1. Introduction
The application of a newly suggested fuzzy algebraic structure has the effect of eliminating the limits that were previously imposed on previously developed fuzzy algebra structures. Due to the abundance of ambiguity and uncertainty in many parts of day-to-day life, the application of regular mathematics is not always practicable and may not even be possible at all in certain situations. In the process of resolving issues of this nature, the application of a wide range of fuzzy algebraic structures, such as fuzzy subgroups, fuzzy rings, fuzzy sub-fields, and fuzzy submodules, amongst others, has the potential to be of tremendous guidance. This is because these fuzzy algebraic structures are capable of representing a number of different types of information. The use of svns, which is a robust and all-encompassing formal framework, leads to the extension of both the fuzzy set and the intuitionistic fuzzy set, which are both categories of fuzzy sets.
1980 is the year in which Smarandache is credited with establishing neutrosophy as a distinct topic within the study of philosophy. It serves as the foundation upon which other academic disciplines such as philosophical logic, probability, set theory, and statistical analysis are constructed. As a consequence of this, he came up with the theory of neutrosophic logic and set, which provides an approximation of every statement of neutrosophic logic with the benefits of truth in the subcategory T, indeterminacy value in the subcategory I, and falsehood in the subcategory F. In light of the fact that the fuzzy set theory can only be used to depict situations in which there is uncertainty, the neutrosophic theory is the only viable option for describing scenarios in which there is indeterminacy. In [
1], Smarandache provided an explanation of the neutrosophic idea, and in [
2] Wang provided additional information on single-valued neutrosophic sets.
Researchers have already done extensive research on fuzzy and intuitionistic fuzzy sets [
3,
4,
5,
6], fuzzy logics [
7,
8,
9], paraconsistent sets [
10,
11], fuzzy groups [
12,
13,
14,
15], complex fuzzy sets [
16,
17,
18], fuzzy subrings and ideals [
19,
20,
21,
22,
23,
24,
25], single-valued neutrosophic graphs and lattices [
26,
27,
28], single-valued neutrosophic algebras [
29,
30] and many more interesting fields.
The neutrosophic theory ultimately led to the development of the algebraic neutrosophic structural principle. Kandasamy and Smarandache described shifts in the paradigm of algebraic structure theory in their paper, which may be found in [
1,
2]. The term “svns” is used to characterize them in addition to the terms “algebraic structures” and “topological structures” [
31,
32,
33]. This concept was utilized by Çetkin, Aygün, and Çetkin in the context of neutrosophic subgroups [
34], neutrosophic subrings [
35], and neutrosophic submodules [
36,
37] of a certain classical group, ring, and module. Several recent research works on the process of group decision making with a variety of different characteristics are described in [
38,
39,
40,
41].
The motivation of the proposed concept is explained as follows: To present a more generalized concept, i.e., (1) -single-valued neutrosophic set; (2) -single-valued neutrosophic submodules; (3) Under triplet structure, the intersection of a finite number of svnsm is also -svnsm, but union may not be; (4) Several fundamental examples are provided for the superiority of this article.
Note that, clearly, , which shows that our proposed definition can be converted into a single-valued neutrosophic set. The purpose of this paper is to present the study of single-valued neutrosophic submodules under triplet structure as a generalization of submodules, as a powerful extension of single-valued neutrosophic sets, as we know that modules are among the most basic and extensive algebraic structures that are researched in terms of a number of different binary operations.
Within the scope of this study, we analyze the idea of single-valued neutrosophic submodules under a triplet structure, as well as the noteworthy notions and characterizations offered in relation to this issue. In addition, we investigate the fundamental aspects of the ideas that are being presented.
We also demonstrate that svnsm must be 
-svnsm of module M, but 
-svnsm may not be a svnsm of module M. The article is organized as follows: in 
Section 2, we explain several basic ideas for svns. 
Section 3 explains the concept of 
-svnsm and some idealistic findings.
  3. Single-Valued Neutrosophic Submodules under Triplet Structure
We define and investigate the basic properties and characterizations of a -svnm and -svnsm of a given classical module over a ring in this section. We typically start with some introductory -svns, the -level set on -svns, operations and properties of -svns, and then study crucial results, propositions, theorems and several examples related to -svnm and -svnsm of a given classical module over a ring R. In addition, we present various homomorphism theorems for the validity of -svnsm.
Definition 5.  If P is a single-valued neutrosophic subset of X then -single-valued neutrosophic subset P of X is categorize as:wheresuch thatwhere , also , such that ,  and  represent the functions of truth, indeterminacy, and falsity-membership, respectively.  Definition 6.  Let X be a space of objects, with m denoting a generic entity belong to X. A -svns P on X is symbolized by truth , indeterminacy  and falsity-membership function , respectively. For every m in X, , write a -svns P accordingly as:  Definition 7.  Let P and Q be two -svnss on X. Then
- 1. 
- . 
- 2. 
- The union of  and  is denoted byand defined aswhere 
- 3. 
- The intersection of  and  is denoted byand defined aswhere 
- 4. 
- 5. 
-  Here, . 
 Definition 8.  Let P be a -svns on X and . The α-level sets on P can be determined as:  Definition 9.  Suppose a function  and  are the two -svnss of  and , respectively. Then, the image of a -svns  is a -svns of  and it is defined as follows:where The preimage of a -svns Q is a -svns of  and defined as follows:  Note: We define and explore the notion of a -svnsm of a given classical module M over a ring R. R is used throughout this article to represent a commutative ring with unity 1.
Definition 10.  Let M be a module over a ring R. A -svns P on M is called a -svnsm of M if the following conditions are satisfied:
- M1: 
- . That is 
- M2: 
- M3: 
-svnsm(M) denotes the set of all -single-valued neutrosophic submodules of M.
 Definition 11.  Let P be a -svns on M, then  is a -svns on M, defined as follows:  Proposition 1.  If P is a -svnsm of an R-module M, then .
 Example 1.  Take, for example, classical ring . Since each ring is a module in itself, we consider  as a classical module. Define svns P as follows:It is clear that the svns P is a not a svnsm of the module M. Let ,  and , So -svns becomeIt is clear that the -svns P is a -svnsm of the module .  Proof.  Let 
 be an arbitrary element
        
This shows that ,  and .
Thus, this holds true for each 
,
        
□
 Definition 12.  Let P be a -svns on an R-module M with . Set  as a neutrosophic set to M, define as:  Definition 13.  Let  be -svnss on M. Then, their sum
 is a -svns on M, defined as follows:  Proposition 2.  If P and Q are -svnss on M with , then  for each .
 Proof.  By definition, it is obvious.    □
 Proposition 3.  If P is -svns on M, then  and .
 Proof.  By definition, it is obvious.    □
 Proposition 4.  If P is a -svns on M, then , ∀.
 Proof.  Consider 
 to be arbitrary, whereas 
.
        
         Therefore, we have the following equalities
        
         Therefore,
        
 □
 Proposition 5.  If P and Q are -svnss on M, then
- 1. 
- , for each , if and only if . 
- 2. 
- , for each , if and only if . 
- 3. 
- , for each , if and only if . 
 Proof.  (1) Suppose 
, for each 
, then
        
       Therefore,
        
        Conversely, suppose 
. Then, 
, for each 
.
       Hence,
        
        (2) Suppose 
, for each 
, then
        
         Therefore,
        
         Conversely, suppose 
. Then, 
, for each 
         Hence,
        
         (3) Suppose 
, for each 
, then
        
       Therefore,
        
         Conversely, suppose 
. Then 
, for each 
 Proposition 6.  If P and Q are -svnss on M, then 
 Proof.  Let 
P and 
Q be 
-svnss on 
M, 
 and 
.
          
          Therefore, we have the equalities
          
           Hence,
          
□
 Proposition 7.  If P and Q are -svnss on M, then
- 1. 
- , 
- 2. 
- , 
- 3. 
- , for each , . 
 Proof.  It is easy to prove with the help of Definitions 12 and 13 and Proposition 3.    □
 Proposition 8.  If  are -svnss on M, then, for each , the following are satisfied;
- 1. 
- , for all  if and only if . 
- 2. 
- , for all  if and only if . 
- 3. 
- , for all  if and only if . 
 Proof.  It is easy to prove with the help of Proposition 7.    □
 Example 2.  Take an example for the above Proposition 7, classical ring . Since each ring is a module in itself, we consider  as a classical module. Define svnss P and Q as follows: Let ,  and , So -svnss P and Q becomes We can examine that for truth-membership
, , ,  and
, , , and .
Additionally, we can see that
, , ,  and , .
- Case 1: 
- Let  and , clearly  - . 
- Case 2: 
- Let  and , clearly  - . 
- Case 3: 
- Let  and , clearly  - . 
- Case 4: 
- Let  and , clearly  - . 
⇒-svnss P and Q satisfy the condition
(1) ,
Similarly, we can show that for indeterminacy membership
(2) ,
Now, we prove for the falsity membership
, , ,  and
, , , and .
Additionally, we can see that
, , ,  and , .
- Case 1: 
- Let  and , clearly  - . 
- Case 2: 
- Let  and , clearly  - . 
- Case 3: 
- Let  and , clearly  - . 
- Case 4: 
- Let  and , clearly  - . 
⇒-svnss P and Q satisfy the condition
(3) , for each , .
 Example 3.  Take an example for the above Proposition 8. Let us take the classical ring . Since each ring is a module in itself, we consider  as a classical module. Define svnss  and S as follows: Let ,  and . Therefore, -svnss P, Q and S become We can see that for truth-membership
, , , , ,  and
, , , and .
Additionally, we can see that
, , ,  and , .
- Case 1: 
- Let  and , clearly . 
- Case 2: 
- Let  and , clearly  - . 
- Case 3: 
- Let  and , clearly  - . 
- Case 4: 
- Let  and , clearly  - . 
In all cases, we can see that 
⇔.
⇒-svnss P, Q and S satisfy the condition
(1) , for all  if and only if .
Similarly, we can show for the other clauses, i.e., indeterminacy membership as well as falsity membership.
 Theorem 1.  Let P be a -svns on M and . Then, the following conditions must hold;
- 1. 
- ⇔, - ⇔and - ⇔, for each. 
- 2. 
- , - , - . 
 Proof.  It is easy to prove with the help of Propositions 5 and 8.    □
 Theorem 2.  Let P be a -svns on M. Then, P is a svnsm of M⇔P is a single-valued neutrosophic subgroup of the additive group M, in the notion of [34], and meets the requirements  and  for every .  Proof.  From the description of a single-valued neutrosophic subgroup in [
34], also using Theorem 1, it is easy to prove.    □
 Theorem 3.  Assume that P is a -svns on M. Then, ⇔ the characteristics below hold:
- 1. 
- . 
- 2. 
- , for every,. 
 Proof.  Assume that P is a 
-svnsm of M and 
. It is clearly shown that 
 by using the condition (M1) of Definition 10. The foregoing statements are also correct based on (M2) and (M3).
          
           Hence,
          
Conversely, assume 
 meets the conditions (i) and (ii). Therefore, the assumption is evident that 
.
          
Therefore, 
           Furthermore, the requirement (M2) of Definition 10 is fulfilled. Let us now demonstrate the condition’s legitimacy (M3). According to the hypothesis,
          
           As a result, (M3) of Definition 10 is achieved.    □
 Theorem 4.  Assume P and Q are -svnsm of a classical module M, then  is also a -svnsm of M.
 Proof.  Since 
-svnsm(M), we have 
, and 
.
          
           Hence, 
 and we find that the condition (M1) of Definition 10 is met. Let 
. According to Theorem 3, it is sufficient to demonstrate that
          
           That is,
          
           Now, consider the truth, indeterminacy and falsity membership degree of the intersection,
          
           Hence, 
-
    □
 Note: Let N be a nonempty subset of M, which is a submodule of M⇔.
Proposition 9.  Suppose M is a module over R. -svnsm(M) ⇔∀ , α-level sets of ,   and  are classical submodules of M where .
 Proof.  Let 
-svnsm(M), 
, 
 and 
 can represent a certain element. Then,
          
           By using Theorem 3, we have
          
         Hence,
          
           As a result, with each 
, 
 is a classical submodule of 
M. Similarly, for 
, we obtain 
 for each 
. Consequently, 
 with each 
 are classical submodules of 
M.
Conversely, let  with each  be a classical submodule of M.
Let , . Then,  and . Thus, .
Since 
 is a classical submodule of 
M, we have 
 for all 
.
          
           Similarly, 
 with each 
 is a classical submodule of 
M.
Let , . Then,  and . Thus, .
Since 
 is a classical submodule of 
M, we have 
 for all 
.
          
           Now, we consider 
. Let 
, 
. Then, 
, 
.
Thus, . Since  is a submodule of M, we have  for all .
Thus, . It is also obvious that .
As a result, the conditions of Theorem 3 are fulfilled.    □
 Proposition 10.  Assume that P and Q are two -svnss on X and Y, respectively. Then, for the α- levels, the following equalities hold.  Proof.  Let  be arbitrary.
Therefore,
          
           Now, let 
 be arbitrary.
Therefore,
          
           Similarly, let 
 be arbitrary.
 Proposition 11.  Let P and Q be two -svnss on X and Y, respectively, and let  be a mapping. Therefore, the preceding must be applicable:
 Proof.  (1) Let . Then, ∃ such that . Hence, .
Therefore, . That is,  and . Hence, .
Similarly, . Then, ∃ such that . Thus, .
Therefore, . That is,  and . Therefore, .
Additionally, . Then, ∃ such that . This implies .
Therefore, . That is,  and . Hence, .
(2)
          
           Similarly,
          
          Additionally,
          
 □
 Theorem 5.  Assume  to be a homomorphism of modules, whereas  are the classical modules. If P is a -svnsm of M, then the image  is a -svnsm of N.
 Proof.  It is sufficient to prove by Proposition 9 that
          
		  are 
-svnsm of 
N, ∀
.
Let 
. Then, 
 and 
. There exist 
 such that
          
           Therefore,
          
           Since 
P is a 
-svnsm of 
M, for any 
 we have
          
          Hence,
          
          Therefore, 
 is a submodule of 
N.
Similarly, ∀
, consider 
. Then, 
 and 
. There exist 
, such that
          
Since 
P is a 
-svnsm of 
M, for any 
 we have
          
Hence,
          
           Therefore, 
 is a submodule of 
N.
Similarly, for all 
, consider 
. Then, 
 and 
. There exist 
, such that
          
		  and
          
          Therefore, 
, 
 and 
. Since 
P is a 
-svnsm of 
M, for any 
 we have 
.
Hence,
          
           Therefore, 
 is a submodule of 
N. Consequently, for every 
, 
, 
 are classical submodules of 
N. Thus, 
 is a 
-svnsm of 
N via the use of Proposition 9.    □
 Theorem 6.  Assume  to be a homomorphism of modules, whereas  are the classical modules. If Q is a -svnsm of N, then the preimage  is a -svnsm of M.
 Proof.  Using Proposition 11 (2), we have
          
           Since preimage of a 
-svnsm is a 
-svnsm, by Proposition 9 we arrive at a conclusion.    □
 Corollary 1.  If  is a surjective module homomorphism and  is a family of -svnsm of M, then  is a -svnsm of N.
 Corollary 2.  If  is a homomorphism of modules and  is a family of -svnsm of N, then  is a -svnsm of M.