Abstract
The purpose of this paper is to introduce a mapping in the framework of a 2-uniformly smooth and uniformly convex Banach space and obtain a common solution for the fixed point set of finite families of -enriched non-expansive mappings and (
,
)-enriched strictly pseudocontractive mappings. Two solution sets of variational inequality problems are also given. Moreover, we prove several strong convergence theorems for the fixed point set of the finite family of (
,
)-enriched strictly pseudocontractive mappings and the solution set of variational inequality problems. By using the famous Mann-Halpern type iterative method we obtain some strong convergence theorems. Our results from this paper improve and generalize many well-known results in the existing literature.
Citation: Huang H, Agwu IK, Ishtiaq U, Alraddadi I, Saleem K, Argyros IK (2025) An algorithm for nonlinear problems with variational inequality methods. PLoS One 20(8): e0329105. https://doi.org/10.1371/journal.pone.0329105
Editor: Aftab Hussain, King Abdulaziz University Faculty of Sciences, SAUDI ARABIA
Received: December 14, 2024; Accepted: July 10, 2025; Published: August 28, 2025
This is an open access article, free of all copyright, and may be freely reproduced, distributed, transmitted, modified, built upon, or otherwise used by anyone for any lawful purpose. The work is made available under the Creative Commons CC0 public domain dedication.
Data Availability: The data are all contained within the manuscript.
Funding: The first author acknowledges the financial support from the Initial Funding of Scientific Research for High-level Talents of Chongqing Three Gorges University of China (No. 2104/09926601).
Competing interests: The authors have declared that no competing interests exist.
1 Introduction and preliminaries
Throughout this paper, and
will represent the real Banach space, a nonempty subset of
, the topological duala space of
, uniformly convex, uniformly smooth Banach spaces and the set of real numbers, respectively. Let q > 1 be a constant and define the mapping
by
Then, is called generalized duality map on
. In particular,
is called normalized duality mapping and it is often represented by
. It has been established (see, for instance, [1]) that
if
and that if
is strictly convex, then
is single-valued, which is denoted by jq, but it becomes an identity operator in Hilbert spaces. For convenience, we shall use J in place of
where necessary.
Definition 1.1. Let be Banach space. Then
is called UCB if given ε with
, the inequalities
and
entail that we can find
such that
.
is called smooth if for each
, we can find a unique function
such that
and
.
is called q-USB (q > 1) if we can find a fixed constant
such that
,
(
denotes the set of positive real numbers). It is not difficult to see that every q-USB is uniformly smooth.
Definition 1.2. Let be a Banach space. Then, a function
is called modulus of smoothness of
if the following identity holds:
is called uniformly smooth if
It has been established that if is a USB then it is a smooth Banach space.
Suppose that is a nonlinear mapping. Then, we refer to
and
as the set of fixed point of
, the the set of positive integers and the set of real numbers, respectively. When
is a sequence in
, strong (respectively weak) convergence to a point
will be represented with
(resp.
).
Definition 1.3. is called
-enriched strictly pseudocontractive mapping (ESPM) (see [2,3]) if
,
and
such that
or equivalently,
where . Set
in (1.2). Then, by Proposition 1.1 (3)
, it is easy to see that
where is an average operator and I denotes the identity mapping, and
is called
-strictly pseudocontractive. The inequality (1.3) could be written equivalently as
Remark 1.1. Set , then (1.2) becomes
which defines the class of mappings known as -enriched non-expansive mapping (
-ENM), which was first considered by Berinde [4,5]. This class of mappings contains one of the initial classes of mappings (nonexpansive mappings) whose fixed points were evaluated using geometric properties instead of the compactness conditions. Aside generalizing the class of contraction mappings (and its intimate relationship with the monotonicity techniques), nonexpansive mapping practically stands as transition operators for initial value problems of differential inclusion, accretive operators, monotone operators, equilibrium problems, and variational inequality problems. Recently, several extensions and generalizations of this important class of mappings have been examined by different researchers; see, for instance, [6–8] and the references contained in them.
Example 1.1. (See [3]) Let be equipped with the Euclidean norm and
Define the mapping by
Let
. Then, for all
, we have
Also, by setting , we obtain that
Thus, the mapping is a
-enriched strictly pseudocontractive mapping. Further, observe that (0,0) is a unique fixed point of
.
In the setup of a real Hilbert space, inequality (1.3) is written as
where is described in inequality (1.3). Set
in (1.8), then we have the class of pseudocontractions.
It is worth noting that the class of -ESPM was initiated by Berinde [2], as a generalization of the class of
-strictly pseudocontractions (Recall that
is known as
-strictly pseudocontraction if
for all
). In [2], Berinde proved that every
-enriched strictly pseudocontractive mapping defined on a bounded, closed and convex subset
of a real Hilbert space has a fixed point.
Let be a Banach space,
and
. A mapping
is sunny (see [10]) as long as
,
and
, whenever
. P is called a retraction if
and the sunny nonexpansive retraction (SNR) from
onto D if P is a retraction from
onto D.
Let be a nonlinear operator. Then, A is called an accretive if we can find
such that
A is called α-inverse strongly accretive if we can find and
such that
Note that if is a
-strictly pseudocontractive mapping, then
is
-inverse strongly accretive.
Let and
be described as above. Then, the variational inequality in
is to search for an
that assures the inequality
for some . Problem (1.9) was studied by Aoyama et al. [11]. The set of solutions of the problem (1.9) in
will be represented with
, that is,
Many practically oriented problems in pure and applied sciences, physics and economics can be recast in the form of (1.9); see, for example, [12–14]. To solve the problem (1.9), several researchers have attempted to use the following methods. Let be a nonexpansive mapping with a fixed point and the sequence
be chosen such that
and
. Then the normal Mann iterative sequence
, first studied by Mann [15], is given by
The above sequence is known to admit weak convergence. In a quest to obtain strong convergence, Halpern [16], in 1967, initiated the following technique:
where is a nonexpansive mapping with a fixed point and
. He noted that the conditions
and
are necessary in order to establish strong convergence of
to the fixed point of
. Subsequently, several authors have modified the iteration technique (1.12) in an attempt to establish strong convergence results; see, for example, [17] and the references therein.
In [18], Zhou obtained strong convergence results using modified Mann-Halpern iteration technique for -strictly pseudocontractive mappings in a real 2-uniformly smooth Banach space.
In [11], Aoyama et al. studied Mann-type recursive sequence and showed that such a method admits weak convergence results for the class of nonexpansive mappings. In addition, they proved weak convergence theorem for finding the solution of the variational inequality problem (1.9) in a 2-uniformly smooth Banach space.
In [26], Karntunykarn and Suantai gave the following definition.
Definition 1.4. Let be a real Banach space,
and
be a finite family of mapping, where
. Let
for each
, where
and
. The mapping
given by
is known as the -mapping generated from
and
If , for every
, then (1.13) reduces to the class of K-mapping which was first studied in [19].
In [20], by means of K-mapping defined in a real 2-uniformly smooth Banach space, Karntunykarn and Suantai constructed the Mann-type iterative method for finding a common element of the sets of fixed points of an -strictly pseudocontractive mapping and nonexpansive mapping, and the set of solutions of finite family of variational inequality problems.
Recently, Karntunykarn [10] introduced the mapping below as a generalization of (1.13).
Definition 1.5. Let be a real Banach space,
and
be finite families of mappings, where
. Let
for each
, where
and
. The mapping
defined by
is known as -mapping developed from
and
.
In addition, he established that mapping is nonexpansive and further showed that the Mann-Halpern-type algorithm can assure strong convergence results to the common element of the fixed point sets of a finite family of
-strictly pseudocontractive mappings and nonexpansive mappings and the two sets of variational inequality problems in a 2-uniformly smooth and uniformly convex Banach space.
After reviewing the above papers, it becomes pertinent to ask the questions below.
Question 1.1.
- Is it possible to construct a mapping that could obtain a common element of the set of solutions of the variational inequality problem and fixed point problems of a finite family of
-ESPM and a finite family of
-ENM?
- Can the results established in [10] be extended to the classes of β-enriched non-expansive mappings and
-enriched strictly pseudocontractive mappings?
Following the results in [10] , the purpose of this paper is to study the Mann-Halpern type method for the classes of a finite family of -ENM and
-ESPM and variational inequality problems under a more general setting.
The rest of the paper is structured as follows: we present basic definitions and lemmas in Sect 2; in Sect 3, we present the algorithm for obtaining an answer to Question 1.1 and further analyze the convergence of the suggested method.
We need the following known results in the sequel. Meanwhile, and USB are still as described in Sect Sect 1.
Lemma 1.1. [21] Let be a real 2-USB and UCB with the best smooth constant B2, then the inequality below holds:
Lemma 1.2. [22] Let , where
is a UCB. Then, we can find a continuous and strictly increasing and convex function
,
such that
for all , and
with
.
Lemma 1.3. [11] Let be a smooth Banach space and
be closed and convex. Let
be an accretive operator and
be a sunny non-expansive retraction from
onto
. Then, for all
,
Lemma 1.4. [21] Let and
be a uniformly convex. Then, we can find a convex, strictly increasing and continuous function
, with
such that
and for any
, the following inequality holds:
Lemma 1.5. [23] Let be a real uniformly smooth Banach space,
be closed and convex and for
, let
be an
-enriched non-expansive mapping with nonempty fixed point
. If
is a bounded sequence such that
. Then, we can find a unique sunny non-expansive retraction
such that
for any .
Lemma 1.6. [24] Let be a sequence in a set of nonnegative real numbers satisfying the identity
where is in (0,1) and
is a sequence such that
- (a)
,
- (b)
or
.
Then, .
The following proposition provides some fundamental properties of duality mapping:
Proposition 1.1. [25] Let be a real Banach space. For
, the duality
has the following fundamental properties:
- 1.
for all
and
;
- 2.
;
- 3.
;
- 4.
;
- 5. Jq is bounded, that is, for any bounded subset
, Jq(A) is a bounded subset in
;
- 6. Jq can be equivalently defined as the subdifferential of the functional
, that is,
The authors in [27–33] worked on several iterative schemes that played an important role in variational inequality problems.
2 Main results
In this section, the main results of the paper are proved. In the sequel, we give the following definitions.
Definition 2.1. Suppose that is a real q-uniformly smooth Banach space for q > 1. A mapping Λ whose domain and range in
are denoted by
and
,respectively, is referred to as
-ESPM in the thought of Browder and Petryshyn [9] if there exist
,
and
such that for all
, the following inequality holds:
Remark 2.1. Some immediate consequences of (2.1) are:
- If q = 2, then (2.1) reduces to
a notion studied in [2,3]. - If
, then (2.1) reduces to
a notion examined in [32]. - If
is a real Hilbert space, then (2.1) reduces to
a notion investigated in [2]. - If
, then (2.1) reduces to
a notion considered in [6,30]. - If
, then (2.1) reduces to
a notion studied in [4,5].
Set . Then,
. Consequently, (2.1) becomes
which, by Proposition 1.1 (3) and on simplifying, yields
where , I is the identity mapping on
. It is not hard to see that inequality (2.2) is equivalent to
Observe that the average operator in both (2.2) and (2.3) is
strictly pseudocontractive.
Definition 2.2. Let be a real Banach space,
and
be finite families of mappings. For each
, let
, where
and
. The mapping
is defined as follows:
where and
,
. This mapping is known as
-enriched
-mapping developed by
and
Remark 2.2. If , then
and
-enriched
-mapping reduces to
-mapping. Thus, the class of
-enriched
-mapping properly includes the classes of S-mappings,
-mappings and
-mappings.
In the course of proving our main results, the following assumptions are used.
Assumption
is a 2-uniformly smooth and uniformly convex Banach space and
is closed and convex;
is a finite family of
-enriched strictly pseudocontractive mappings (ESPM) and
is a finite family of
-enriched nonexpansive mappings (ENM) with
and
with
, where B is the 2-uniformly smooth constant of
;
, where
,
and
for all
;
be an
-enriched
-mapping developed by the sequences
and
;
are
- and ρ-inverse strongly accretive mappings of
onto
, respectively;
is a sunny non-expansive retraction from
onto
.
Assumption
and
are sequences in [0,1] with
and satisfying the conditions below:
- (a)
;
- (b)
, for some
;
- (c)
;
- (d)
;
- (e)
and
.
Now, we prove the following result by using -enriched
-mapping in a 2-USB and UCB.
Theorem 2.1. Let and
be as described in Assumption
. Then,
and
-enriched
-mapping is nonexpansive.
Proof: Let ,
and
. Then, we have the following estimates: Set
. Since
and , it follows that
It therefore follows from (2.5) that
for every . Also, since for
, we obtain, using (2.5), that
it follows that
Using (2.7), we obtain that ; that is,
. Again, from the definition of
, we obtain that
The last inequality implies that
Now, since , it follows from the properties of
and
that
hence .
Using Definition 2.2 and the fact that
we obtain
and
From (2.5), (2.10), (2.11) and the uniform convexity of , we obtain the following:
(2.12) implies that
Assume that , then we have
. By the properties of g, we have
This is a contradiction. Thus, . Using (2.10), we get
.
From Definition 2.2, we obtain as follows:
Using the same approach as in above, we obtain
By continuing in this manner, we can conclude that
for . Now, since using (2.5) and (2.15), we obtain
it follows that
From (2.15) and the definition of in Definition 2.2, we get
which implies that
Considering the above information, we have the following:
Now, since
and , it follows that
Thus, from (2.16), we get
Also, from (2.17) and (2.18), we get
Consequently, It is not difficult to see that
.
By applying (2.5), it is not difficult to see that the mapping is non-expansive. □
We now prove the following important lemmas to obtain the next results.
Lemma 2.1. Let be a strictly convex Banach space and
. Let
be two
-enriched non-expansive mapping (ENM) from
into itself with
. Define a mapping
by
where is a constant. Then, W is an ENM and
.
Proof: For every and (2.20), we obtain
Observe that whenever
. Hence, W is an ENM and
. □
Lemma 2.2. Let be a strictly convex Banach space and
. Let
be three
-enriched non-expansive mappings from
into itself with
. Define a mapping W by
where are constants with
. Then, W is an ENM and
.
Proof: Using the definition of the mapping W, we get
where . It therefore follows from Lemma 2.1 that
and U1 is ENM. Also, (2.21) and Lemma 2.1 give the conclusion that
and W is ENM. Thus,
. □
Theorem 2.2. Let and
be as described in Assumption
. Let
be a sequence developed by
as
where with
and satisfying the requirements of Assumption
Then,
converges strongly to
, where
is the sunny non-expansive retraction of
onto
.
Proof: Since and
belong to the class of nonexpansive mappings (see [10] for details), we move on to show that the sequences
are bounded. To achieve this, let
. Then, using Lemma 1.3, we obtain that
. Using (3.1), we get
Using inductional hypothesis, we get
Hence, the sequence is bounded. As a consequence, the sequences
are also bounded.
Next, we prove that . Using (3.1), we obtain the following estimates;
(2.23) and Lemma 1.6 imply that
Next, we prove that
Using (3.1), we obtain
where and
.
Since (2.26) and Lemma 1.2 imply
it follows that
Observe that
so that
From (2.24), (2.29) and condition (a), we have
which by employing properties of g yields
By using similar argument as in (2.30), we obtain
Define
for all with
. Lemma 2.2 implies that
while Lemma 1.3 and Theorem 2.1 imply that
. Using (3.1), we obtain
which by (2.31) gives
(2.33) and Lemma 1.5 imply that
where .
Lastly, we show that the sequence converges strongly to
.
(2.35), condition (a) and Lemma 1.6 imply that , and the proof is completed □
3 Application
The following strong convergence theorems could be obtained from our main results in the setup of real Banach space. In the sequel, we need the following lemma which is an immediate consequence of Theorem 2.1 and Definition 1.4.
Lemma 3.1. Let and
be as described in Assumption
. Let D be an
- enriched
-mapping developed from the sequences
and
. Then,
and D is nonexpansive.
Theorem 3.1. Let and
be as described in Assumption
. Let
be a sequence developed by
as
where with
and satisfying the requirements of Assumption
Then,
converges strongly to
, where
is the sunny non-expansive retraction of
onto
.
Proof: Set in Theorem 2.2. Then, the result follows immediately from Lemma 3.1 and Theorem 2.2. □
Theorem 3.2. Let and
be as described in Assumption
. Define a mapping
by
, where
and B is the 2-uniformly smooth constant of
, for all
and for all
. Let
be an
- enriched
-mapping developed from the sequences
and
. Let
be a sequence developed by
as
where with
and satisfying the requirements of Assumption
Then,
converges strongly to
, where
is the sunny non-expansive retraction of
onto
.
Proof: It is easy to see, by using similar argument as in the one used in [10] in an attempt to show that is non-expansive, that
is non-expansive mapping. Since from Lemma 1.3
, for all
, the conclusion of the proof follows directly from Theorem 2.2. □
4 Conclusions
In this study, the idea of -enriched
mapping is introduced in the setup of a real Banach spaces which generalizes several well-known and vital mappings in the literature. We demonstrated the existence of fixed points of
-enriched
mapping in the setting of 2-uniformly smooth and uniformly convex Banach space. Furthermore, we obtained a common element of finite families of
-enriched non-expansive mappings, and
-enriched strictly psuedocontractive mappings and variational inequality problems by using newly defined mapping and Mann-Halpern type iterative method. Several previously known results are obtained by our main results. The results of this paper gave an affirmative answer to Question 1.1.
References
- 1. Xu H-K. Inequalities in Banach spaces with applications. Nonlinear Analysis: Theory, Methods & Applications. 1991;16(12):1127–38.
- 2. Berinde V. Weak and strong convergence theorems for the Krasnoselskij iterative algorithm in the class of enriched strictly pseudocontractive operators. Annals of West University of Timisoara - Mathematics and Computer Science. 2018;56(2):13–27.
- 3. Saleem N, Agwu IK, Ishtiaq U, Radenović S. Strong convergence theorems for a finite family of enriched strictly pseudocontractive mappings and ΦT-enriched lipschitizian mappings using a new modified mixed-type Ishikawa iteration scheme with error. Symmetry. 2022;14(5):1032.
- 4. Berinde V. Approximating fixed points of enriched nonexpansive mappings in Banach spaces by using a retraction-displacement condition. CJM. 2020;36(1):27–34.
- 5. Berinde V. Approximating fixed points of enriched nonexpansive mappings by Krasnolselkii iteration in Hilbert spaces. Carpathian J Math. 2019;3(35):277–88.
- 6. Igbokwe DI. Weak and strong convergence theorems for the iterative approximation of fixed points of strictly pseudocontractive maps in arbitrary Banach spaces. J Inequal Pure Appl Math. 2002;5(1):67–75.
- 7. Agwu IK, Igbokwe DI, Ukeje NC. Convergence of a three-step iteration scheme to the common fixed points of mixed-type total asymptotically nonexpansive mappings in uniformly convex Banach spaces. Eur J Math Anal. 2021;1(1):45–67.
- 8. Agwu IK. A novel iteration algorithm for a hybrid pair of total asymptotically non-expansive single-valued and total asymptotically quasi-non-expansive multi-valued non-self mappings in Banach spaces. Results in Fixed Point Theory and Applications. 2020;2020.
- 9. Browder FE, Petryshyn . Construction of fixed points of nonlinear mappings in Hilbert space. J Math Anal Appl. 1967;20(1):197–228.
- 10. Kangtunyakarn A. A new mapping for finding a common element of the sets of fixed points of two finite families of nonexpansive and strictly pseudo-contractive mappings and two sets of variational inequalities in uniformly convex and 2-smooth Banach spaces. Fixed Point Theory Appl. 2013;2013(1):157.
- 11. Aoyama K, Iiduka H, Takahashi W. Weak convergence of an iterative sequence for accretive operators in Banach spaces. Fixed Point Theory Appl. 2006;2006(1).
- 12. Chang S, Joseph Lee HW, Chan CK. A new method for solving equilibrium problem fixed point problem and variational inequality problem with application to optimization. Nonlinear Analysis: Theory, Methods & Applications. 2009;70(9):3307–19.
- 13. Cai G, Bu S. Strong convergence theorems for variational inequality problems and fixed point problems in uniformly smooth and uniformly convex Banach spaces. J Glob Optim. 2012;56(4):1529–42.
- 14. Jaillet P, Lamberton D, Lapeyre B. Variational inequalities and the pricing of American options. Acta Appl Math. 1990;21(3):263–89.
- 15. Mann WR. Mean value methods in iteration. Proc Amer Math Soc. 1953;4(1):506–610.
- 16. Halpern B. Fixed points of nonexpanding maps. Bull Amer Math Soc. 1967;73(6):957–61.
- 17. Buong N, Lang ND. Hybrid Mann-Halpern iteration methods for nonexpansive mappings and semigroups. Appl Math Comput. 2011;218:2459–66.
- 18. Zhou H. Convergence theorems for -strict pseudo-contractions in 2-uniformly smooth Banach spaces. Nonlinear Analysis: Theory, Methods & Applications. 2008;69(9):3160–73.
- 19. Kangtunyakarn A, Suantai S. A new mapping for finding common solutions of equilibrium problems and fixed point problems of finite family of nonexpansive mappings. Nonlinear Analysis: Theory, Methods & Applications. 2009;71(10):4448–60.
- 20. Kangtunyakarn A. A. Iterative scheme for a nonexpansive mapping, an 𝜂-strictly pseudo-contractive mapping and variational inequality problems in a uniformly convex and 2-uniformly smooth Banach space. Fixed Point Theory Appl. 2013;2013(1)::23.
- 21. Xu H-K. Inequalities in Banach spaces with applications. Nonlinear Analysis: Theory, Methods & Applications. 1991;16(12):1127–38.
- 22. Cho YI, Zhou HY, Guo G. Weak and strong convergence theorems for three-step iterations with errors for asymptotically nonexpansive mappings. Comput Math Appl. 2004;47(0):707–17.
- 23. Zhou H. Convergence theorems for -strict pseudo-contractions in 2-uniformly smooth Banach spaces. Nonlinear Analysis: Theory, Methods & Applications. 2008;69(9):3160–73.
- 24. Xu HK. An iterative approach to quadratic optimization. Journal of Optimization Theory and Applications. 2003;116(3):659–78.
- 25. Xu ZB, Roach GF. Characteristic inequalities of uniformly convex and uniformly smooth Banach spaces. J Math Anal Appl. 1991;157:189–210.
- 26. 26 Kangtunyakarn A, Suantai S. Hybrid iterative scheme for generalized equilibrium problems and fixed point problems of finite family of nonexpansive mappings. Nonlinear Analysis: Hybrid Systems. 2009;3(3):296–309.
- 27. Ishikawa S. Fixed points by a new iteration method. Proc Amer Math Soc. 1974;44(1):147–50.
- 28. Tan H, Xu HK. Approximating fixed points of nonexpansive mappings by the Ishikawa iteration process. J Math Anal Appl. 1993;178(1):301–8.
- 29.
Goebel K, Kirk WA. Topics in metric fixed point theory. Cambridge University Press; 1990.
- 30. Igbokwe DI. Construction of fixed points of strictly pseudocontractive mappings of Brouwder-Petryshyn-type in arbitrary Banach space. Adv Fixed Point Theory Appl. 2003;4(1):137–47.
- 31. Krasnoselskij MA. Two remarks about the method of successive approximations. (Russian) Uspehi Mat. Nauk (N.S.) 1955;101(63):123–7.
- 32. Osilike MO, Udoemene A. Demiclosedness principle and convergence theorems for strictly pseudocontractive mappings of Browder-Petryshyn type. J Math Anal Appl. 2001;256:231–445.
- 33. Sahu DR, Petruşel A. Strong convergence of iterative methods by strictly pseudocontractive mappings in Banach spaces. Nonlinear Analysis: Theory, Methods & Applications. 2011;74(17):6012–23.