}} (T+\alpha _{2}- \sigma (s))^{\underline{\alpha _{2}-1}} \\ \quad{}+ \frac{\lambda _{2} (T+\alpha _{2})^{\underline{\alpha _{2}-1}}}{ \varGamma (\theta _{2})} (T+\theta _{2}-\sigma (\xi ))^{\underline{\theta _{2}-1}}(\xi +\alpha _{2}-\sigma (s))^{\underline{\alpha _{2}-1}} , \\ \quad s \in \mathbb{N}_{0,\xi }, \\ (1-\varLambda ) (T+\alpha _{1})^{\underline{\alpha _{1}-1}} (T+\alpha _{2}- \sigma (s))^{\underline{\alpha _{2}-1}}, \\ \quad s\in \mathbb{N} _{\xi +1,T}, \end{cases}\displaystyle \end{aligned}$$
(2.27)

and

$$\begin{aligned} \mathcal{A}_{i}=\bigl(T+\theta _{i}+1-\sigma (s) \bigr)^{\underline{\theta _{i}-1}} g_{i}(s+\alpha _{i}-1) (s+\alpha _{i}-1)^{\underline{\alpha _{i}-1}}. \end{aligned}$$
(2.28)

Lemma 2.2

For \(i,j\in \{1,2\}\), \(i\neq j\) and letting \(0<\varLambda <1\), \(\mathcal{P}(h_{1},h_{2}),\mathcal{Q}(h_{1},h_{2})\geq \varLambda \), \(0<\lambda _{i}<\frac{\varGamma (\alpha _{i})}{(T+\alpha _{i})^{\underline{ \alpha _{i}-1}} \sum_{s=0}^{T}(T+\theta _{i}+1-\sigma (s))^{\underline{ \theta _{i}-1}}g_{i}(s+\alpha _{1}-1)(s+\alpha _{i}-1)^{\underline{\alpha _{i}-1}}}\), the Green’s functions are defined by (2.18)(2.20) and satisfy:

\((X1)\) :

\(G_{i1}(t_{i}),G_{i2}(t_{i}) > 0\) for all \(t_{i}\in \mathbb{N}_{\alpha _{i}-2,T+\alpha _{i}}\);

\((X2)\) :

There exist two constants \(\omega _{i1},\omega _{i2}\) such that for all \((t_{i},s)\in \mathbb{N}_{\alpha _{i}-2,T+\alpha _{i}}\times \mathbb{N}_{0,T}\),

$$\begin{aligned} &\frac{t_{i}^{\underline{\alpha _{i}-1}}}{\varLambda }\sum_{\xi =0}^{T} \mathcal{H}_{ii}(\xi +\alpha _{i}-1,s) \leq G_{ii}(t_{i},s)\leq \omega _{ii} t_{i}^{\underline{\alpha _{i}-1}}, \end{aligned}$$
(2.29)
$$\begin{aligned} &\frac{t_{1}^{\underline{\alpha _{1}-1}}\lambda _{2}\varGamma (\alpha _{2})}{ \varLambda } \leq G_{12}(t_{1},s)\leq \omega _{12} t_{1}^{\underline{ \alpha _{1}-1}}, \end{aligned}$$
(2.30)
$$\begin{aligned} &\frac{t_{2}^{\underline{\alpha _{2}-1}}(T+\alpha _{2})^{\underline{ \alpha _{2}-1}}}{\varLambda } \leq G_{21}(t_{2},s)\leq \omega _{21} t _{2}^{\underline{\alpha _{2}-1}}; \end{aligned}$$
(2.31)
\((X3)\) :

\(u_{i}(t_{i}) \geq 0\) for all \(t_{i}\in \mathbb{N}_{\alpha _{i}-2,T+\alpha _{i}}\).

Proof

\((X1)\) is obvious. Here we only prove \((X2)\)\((X3)\).

Since \(0<\varLambda <1\) and from the fact that \(\mathcal{H}_{i1}(\xi + \alpha _{1}-1,s),\mathcal{H}_{i2}(\xi +\alpha _{2}-1,s) \geq 0\) for all \((t_{i},s)\in \mathbb{N}_{\alpha _{i}-2,T+\alpha _{1}}\times \mathbb{N} _{0,T}\), we have

$$\begin{aligned} &\frac{t_{i}^{\underline{\alpha _{i}-1}}}{\varLambda }\sum_{\xi =0}^{T} \mathcal{H}_{ii}(\xi +\alpha _{i}-1,s) \leq G_{ii}(t_{i},s), \end{aligned}$$
(2.32)
$$\begin{aligned} &\frac{t_{1}^{\underline{\alpha _{1}-1}}\lambda _{2}\varGamma (\alpha _{2})}{ \varLambda }\leq G_{12}(t_{1},s), \end{aligned}$$
(2.33)
$$\begin{aligned} &\frac{t_{2}^{\underline{\alpha _{2}-1}}(T+\alpha _{2})^{\underline{ \alpha _{2}-1}}}{\varLambda }\leq G_{21}(t_{2},s). \end{aligned}$$
(2.34)

By the definition of \(\mathcal{K}_{i}(t_{i},s)\), we find that

$$\begin{aligned} &\mathcal{K}_{1}(t_{1},s)\leq \frac{\lambda _{1}t_{1}^{\underline{ \alpha _{1}-1}} }{\varGamma (\alpha _{1})\varGamma (\theta _{1})} \bigl[ (T+ \alpha _{1}-1 )^{\underline{\alpha _{1}-1}} \bigr]^{2} (T+ \theta _{1}-1 )^{\underline{\theta _{1}-1}} \quad \text{and} \end{aligned}$$
(2.35)
$$\begin{aligned} &\mathcal{K}_{2}(t_{2},s)\leq \frac{t_{2}^{\underline{ \alpha _{2}-1}} }{\varGamma (\alpha _{1})} (T+\alpha _{2}-1 ) ^{\underline{\alpha _{2}-1}} (T+\alpha _{1} )^{\underline{ \alpha _{1}-1}}. \end{aligned}$$
(2.36)

Letting

$$\begin{aligned} \omega _{11} ={}&\frac{\lambda _{1} }{\varGamma (\alpha _{1})\varGamma (\theta _{1})} \biggl[ \bigl[ (T+ \alpha _{1}-1 ) ^{\underline{\alpha _{1}-1}} \bigr]^{2} (T+\theta _{1}-1 ) ^{\underline{\theta _{1}-1}} \\ &{}+\max_{0\leq \xi \leq T}\frac{\mathcal{H}_{11}(\xi +\alpha _{1}-1,s) }{\varLambda } \biggr], \end{aligned}$$
(2.37)
$$\begin{aligned} \omega _{12} ={}&\frac{\lambda _{2} }{\varGamma (\alpha _{2})\varGamma (\theta _{2})} \max_{0\leq \xi \leq T} \frac{\mathcal{H}_{12}(\xi +\alpha _{2}-1,s)}{ \varLambda }, \end{aligned}$$
(2.38)
$$\begin{aligned} \omega _{22} ={}&\frac{1}{\varGamma (\alpha _{2})} \biggl[1+ (T+\alpha _{1} )^{\underline{\alpha _{1}-1}} (T+\alpha _{2}-1 ) ^{\underline{\alpha _{2}-1}} \\ &{}+ \max_{0\leq \xi \leq T} \frac{\mathcal{H}_{22}(\xi +\alpha _{2}-1,s)}{ \varLambda } \biggr], \end{aligned}$$
(2.39)
$$\begin{aligned} \omega _{21} ={}&\frac{1}{\varGamma (\alpha _{1})} \max_{0\leq \xi \leq T} \frac{ \mathcal{H}_{21}(\xi +\alpha _{1}-1,s)}{\varLambda }, \end{aligned}$$
(2.40)

we obtain, for all \((t_{i},s)\in \mathbb{N}_{\alpha _{i}-2,T+\alpha _{1}}\times \mathbb{N}_{0,T}\),

$$\begin{aligned} G_{i1}(t_{i},s) \leq \omega _{i1} t_{i}^{\underline{\alpha _{i}-1}} \quad \text{and}\quad G_{i2}(t_{i},s) \leq \omega _{i2} t_{i}^{\underline{ \alpha _{i}-1}}. \end{aligned}$$
(2.41)

Consequently, by (2.32)–(2.34) and (2.41), this implies that \((X2)\) holds.

Next, we claim that \((X3)\) holds. By (2.4)–(2.5) with the conditions \(0<\varLambda <1\), \(\mathcal{P}(h_{1},h_{2}), \mathcal{Q}(h _{1},h_{2})\geq \varLambda \) and \(0<\lambda _{i}<\frac{\varGamma (\alpha _{i})}{(T+\alpha _{i})^{\underline{\alpha _{i}-1}} \sum_{s=0}^{T}(T+ \theta _{i}+1-\sigma (s))^{\underline{\theta _{i}-1}}g_{i}(s+\alpha _{1}-1)(s+ \alpha _{i}-1)^{\underline{\alpha _{i}-1}}}\), we have

$$\begin{aligned} u_{1}(t_{1})= {}&\sum_{s=0}^{T} G_{11}(t_{1},s)g_{1}(s+\alpha _{1}-1) h _{1}(s+\alpha _{1}-1) \\ &{}-\sum_{s=0}^{T} G_{12}(t_{2},s)g_{2}(s+ \alpha _{2}-1) h_{2}(s+\alpha _{2}-1) \\ = {}&\frac{1}{\varGamma (\alpha _{1})} \Biggl[\frac{2\lambda _{1}t_{1}^{\underline{ \alpha _{1}-1}}}{\varGamma (\theta _{1})}\sum _{s=0}^{T}\sum_{\xi =0}^{T} \bigl(T+ \alpha _{1}-\sigma (s)\bigr)^{\underline{\alpha _{1}-1}}\bigl(T+\theta _{1}-\sigma (\xi )\bigr)^{\underline{\theta _{1}-1}} \\ &{}\times(\xi +\alpha _{1}-1)^{\underline{\alpha _{1}-1}}-\bigl(t_{1}-\sigma (s)\bigr)^{\underline{ \alpha _{1}-1}} \Biggr]+\frac{t_{1}^{\underline{\alpha _{1}-1}}}{\varLambda }\mathcal{P}(h_{1},h_{2}) \\ \geq {}& \bigl[ t_{1}^{\underline{\alpha _{1}-1}}-\bigl(t_{1}-\sigma (s) \bigr)^{\underline{ \alpha _{1}-1}} \bigr]+\frac{t_{1}^{\underline{\alpha _{1}-1}}}{\varLambda } \mathcal{P}(h_{1},h_{2}) \geq 0, \end{aligned}$$
(2.42)

and

$$\begin{aligned} u_{2}(t_{2})= {}&\sum_{s=0}^{T} G_{21}(t_{1},s)g_{1}(s+\alpha _{1}-1)h _{1}(s+\alpha _{1}-1) \\ &{}-\sum_{s=0}^{T} G_{22}(t_{2},s)g_{2}(s+ \alpha _{2}-1) h_{2}(s+\alpha _{2}-1) \\ = {}&\frac{t_{2}^{\underline{\alpha _{2}-1}}}{\varLambda }\mathcal{Q}(h _{1},h_{2})- \frac{(t_{2}-\sigma (s))^{\underline{\alpha _{2}-1}}}{ \varGamma (\alpha _{2})} \\ \geq {}&t_{2}^{\underline{\alpha _{2}-1}}-\bigl(t_{2}-\sigma (s) \bigr)^{\underline{ \alpha _{2}-1}} \geq 0, \end{aligned}$$
(2.43)

so \((X3)\) holds. The proof is complete. □

The following theorems [54] are provided to study the existence of positive solution to the boundary value problem (1.5) in the next section.

Theorem 2.3

(Arzelá–Ascoli theorem)

A set of functions in \(C[a,b]\) with the sup norm is relatively compact if and only it is uniformly bounded and equicontinuous on \([a,b]\).

Theorem 2.4

If a set is closed and relatively compact, then it is compact.

Theorem 2.5

(Schauder’s fixed point theorem)

Let T be a continuous and compact mapping of a Banach space E into itself such that the set

$$\begin{aligned} \{ x\in E: x=\eta Tx, \textit{for some }0\leq \eta \leq 1 \} \end{aligned}$$

is bounded. Then T has a fixed point.

3 Main results

In this section, we aim to establish the existence result for problem (1.5)–(1.6). For each \(i,j \in \{1,2\}\) where \(i\neq j\), we let \(E_{i}:C ( \mathbb{N}_{\alpha _{i}-2,T+\alpha _{i}}, \mathbb{R} )\) be the Banach space for all functions on \(\mathbb{N}_{\alpha _{i}-2,T+\alpha _{i}}\).

Therefore, the product space \(\mathcal{C}=E_{1}\times E_{2}\) is a Banach space. We consider the spaces

$$\begin{aligned} \mathcal{C}_{i}= \bigl\{ (u_{1},u_{2}) \in { \mathcal{C}}: \Delta ^{\beta _{i}}u_{i}(t_{i}-\beta _{i}+1) \in \mathcal{C} \bigr\} , \end{aligned}$$

for \(t_{i}\in \mathbb{N}_{\alpha _{i}-2,T+\alpha _{i}}\), and define the norm by

$$\begin{aligned} \bigl\Vert (u_{1},u_{2}) \bigr\Vert _{\mathcal{C}_{i}}= \bigl\Vert \Delta ^{\beta _{i}}u_{i} \bigr\Vert _{E _{i}}+ \Vert u_{j} \Vert _{E_{j}}, \end{aligned}$$

where

$$\begin{aligned} &\bigl\Vert \Delta ^{\beta _{i}}u_{i} \bigr\Vert _{E_{i}}= \max_{t_{i}\in \mathbb{N}_{\alpha _{i}-2,T+\alpha _{i}}} \bigl\vert \Delta ^{\beta _{i}}u_{i}(t_{i}-\beta _{i}+1) \bigr\vert \quad\mbox{and} \\ &\Vert u_{j} \Vert _{E _{j}}= \max _{t_{j}\in \mathbb{N}_{\alpha _{i}-2,T+\alpha _{i}}} \bigl\vert u_{j}(t_{j}) \bigr\vert . \end{aligned}$$

Let \({\mathcal{U}}=\mathcal{C}_{1}\cap \mathcal{C}_{2}\). Obviously, the space \(( {\mathcal{U}},\|(u_{1},u_{2})\|_{\mathcal{U}} )\) is also a Banach space with the norm

$$ \bigl\Vert (u_{1},u_{2}) \bigr\Vert _{ \mathcal{U} } = \max \bigl\{ \bigl\Vert (u_{1},u_{2}) \bigr\Vert _{\mathcal{C}_{1}}, \bigl\Vert (u_{1},u_{2}) \bigr\Vert _{\mathcal{C}_{2}} \bigr\} . $$

A positive solution of problem (1.5)–(1.6) is a pair of functions \((x_{1},x_{2})\in \mathcal{U}\) satisfying (1.5)–(1.6) with \(x_{i}(t_{i}) \geq 0\) for all \(t_{i}\in \mathbb{N}_{\alpha _{i}-2,T+\alpha _{i}}\) and \((x_{1},x_{2}) \neq (0,0)\).

From Lemmas 2.1 and 2.2, we obtain the following lemma.

Lemma 3.1

For \(t_{i}\in {\mathbb{N}}_{\alpha _{i}-2,T+\alpha _{i}}\), \(i,j\in \{1,2 \}\) and \(i \neq j\). If \((u_{1},u_{2} )\in \mathcal{U}\) satisfy

  1. (i)

    \(u_{i}(\alpha _{i}-2)=0, u_{i}(T+\alpha _{i})=\lambda _{j} \Delta ^{-\theta _{j}}g_{j}(T+\alpha _{j}+\theta _{j})u_{j}(T+\alpha _{j}+ \theta _{j})\);

  2. (ii)

    \(\Delta ^{\alpha _{i}}u_{i}(t_{i})\leq 0\) for all \(t_{i}\in \mathbb{N}_{\alpha _{i}-2,T+\alpha _{i}}\).

Then \(u_{i}(t_{i})\geq 0\).

In what follows, we give the definitions of the lower and upper solution of problem (1.5)–(1.6).

Definition 3.1

A pair of functions \((\chi _{1}^{*}(t_{1}),\chi _{2}^{*}(t_{2}) )\in \mathcal{U}\) is called a lower solution of problem (1.5)–(1.6) if it satisfies

$$\begin{aligned} &{-}\Delta ^{\alpha _{i}} \chi _{i}^{*}(t_{i}) \leq F_{i} \bigl(t_{1},t_{2}, \chi _{1}^{*}(t_{1}),\chi _{2}^{*}(t_{2}) \bigr), \\ &\chi _{i}^{*}(\alpha _{i}-2)\geq 0, \\ &\chi _{i}^{*}(T+\alpha _{i})\geq \lambda _{j}\Delta ^{-\theta _{j}}g_{j}(T+ \alpha _{j}+\theta _{j}) \chi _{j}^{*}(T+ \alpha _{j}+\theta _{j}). \end{aligned}$$

Definition 3.2

A pair of functions \((\bar{\chi }_{1}^{*}(t_{1}),\bar{\chi }_{2} ^{*}(t_{2}) )\in \mathcal{U}\) is called an upper solution of problem (1.5)–(1.6), if it satisfies

$$\begin{aligned} &{-}\Delta ^{\alpha _{i}} \bar{\chi }_{i}^{*}(t_{i}) \geq F_{i} \bigl(t _{1},t_{2},\bar{\chi }_{1}^{*}(t_{1}),\bar{\chi }_{2}^{*}(t_{2}) \bigr), \\ &\bar{\chi }_{i}^{*}(\alpha _{i}-2)\leq 0, \\ &\bar{\chi }_{i}^{*}(T+\alpha _{i})\leq \lambda _{j}\Delta ^{-\theta _{j}}g_{j}(T+\alpha _{j}+\theta _{j}) \bar{\chi }_{j}^{*}(T+ \alpha _{j}+ \theta _{j}). \end{aligned}$$

The following assumptions are set throughout this paper: for \(i,j\in \{1,2\}\) and \(i\neq j\),

\((H1)\) :

\(0<\varLambda <1\) and \(\sum_{\xi =0}^{T}{\mathcal{H}}_{i,j}( \xi +\alpha _{i}-1,s)\geq 0\) for all \(s \in \mathbb{N}_{0,T}\).

\((H2)\) :

\(F_{i}\in C ( \mathbb{N}_{\alpha _{1}-1,T+\alpha _{1}-1} \times \mathbb{N}_{\alpha _{2}-1,T+\alpha _{2}-1}\times (0,+\infty ) \times (0,+\infty ),[0,+\infty ) )\) are decreasing in third and fourth variables, and

$$ F_{i} \bigl(t_{i},t_{j},t_{i}^{\underline{\alpha _{i}-1}},t_{j}^{\underline{ \alpha _{j}-1}} \bigr)\in l^{1}. $$
\((H3)\) :

For all \(\ell \in (0,1)\), there exist constants \(0<\rho _{i}<1\) such that, for any \((t_{1},t_{2},v_{1},v_{2})\in \mathbb{N}_{\alpha _{1}-1,T+ \alpha _{1}-1}\times \mathbb{N}_{\alpha _{2}-1,T+\alpha _{2}-1}\times (0,+ \infty ) \times (0,+\infty )\),

$$ F_{i} (t_{1},t_{2},\ell v_{1},\ell v_{2} )\leq \ell ^{-\rho _{i}} F_{i} (t_{1},t_{2},v_{1},v_{2} ). $$
\((H4)\) :

\(\varsigma _{i}\leq g_{i}(t_{i}) \leq {\mathcal{G}}_{i} \) for all \(t_{i}\in \mathbb{N}_{\alpha _{i}-2,T+\alpha _{i}}\).

Remark

Conditions \((H2)\)\((H3)\) imply that \(F_{i}\) have a power singularity at \(u_{i}=0\) for \(i=1,2\).

Theorem 3.1

Suppose that \((H{1})\)\((H4)\) hold. Then problem (1.5)(1.6) has at least one positive solution \((u_{1}^{*},u_{2}^{*} )\), which satisfies

$$\begin{aligned} \bigl( \varsigma {\mathcal{L}}^{-1}t_{1}^{\underline{\alpha _{1}-1}}, \varsigma {\mathcal{L}}^{-1}t_{2}^{\underline{\alpha _{2}-1}} \bigr) \leq \bigl(u_{1}^{*},u_{2}^{*} \bigr) \leq \bigl( \mathcal{G} {\mathcal{L}} t_{1}^{\underline{\alpha _{1}-1}},\mathcal{G} { \mathcal{L}} t_{2} ^{\underline{\alpha _{2}-1}} \bigr), \end{aligned}$$
(3.1)

where \({\mathcal{G}}:= \max \lbrace {\mathcal{G}}_{1}, {\mathcal{G}}_{2} \rbrace , \varsigma:=\max \lbrace \varsigma _{1},\varsigma _{2} \rbrace , {\mathcal{L}}^{\rho }:=\max \lbrace {\mathcal{L}}_{1}^{\rho _{1}},{\mathcal{L}}_{2}^{\rho _{2}} \rbrace \),

$$\begin{aligned} {\mathcal{L}}:={} &\max \Biggl\{ 1, \Biggl\vert \omega _{i1} \sum _{s=0}^{T} \tilde{\mathcal{F}}_{1}(s)- \omega _{i2} \sum_{s=0}^{T} \tilde{\mathcal{F}}_{2}(s) \Biggr\vert ^{\frac{1}{1-\rho }}, \\ & \biggl\vert \frac{\varLambda \varGamma (T+2)}{\sum_{s=0}^{T}\sum_{\xi =0}^{T} \mathcal{H}_{11}\tilde{\mathcal{F}}_{1}(s) -\sum_{s=0}^{T}\sum_{ \xi =0}^{T} \mathcal{H}_{12} \tilde{\mathcal{F}}_{2}(s)} \biggr\vert ^{\frac{1}{1- \rho }}, \\ & \biggl\vert \frac{\varLambda \varGamma (T+2)}{\sum_{s=0}^{T}\sum_{\xi =0}^{T} \mathcal{H}_{21} \tilde{\mathcal{F}}_{1}(s) - \sum_{s=0}^{T}\sum_{ \xi =0}^{T} \mathcal{H}_{22}\tilde{\mathcal{F}}_{2}(s)} \biggr\vert ^{\frac{1}{1- \rho }} \Biggr\} , \end{aligned}$$
(3.2)

with

$$\begin{aligned} &\tilde{\mathcal{F}}_{1}(s):=F_{1} \bigl(s+ \alpha _{1}-1, \alpha _{2}-1,(s+\alpha _{1}-1)^{\underline{\alpha _{1}-1}},( \alpha _{2}-1)^{\underline{ \alpha _{2}-1}} \bigr), \\ &\tilde{\mathcal{F}}_{2}(s):=F_{2} \bigl(\alpha _{1}-1,s+\alpha _{2}-1,( \alpha _{1}-1)^{\underline{\alpha _{1}-1}},(s+ \alpha _{2}-1)^{\underline{ \alpha _{2}-1}} \bigr), \end{aligned}$$

and \(\omega _{i,j}, {\mathcal{H}}_{i,j}, i,j=1,2 \) are defined in the previous section. In particular, if \({\mathcal{L}}=1\), then \((t_{1}^{\underline{\alpha _{1}-1}},t_{2}^{ \underline{\alpha _{2}-1}} ) \) is a positive solution of problem (1.5)(1.6).

Proof

Define the cone

$$\begin{aligned} \mathcal{P}={}& \bigl\{ (u_{1},u_{2} ) \in \mathcal{U}: {{ \mathcal{L}} _{i}^{-1}} t_{i}^{\underline{\alpha _{i}-1}} \leq \Delta ^{\beta _{i}}u _{i}(t_{i}-\beta _{i}+1) \leq {\mathcal{L}}_{i} t_{i}^{\underline{ \alpha _{i}-1}} \\ &\text{and } {{\mathcal{L}}_{i}^{-1}} t_{j}^{ \underline{\alpha _{j}-1}} \leq u_{j}(t_{j}) \leq {\mathcal{L}}_{i} t _{j}^{\underline{\alpha _{j}-1}}\text{ for } i,j\in \{1,2\} \text{ and }i \neq j \bigr\} , \end{aligned}$$

and the operator \(\mathcal{T}:{\mathcal{U}}\times {\mathcal{U}}\rightarrow {\mathcal{U}}\) by

$$\begin{aligned} \bigl(\mathcal{T}(u_{1},u_{2}) \bigr) (t_{1},t_{2})= \bigl( \bigl(\mathcal{T} _{1}(u_{1},u_{2}) \bigr) (t_{1},t_{2}), \bigl(\mathcal{T}_{2}(u_{1},u_{2}) \bigr) (t_{1},t_{2}) \bigr), \end{aligned}$$
(3.3)

for all \((u_{1},u_{2})\in \mathcal{P}\) and

$$\begin{aligned} &\bigl(\mathcal{T}_{i}(u_{1},u_{2})\bigr) (t_{1},t_{2}) \\ &\quad =\sum_{s=0}^{T}G_{i1}(t_{i},s) g_{1}(s+\alpha _{1}-1)F_{1} \bigl(s+ \alpha _{1}-1,t_{2},\Delta ^{\beta _{1}}u_{1}(s+\alpha _{1}-\beta _{1}),u _{2}(t_{2}) \bigr) \\ &\qquad{}-\sum_{s=0}^{T}G_{i2}(t_{i},s) g_{2}(s+\alpha _{2}-1)F_{2} \bigl(t _{1},s+\alpha _{2}-1,u_{1}(t_{1}), \Delta ^{\beta _{2}}u_{2}(s+\alpha _{2}- \beta _{2}) \bigr), \end{aligned}$$
(3.4)

where \(G_{i1}(t_{i},s)\) and \(G_{i2}(t_{i},s)\) are defined in (2.17)–(2.20).

Firstly, we claim that \(\mathcal{T}\) is well defined and \(\mathcal{T}( \mathcal{P})\subset \mathcal{P}\). By Lemma 2.1 and \((H1)\)\((H4)\), we obtain

$$\begin{aligned} &\bigl\vert \bigl(\mathcal{T}_{i}(u_{1},u_{2}) \bigr) (t_{1},t_{2}) \bigr\vert \\ &\quad = \Biggl\vert \sum_{s=0}^{T}G_{i1}(t_{i},s) g_{1}(s+\alpha _{1}-1)F_{1} \bigl(s+\alpha _{1}-1,t_{2},\Delta ^{\beta _{1}}u_{1}(s+\alpha _{1}-\beta _{1}),u_{2}(t_{2}) \bigr) \\ &\qquad{}-\sum_{s=0}^{T}G_{i2}(t_{i},s) g_{2}(s+\alpha _{2}-1)F_{2} \bigl(t _{1},s+\alpha _{2}-1,u_{1}(t_{1}),u_{2}(s+ \alpha _{2}-\beta _{2}) \bigr) \Biggr\vert \\ &\quad\leqslant \Biggl\vert \omega _{i1}t_{i}^{\underline{\alpha _{i}-1}} \mathcal{G}_{1} \sum_{s=0}^{T}F_{1} \bigl( s+\alpha _{1}-1,t_{2}, {\mathcal{L}}_{1}^{-1}(s+ \alpha _{1}-1)^{\underline{\alpha _{1}-1}},{\mathcal{L}}_{1}^{-1}t_{2} ^{\underline{\alpha _{2}-1}} \bigr) \\ &\qquad{}-\omega _{i2}t_{i}^{\underline{\alpha _{i}-1}}\mathcal{G}_{2} \sum_{s=0}^{T}F_{2} \bigl(t_{1},s+\alpha _{2}-1, {\mathcal{L}}_{2}^{-1}t_{1} ^{\underline{\alpha _{1}-1}},{\mathcal{L}}_{2}^{-1}(s+\alpha _{2}-1)^{\underline{ \alpha _{2}-1}} \bigr) \Biggr\vert \\ &\quad \leqslant t_{i}^{\underline{\alpha _{i}-1}}\mathcal{G} \Biggl\vert \omega _{i1}\sum_{s=0}^{T}{ \mathcal{L}}_{1}^{\rho _{1}} F_{1} \bigl( s+\alpha _{1}-1,t _{2}, (s+\alpha _{1}-1)^{\underline{\alpha _{1}-1}},t_{2}^{\underline{ \alpha _{2}-1}} \bigr) \\ &\qquad{}-\omega _{i2}\sum_{s=0}^{T}{ \mathcal{L}}_{2}^{\rho _{2}} F_{2} \bigl(t_{1},s+ \alpha _{2}-1, t_{1}^{\underline{\alpha _{1}-1}},(s+\alpha _{2}-1)^{\underline{\alpha _{2}-1}} \bigr) \Biggr\vert \\ &\quad \leqslant t_{i}^{\underline{\alpha _{i}-1}}\mathcal{G} {\mathcal{L}}^{\rho } \Biggl\vert \omega _{i1}\sum_{s=0}^{T} F_{1} \bigl( s+\alpha _{1}-1,\alpha _{2}-1, (s+ \alpha _{1}-1)^{\underline{\alpha _{1}-1}},(\alpha _{2}-1)^{\underline{ \alpha _{2}-1}} \bigr) \\ &\qquad{}-\omega _{i2}\sum_{s=0}^{T} F_{2} \bigl(\alpha _{1}-1,s+\alpha _{2}-1, ( \alpha _{1}-1)^{\underline{\alpha _{1}-1}},(s+\alpha _{2}-1)^{\underline{ \alpha _{2}-1}} \bigr) \Biggr\vert \\ &\quad =t_{i}^{\underline{\alpha _{i}-1}}\mathcal{G} {\mathcal{L}}. \end{aligned}$$
(3.5)

On the other hand, we have

$$\begin{aligned} &\bigl\vert \bigl(\mathcal{T}_{1}(u_{1},u_{2}) \bigr) (t_{1},t_{2}) \bigr\vert \\ &\quad \geq\frac{t_{1}^{\underline{\alpha _{1}-1}}}{\varLambda } \Biggl\vert \sum_{s=0} ^{T}\sum _{\xi =0}^{T}\mathcal{H}_{11}(\xi +\alpha _{1}-1,s)g_{1}(s+ \alpha _{1}-1) \\ &\qquad{}\times F_{1} \bigl( s+\alpha _{1}-1,t_{2}, { \mathcal{L}}_{1}(s+\alpha _{1}-1)^{\underline{ \alpha _{1}-1}},{ \mathcal{L}}_{1}t_{2}^{\underline{\alpha _{2}-1}} \bigr) \\ &\qquad{}-\sum_{s=0}^{T}\sum _{\xi =0}^{T} \mathcal{H}_{12}(\xi +\alpha _{2}-1,s)g _{1}(s+\alpha _{1}-1) \\ &\qquad{}\times F_{2} \bigl(t_{1},s+\alpha _{2}-1, { \mathcal{L}}_{2}t_{1}^{\underline{ \alpha _{1}-1}},{\mathcal{L}}_{2}(s+ \alpha _{2}-1)^{\underline{\alpha _{2}-1}} \bigr) \Biggr\vert \\ &\quad \geq\frac{t_{1}^{\underline{\alpha _{1}-1}}}{\varLambda } \Biggl\vert {\mathcal{L}} _{1}^{-\rho _{1}} \varsigma _{1}\sum_{s=0}^{T}\sum _{\xi =0}^{T} \mathcal{H}_{11}(\xi +\alpha _{1}-1,s)g_{1}(s+\alpha _{1}-1) \\ &\qquad{}\times F_{1} \bigl( s+\alpha _{1}-1,T+\alpha _{2}-1, (s+\alpha _{1}-1)^{\underline{ \alpha _{1}-1}},(T+\alpha _{2}-1)^{\underline{\alpha _{2}-1}} \bigr) \\ &\qquad{}-{\mathcal{L}}_{2}^{-\rho _{2}}\varsigma _{2}\sum _{s=0}^{T}\sum _{ \xi =0}^{T} \mathcal{H}_{12}(\xi +\alpha _{2}-1,s) g_{2}(s+\alpha _{2}-1) \\ &\qquad{}\times F_{2} \bigl(T+\alpha _{1}-1,s+\alpha _{2}-1, (T+\alpha _{1}-1)^{\underline{ \alpha _{1}-1}},(s+\alpha _{2}-1)^{\underline{\alpha _{2}-1}} \bigr) \Biggr\vert \\ &\quad \geq t_{1}^{\underline{\alpha _{1}-1}}\cdot \frac{\varsigma {\mathcal{L} ^{-1}}}{\varGamma (T+2)} \end{aligned}$$
(3.6)

and

$$\begin{aligned} &\bigl\vert \bigl(\mathcal{T}_{2}(u_{1},u_{2}) \bigr) (t_{1},t_{2}) \bigr\vert \\ &\quad \geq\frac{t_{2}^{\underline{\alpha _{2}-1}}}{\varLambda } \Biggl\vert {\mathcal{L}} _{1}^{-\rho _{1}}\varsigma _{1}\sum_{s=0}^{T}\sum _{\xi =0}^{T} \mathcal{H}_{21}(\xi +\alpha _{1}-1,s) \\ &\qquad{}\times F_{1} \bigl( s+\alpha _{1}-1,T+\alpha _{2}-1, (s+\alpha _{1}-1)^{\underline{ \alpha _{1}-1}},(T+\alpha _{2}-1)^{\underline{\alpha _{2}-1}} \bigr) \\ &\qquad {}-{\mathcal{L}}_{2}^{-\rho _{2}}\varsigma _{2}\sum _{s=0}^{T}\sum _{ \xi =0}^{T} \mathcal{H}_{22}(\xi +\alpha _{2}-1,s) \\ &\qquad{}\times F_{2} \bigl(T+\alpha _{1}-1,s+\alpha _{2}-1, (T+\alpha _{1}-1)^{\underline{ \alpha _{1}-1}},(s+\alpha _{2}-1)^{\underline{\alpha _{2}-1}} \bigr) \Biggr\vert \\ &\quad \geq t_{2}^{\underline{\alpha _{2}-1}}\cdot \frac{\varsigma {\mathcal{L} ^{-1}}}{\varGamma (T+2)}. \end{aligned}$$
(3.7)

Next, taking the fractional difference of order \(0<\beta _{i}\leq 1\) for (3.4), we have

$$\begin{aligned} & \Delta^{\beta _{i}}\bigl(\mathcal{T}_{i}(u_{1},u_{2}) \bigr) (t_{i}-\beta _{i}+1,t _{j}) \\ &\quad =\sum_{s=0}^{T} \bigl[\Delta ^{\beta _{i}} G_{i1}(t_{i},s) \bigr] g_{1}(s+ \alpha _{1}-1)F_{1} \bigl(s+\alpha _{1}-1,t_{2}, \Delta ^{\beta _{1}}u_{1}(s+ \alpha _{1}-\beta _{1}),u_{2}(t_{2}) \bigr) \\ &\qquad{}-\sum_{s=0}^{T} \bigl[\Delta ^{\beta _{i}} G_{i2}(t_{i},s) \bigr] g_{2}(s+ \alpha _{2}-1) \\ &\qquad{}\times F_{2} \bigl(t_{1},s+\alpha _{2}-1,u_{1}(t_{1}), \Delta ^{\beta _{2}}u_{2}(s+ \alpha _{2}-\beta _{2}) \bigr). \end{aligned}$$
(3.8)

By the same arguments as before and since \(\Delta ^{\beta _{i}}{\mathcal{K} _{i}}(t_{i},s)\leq {\mathcal{K}_{i}}(t_{i},s)\), we obtain

$$\begin{aligned} &\bigl\vert \Delta ^{\beta _{1}} \bigl(\mathcal{T}_{1}(u_{1},u_{2}) \bigr) (t _{1}-\beta _{1}+1,t_{2}) \bigr\vert \\ &\quad=\Biggl|\sum_{s=0}^{T} \Biggl[ \Delta ^{\beta _{1}}{\mathcal{K}_{1}}(t_{1},s)+\frac{1}{ \varLambda \varGamma (-\beta _{1})} \Biggl( \sum_{p=\alpha _{1}-1}^{t_{1}+1}\bigl(t _{1}-\beta _{1}+1-\sigma (p)\bigr)^{\underline{-\beta _{1}-1}}p^{\underline{ \alpha _{1}-1}} \Biggr) \\ &\qquad{}\times\sum_{\xi =0}^{T}{\mathcal{H}_{11}}( \xi +\alpha _{1}-1,s) \Biggr] g _{1}(s+\alpha _{1}-1) F_{1} \bigl(s+\alpha _{1}-1,t_{2}, \Delta ^{\beta _{1}}u_{1}(s+\alpha _{1}-\beta _{1}),u_{2}(t_{2}) \bigr) \\ &\qquad{}-\frac{1}{\varLambda \varGamma (-\beta _{1})} \Biggl( \sum_{p=\alpha _{1}-1} ^{t_{1}+1}\bigl(t_{1}-\beta _{1}+1-\sigma (p) \bigr)^{\underline{-\beta _{1}-1}}p ^{\underline{\alpha _{1}-1}} \Biggr)\sum_{s=0}^{T} \sum_{\xi =0}^{T} {\mathcal{H}_{12}}( \xi +\alpha _{2}-1,s) ] \\ &\qquad{}\times g_{2}(s+\alpha _{2}-1) F_{2} \bigl(t_{1},s+\alpha _{2}-1,u_{1}(t_{1}), \Delta ^{\beta _{2}}u_{2}(s+\alpha _{2}-\beta _{2}) \bigr)\Biggr| \\ &\quad\leq\Biggl|\sum_{s=0}^{T} \Biggl[ { \mathcal{K}_{1}}(t_{1},s)+\frac{(t_{1}+1)^{\underline{ \alpha _{1}-1}}(t_{1}+\alpha _{1}-\beta _{1}+2)^{\underline{-\beta _{1}}}}{ \varLambda \varGamma (1-\beta _{1})}\sum _{\xi =0}^{T}{\mathcal{H}_{11}}( \xi +\alpha _{1}-1,s) \Biggr] \\ &\qquad{}\times g_{1}(s+\alpha _{1}-1) F_{1} \bigl(s+\alpha _{1}-1,t_{2}, \Delta ^{\beta _{1}}u_{1}(s+ \alpha _{1}-\beta _{1}),u_{2}(t_{2}) \bigr) \\ &\qquad{}-\frac{(t_{1}+1)^{\underline{\alpha _{1}-1}}(t_{1}+\alpha _{1}-\beta _{1}+2)^{\underline{-\beta _{1}}}}{\varLambda \varGamma (1-\beta _{1})}\sum_{s=0}^{T}\sum _{\xi =0}^{T}{\mathcal{H}_{12}}(\xi +\alpha _{2}-1,s) ] \\ &\qquad{}\times g_{2}(s+\alpha _{2}-1) F_{2} \bigl(t_{1},s+\alpha _{2}-1,u_{1}(t_{1}), \Delta ^{\beta _{2}}u_{2}(s+\alpha _{2}-\beta _{2}) \bigr)\Biggr| \\ &\quad \leq \Biggl\vert {\mathcal{G}_{1}}\sum _{s=0}^{T}G_{11}(t_{1},s) F_{1} \bigl(s+ \alpha _{1}-1,t_{2},\Delta ^{\beta _{1}}u_{1}(s+\alpha _{1}-\beta _{1}),u _{2}(t_{2}) \bigr) \\ &\qquad{}- {\mathcal{G}_{2}}\sum_{s=0}^{T}G_{12}(t_{1},s) F_{2} \bigl(t_{1},s+ \alpha _{2}-1,u_{1}(t_{1}), \Delta ^{\beta _{2}}u_{2}(s+\alpha _{2}-\beta _{2}) \bigr) \Biggr\vert \\ &\quad \leq\mathcal{L}^{*}{\mathcal{G}} t_{1}^{\underline{\alpha _{1}-1}}, \end{aligned}$$
(3.9)

and

$$\begin{aligned} &\bigl\vert \Delta ^{\beta _{2}} \bigl(\mathcal{T}_{2}(u_{1},u_{2}) \bigr) (t _{1},t_{2}-\beta _{2}+1) \bigr\vert \\ &\quad \leq \Biggl\vert \frac{(t_{2}+1)^{\underline{\alpha _{2}-1}}(t_{2}+\alpha _{2}- \beta _{2}+2)^{\underline{-\beta _{2}}}}{\varGamma (1-\beta _{1})}\sum_{s=0} ^{T} \sum_{\xi =0}^{T}{ \mathcal{H}_{21}}(\xi +\alpha _{1}-1,s) \\ &\qquad{} \times g_{1}(s+\alpha _{1}-1) F_{1} \bigl(s+\alpha _{1}-1,t_{2}, \Delta ^{\beta _{1}}u_{1}(s+ \alpha _{1}-\beta _{1}),u_{2}(t_{2}) \bigr) \\ &\qquad{}-\sum_{s=0}^{T} \Biggl[{ \mathcal{K}_{2}}(t_{2},s)+\frac{(t_{2}+1)^{\underline{ \alpha _{2}-1}}(t_{2}+\alpha _{2}-\beta _{2}+2)^{\underline{-\beta _{2}}}}{ \varLambda \varGamma (1-\beta _{1})} \sum _{\xi =0}^{T}{\mathcal{H}_{22}}( \xi +\alpha _{2}-1,s) \Biggr] \\ &\qquad{}\times g_{2}(s+\alpha _{2}-1) F_{2} \bigl(t_{1},s+\alpha _{2}-1,u_{1}(t_{1}), \Delta ^{\beta _{2}}u_{2}(s+\alpha _{2}-\beta _{2}) \bigr) \Biggr\vert \\ &\quad \leq \Biggl\vert \mathcal{G}_{1}\sum _{s=0}^{T}G_{21}(t,s) F_{1} \bigl(s+\alpha _{1}-1,t_{2},\Delta ^{\beta _{1}}u_{1}(s+ \alpha _{1}-\beta _{1}),u_{2}(t _{2}) \bigr) \\ &\qquad{}-\mathcal{G}_{2}\sum_{s=0}^{T}G_{22}(t,s) F_{2} \bigl(t_{1},s+\alpha _{2}-1,u_{1}(t_{1}), \Delta ^{\beta _{2}}u_{2}(s+\alpha _{2}-\beta _{2}) \bigr) \Biggr\vert \\ &\quad \leq\mathcal{L}\mathcal{G} t_{2}^{\underline{\alpha _{2}-1}}. \end{aligned}$$
(3.10)

On the other hand, we have

$$\begin{aligned} &\bigl\vert \Delta ^{\beta _{1}} \bigl(\mathcal{T}_{1}(u_{1},u_{2}) \bigr) (t _{1}-\beta _{1}+1,t_{2}) \bigr\vert \\ &\quad \geq \frac{\varGamma (\alpha _{1})(t_{1}+\alpha _{1}-\beta _{1}+2)^{\underline{- \beta _{1}}}}{\varLambda \varGamma (1-\beta _{1})} \Biggl\vert \sum_{s=0}^{T} \sum_{\xi =0}^{T}{\mathcal{H}_{11}}( \xi +\alpha _{1}-1,s) \\ &\qquad{}\times g_{1}(s+\alpha _{1}-1) F_{1} \bigl(s+\alpha _{1}-1,t_{2}, \Delta ^{\beta _{1}}u_{1}(s+ \alpha _{1}-\beta _{1}),u_{2}(t_{2}) \bigr) \\ &\qquad{}-\sum_{s=0}^{T}\sum _{\xi =0}^{T} \mathcal{H}_{12} g_{2}(s+\alpha _{2}-1)F_{2} \bigl(t_{1},s+\alpha _{2}-1,u_{1}(t_{1}), \Delta ^{\beta _{2}}u _{2}(s+\alpha _{2}-\beta _{2}) \bigr) \Biggr\vert \\ &\quad \geq \frac{t_{1}^{\underline{\alpha _{1}-1}}}{\varLambda \varGamma (T+2)} \Biggl\vert \varsigma _{1}\sum _{s=0}^{T} \sum_{\xi =0}^{T}{ \mathcal{H}_{11}}( \xi +\alpha _{1}-1,s) \\ &\qquad{}\times F_{1} \bigl(s+\alpha _{1}-1,t_{2},\Delta ^{\beta _{1}}u_{1}(s+ \alpha _{1}-\beta _{1}),u_{2}(t_{2}) \bigr) \\ &\qquad{} -\varsigma _{2}\sum_{s=0}^{T} \sum_{\xi =0}^{T} \mathcal{H}_{12} F _{2} \bigl(t_{1},s+\alpha _{2}-1,u_{1}(t_{1}), \Delta ^{\beta _{2}}u_{2}(s+ \alpha _{2}-\beta _{2}) \bigr) \Biggr\vert \\ &\quad \geq t_{1}^{\underline{\alpha _{1}-1}}\varsigma \mathcal{L}^{-1}, \end{aligned}$$
(3.11)

and

$$\begin{aligned} &\bigl\vert \Delta ^{\beta _{2}} \bigl(\mathcal{T}_{2}(u_{1},u_{2}) \bigr) (t _{1},t_{2}-\beta _{2}+1) \bigr\vert \\ &\quad \geq \frac{t_{2}^{\underline{\alpha _{2}-1}}}{\varLambda \varGamma (T+2)} \Biggl\vert \varsigma _{1}\sum _{s=0}^{T} \sum_{\xi =0}^{T}{ \mathcal{H}_{21}}( \xi +\alpha _{1}-1,s) \\ &\qquad{}\times F_{1} \bigl(s+\alpha _{1}-1,t_{2},\Delta ^{\beta _{1}}u_{1}(s+ \alpha _{1}-\beta _{1}),u_{2}(t_{2}) \bigr) \\ &\qquad{}-\varsigma _{2}\sum_{s=0}^{T} \sum_{\xi =0}^{T} \mathcal{H}_{22}( \xi +\alpha _{2}-1,s)F_{2} \bigl(t_{1},s+\alpha _{2}-1,u_{1}(t_{1}), \Delta ^{\beta _{2}}u_{2}(s+ \alpha _{2}-\beta _{2}) \bigr) \Biggr\vert \\ &\quad \geq t_{2}^{\underline{\alpha _{2}-1}}\varsigma \mathcal{L}^{-1}. \end{aligned}$$
(3.12)

Thus it follows from (2.5)–(2.7) and (2.9)–(2.12) that \(\mathcal{T}\) is well defined and \(\mathcal{T}(\mathcal{P})\subset \mathcal{P}\).

Furthermore, by Lemma 2.2, we obtain

$$\begin{aligned} &{-}\Delta ^{\alpha _{i}} {\mathcal{T}}_{i} ( u_{1},u_{2} ) (t _{1},t_{2})= F_{i} \bigl(t_{1},t_{2}, \Delta ^{\beta _{i}}{\mathcal{T}} _{i} ( u_{1},u_{2} ) (t_{1},t_{2}),{\mathcal{T}}_{i} ( u_{1},u_{2} ) (t_{1},t_{2}) \bigr), \\ &{\mathcal{T}}_{i} ( u_{1},u_{2} ) (\alpha _{i}-2,t_{j})= 0, \\ &{\mathcal{T}}_{i} ( u_{1},u_{2} ) (T+\alpha _{i},t_{j})= \lambda _{j}\Delta ^{-\theta _{j}} g_{j}(T+\alpha _{j}+\theta _{j}) {\mathcal{T}} _{j} ( u_{1},u_{2} ) (t_{i},T+\alpha _{j}+\theta _{j}). \end{aligned}$$
(3.13)

We let

$$\begin{aligned} &\chi _{i}(t_{i})=\min \bigl\lbrace t_{i}^{\underline{\alpha _{i}-1}}, \mathcal{T}_{i} \bigl( t_{i}^{\underline{\alpha _{i}-1}},t_{j}^{\underline{ \alpha _{j}-1}} \bigr) \bigr\rbrace , \end{aligned}$$
(3.14)
$$\begin{aligned} &\bar{\chi }_{i}(t_{i}) =\max \bigl\lbrace t_{i}^{\underline{\alpha _{i}-1}},\mathcal{T}_{i} \bigl( t_{i}^{\underline{\alpha _{i}-1}},t _{j}^{\underline{\alpha _{j}-1}} \bigr) \bigr\rbrace . \end{aligned}$$
(3.15)

Since \(( t_{1}^{\underline{\alpha _{1}-1}},t_{2}^{\underline{ \alpha _{2}-1}} ), ({\mathcal{T}}_{1} ( t_{1}^{\underline{ \alpha _{1}-1}},t_{2}^{\underline{\alpha _{2}-1}} ),{\mathcal{T}} _{2} ( t_{1}^{\underline{\alpha _{1}-1}},t_{2}^{\underline{\alpha _{2}-1}} ) )\in {\mathcal{P}}\), we have

$$\begin{aligned} \begin{aligned} & (\chi _{1},\chi _{2} ), (\bar{\chi }_{1}, \bar{\chi _{2}} )\in {\mathcal{P}}, \\ &\chi _{1}\leq t_{1}^{\underline{\alpha _{1}-1}} \leq \bar{\chi }_{1}\quad \text{and}\quad\chi _{2}\leq t_{2}^{\underline{\alpha _{2}-1}} \leq \bar{\chi }_{2}. \end{aligned} \end{aligned}$$
(3.16)

Let

$$\begin{aligned} \bigl(\chi ^{*}_{1},\chi ^{*}_{2} \bigr) = \bigl( \mathcal{T}_{1} ( \chi _{1},\chi _{2} ), \mathcal{T}_{2} ( \chi _{1}, \chi _{2} ) \bigr) \quad\text{and}\quad \bigl( \bar{\chi }^{*}_{1}, \bar{ \chi }^{*}_{2} \bigr) = \bigl( \mathcal{T}_{1} ( \bar{\chi } _{1},\bar{\chi }_{2} ), \mathcal{T}_{2} ( \bar{\chi }_{1},\bar{ \chi }_{2} ) \bigr). \end{aligned}$$
(3.17)

Then, by (3.14)–(3.17) and \((H3)\), we obtain

$$\begin{aligned} &\bigl( \bar{\chi }^{*}_{1},\bar{\chi }^{*}_{2} \bigr)\leq \bigl( \mathcal{T}_{1} \bigl(t_{1}^{\underline{\alpha _{1}-1}} ,t_{2}^{\underline{ \alpha _{2}-1}} \bigr), \mathcal{T}_{2} \bigl(t_{1}^{\underline{ \alpha _{1}-1}} ,t_{2}^{\underline{\alpha _{2}-1}} \bigr) \bigr) \\ &\phantom{\bigl( \bar{\chi }^{*}_{1},\bar{\chi }^{*}_{2} \bigr)}\leq \bigl( \mathcal{T}_{1} (\chi _{1},\chi _{2} ), \mathcal{T}_{2} (\chi _{1},\chi _{2} ) \bigr) = \bigl(\chi ^{*}_{1},\chi ^{*}_{2} \bigr) \leq ( \bar{\chi }_{1},\bar{ \chi }_{2} ), \end{aligned}$$
(3.18)
$$\begin{aligned} &\bigl(\chi ^{*}_{1},\chi ^{*}_{2} \bigr)\geq \bigl( \mathcal{T} _{1} \bigl(t_{1}^{\underline{\alpha _{1}-1}} ,t_{2}^{\underline{\alpha _{2}-1}} \bigr), \mathcal{T}_{2} \bigl(t_{1}^{ \underline{\alpha _{1}-1}} ,t_{2}^{\underline{\alpha _{2}-1}} \bigr) \bigr) \geq (\chi _{1},\chi _{2} ). \end{aligned}$$
(3.19)

So, it follows from (3.13) and (3.16)–(3.19) that

$$\begin{aligned} \begin{aligned} &\Delta ^{\alpha _{i}}\chi _{i}^{*}(t_{i}) +F_{i} \bigl(t_{1},t_{2},\chi _{1}^{*}(t_{1}),\chi _{2}^{*}(t_{2}) \bigr) \\ &\quad=\Delta ^{\alpha _{i}}{\mathcal{T}}_{i}(\chi _{1},\chi _{2}) (t_{1},t_{2})+F _{i} \bigl(t_{1},t_{2},\chi _{1}^{*}(t_{1}), \chi _{2}^{*}(t_{2}) \bigr) \\ &\quad =-F_{i} \bigl(t_{1},t_{2},\chi _{1}(t_{1}),\chi _{2}(t_{2}) \bigr)+F _{i} \bigl(t_{1},t_{2},\chi _{1}^{*}(t_{1}),\chi _{2}^{*}(t_{2}) \bigr) \\ &\quad \leq-F_{i} (t_{1},t_{2},\chi _{1},\chi _{2} )+F_{i} \bigl(t _{1},t_{2},\chi _{1}(t_{1}),\chi _{2}(t_{2}) \bigr)=0, \\ &\chi _{i}^{*}(\alpha _{i}-2)=0, \\ &\chi _{i}^{*}(T+\alpha _{i})=\lambda _{j}\Delta ^{-\theta _{j}} g_{j}(T+ \alpha _{j}+\theta _{j}) {\chi ^{*}_{j}}(T+ \alpha _{j}+\theta _{j}), \end{aligned} \end{aligned}$$
(3.20)

and

$$\begin{aligned} \begin{aligned} &\Delta ^{\alpha _{i}}\bar{\chi }_{i}^{*}(t_{1},t_{2}) +F_{i} \bigl(t _{1},t_{2},\bar{\chi }_{1}^{*}(t_{1}),\bar{\chi }_{2}^{*}(t_{2}) \bigr) \\ &\quad =\Delta ^{\alpha _{i}}{\mathcal{T}}_{i}(\bar{\chi }_{1},\bar{\chi } _{2}) (t_{1},t_{2})+F_{i} \bigl(t_{1},t_{2},\bar{\chi }_{1}^{*}(t_{1}), \bar{ \chi }_{2}^{*} (t_{2}) \bigr) \\ &\quad =-F_{i} (t_{1},t_{2},\bar{\chi }_{1},\bar{\chi }_{2} )+F _{i} \bigl(t_{1},t_{2},\bar{\chi }_{1}^{*}(t_{1}), \bar{\chi }_{2}^{*}(t _{2}) \bigr) \\ &\quad \geq-F_{i} (t_{1},t_{2},\bar{\chi }_{1},\bar{\chi }_{2} )+F _{i} \bigl(t_{1},t_{2},\bar{\chi }_{1}(t_{1}), \bar{\chi }_{2}(t_{2}) \bigr)=0, \\ &\bar{\chi }_{i}^{*}(\alpha _{i}-2)=0, \\ &\bar{ \chi }_{i}^{*}(T+\alpha _{i})=\lambda _{j}\Delta ^{-\theta _{j}} g _{j}(T+\alpha _{j}+\theta _{j}) {\bar{\chi }^{*}_{j}}(T+ \alpha _{j}+ \theta _{j}). \end{aligned} \end{aligned}$$
(3.21)

Thus, it follows from (3.18)–(3.21) that \((\bar{\chi }_{1}^{*},\bar{\chi }_{2}^{*} ), ( \chi _{1}^{*},\chi _{2}^{*} )\) are lower and upper solutions of problem (1.5)–(1.6), and \((\bar{\chi }_{1}^{*},\bar{ \chi }_{2}^{*} ), ( \chi _{1}^{*},\chi _{2}^{*} ) \in {\mathcal{P}}\).

Define the function \(\mathcal{F}^{*}_{i}\) and the operator \(\mathcal{T}^{*}\) in \(\mathcal{U}\) by

$$\begin{aligned} &\mathcal{F}^{*}_{i} (t_{1},t_{2},x,y )= \textstyle\begin{cases} F_{i} (t_{1},t_{2},\bar{\chi }_{1}^{*},\bar{\chi }_{2}^{*} ), &(x,y)< (\bar{\chi }_{1}^{*},\bar{\chi }_{2}^{*} ), \\ F_{i} (t_{1},t_{2},x,y ), & (\bar{\chi }_{1}^{*},\bar{\chi }_{2}^{*} )\leq (x,y) \leq (\chi _{1}^{*},\chi _{2}^{*} ), \\ F_{i} (t_{1},t_{2},\chi _{1}^{*},\chi _{2}^{*} ), &(x,y)> (\chi _{1}^{*},\chi _{2}^{*} ), \end{cases}\displaystyle \end{aligned}$$
(3.22)
$$\begin{aligned} &{\mathcal{T}}^{*} (u_{1},u_{2} ) (t_{1},t_{2})= \bigl( {\mathcal{T}}^{*}_{1} (u_{1},u_{2} ) (t_{1},t_{2}), { \mathcal{T}} ^{*}_{2} (u_{1},u_{2} ) (t_{1},t_{2}) \bigr), \end{aligned}$$
(3.23)

where

$$\begin{aligned} &{\mathcal{T}}^{*}_{i} (u_{1},u_{2} ) (t _{1},t_{2}) \\ &\quad =\sum_{s=0}^{T}G_{i1}(t_{i},s) g_{1} (s+\alpha _{1}-1)\mathcal{F} ^{*}_{1} \bigl( s+\alpha _{1}-1,t_{2},\Delta ^{\beta _{1}}u_{1}(s+ \alpha _{1}-\beta _{1}),u_{2}(t_{2}) \bigr) \\ &\qquad{}-\sum_{s=0}^{T}G_{i2}(t_{i},s) g_{2}( s+\alpha _{2}-1)\mathcal{F} ^{*}_{2} \bigl( t_{1},s+\alpha _{2}-1,u_{1}(t_{1}), \Delta ^{\beta _{2}}u _{2}(s+\alpha _{2}-\beta _{2}) \bigr). \end{aligned}$$
(3.24)

It follows from the assumption that \(\mathcal{F}^{*}_{i}:{\mathbb{N}} _{\alpha _{1}-1,T+\alpha _{1}-1}\times {\mathbb{N}}_{\alpha _{2}-1,T+ \alpha _{2}-1}\times [0,\infty )\times [0,\infty )\rightarrow [0, \infty )\) are continuous. Consider the following problem:

$$\begin{aligned} &{-}\Delta ^{\alpha _{i}} u_{i}(t_{i})= \mathcal{F}^{*}_{i} \bigl(t_{1},t _{2},\Delta ^{\beta _{i}}u_{i} (s+\alpha _{i}-\beta _{i}) ,u_{j}(t_{j}) \bigr), \\ &u_{i}(\alpha _{i}-2)= 0, \\ &u_{i}(T+\alpha _{i})= \lambda _{j}\Delta ^{-\theta _{j}} g_{j}(T+\alpha _{j}+\theta _{j}) u_{j}(T+\alpha _{j}+\theta _{j}). \end{aligned}$$
(3.25)

For \(i,j\in \{1,2\}, i\neq j\) and for all \((u_{1},u_{2} ) \in \mathcal{U}\), by (3.22) we obtain

$$\begin{aligned} & \bigl\vert {\mathcal{T}}_{i}^{*} (u_{1},u_{2} ) (t_{1},t_{2}) \bigr\vert \\ &\quad\leq t_{i}^{\underline{\alpha _{i}-1}} \Biggl\vert \omega _{i1}{ \mathcal{G} _{1}}\sum_{s=0}^{T}{ \mathcal{F}^{*}_{1}} \bigl(s+\alpha _{1}-1,t_{2}, \Delta ^{\beta _{1}}u_{1},u_{2} \bigr) \\ &\qquad{}-\omega _{i2}{\mathcal{G}_{2}}\sum_{s=0}^{T}{ \mathcal{F}^{*}_{2}} \bigl(t_{1},s+\alpha _{2}-1,u_{1}, \Delta ^{\beta _{2}}u_{2} \bigr) \Biggr\vert \\ &\quad\leq (T+\alpha _{i})^{\underline{\alpha _{i}-1}}{\mathcal{G}} \Biggl\vert \omega _{i1}\sum_{s=0}^{T}{ \mathcal{F}^{*}_{1}} \bigl(s+\alpha _{1}-1,t _{2},\bar{\chi }^{*}_{1},\bar{\chi }^{*}_{2} \bigr) -\omega _{i2}\sum _{s=0}^{T}{\mathcal{F}^{*}_{2}} \bigl(t_{1},s+\alpha _{2}-1,\bar{\chi } ^{*}_{1},\bar{\chi }^{*}_{2} \bigr) \Biggr\vert \\ &\quad \leq (T+\alpha _{i})^{\underline{\alpha _{i}-1}}{\mathcal{G}} \Biggl\vert \omega _{i1}\sum_{s=0}^{T}{ \mathcal{F}^{*}_{1}} \bigl(s+\alpha _{1}-1,t _{2},{\mathcal{L}}_{1}^{-1}(s+\alpha _{1}-1)^{\underline{\alpha _{1}-1}}, {\mathcal{L}}_{2}^{-1}t_{2}^{\underline{\alpha _{2}-1}} \bigr) \\ &\qquad{}-\omega _{i2}\sum_{s=0}^{T}{ \mathcal{F}^{*}_{2}} \bigl(t_{1},s+\alpha _{2}-1,{\mathcal{L}}_{1}^{-1}t_{1}^{\underline{\alpha _{1}-1}}, {\mathcal{L}} _{2}^{-1}(s+\alpha _{2}-1)^{\underline{\alpha _{2}-1}} \bigr) \Biggr\vert \\ &\quad\leq (T+\alpha _{i})^{\underline{\alpha _{i}-1}}{\mathcal{G}} \Biggl\vert \omega _{i1}{\mathcal{L}}_{1}^{\rho _{1}}\sum _{s=0}^{T}{\mathcal{F}^{*} _{1}} \bigl(s+\alpha _{1}-1,\alpha _{2}-1,(s+ \alpha _{1}-1)^{\underline{ \alpha _{1}-1}},(\alpha _{2}-1)^{\underline{\alpha _{2}-1}} \bigr) \\ &\qquad{}-\omega _{i2}{\mathcal{L}}_{2}^{\rho _{1}}\sum _{s=0}^{T}{\mathcal{F} ^{*}_{2}} \bigl(\alpha _{1}-1,s+\alpha _{2}-1,(\alpha _{1}-1)^{\underline{ \alpha _{1}-1}}, (s+\alpha _{2}-1)^{\underline{\alpha _{2}-1}} \bigr) \Biggr\vert \\ &\quad\leq (T+\alpha _{i})^{\underline{\alpha _{i}-1}}{\mathcal{G}} {\mathcal{L}}. \end{aligned}$$
(3.26)

By the same argument, we obtain \(\vert \Delta ^{\beta _{i}}{\mathcal{T}} _{i}^{*} (u_{1},u_{2} )(t_{1},t_{2}) \vert \leq (T+ \alpha _{i})^{\underline{\alpha _{i}-1}}{\mathcal{G}}{\mathcal{L}}\).

Thus,

$$ \bigl\Vert {\mathcal{T}}^{*} \bigr\Vert _{\mathcal{C}_{i}} = \bigl\Vert \Delta ^{\beta _{i}}{\mathcal{T}} _{i}^{*} \bigr\Vert _{E_{i}}+ \bigl\Vert {\mathcal{T}}_{j}^{*} \bigr\Vert _{E_{j}} \leq \bigl[ (T+ \alpha _{1})^{\underline{\alpha _{1}-1}}+(T+ \alpha _{2})^{\underline{ \alpha _{2}-1}} \bigr] {\mathcal{G}} {\mathcal{L}} :={ \mathcal{M}}. $$

Consequently, we have

$$ \bigl\Vert {\mathcal{T}}^{*} \bigr\Vert _{\mathcal{U}} = \max \bigl\lbrace \bigl\Vert {\mathcal{T}} ^{*} \bigr\Vert _{\mathcal{C}_{1}}, \bigl\Vert {\mathcal{T}}^{*} \bigr\Vert _{\mathcal{C}_{2}} \bigr\rbrace \leq {\mathcal{M}}, $$

which implies that \({\mathcal{T}}^{*}\) is uniformly bounded. Moreover, it follows from the continuity of \({\mathcal{F}}^{*}_{i}\) and the uniform continuity of \(G_{i1}(t_{i},s),G_{i2}(t_{i},s) \) and \((H2)\) that \(\mathcal{T}^{*}:{\mathcal{U}}\times {\mathcal{U}}\rightarrow {\mathcal{U}}\) is continuous.

Let \({\mathcal{E}}\subset {\mathcal{U}}\times {\mathcal{U}}\) be bounded. By the Arzelá–Ascoli theorem and Theorem 2.4, we easily know that \({\mathcal{T}^{*}}({\mathcal{E}})\) is equicontinuous. Therefore \({\mathcal{T}^{*}}\) is completely continuous. Hence, by using Schauder’s fixed point theorem, \({\mathcal{T}^{*}}\) has at least one fixed point \(( u_{1}^{*},u_{2}^{*} )\) such that \(( u_{1}^{*},u _{2}^{*} )={\mathcal{T}^{*}} ( u_{1}^{*},u_{2}^{*} )\).

Next, we will show that

$$\begin{aligned} \bigl( \bar{\chi }_{1}^{*}(t_{1}),\bar{\chi }_{2}^{*}(t_{2}) \bigr) \leq \bigl( u_{1}^{*}(t_{1}),u_{2}^{*}(t_{2}) \bigr) \leq \bigl( \chi _{1}^{*}(t_{1}),\chi _{2}^{*}(t_{2}) \bigr),\quad t_{i}\in { \mathbb{N}_{\alpha _{i}-2,T+\alpha _{i}}}. \end{aligned}$$
(3.27)

Firstly, we will prove that \(( u_{1}^{*},u_{2}^{*} ) \leq ( \chi _{1}^{*},\chi _{2}^{*} )\). Suppose \(( u _{1}^{*},u_{2}^{*} ) > ( \chi _{1}^{*},\chi _{2}^{*} )\). According to the definition of \({\mathcal{F}^{*}_{i}}\), we have

$$\begin{aligned} -\Delta ^{\alpha _{i}} u_{i}^{*}(t_{i})= \mathcal{F}^{*}_{i} \bigl(t_{1},t _{2},u_{1}^{*}(t_{1}),u_{2}^{*}(t_{2}) \bigr)=\mathcal{F}_{i} \bigl(t_{1},t _{2},\chi _{1}^{*}(t_{1}),\chi _{2}^{*}(t_{2}) \bigr). \end{aligned}$$
(3.28)

On the other hand, since \(( \chi _{1}^{*},\chi _{2}^{*} )\) is an upper solution of problem (1.5), we have

$$\begin{aligned} -\Delta ^{\alpha _{i}} \chi _{i}^{*}(t_{i}) \geq \mathcal{F}_{i} \bigl(t _{1},t_{2},\chi _{1}^{*}(t_{1}),\chi _{2}^{*}(t_{2}) \bigr). \end{aligned}$$
(3.29)

Letting \(z_{i}(t_{i})=\chi _{i}^{*}(t_{i})-u_{i}^{*}(t_{i})\), and from (3.28)–(3.29), it implies that

$$\begin{aligned} \Delta ^{\alpha _{i}} z_{i}(t_{i})= \Delta ^{\alpha _{i}}\chi _{i}^{*}(t _{i})-\Delta ^{\alpha _{i}}u_{i}^{*}(t_{i})\leq 0. \end{aligned}$$
(3.30)

Furthermore, since \(( \chi _{1}^{*},\chi _{2}^{*} )\) is an upper solution of problem (1.5) and \(( u_{1}^{*},u_{2} ^{*} ) \) is a fixed point of \({\mathcal{T}^{*}}\), we have

$$\begin{aligned} z_{i}(\alpha _{i}-2)=0,\qquad z_{i}(T+\alpha _{i})=\lambda _{j}\Delta ^{-\theta _{j}} g_{j}(T+\alpha _{j}+\theta _{j}) z_{j}(T+\alpha _{j}+\theta _{j}). \end{aligned}$$
(3.31)

By Lemma 3.1, we have

$$ z_{i}(t_{1},t_{2})\geq 0. $$

So, \(( u_{1}^{*}(t_{1}),u_{2}^{*}(t_{2}) )\leq ( \chi _{1}^{*}(t_{1}),\chi _{2}^{*}(t_{2}) )\) for all \(t_{i} \in {\mathbb{N}_{\alpha _{i}-2,T+\alpha _{i}}}\), which contradicts \(( u_{1}^{*},u_{2}^{*} )> ( \chi _{1}^{*},\chi _{2} ^{*} )\). Therefore we have \(( u_{1}^{*},u_{2}^{*} ) \leq ( \chi _{1}^{*},\chi _{2}^{*} )\) for all \(t_{i} \in {\mathbb{N}_{\alpha _{i}-2,T+\alpha _{i}}}\).

In the same argument, we have \(( u_{1}^{*}(t_{1}),u_{2}^{*}(t _{2}) )\geq ( \bar{\chi }_{1}^{*}(t_{1}),\bar{\chi }_{2} ^{*}(t_{2}) )\) for all \(t_{i} \in {\mathbb{N}_{\alpha _{i}-2,T+ \alpha _{i}}}\).

Thus (3.27) holds. Hence \(( u_{1}^{*}(t_{1}),u_{2}^{*}(t _{2}) )\) is a positive solution of problem (1.5)–(1.6). From \(( (\bar{\chi }_{1} ^{*},\bar{\chi }_{2}^{*} ), ( \chi _{1}^{*},\chi _{2}^{*} ) )\in {\mathcal{P}}\) and (3.27), we obtain

$$ \bigl( \varsigma {\mathcal{L}}^{-1}t_{1}^{\underline{\alpha _{1}-1}}, \varsigma {\mathcal{L}}^{-1}t_{2}^{\underline{\alpha _{2}-1}} \bigr) \leq \bigl(u_{1}^{*},u_{2}^{*} \bigr) \leq \bigl({\mathcal{G}} {\mathcal{L}} t_{1}^{\underline{\alpha _{1}-1}},{\mathcal{G}} { \mathcal{L}} t_{2} ^{\underline{\alpha _{2}-1}} \bigr). $$

This completes the proof. □

4 An example

In this section, in order to illustrate our result, we consider the coupled system of singular fractional difference equations with fractional sum boundary conditions

$$\begin{aligned} &{-}\Delta ^{\frac{4}{3}} u_{1}(t)= F_{1} \biggl(t+ \frac{1}{3},t+ \frac{1}{2},\Delta ^{\frac{1}{2}}u_{1} \biggl( t+\frac{5}{6} \biggr) ,u _{2} \biggl( t+ \frac{1}{2} \biggr) \biggr), \\ &{-}\Delta ^{\frac{3}{2}} u_{2}(t) = F_{2} \biggl(t+ \frac{1}{3},t+ \frac{1}{2},u_{1} \biggl( t+ \frac{1}{3} \biggr) \Delta ^{\frac{1}{3}}u _{1} \biggl( t+ \frac{7}{6} \biggr) \biggr),\quad t\in {\mathbb{N}}_{0,10}, \\ &u_{1} \biggl( -\frac{2}{3} \biggr)= 0,\qquad u_{1} \biggl( \frac{34}{3} \biggr) = 9\Delta ^{-\frac{3}{4}} (g _{2} u_{2} ) \biggl( \frac{49}{4} \biggr), \\ &u_{2} \biggl( -\frac{1}{2} \biggr)= 0,\qquad u_{2} \biggl( \frac{23}{2} \biggr) = 4\Delta ^{-\frac{2}{3}} (g _{1}u_{1} ) ( 12 ), \end{aligned}$$

where \(a_{i},b_{i},x_{i},y_{i}>0\), \(0< x_{i}+\frac{1}{3}a_{i}<1, 0<y _{i}+\frac{1}{2}b_{i}<1, i=1,2\), and, for \(t_{1}\in {\mathbb{N}}_{- \frac{2}{3},\frac{34}{3}}, t_{2}\in {\mathbb{N}}_{-\frac{1}{2}, \frac{23}{2}}\),

$$\begin{aligned} &F_{1} \bigl(t_{1},t_{2},\Delta ^{\frac{1}{2}}u_{1} ,u_{2} \bigr) =t_{1} ^{-x_{1}} \bigl(\Delta ^{\frac{1}{2}}u_{1} \bigr)^{-a_{1}}+t_{2}^{-y _{1}}u_{2}^{-b_{1}}, \\ &F_{2} \bigl(t_{1},t_{2},u_{1},\Delta ^{\frac{1}{3}}u_{2} \bigr) =t_{1} ^{-x_{2}}u_{1}^{-a_{2}}+t_{2}^{-y_{2}} \bigl(\Delta ^{\frac{1}{3}}u _{2} \bigr)^{-b_{2}}, \\ &g_{1}(t_{1}) = \frac{1}{200e+10\sin ^{2}2\pi t_{1}}\quad\text{and}\quad g_{2}(t_{2}) = \frac{1}{100\pi +20\cos ^{2}2\pi t_{2}}. \end{aligned}$$

Here \(\alpha _{1}=\frac{4}{3}, \alpha _{2}=\frac{3}{2}, \beta _{1}= \frac{1}{2}, \beta _{2}=\frac{1}{3}, \theta _{1}=\frac{2}{3}, \theta _{2}=\frac{3}{4}, T=10\). We can find that

$$\begin{aligned} 0< \lambda _{1}< 24.524,\qquad 0< \lambda _{2}< 9.651,\qquad \varLambda =0.248< 1, \end{aligned}$$

Clearly, \(\sum_{\xi =0}^{T}={\mathcal{H}}_{ij}(\xi +\alpha _{i}-1,s) \geq 0\) for all \(s\in {\mathbb{N}}_{0,10}\). So, \((H{1})\) holds.

For \(t_{1}\in {\mathbb{N}}_{-\frac{2}{3},\frac{34}{3}}, t_{2}\in {\mathbb{N}}_{-\frac{1}{2},\frac{23}{2}}\), we obtain that \(F_{1},F _{2}\) are decreasing in \(u_{i},\Delta ^{\alpha _{i}}u_{i}\), and

$$\begin{aligned} &F_{1} \bigl(s+\alpha _{1}-1,s+\alpha _{2}-1,(s+\alpha _{1}-1)^{\underline{ \alpha _{1}-1}},(s+\alpha _{2}-1)^{\underline{\alpha _{2}-1}} \bigr) \\ &\quad = \biggl( s+\frac{1}{3} \biggr)^{-x_{1}} \biggl[ \biggl( s+ \frac{1}{3} \biggr)^{\underline{\frac{1}{3}}} \biggr]^{-a_{1}} + \biggl( s+ \frac{1}{2} \biggr)^{-y_{1}} \biggl[ \biggl( s+\frac{1}{2} \biggr) ^{\underline{\frac{1}{2}}} \biggr]^{-b_{1}} \\ &\quad \leq \biggl( s+\frac{1}{3} \biggr)^{- ( x_{1}+\frac{1}{3}a _{1} ) } + \biggl( s+ \frac{1}{2} \biggr)^{- ( y_{1}+ \frac{1}{2}b_{1} ) } \in l^{1}, \\ &F_{2} \bigl(s+\alpha _{1}-1,s+\alpha _{2}-1,(s+\alpha _{1}-1)^{\underline{ \alpha _{1}-1}},(s+\alpha _{2}-1)^{\underline{\alpha _{2}-1}} \bigr) \\ &\quad = \biggl( s+\frac{1}{3} \biggr)^{-x_{2}} \biggl[ \biggl( s+ \frac{1}{3} \biggr)^{\underline{\frac{1}{3}}} \biggr]^{-a_{2}} + \biggl( s+ \frac{1}{2} \biggr)^{-y_{2}} \biggl[ \biggl( s+\frac{1}{2} \biggr) ^{\underline{\frac{1}{2}}} \biggr]^{-b_{2}} \\ &\quad \leq \biggl( s+\frac{1}{3} \biggr)^{- ( x_{2}+\frac{1}{3}a _{2} ) } + \biggl( s+ \frac{1}{2} \biggr)^{- ( y_{2}+ \frac{1}{2}b_{2} ) } \in l^{1}. \end{aligned}$$

Therefore, \((H{2})\) holds.

For all \(\ell \in (0,1)\) and \((t_{1},t_{2},v_{1},v_{2})\in {\mathbb{N}} _{-\frac{2}{3},\frac{34}{3}}\times {\mathbb{N}}_{-\frac{1}{2}, \frac{23}{2}}\times (0,\infty ) \times (0,\infty )\), we have

$$ F_{i} (t_{1},t_{2},\ell v_{1},\ell v_{2} )\leq \ell ^{-\max \{a_{i},b_{i}\}} F_{i} (t_{1},t_{2},v_{1},v_{2} ), $$

Thus, \((H{3})\) holds. Also, \((H{4})\) holds for all \(t_{i}\in \mathbb{N}_{\alpha _{i}-2,T+\alpha _{i}}\) where

$$\begin{aligned} &\varsigma _{1}=0.00181\leq g_{1}(t_{1}) \leq 0.00184= {\mathcal{G}} _{i}\quad\text{and} \\ &\varsigma _{2}=0.00299\leq g_{2}(t_{2}) \leq 0.00318= {\mathcal{G}}_{2}. \end{aligned}$$

Hence, by Theorem 3.1, this problem has at least one positive solution \((u_{1}^{*},u_{2}^{*})\).

For a numerical example to show the existence of a positive solution, we give

$$\begin{aligned} F_{1}(t_{1})=\frac{1}{2}t_{1}^{-\frac{1}{2}}\quad \mbox{and}\quad F_{2}(t_{2})= \frac{1}{500}t_{2}^{-\frac{1}{3}}. \end{aligned}$$

We can find that \(\lambda _{1}=2.1, \lambda _{2}=3.8, \varLambda =0.041\), \({\mathcal{P}(F_{1},F_{2})}=6.697 \) and \({\mathcal{Q}(F_{1},F_{2})}=0.054\), then we have

$$\begin{aligned} &u_{1}(t_{1})=\frac{7.054\varGamma (t_{1}+1)}{\varGamma }(t_{1}+0.666)-1.120 \sum_{s=0}^{t_{1}-\frac{4}{3}}\frac{\varGamma (t_{1}-s)}{2(s+\frac{1}{3})(\frac{1}{2})\varGamma (t_{1}-s-\frac{1}{3})}, \\ & u_{2}(t_{2})=\frac{573.023\varGamma (t_{2}+1)}{\varGamma }(t_{2}+0.500)-1.128 \sum_{s=0}^{t_{2}-\frac{3}{2}}\frac{\varGamma (t_{2}-s)}{(s+\frac{1}{2})( \frac{1}{3})\varGamma (t_{2}-s-\frac{1}{2})} \end{aligned}$$

for \(t_{1}\in {\mathbb{N}}_{-\frac{2}{3},\frac{34}{3}}, t_{2}\in {\mathbb{N}}_{-\frac{1}{2},\frac{23}{2}}\). Therefore, we obtain

$$\begin{aligned} &u_{1} \biggl(-\frac{2}{3} \biggr) =0,\qquad u_{1} \biggl(\frac{1}{3} \biggr) =6.299,\qquad u_{1} \biggl( \frac{4}{3} \biggr) =7.533,\qquad u_{1} \biggl(\frac{7}{3} \biggr) =8.211, \\ &u_{1} \biggl(\frac{10}{3} \biggr) =8.636,\qquad u_{1} \biggl(\frac{13}{3} \biggr) =8.914, \qquad u_{1} \biggl( \frac{16}{3} \biggr) =9.097,\qquad u_{1} \biggl(\frac{19}{3} \biggr) =9.211, \\ &u_{1} \biggl(\frac{22}{3} \biggr) =9.275,\qquad u_{1} \biggl(\frac{25}{3} \biggr) =9.299,\qquad u_{1} \biggl( \frac{28}{3} \biggr) =9.291,\qquad u_{1} \biggl(\frac{31}{3} \biggr) =9.257, \\ &u_{1} \biggl(\frac{34}{3} \biggr) =9.201,\quad\text{and} \\ &u_{2} \biggl(-\frac{1}{2} \biggr) =0,\qquad u_{2} \biggl(\frac{1}{2} \biggr) =507.828,\qquad u_{2} \biggl(\frac{3}{2} \biggr) =761.740,\qquad u_{2} \biggl( \frac{5}{2} \biggr) =952.173, \\ &u_{2} \biggl(\frac{7}{2} \biggr) =1110.866,\qquad u_{2} \biggl(\frac{9}{2} \biggr) =1249.722,\qquad u_{2} \biggl( \frac{111}{2} \biggr) =1347.692, \\ &u_{2} \biggl(\frac{13}{2} \biggr) =1489.247,\qquad u_{2} \biggl(\frac{15}{2} \biggr) =1595.619,\qquad u_{2} \biggl( \frac{17}{2} \biggr) =1695.343, \\ &u_{2} \biggl(\frac{19}{2} \biggr) =1789.526,\qquad u_{2} \biggl(\frac{21}{2} \biggr) =51878.999, \qquad u_{2} \biggl( \frac{23}{2} \biggr) =1964.406. \end{aligned}$$

In Fig. 1, the graphs of solutions \(u_{1}\) and \(u_{2}\) are plotted in a two-dimensional space.

Figure 1
figure 1

The graph of \(u_{1}(t_{1})\) where \(t_{1}\in {\mathbb{N}} _{\frac{1}{3},\frac{34}{3}} \) and \(u_{2}(t_{2})\) where \(t_{2}\in {\mathbb{N}}_{\frac{1}{2},\frac{23}{2}}\)