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Introduction
A fuzzy set represents vague concepts and contexts expressed in natural language by means of graded membership of elements in [0,1] which is introduced by Lotfi A. Zadeh in 1965 [14, 25]. In 1986, Attanassov put forward intuitionistic fuzzy set hypothesis as a delineation of a set in which every segment is corresponding with a participation grades and non enrollment [3]. In 1995, Smarandache outlined neutrosophic set in which each element of a set is represented by three differing types of membership values and objective is to narrow the gap between the vague, ambiguous and inexact real world situations [5,6,7, 23]. Neutrosophic set theory gives a thorough scientific stage in which wispy and uncertain hypothetical phenomena can be managed by hierarchal membership of components.
The algebraic structure in pure mathematics cloning with uncertainty has been studied by some authors. In 1971, Azriel Rosenfield bestowed a seminal paper on fuzzy subgroup and W.J. Liu developed the idea of fuzzy normal subgroup and fuzzy subring. Consolidating neutrosophic set hypothesis with algebraic structures is a rising pattern in the region of mathematical research. In 2011, Isaac.P, P.P.John [12] recognized some algebraic nature of intuitionistic fuzzy submodule of a classical module. Neutrosophic algebraical structures and its properties provide us a solid mathematical foundation to clarify connected scientific ideas in designing, information mining and economics. In this paper we discuss about the generators of a neutrosophic submodule and some related results.
Preliminaries
Definition 2.1
[2] Let R be a commutative ring with unity. A module M over R, denoted as MR is an abelian group with a law of composition written ‘+’and a scalar multiplication R × M → M, written (r,v) ⇝ rv, that satisfy these axioms
1v = v
(rs)v = r(sv)
(r + s)v = rv + sv
r(v + v′) = rv + rv′ ∀ r,s ∈ R and v,v‘ ∈ M.
Definition 2.2
[2] A submodule N of MR is a nonempty subset of MR that is closed under addition and scalar multiplication.
Definition 2.3
[21, 24] A neutrosophic set P of the universal set X (NS(X)) is defined as
P = \{ (\eta ,{t_P}(\eta ),{i_P}(\eta ),{f_P}(\eta )):\eta \in X\}
where tP,iP, fP : X → (−0,1+). The three components tP, iP and fP represent membership value (Percentage of truth), indeterminacy (Percentage of indeterminacy) and non membership value (Percentage of falsity) respectively. These components are functions of non standard unit interval (−0,1+) [18].
Remark 2.1
[10,21] If the components of a neutrosophic set P, tP,iP, fP : X → [0,1], then P is known as single valued neutrosophic set(SVNS).
Remark 2.2
In this paper, we discuss about the algebraic structure MR-module with underlying set as SVNS. For simplicity SVNS will be called neutrosophic set.
Remark 2.3
UX denotes the set of all neutrosophic subset of X or neutrosophic power set of X.
Definition 2.4
[17, 21, 22] Let P, Q ∈ UX. Then P is contained in Q, denoted as P ⊆ Q if and only if P(η) ⩽ Q(η) ∀ η ∈ X, this means that
{t_P}(\eta ) \le {t_Q}(\eta ), {i_P}(\eta ) \le {i_Q}(\eta ), {f_P}(\eta ) \ge {f_Q}(\eta ), \forall \eta \in X
Definition 2.5
[13, 19, 21] The complement of P = {(x,tP(x),iP(x), fP(x) : x ∈ X} ∈ UX is denoted by PC and defined as PC = {x, fP(x), 1 − iP(x), tP(x) : x ∈ X}.
The union C = {η,tC(η), iC(η), fC(η) : η ∈ X} of P and Q [17] is denoted by C = P ∪ Q where
\matrix{{{t_C}(\eta ) = {t_P}(\eta ) \vee {t_Q}(\eta )} \cr {{i_C}(\eta ) = {i_P}(\eta ) \vee {i_Q}(\eta )} \cr {{f_C}(\eta ) = {f_P}(\eta ) \wedge {f_Q}(\eta )} \cr }
The intersection C = {η, tC(η), iC(η), fC(η) : η ∈ X} of P and Q [17] is denoted by C = P ∩ Q where
\matrix{{{t_C}(\eta ) = {t_P}(\eta ) \wedge {t_Q}(\eta )} \cr {{i_C}(\eta ) = {i_P}(\eta ) \wedge {i_Q}(\eta )} \cr {{f_C}(\eta ) = {f_P}(\eta ) \vee {f_Q}(\eta )} \cr }
Definition 2.7
[17,22] For any P = {(η,tP(η), iP(η), fP(η)) : η ∈ X} ∈ UX, the support P* of P can be defined as
{P^*} = \{ \eta \in X,{t_P}(\eta ) > 0,{i_P}(\eta ) > 0,{f_P}(\eta ) < 1\}
Definition 2.8
[1,16] Let P = {(η, tP(η), iP(η), fP(η)) : η ∈ R} be an NS(R). Then P is called a neutrosophic ideal of R if it satisfies the following conditions ∀ η,θ ∈ R
tP(η − θ) ≥ tP(η) ∧ tP(θ)
iP(η − θ) ≥ iP(η) ∧ iP(θ)
fP(η − θ) ≥ fP(η) ∨ fP(θ)
tP(ηθ) ≥ tP(η) ∨ tP(θ)
iP(ηθ) ≥ iP(η) ∨ iP(θ)
fP(ηθ) ≤ fP(η) ∧ fP(θ)
Remark 2.4
We denote the set of all neutrosophic ideals of R by U(R)
Neutrosophic submodule
Definition 3.1
[8, 9] A neutrosophic subset P ∈ UMR is called a neutrosophic submodule of MR if
tP(0) = 1, iP(0) = 1, fP(0) = 0
tP(η + θ) ≥ tP(η) ∧ tP(θ)
iP(η + θ) ≥ iP(η) ∧ iP(θ)
fP(η + θ) ≤ fP(η) ∨ fP(θ), for all η, θ in MR
tP(γη) ≥ tP(η)
iP(γη) ≥ iP(η)
fP(γη) ≤ fP(η), for all η in MR, for all γ in R
Remark 3.1
We denote neutrosophic submodules over MR using single valued neutrosophic set by U(M).
Remark 3.2
If P ∈ U(M), then the neutrosophic components of P can be denoted as (tP(η), iP(η), fP(η)) ∀ η ∈ MR.
Definition 3.2
[8] A neutrosophic subset γP = {η,tγP(η), iγP(η), fγP(η) : η ∈ MR,γ ∈ R} of MR where P ∈ UM defined as follows
\matrix{{{t_{\gamma P}}(\eta ) = \vee \{ {t_P}(\theta ):\theta \in {M_R},\eta = \gamma \theta \} } \cr {{i_{\gamma P}}(\eta ) = \vee \{ {i_P}(\theta ):\theta \in {M_R},\eta = \gamma \theta \} } \cr {{f_{\gamma P}}(\eta ) = \wedge \{ {f_P}(\theta ):\theta \in {M_R},\eta = \gamma \theta \} } \cr }
Proposition 3.1
Let P = {η,tP(η), iP(η), fP(η); η ∈ MR} ∈ UMR, then tγP(γη) ≥ tP(η), iγP(γη) ≥ iP(η) and fγP(γη) ≤ fP(η).
Let Pi, i ∈ J be a family of neutrosophic submodules of an MR. Then
\mathop {\sum }\limits_{i \in J} {P_i} \in U(M)
.
Definition 3.7
For any η ∈ X, the neutrosophic point
{\hat N_{\{ \eta \} }}
is defined as
{\hat N_{\{ \eta \} }}(s) = \{ (s,{t_{{{\hat N}_{\{ \eta \} }}}},{i_{{{\hat N}_{\{ \eta \} }}}},{f_{{{\hat N}_{\{ \eta \} }}}}):s \in X\}
where
{\hat N_{\{ \eta \} }}(s) = \left\{ {\matrix{{(1,1,0)} & {\eta = s} \cr {(0,0,1)} & {\eta \ne s} \cr } } \right.
Remark 3.3
Let X be a non empty set. The neutrosophic point
{\hat N_{\{ 0\} }}
in X is defined as
{\hat N_{\{ 0\} }}(x) = \{ (x,{t_{{{\hat N}_{\{ 0\} }}}},{i_{{{\hat N}_{\{ 0\} }}}},{f_{{{\hat N}_{\{ 0\} }}}}):x \in X\}
where
{\hat N_{\{ 0\} }}(x) = \left\{ {\matrix{{(1,1,0)} & {x = 0} \cr {(0,0,1)} & {x \ne 0} \cr } } \right.
Theorem 3.5
Let P ∈ U(M).
P = {\hat N_{\{ 0\} }} \Leftrightarrow {P^*} = \{ 0\}
Proof
If
P = {\hat N_{\{ 0\} }}
, and P* = {η ∈ MR,tP(η) > 0, iP(η) > 0, fP(η) < 1} = {0}.
Neutrosophic Submodule Generated by Neutrosophic Set
In this section we study about the U(M) of MR generated by single valued neutrosophic set defined over a classical module.
Definition 4.1
Let p = {η,tP(η), iP(η), fP(η) : η ∈ MR} ∈ UM. Then the U(M) of MR generated by neutrosophic set P can be denoted and defined as
\langle P\rangle = \cap \{ Q|P \subseteq Q:Q \in U(M)\}
Remark 4.1
If Q = 〈P〉, then P is called generator of Q.
Theorem 4.1
Let Pi = {(η,tPi(η),iPi(η), fPi(η) : i ∈ J, η ∈ MR} be an arbitrary non empty family of NS(MR). Then 〈∪i∈JPi〉 = ∑i∈J Pi
Now to prove that ∑i∈J Pi is the least neutrosophic submodule and ∑i∈J Pi contains all
P_i^\prime s
.
Let Q = {η,tQ(η), iQ(η), fQ(η) : η ∈ MR} ∈ U(M) and Pi ⊆ Q,∀i ∈ J, which means that
{t_{{P_i}}}(\eta ) \le {t_Q}(\eta ), {i_{{P_i}}}(\eta ) \le {i_Q}(\eta ), {f_{{P_i}}}(\eta ) \ge {f_Q}(\eta ) \forall i \in J
In the same way, i∑i∈JPi (η) iQ(η), f∑i∈JPi (η) ≥ fQ(η).
⇒ ∑i∈J Pi ⊆ Q. Hence ∑i∈J Pi ∈ U(M) is the smallest one and contains all
P_i^\prime s
. Therefore ∑i∈J Pi is the smallest U(M) which contains ∪i∈JPi ⊆ ∑i∈J Pi. Hence 〈 ∪i∈JPi〉 = ∑i∈J Pi
Definition 4.2
Let C ∈ U(R) and P ∈ NS(MR). Define the operations C ⊚ P and C ⊛ P as NS(MR) as follows
From the definition of Q, tP(η) ≤ tQ(η), iP(η) ≤ iQ(η) and fP(η) ≥ fQ(η) ∀η ∈ MR, then P ⊆ Q. We know tQ(0) = 1, iQ(0) = 1 and fQ(0) = 0. Let γ ∈ R, η ∈ MR.
We can derive in the same pattern, iQ(η) ≤ iS(η) and fQ(η) ≥ fS(η). ⇒ Q ⊆ C. Thus we can conclude 〈P〉 = Q.
Conclusion
Neutrosophic submodule is one of the generalizations of a classical algebraic structure, module. The study of neutrosophic submodule give extra promptitude to the classic algebraic structures rather than fuzzy or intuitionistic fuzzy sets because of the investigation of three different level graded functions of each element in [0,1]. This paper has developed a method to identify generator of U(M) and derived algebraic results with the help of some algebraic operators as neutrosophic sets. This work are often extended to the generators of arbitrary nonempty family of neutrosophic submodules and structure preserving properties like isomorphism of neutrosophic submodules. Neutrosophic submodules provide us a solid mathematical foundation to clarify connected scientific ideas in image processing, control theory and economic science.