# A modified Mann iteration for zero points of accretive operators

- Jianmin Song
^{1}Email author and - Minjiang Chen
^{1}

**2013**:347

https://doi.org/10.1186/1687-1812-2013-347

© Song and Chen; licensee Springer. 2013

**Received: **1 October 2013

**Accepted: **2 December 2013

**Published: **19 December 2013

## Abstract

A modified Mann iteration with computational errors is investigated. A strong convergence theorem for zero points of an *m*-accretive operator is established in a Banach space.

**MSC:**47H06, 47H09, 47J25, 65J15.

## Keywords

## 1 Introduction

*A*is an accretive operator in an appropriate Banach space. Typical examples where such evolution equations occur can be found in the heat, wave or Schrödinger equations. If $x(t)$ is dependent of

*t*, then (1.1) is reduced to

whose solutions correspond to the equilibrium points of (1.1). An early fundamental result in the theory of accretive operators, due to Browder [1], states that the initial value problem (1.1) is solvable if *A* is locally Lipschitz and accretive on *E*. One of the most popular techniques for solving zero points of accretive operators goes back to the work of Browder [2]. One of the basic ideas in the case of a Hilbert space *H* is reducing the above equation (1.2) to a fixed point problem of the operator ${R}_{A}:H\to {2}^{H}$ defined by ${R}_{A}={(I+A)}^{-1}$, which is called the classical resolvent of *A*.

The paper is organized in the following way. In Section 2, we present the preliminaries that are needed in our work. In Section 3, a modified Mann iteration with computational errors is presented. A strong convergence theorem for zero points of an *m*-accretive operator is established in a Banach space. In Section 4, applications of the main results are discussed.

## 2 Preliminaries

*E*be a real Banach space

*E*and let ${E}^{\ast}$ be the dual space of

*E*. Let $\u3008\cdot ,\cdot \u3009$ denote the pairing between

*E*and ${E}^{\ast}$. The normalized duality mapping $J:E\to {2}^{{E}^{\ast}}$ is defined by

for all $x\in E$. Let ${U}_{E}=\{x\in E:\parallel x\parallel =1\}$. *E* is said to be smooth or is said to have a Gâteaux differentiable norm if the limit ${lim}_{t\to 0}\frac{\parallel x+ty\parallel -\parallel x\parallel}{t}$ exists for each $x,y\in {U}_{E}$. *E* is said to have a uniformly Gâteaux differentiable norm if for each $y\in {U}_{E}$, the limit is attained uniformly for all $x\in {U}_{E}$. *E* is said to be uniformly smooth or is said to have a uniformly Fréchet differentiable norm if the limit is attained uniformly for $x,y\in {U}_{E}$. In the sequel, we use *j* to denote the single-valued normalized duality mapping. It is known that if the norm of *E* is uniformly Gâteaux differentiable, then the duality mapping *J* is single-valued and uniformly norm to weak^{∗} continuous on each bounded subset of *E*.

Recall that a closed convex subset *C* of a Banach space *E* is said to have the normal structure if for each bounded closed convex subset *K* of *C* which contains at least two points, there exists an element *x* of *K* which is not a diametral point of *K*, *i.e.*, $sup\{\parallel x-y\parallel :y\in K\}<d(K)$, where $d(K)$ is the diameter of *K*. It is well known that a closed convex subset of a uniformly convex Banach space has the normal structure and a compact convex subset of a Banach space has the normal structure; see [3] for more details.

*T*is said to be contractive if there exits a constant $\alpha \in (0,1)$ such that

*T*an

*α*-contraction.

*T*is said to be

*nonexpansive*if

Let *D* be a nonempty subset of *C*. Let $Q:C\to D$. *Q* is said to be *contraction* if ${Q}^{2}=Q$; sunny if for each $x\in C$ and $t\in (0,1)$, we have $Q(tx+(1-t)Qx)=Qx$; sunny nonexpansive retraction if *Q* is sunny, nonexpansive, and contraction. *K* is said to be a nonexpansive retract of *C* if there exists a nonexpansive retraction from *C* onto *D*.

The following result, which was established in [4], describes a characterization of sunny nonexpansive retractions on a smooth Banach space.

*E*be a smooth Banach space and

*C*be a nonempty subset of

*E*. Let $Q:E\to C$ be a retraction and

*j*be the normalized duality mapping on

*E*. Then the following are equivalent:

- (1)
*Q*is sunny and nonexpansive; - (2)
${\parallel Qx-Qy\parallel}^{2}\le \u3008x-y,j(Qx-Qy)\u3009$, $\mathrm{\forall}x,y\in E$;

- (3)
$\u3008x-Qx,j(y-Qx)\u3009\le 0$, $\mathrm{\forall}x\in E$, $y\in C$.

It is known that the Krasnoselski-Mann iteration only has weak convergence even for nonexpansive mappings in infinite-dimensional Hilbert spaces; for more details, see [5] and the references therein. In many disciplines, including economics, image recovery, quantum physics, and control theory, problems arise in infinite dimension spaces. In such problems, strong convergence (norm convergence) is often much more desirable than weak convergence, for it translates the physically tangible property that the energy $\parallel {x}_{n}-x\parallel $ of the error between the iterate ${x}_{n}$ and the solution *x* eventually becomes arbitrarily small. To improve the weak convergence of Krasnoselski-Mann iterative process, different modified Mann iterations have been considered; see [6–30] and the references therein.

Let *I* denote the identity operator on *E*. An operator $A\subset E\times E$ with domain $D(A)=\{z\in E:Az\ne \mathrm{\varnothing}\}$ and range $R(A)=\bigcup \{Az:z\in D(A)\}$ is said to be *accretive* if for each ${x}_{i}\in D(A)$ and ${y}_{i}\in A{x}_{i}$, $i=1,2$, there exists $j({x}_{1}-{x}_{2})\in J({x}_{1}-{x}_{2})$ such that $\u3008{y}_{1}-{y}_{2},j({x}_{1}-{x}_{2})\u3009\ge 0$. An accretive operator *A* is said to be *m*-*accretive* if $R(I+rA)=E$ for all $r>0$. In a real Hilbert space, an operator *A* is *m*-accretive if and only if *A* is maximal monotone. In this paper, we use ${A}^{-1}(0)$ to denote the set of zeros of *A*.

For an accretive operator *A*, we can define a nonexpansive single-valued mapping ${J}_{r}:R(I+rA)\to D(A)$ by ${J}_{r}={(I+rA)}^{-1}$ for each $r>0$, which is called the *resolvent* of *A*.

where ${J}_{{r}_{n}}={(I+{r}_{n}A)}^{-1}$ and $\{{r}_{n}\}$ is a sequence of positive real numbers.

where $\{{\alpha}_{n}\}$ is a real number sequence in $(0,1)$, $\{{r}_{n}\}$ is a positive real number sequence, and ${J}_{{r}_{n}}={(I+{r}_{n}A)}^{-1}$. It is known that the sequence $\{{x}_{n}\}$ generated in the above iteration converges strongly to a zero point of *A* in a Banach space under some restrictions imposed on $\{{\alpha}_{n}\}$ and $\{{r}_{n}\}$.

*et al.*[29] investigated the following iteration:

where $\{{\alpha}_{n}\}$ and $\{{\beta}_{n}\}$ are real number sequences in $(0,1)$, $\{{r}_{n}\}$ is a positive real number sequence, and ${J}_{{r}_{n}}={(I+{r}_{n}A)}^{-1}$. They proved that the sequence $\{{x}_{n}\}$ generated in the above iteration converges strongly to a zero point of *A* in a Banach space; for more details, see [29] and the references therein.

We also remark that the viscosity approximation method was first introduced by Moudafi [31] in the framework of Hilbert spaces. Moudafi proved that the desired solution is not only a fixed point of nonlinear mappings but a solution to some variational inequality; for more details, see [31] and the references therein.

Recently, Qin *et al.* [20] investigated the iteration (2.4) with double computational errors and established a strong convergence theorem in a real reflexive Banach space with the uniformly Gâteaux differentiable norm; for more details, see [20] and the references therein. Different regularization methods recently have been investigated for treating zero points of accretive operators. In this paper, a modified Mann iteration with computational errors is investigated. A strong convergence theorem for zero points of an *m*-accretive operator is established in a Banach space. The results mainly improve the corresponding results in Qin and Su [6], Hao [15], Qin *et al.* [20] and Chen *et al.* [29].

In order to state our main results, we also need the following lemmas.

**Lemma 2.1** [20]

*Let*

*E*

*be a real reflexive Banach space with the uniformly Gâteaux differentiable norm and the normal structure*,

*and*

*C*

*be a nonempty closed convex subset of E*.

*Let*$S:C\to C$

*be a nonexpansive mapping with a fixed point*,

*and*$f:C\to C$

*be a fixed contraction with the coefficient*$\alpha \in (0,1)$.

*Let*$\{{x}_{t}\}$

*be a sequence generated by the following*${x}_{t}=tf({x}_{t})+(1-t)S{x}_{t}$,

*where*$t\in (0,1)$.

*Then*$\{{x}_{t}\}$

*converges strongly as*$t\to 0$

*to a fixed point*${x}^{\ast}$

*of*

*T*,

*which is the unique solution in*$F(T)$

*to the following variational inequality*

**Lemma 2.2** [32]

*Let*$\{{x}_{n}\}$

*and*$\{{y}_{n}\}$

*be bounded sequences in a Banach space*

*E*,

*and*$\{{\beta}_{n}\}$

*be a sequence in*$(0,1)$

*with*$0<{lim\hspace{0.17em}inf}_{n\to \mathrm{\infty}}{\beta}_{n}\le {lim\hspace{0.17em}sup}_{n\to \mathrm{\infty}}{\beta}_{n}<1$.

*Suppose that*${x}_{n+1}=(1-{\beta}_{n}){y}_{n}+{\beta}_{n}{x}_{n}$, $\mathrm{\forall}n\ge 1$

*and*

*Then* ${lim}_{n\to \mathrm{\infty}}\parallel {y}_{n}-{x}_{n}\parallel =0$.

**Lemma 2.3** [33]

*Let*$\{{a}_{n}\}$, $\{{b}_{n}\}$,

*and*$\{{c}_{n}\}$

*be three nonnegative real sequences satisfying*

*where*$\{{t}_{n}\}$

*is a sequence in*$(0,1)$.

*Assume that the following conditions are satisfied*:

- (a)
${\sum}_{n=0}^{\mathrm{\infty}}{t}_{n}=\mathrm{\infty}$

*and*${b}_{n}=o({t}_{n})$; - (b)
${\sum}_{n=0}^{\mathrm{\infty}}{c}_{n}<\mathrm{\infty}$.

*Then* ${lim}_{n\to \mathrm{\infty}}{a}_{n}=0$.

**Lemma 2.4** [34]

*Let* *E* *be a Banach space and let* *A* *be an* *m*-*accretive operator*. *For* $\lambda >0$, $\mu >0$, *and* $x\in E$, *we have* ${J}_{\lambda}x={J}_{\mu}(\frac{\mu}{\lambda}x+(1-\frac{\mu}{\lambda}){J}_{\lambda}x)$, *where* ${J}_{\lambda}={(I+\lambda A)}^{-1}$ *and* ${J}_{\mu}={(I+\mu A)}^{-1}$.

## 3 Main results

**Theorem 3.1**

*Let*

*E*

*be a real reflexive Banach space with the uniformly Gâteaux differentiable norm*.

*Let*

*A*

*be an*

*m*-

*accretive operator in*

*E*

*such that*$C:=\overline{D(A)}$

*is convex and has the normal structure*.

*Let*$f:C\to C$

*be an*

*α*-

*contraction*.

*Let*$\{{x}_{n}\}$

*be a sequence generated in the following manner*: ${x}_{0}\in C$

*and*

*where*$\{{\alpha}_{n}\}$

*and*$\{{\beta}_{n}\}$

*are real number sequences in*$(0,1)$, $\{{e}_{n}\}$

*is a sequence in*

*E*, $\{{r}_{n}\}$

*is a positive real number sequence*,

*and*${J}_{{r}_{n}}={(I+{r}_{n}A)}^{-1}$.

*Assume that*${A}^{-1}(0)$

*is not empty and the above control sequences satisfy the following restrictions*:

- (a)
${lim}_{n\to \mathrm{\infty}}{\alpha}_{n}=0$

*and*${\sum}_{n=1}^{\mathrm{\infty}}{\alpha}_{n}=\mathrm{\infty}$; - (b)
$0<{lim\hspace{0.17em}inf}_{n\to \mathrm{\infty}}{\beta}_{n}\le {lim\hspace{0.17em}sup}_{n\to \mathrm{\infty}}{\beta}_{n}<1$;

- (c)
${\sum}_{n=1}^{\mathrm{\infty}}\parallel {e}_{n}\parallel <\mathrm{\infty}$;

- (d)
${r}_{n}\ge r$

*for each*$n\ge 1$*and*${lim}_{n\to \mathrm{\infty}}|{r}_{n}-{r}_{n+1}|=0$.

*Then the sequence* $\{{x}_{n}\}$ *converges strongly to* $\overline{x}$, *which is the unique solution to the following variational inequality* $\u3008f(\overline{x})-\overline{x},j(p-\overline{x})\u3009\le 0$, $\mathrm{\forall}p\in {A}^{-1}(0)$.

*Proof*First, we prove that $\{{x}_{n}\}$ is bounded. Fixing $p\in {A}^{-1}(0)$, we see that

*k*such that $r>k>0$, we arrive at

*j*is strong to weak

^{∗}uniformly continuous on bounded subsets of

*E*, we find that

*ϵ*is arbitrary. In view of (3.9), we see that ${lim\hspace{0.17em}sup}_{n\to \mathrm{\infty}}\u3008f(\overline{x})-\overline{x},j({x}_{n}-\overline{x})\u3009\le 0$. This implies that

where ${d}_{n}=\parallel {e}_{n+1}\parallel (2\parallel {x}_{n}-\overline{x}\parallel +\parallel {e}_{n+1}\parallel )$. In view of restrictions (a) and (c), we know that ${\sum}_{n=1}^{\mathrm{\infty}}{d}_{n}<\mathrm{\infty}$. Put ${a}_{n}={\parallel {x}_{n}-\overline{x}\parallel}^{2}$, ${t}_{n}={\alpha}_{n}$, and ${c}_{n}={d}_{n}$. In view of Lemma 2.3, we find the desired conclusion. □

If $f(x)=u$, where *u* is a fixed element in *C*, for any $x\in C$, we find the following result.

**Corollary 3.2**

*Let*

*E*

*be a real reflexive Banach space with the uniformly Gâteaux differentiable norm*.

*Let*

*A*

*be an*

*m*-

*accretive operator in*

*E*

*such that*$C:=\overline{D(A)}$

*is convex and has the normal structure*.

*Let*$\{{x}_{n}\}$

*be a sequence generated in the following manner*: ${x}_{0}\in C$

*and*

*where*$\{{\alpha}_{n}\}$

*and*$\{{\beta}_{n}\}$

*are real number sequences in*$(0,1)$, $\{{r}_{n}\}$

*is a positive real number sequence*,

*and*${J}_{{r}_{n}}={(I+{r}_{n}A)}^{-1}$.

*Assume that*${A}^{-1}(0)$

*is not empty and the above control sequences satisfy the following restrictions*:

- (a)
${lim}_{n\to \mathrm{\infty}}{\alpha}_{n}=0$

*and*${\sum}_{n=1}^{\mathrm{\infty}}{\alpha}_{n}=\mathrm{\infty}$; - (b)
$0<{lim\hspace{0.17em}inf}_{n\to \mathrm{\infty}}{\beta}_{n}\le {lim\hspace{0.17em}sup}_{n\to \mathrm{\infty}}{\beta}_{n}<1$;

- (c)
${r}_{n}\ge r$

*for each*$n\ge 1$*and*${lim}_{n\to \mathrm{\infty}}|{r}_{n}-{r}_{n+1}|=0$.

*Then the sequence* $\{{x}_{n}\}$ *converges strongly to* $\overline{x}={Q}_{{A}^{-1}(0)}u$.

## 4 Applications

*C*be a nonempty, closed, and convex subset of a Banach space

*E*. Let $A:C\to {E}^{\ast}$ be a single-valued monotone operator which is hemicontinuous; that is, continuous along each line segment in

*C*with respect to the weak

^{∗}topology of ${E}^{\ast}$. Consider the following variational inequality problem of finding a point $x\in C$ such that

*A*. The symbol ${N}_{C}(x)$ stands for the normal cone for

*C*at a point $x\in C$; that is,

**Theorem 4.1**

*Let*

*E*

*be a real reflexive Banach space with the uniformly Gâteaux differentiable norm*.

*Let*

*C*

*be a nonempty*,

*closed*,

*and convex subset of*

*E*.

*Let*$A:C\to {E}^{\ast}$

*be a single*-

*valued*,

*monotone*,

*and hemicontinuous operator*.

*Assume that*$\mathit{VI}(C,A)$

*is not empty and*

*C*

*has the normal structure*.

*Let*$f:C\to C$

*be an*

*α*-

*contraction*.

*Let*$\{{x}_{n}\}$

*be a sequence generated in the following manner*: ${x}_{0}\in C$

*and*

*where*$\{{\alpha}_{n}\}$

*and*$\{{\beta}_{n}\}$

*are real number sequences in*$(0,1)$, $\{{e}_{n}\}$

*is a sequence in*

*E*, $\{{r}_{n}\}$

*is a positive real number sequence*,

*and*${J}_{{r}_{n}}={(I+{r}_{n}A)}^{-1}$.

*Assume that*${A}^{-1}(0)$

*is not empty and the above control sequences satisfy the following restrictions*:

- (a)
${lim}_{n\to \mathrm{\infty}}{\alpha}_{n}=0$

*and*${\sum}_{n=1}^{\mathrm{\infty}}{\alpha}_{n}=\mathrm{\infty}$; - (b)
$0<{lim\hspace{0.17em}inf}_{n\to \mathrm{\infty}}{\beta}_{n}\le {lim\hspace{0.17em}sup}_{n\to \mathrm{\infty}}{\beta}_{n}<1$;

- (c)
${r}_{n}\ge r$

*for each*$n\ge 1$*and*${lim}_{n\to \mathrm{\infty}}|{r}_{n}-{r}_{n+1}|=0$.

*Then the sequence* $\{{x}_{n}\}$ *converges strongly to* $\overline{x}$, *which is the unique solution to the following variational inequality* $\u3008f(\overline{x})-\overline{x},j(p-\overline{x})\u3009\le 0$, $\mathrm{\forall}p\in {A}^{-1}(0)$.

*Proof*Define a mapping $T\subset E\times {E}^{\ast}$ by

*T*is maximal monotone, and ${T}^{-1}(0)=\mathit{VI}(C,A)$. For each ${r}_{n}>0$ and ${x}_{n}\in E$, we see that there exists a unique ${x}_{{r}_{n}}\in D(T)$ such that ${x}_{n}\in {x}_{r}+{r}_{n}T({x}_{{r}_{n}})$, where ${x}_{{r}_{n}}={(I+{r}_{n}T)}^{-1}{x}_{n}$. Notice that

that is, $-A{y}_{n}+\frac{1}{{r}_{n}}({x}_{n}-{y}_{n})\in {N}_{C}({y}_{n})$. This implies that ${y}_{n}={(I+{r}_{n}T)}^{-1}{x}_{n}$. Following the proof of Theorem 3.1, we can immediately conclude the desired conclusion. □

If $f(x)=u$, where *u* is a fixed element in *C*, for any $x\in C$, we find the following result.

**Corollary 4.2**

*Let*

*E*

*be a real reflexive Banach space with the uniformly Gâteaux differentiable norm*.

*Let*

*C*

*be a nonempty*,

*closed*,

*and convex subset of*

*E*.

*Let*$A:C\to {E}^{\ast}$

*be a single*-

*valued*,

*monotone*,

*and hemicontinuous operator*.

*Assume that*$\mathit{VI}(C,A)$

*is not empty and*

*C*

*has the normal structure*.

*Let*$\{{x}_{n}\}$

*be a sequence generated in the following manner*: ${x}_{0}\in C$

*and*

*where*$\{{\alpha}_{n}\}$

*and*$\{{\beta}_{n}\}$

*are real number sequences in*$(0,1)$, $\{{e}_{n}\}$

*is a sequence in*

*E*, $\{{r}_{n}\}$

*is a positive real number sequence*,

*and*${J}_{{r}_{n}}={(I+{r}_{n}A)}^{-1}$.

*Assume that*${A}^{-1}(0)$

*is not empty and the above control sequences satisfy the following restrictions*:

- (a)
*and*${\sum}_{n=1}^{\mathrm{\infty}}{\alpha}_{n}=\mathrm{\infty}$; - (b)
- (c)
${r}_{n}\ge r$

*for each*$n\ge 1$*and*${lim}_{n\to \mathrm{\infty}}|{r}_{n}-{r}_{n+1}|=0$.

*Then the sequence* $\{{x}_{n}\}$ *converges strongly to* $\overline{x}={Q}_{{A}^{-1}(0)}u$.

## Declarations

### Acknowledgements

This work is supported by the Department of Hebei Education (Z2013110). The authors are grateful to Professor Jin Wang and the anonymous reviewers for useful suggestions which improved the contents of the article.

## Authors’ Affiliations

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