Research article Topical Sections

Heavy metals effects on life traits of juveniles of Procambarus clarkii

  • An incubation experiment of juvenile crayfish (Procambarus clarkii) following a three- level treatment design approach was performed to assess the effect of different heavy metal concentrations on their life history traits (lifespan, growth, moult and feeding activity). The aims were to: (1) address the response of the life traits; (2) check for the correlation between heavy metal concentrations in crayfish whole bodies with the ones of the experimental solutions; (3) analyse the variation of crayfish carbon and nitrogen stable isotopes signatures grown under these treatments. Treatments were: control or absence of pollutants (C); low level contamination (L) similar to those found in the water of the Guadiamar River (SW, Spain) one year after the Aznalcóllar mine accident, and high level contamination (H) maximum concentrations of metals measured in the water of the river after the spill. The study concludes that the H treatment produced lethal effects on juveniles of crayfish, whereas those undergoing the L treatment showed less marked effects. Crayfish’s juveniles grown in L treatment seemed able to regulate and manage this range of pollution while maintaining their biological traits. Juvenile’s capacity to bioaccumulate toxic substances also changes with the nature of the particular metals. The reduction in lifespan was mainly influenced by Cu, Zn and As. 13 C of C and juveniles from L treatment had similar values but different from those individuals of H treatment, reflecting the isotopic signature of the food source used (liver), and were also influenced by the concentration of Cu and As.

    Citation: Paloma Alcorlo, Irene Lozano, Angel Baltanás. Heavy metals effects on life traits of juveniles of Procambarus clarkii[J]. AIMS Environmental Science, 2019, 6(3): 147-166. doi: 10.3934/environsci.2019.3.147

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  • An incubation experiment of juvenile crayfish (Procambarus clarkii) following a three- level treatment design approach was performed to assess the effect of different heavy metal concentrations on their life history traits (lifespan, growth, moult and feeding activity). The aims were to: (1) address the response of the life traits; (2) check for the correlation between heavy metal concentrations in crayfish whole bodies with the ones of the experimental solutions; (3) analyse the variation of crayfish carbon and nitrogen stable isotopes signatures grown under these treatments. Treatments were: control or absence of pollutants (C); low level contamination (L) similar to those found in the water of the Guadiamar River (SW, Spain) one year after the Aznalcóllar mine accident, and high level contamination (H) maximum concentrations of metals measured in the water of the river after the spill. The study concludes that the H treatment produced lethal effects on juveniles of crayfish, whereas those undergoing the L treatment showed less marked effects. Crayfish’s juveniles grown in L treatment seemed able to regulate and manage this range of pollution while maintaining their biological traits. Juvenile’s capacity to bioaccumulate toxic substances also changes with the nature of the particular metals. The reduction in lifespan was mainly influenced by Cu, Zn and As. 13 C of C and juveniles from L treatment had similar values but different from those individuals of H treatment, reflecting the isotopic signature of the food source used (liver), and were also influenced by the concentration of Cu and As.


    In the opinion of Zadeh [45], fuzzy set theory, which was introduced in 1965, says that decision-makers should take membership degree into account while settling ambiguous situations. It is a method of conveying and presenting vague or ill-defined information. The concept of fuzzy sets has been explored by several researchers (see, e.g., [9,11,38,42,46]). In mathematics, the concept of a fuzzy set is a generalization of classical sets. There are various extensions of fuzzy sets, such as intuitionistic fuzzy sets [4], Pythagorean fuzzy sets [44], Fermatean fuzzy sets [34], spherical fuzzy sets [3], picture fuzzy sets [7], and linear Diophantine fuzzy sets [33], among others. In this research, we will review the extensions of fuzzy sets relevant to this study, namely intuitionistic fuzzy sets, Pythagorean fuzzy sets, and Fermatean fuzzy sets. In 1986, Atanassov [4] introduced the notion of intuitionistic fuzzy sets as a generalization of fuzzy sets. These sets consist of an element's degree of membership and non-membership in a universe set, with the rule that sum of these degrees not be greater than one. Currently, the concept of intuitionistic fuzzy sets is still being studied continuously [10,22,23,41]. Subsequently, Yager [44] introduced the notion of Pythagorean fuzzy sets, where the sum of the squares of membership and non-membership is constrained to the unit interval [0,1]. This concept generalizes both fuzzy sets and intuitionistic fuzzy sets. In addition, Senapati and Yager [34] first introduced the concept of Fermatean fuzzy sets in 2019, defining them as the cube sum of their membership and non-membership degrees in [0,1]. The fuzzy sets, intuitionistic fuzzy sets, and Pythagorean fuzzy sets are all generalized by Fermatean fuzzy sets. For example, consider two real numbers, 0.7 and 0.8, in the interval [0,1]. We can observe that 0.7+0.8>1 and (0.7)2+(0.8)2>1, but (0.7)3+(0.8)3<1. This means that the Fermatean fuzzy sets have a better information space than the intuitionistic fuzzy sets and the Pythagorean fuzzy sets.

    The concepts of various types of fuzzy set mentioned above are applied to the classes of algebras, helping develop the basic properties of these algebras. The semigroup is an essential structure in abstract algebra and has applications in automata theory, numerical theory, functional analysis, and optimization, among other mathematical and theoretical fields. The study of the regularity of semigroups is an important and trending area of research. This article will briefly review the classification of semigroups using various types of fuzzy sets. Kehayopulu and Tsingelis [18] used fuzzy quasi-ideals and fuzzy left (resp., right) ideals to characterize regular ordered semigroups. Xie and Tang [43] later developed fuzzy left (resp., right) ideals, fuzzy (resp., generalized) bi-ideals, and fuzzy quasi-ideals that characterized the classes of regular and intra-regular ordered semigroups. Further characterizations of regular, intra-regular, and left weakly regular ordered semigroups were then provided by Khan and Shabir [19], using their intuitionistic fuzzy left (resp., right) ideals. Subsequently, Hussain et al. [13] introduced the concept of rough Pythagorean fuzzy ideals in semigroups, which extends to the lower and upper approximations of bi-ideals, interior ideals, (1,2)-ideals, and Pythagorean fuzzy left (resp., right) ideals of semigroups. Afterwards, the concepts of Pythagorean fuzzy prime ideals and semi-prime ideals of ordered semigroups, together with some of the essential features of Pythagorean fuzzy regular and intra-regular ordered semigroup ideals, were examined by Adak et al. [2]. A review of relations is provided for the family of Fermatean fuzzy regular ideals of ordered semigroups, and Adak et al. [2] determined the concept of Fermatean fuzzy semi-prime (resp., prime) ideals. For using different types of fuzzy sets to classify the regularity of semigroups, see [5,17,20,21,36].

    As a generalization to ordinary algebraic structures, Marty [24] gave algebraic hyperstructures in 1934. In an algebraic hyperstructure, the composition of two elements is a nonempty set, but in an ordinary algebraic structure, the composition of two elements is an element. The notion of a semigroup is generalized to form a semihypergroup. Several authors have investigated various facets of semihypergroups; for instance, see [8,12,31,32]. Fuzzy set theory gives a novel field of study called fuzzy hyperstructures. In 2014, Hila and Abdullah [16] characterized various classes of Γ-semihypergroups using intuitionistic fuzzy left (resp., right, two-sided) Γ-hyperideals and intuitionistic bi-Γ-hyperideals. Afterwards, the characteristics of fuzzy quasi-Γ-hyperideals were used by Tang et al. [39] in 2017 to study characterizations of regular and intra-regular ordered Γ-semihypergroups. Additional characterizations of regular semihypergroups and intra-regular semihypergroups were given by Shabir et al. [35], based on the properties of their (,q)-bipolar fuzzy hyperideals and (,q)-bipolar fuzzy bi-hyperideals. Furthermore, Masmali [25] used Pythagorean picture fuzzy sets hyperideals to characterize the class of regular semihypergroups. More recently, Nakkhasen [28] introduced Fermatean fuzzy subsemihypergroups, Fermatean fuzzy (resp., left, right) hyperideals, and Fermatean fuzzy (resp., generalized) bi-hyperideals of semihypergroups in 2023. Additionally, some characterizations of regular semihypergroups were made using their corresponding types of Fermatean fuzzy hyperideals. Further, Nakkhasen has also studied the characterizations of different types of regularities in algebraic structures involving semigroups using the concept of generalized fuzzy sets, such as picture fuzzy sets, spherical fuzzy sets, and Pythagorean fuzzy sets, which can be found in the following references [26,27,29,30].

    As previously mentioned, there are various types of regularities in algebra that are related to semigroups, such as regular, intra-regular, completely regular, left regular, right regular, and generalized regular. However, the most popular are the regular and intra-regular types. It is known that the algebraic structure of semihypergroups is an extension of semigroups and ordered semigroups. The objective of this research is to classify the regularity of semihypergroups using the properties of Fermatean fuzzy set theory. For usage in the following section, we review the fundamental ideas and features of Fermatean fuzzy sets in semihypergroups in Section 2. In Section 3, which is the main section of our paper, we characterize intra-regular semihypergroups by Fermatean fuzzy left (resp., right) hyperideals, and Fermatean (resp., generalized) bi-hyperideals. Additionally, the notion of Fermatean fuzzy interior hyperideals of semihypergroups is defined, and the class of intra-regular semihypergroups is characterized by Fermatean fuzzy interior hyperideals. Finally, Section 4 delves into the features of Fermatean fuzzy left (resp., right) hyperideals and Fermatean (resp., generalized) bi-hyperideals of semihypergroups, which are used to characterize both regular and intra-regular semihypergroups.

    A map :X×XP(X) is called a hyperoperation (see [24]) on a nonempty set X where P(X) is the set of all nonempty subsets of X. The pair (X,) is called a hypergroupoid. Let X be a nonempty set and let A,BP(X) and xX. Then, we denote

    AB=aA,bBab,Ax=A{x} and xB={x}B.

    A hypergroupoid (S,) is said to be a semihypergroup (see [6]) if for every x,y,zS, (xy)z=x(yz), which means that uxyuz=vyzxv. For simplicity, we represent a semihypergroup as S instead of a semihypergroup (S,), AB represents AB, for all nonempty subsets A and B of S, and xy represents xy, for all x,yS.

    Now, we will review the notions of various types of hyperideals in semihypergroups, taken from [14] and [37]. A nonempty subset A of a semihypergroup S is called:

    (ⅰ) a subsemihypergroup of S if AAA;

    (ⅱ) a left hyperideal of S if SAA;

    (ⅲ) a right hyperideal of S if ASA;

    (ⅳ) a hyperideal of S if it is both a left and a right hyperideal of S;

    (ⅴ) a bi-hyperideal of S if AAA and ASAA;

    (ⅵ) a generalized bi-hyperideal of S if ASAA;

    (ⅶ) an interior hyperideal of S if AAA and SASA.

    A map f:X[0,1] from a nonempty set X into the unit interval is called a fuzzy set [45]. Let f and g be any two fuzzy sets of a nonempty set X. The notions fg and fg are defined by (fg)(x)=min{f(x),g(x)} and (fg)(x)=max{f(x),g(x)}, for all xX, respectively.

    A Fermatean fuzzy set [34] (briefly, FFS) on a nonempty set X is defined as:

    A:={x,μA(x),λA(x)xX},

    where μA:X[0,1] and λA:X[0,1] represent the degree of membership and non-membership of each xX to the set A, respectively, with satisfy 0(μA(x))3+(λA(x))31, for all xX. Throughout this paper, we will use the symbol A=(μA,λA) instead of the FFS A={x,μA(x),λA(x)xX}.

    In 2023, Nakkhasen [28] defined the concepts of many types of Fermatean fuzzy hyperideals in semihypergroups as follows. Let S be a semihypergroup, and A=(μA,λA) be an FFS on S. Then:

    (ⅰ) A is called a Fermatean fuzzy subsemihypergroup (briefly, FFSub) of S if for every x,yS,

    infzxyμA(z)min{μA(x),μA(y)}andsupzxyλA(z)max{λA(x),λA(y)};

    (ⅱ) A is called a Fermatean fuzzy left hyperideal (briefly, FFL) of S if for every x,yS,

    infzxyμA(z)μA(y)andsupzxyλA(z)λA(y);

    (ⅲ) A is called a Fermatean fuzzy right hyperideal (briefly, FFR) of S if for every x,yS,

    infzxyμA(z)μA(x)andsupzxyλA(z)λA(x);

    (ⅳ) A is called a Fermatean fuzzy hyperideal (briefly, FFH) of S if it is both an FFL and an FFR of S;

    (ⅴ) an FFSub A of S is called a Fermatean fuzzy bi-hyperideal (briefly, FFB) of S if for every w,x,yS,

    infzxwyμA(z)min{μA(x),μA(y)}andsupzxwyλA(z)max{λA(x),λA(y)};

    (ⅵ) a FFS A of S is called a Fermatean fuzzy generalized bi-hyperideal (briefly, FFGB) of S if for every w,x,yS,

    infzxwyμA(z)min{μA(x),μA(y)}andsupzxwyλA(z)max{λA(x),λA(y)}.

    For any FFSs A=(μA,λA) and B=(μB,λB) on a nonempty set X, we denote:

    (ⅰ) AB if and only if μA(x)μB(x) and λA(x)λB(x), for all xX;

    (ⅱ) A=B if and only if AB and BA;

    (ⅲ) AB:={x,(μAμB)(x),(λAλB)(x)xX};

    (ⅳ) AB:={x,(μAμB)(x),(λAλB)(x)xX}.

    We observe that AB and AB are FFSs of X if A and B are FFSs on X.

    Let A=(μA,λA) and B=(μB,λB) be any FFSs of a semihypergroup S. Then, the Fermatean fuzzy product of A and B is defined as

    AB:={x,(μAμB)(x),(λAλB)(x)xS},

    where

    (μAμB)(x)={supxab[min{μA(a),μB(b)}]if xS2,0otherwise,
    (λAλB)(x)={infxab[max{λA(a),λB(b)}]if xS2,1otherwise.

    For any semihypergroup S, we determine the FFSs S:={x,1,0xS} and O:={x,0,1xS} on S. This obtains that AS and OA, for all FFS A=(μA,λA) on S. The Fermatean characteristic function of a subset A of a semihypergroup S, as an FFS on S, defined by CA={x,μCA(x),λCA(x)xS}, where

    μCA(x)={1if xA,0otherwise,andλCA(x)={0if xA,1otherwise.

    We note that if for each subset A of S such that A=S (resp., A=), then CA=S (resp., CA=O). All the above-mentioned notions are presented in [28].

    Lemma 2.1. [28] Let CA=(μCA,λCA) and CB=(μCB,λCB) be FFSs of a semihypergroup S with respect to nonempty subsets A and B of S, respectively. Then the following axioms hold:

    (ⅰ) CAB=CACB;

    (ⅱ) CAB=CACB.

    Lemma 2.2. [28] Let A=(μA,λA), B=(μB,λB), C=(μC,λC) and D=(μD,λD) be any FFSs of a semihypergroup S. If AB and CD, then ACBD.

    Lemma 2.3. [28] Let A=(μA,λA) be an FFS on a semihypergroup S. The following conditions hold:

    (ⅰ) A is an FFSub of S if and only if AAA;

    (ⅱ) A is an FFL of S if and only if SAA;

    (ⅲ) A is an FFR of S if and only if ASA;

    (ⅳ) A is an FFGB of S if and only if ASAA;

    (ⅴ) A is an FFB of S if and only if AAA and ASAA.

    Lemma 2.4. [28] For any nonempty subset A of a semihypergroup S, the following statements hold:

    (i) A is a subsemihypergroup of S if and only if CA=(μCA,λCA) is an FFSub of S;

    (ii) A is a left hyperideal of S if and only if CA=(μCA,λCA) is an FFL of S;

    (iii) A is a right hyperideal of S if and only if CA=(μCA,λCA) is an FFR of S;

    (iv) A is a hyperideal of S if and only if CA=(μCA,λCA) is an FFH of S;

    (v) A is a generalized bi-hyperideal of S if and only if CA=(μCA,λCA) is an FFGB of S;

    (vi) A is a bi-hyperideal of S if and only if CA=(μCA,λCA) is an FFB of S.

    A semihypergroup S is called regular (see [15]) if for every element a in S, there exists xS such that aaxa. Equivalently, aaSa, for all aS or AASA, for any AS. A semihypergroup S is called intra-regular (see [35]) if, for any element a in S, there exist x,yS such that axa2y. Equivalently, aSa2S, for all aS or ASA2S, for each AS.

    Example 2.5. Let N denote the set of all natural numbers. Define a hyperoperation on N by ab:={xNxab}, for all a,bN. Next, we claim that the hyperoperation on N is consistent with the associative property. Let a,bN and x(ab)c. Then, xuc, for some uab. So, xuc and uab. It follows that xuc(ab)c=a(bc). Also, xa(bc)a(bc), since bcbc. Thus, (ab)ca(bc). Similarly, we can prove that a(bc)(ab)c. Hence, (ab)c=a(bc). Therefore, (N,) is a semihypergroup. Now, for every aN, we have aaxa and aya2z, for some x,y,zN. This implies that aaxa and ayaaz. It turns out that (N,) is a regular and intra-reular semihypergroup.

    Lemma 2.6. [28] Let S be a semihypergroup. Then, S is regular if and only if RL=RL, for any FFR R=(μR,λR) and any FFL L=(μL,λL) of S.

    Lemma 2.7. [35] Let S be a semihypergroup. Then, S is intra-regular if and only if LRLR, for every left hyperideal L and every right hyperideal R of S.

    In this section, we present results about the characterizations of intra-regular semihypergroups by properties of FFLs, FFRs, FFBs, and FFGBs of semihypergroups.

    Theorem 3.1. Let S be a semihypergroup. Then, S is intra-regular if and only if LRLR, for every FFL L=(μL,λL) and every FFR R=(μR,λR) of S.

    Proof. Assume that S is intra-regular. Let L=(μL,λL) and R=(μR,λR) be an FFL and an FFR of S, respectively. For any aS, there exist x,yS such that axa2y. Then, we have

    (μLμR)(a)=supapq[min{μL(p),μR(q)}]min{infpxaμL(p),infqayμR(q)}min{μL(a),μR(a)}=(μLμR)(a),

    and

    (λLλR)(a)=infapq[max{λL(p),λR(q)}]max{suppxaλL(p),supqayλR(q)}max{λL(a),λR(a)}=(λLλR)(a).

    Hence, LRLR.

    Conversely, let L and R be any left hyperideal and any right hyperideal of S, respectively. By Lemma 2.4, we have CL=(μCL,λCL) and CR=(μCR,λCR) are an FFL and an FFR of S, respectively. By the given assumption and Lemma 2.1, we get

    CLR=CLCRCLCR=CLR.

    Now, let aLR. Thus, we have μCLR(a)μCLR(a)=1. Also, μCLR(a)=1; that is, aLR. This implies that LRLR. By Lemma 2.7, we conclude that S is intra-regular.

    Theorem 3.2. Let S be a semihypergroup. Then the following statements are equivalent:

    (ⅰ) S is intra-regular;

    (ⅱ) LGLGS, for each FFL L=(μL,λL) and each FFGB G=(μG,λG) of S;

    (ⅲ) LBLBS, for each FFL L=(μL,λL) and each FFB B=(μB,λB) of S.

    Proof. (ⅰ)(ⅱ) Assume that S is intra-regular. Let L=(μL,λL) and G=(μG,λG) be an FFL and an FFGB of S, respectively. Let aS. Then, there exist x,yS such that axa2y. It follows that a(x2a)(ayay). Thus, we have

    (μLμGμS)(a)=supapq[min{μL(p),(μGμS)(q)}]=supapq[min{μL(p),supqmn[min{μG(m),μS(n)}]}]min{infpx2aμL(p),min{infmayaμG(m),μS(y)}}min{μL(a),min{μG(a),μG(a)}}=min{μL(a),μG(a)}=(μLμG)(a),

    and

    (λLλGλS)(a)=infapq[max{λL(p),(λGλS)(q)}]=infapq[max{λL(p),infqmn[max{λG(m),λS(n)}]}]max{suppx2aλL(p),max{supmayaλG(m),λS(y)}}max{λL(a),max{λG(a),λG(a)}}=max{λL(a),λG(a)}=(λLλG)(a).

    This means that LGLGS.

    (ⅱ)(ⅲ) Since every FFB is also an FFGB of S, it follows that (ⅲ) holds.

    (ⅲ)(ⅰ) Let L=(μL,λL) and R=(μR,λR) be an FFL and an FFR of S, respectively. We obtain that R is also an FFB of S. By assumption, we have LRL(RS)LR. By Theorem 3.1, it turns out that S is intra-regular.

    Theorem 3.3. Let S be a semihypergroup. Then the following statements are equivalent:

    (ⅰ) S is intra-regular;

    (ⅱ) GRSGR, for each FFR R=(μR,λR) and each FFGB G=(μG,λG) of S;

    (ⅲ) BRSBR, for each FFR R=(μR,λR) and each FFB B=(μB,λB) of S.

    Proof. (ⅰ)(ⅱ) Assume that S is intra-regular. Let aS. Then, there exist x,yS such that a(xaxa)(ay2). Hence, we have

    (μSμGμR)(a)=supapq[min{(μSμG)(p),μR(q)}]=supapq[min{suppmn[min{μS(m),μG(n)}],μR(q)}]min{min{μS(x),infnaxaμG(n)},infqay2μR(q)}min{min{μG(a),μG(a)},μR(a)}=min{μG(a),μR(a)}=(μRμG)(a),

    and

    (λSλGλR)(a)=infapq[max{(λSλG)(p),λR(q)}]=infapq[max{infpmn[max{λS(m),λG(n)}],λR(q)}]max{max{λS(x),supnaxaλG(n)},supqay2λR(q)}max{max{λG(a),λG(a)},λR(a)}=max{λG(a),λR(a)}=(λRλG)(a).

    This shows that RGSGR.

    (ⅱ)(ⅲ) Since every FFB is also an FFGB of S, it is well done.

    (ⅲ)(ⅰ) Let L=(μL,λL) and R=(μR,λR) be an FFL and an FFR of S, respectively. Then, L is also an FFB of S. By the hypothesis, we have LR(LS)RLR. By Theorem 3.1, we obtain that S is intra-regular.

    Theorem 3.4. The following statements are equivalent in a semihypergroup S:

    (ⅰ) S is intra-regular;

    (ⅱ) G1G2SG1G2S, for any FFGBs G1=(μG1,λG1) and G2=(μG2,λG2) of S;

    (ⅲ) B1B2SB1B2S, for any FFBs B1=(μB1,λB1) and B2=(μB2,λB2) of S.

    Proof. (ⅰ)(ⅱ) Let aS. Then, there exist x,yS such that axa2y. Thus, we have

    (μSμG1μG2μS)(a)=supapq[min{(μSμG1)(p),(μG2μS)(q)}]=supapq[min{suppmn[min{μS(m),μG1(n)}],supqkl[min{μG2(k),μS(l)}]}]min{min{μS(x),μG1(a)},min{μG2(a),μS(y)}}=min{μG1(a),μG2(a)}=(μG1μG2)(a),

    and

    (λSλG1λG2λS)(a)=infapq[max{(λSλG1)(p),(λG2λS)(q)}]=infapq[max{infpmn[max{λS(m),λG1(n)}],infqkl[max{λG2(k),λS(l)}]}]max{max{λS(x),λG1(a)},max{λG2(a),λS(y)}}=max{λG1(a),λG2(a)}=(λG1λG2)(a).

    This implies that G1G2SG1G2S.

    (ⅱ)(ⅲ) It is obvious.

    (ⅲ)(ⅰ) Let L=(μL,λL) be any FFL of S, and R=(μR,λR) be any FFR of S. Then, L and R are also FFBs of S. By the hypothesis, we have LR(SL)(RS)LR. By Theorem 3.1, it follows that S is intra-regular.

    Corollary 3.5. Let S be a semihypergroup. Then, the following conditions are equivalent:

    (ⅰ) S is intra-regular;

    (ⅱ) GSGGS, for any FFGB G=(μG,λG) of S;

    (ⅲ) BSBBS, for any FFB B=(μB,λB) of S.

    Proof. (ⅰ)(ⅱ) It follows by Theorem 3.4.

    (ⅱ)(ⅲ) It is clear.

    (ⅲ)(ⅰ) Let L=(μL,λL) and R=(μR,λR) be an FFL and an FFR of S, respectively. It is not difficult to see that LR is also an FFB of S. By the given assumption, we have LRS(LR)(LR)S(SL)(RS)LR. By Theorem 3.1, we conclude S is intra-regular.

    The following corollary is obtained by Corollary 3.5.

    Corollary 3.6. Let S be a semihypergroup. Then, S is intra-regular if and only if BG(SBBS)(SGGS), for every FFB B=(μB,λB) and every FFGB G=(μG,λG) of S.

    Theorem 3.7. If S is an intra-regular semihypergroup, then AB=AB, for each FFHs A=(μA,λA) and B=(μB,λB) of S.

    Proof. Assume that S is an intra-regular semihypergroup. Let A=(μA,λA) and B=(μB,λB) be FFHs of S. Then, ABASA and ABSBB, it follows that ABAB. Next, let aS. By assumption, there exist x,yS such that axa2y=(xa)(ay); that is, apq, for some pxa and qay. Thus, we have

    (μAμB)(a)=supapq[min{μA(p),μB(q)}]min{infpxaμA(p),infqayμB(q)}min{μA(a),μB(a)}=(μAμB)(a),

    and

    (λAλB)(a)=infapq[max{λA(p),λB(q)}]max{suppxaλA(p),supqayλB(q)}max{λA(a),λB(a)}=(λAλB)(a).

    Hence, ABAB. Therefore, AB=AB.

    Theorem 3.8. Let S be a semihypergroup. Then the following properties are equivalent:

    (ⅰ) S is intra-regular;

    (ⅱ) LGRLGR, for every FFL L=(μL,λL), every FFR R=(μR,λR) and every FFGB G=(μG,λG) of S;

    (ⅲ) LBRLBR, for every FFL L=(μL,λL), every FFR R=(μR,λR) and every FFB B=(μB,λB) of S.

    Proof. (ⅰ)(ⅱ) Assume that S is intra-regular. Let aS. Then, there exist x,yS such that axa2y, which implies that a(x2a)(ayxaxa)(ay3). Thus, auvq, for some ux2a, vayxaxa and qay3. Also, there exists pS such that puv, and so apq. So, we have

    (μLμGμR)(a)=supapq[min{(μLμG)(p),μR(q)}]=supapq[min{suppuv[min{μL(u),μG(v)}],μR(q)}]min{min{infux2aμL(u),infvayxaxaμG(v)},infqay3μR(q)}min{min{μL(a),min{μG(a),μG(a)}},μR(a)}=min{μL(a),μG(a),μR(a)}=(μLμGμR)(a),

    and

    (λLλGλR)(a)=infapq[max{(λLλG)(p),λR(q)}]=infapq[max{infpuv[max{λL(u),λG(v)}],λR(q)}]max{max{supux2aλL(u),supvayxaxaλG(v)},supqay3λR(q)}max{max{λL(a),max{λG(a),λG(a)}},λR(a)}=max{λL(a),λG(a),λR(a)}=(λLλGλR)(a).

    This shows that LGRLGR.

    (ⅱ)(ⅲ) It is clear.

    (ⅲ)(ⅰ) Let L=(μL,λL) and R=(μR,λR) be any FFL and any FFR of S, respectively. Then, R is also an FFB of S. By the given assumption, we have LR=LRRLRRLR. By Theorem 3.1, we get that S is intra-regular.

    Now, we introduce the notion of Fermatean fuzzy interior hyperideals in semihypergroups and investigate some properties of this notion. Moreover, we use the properties of Fermatean fuzzy interior hyperideals to study the characterizations of intra-regular semihypergroups.

    Definition 3.9. An FFsub A=(μA,λA) is said to be a Fermatean fuzzy interior hyperideal (briefly, FFInt) of a semihypergroup S if for every w,x,yS, infzwxyμA(z)μA(x) and supzwxyλA(z)λA(x).

    Theorem 3.10. Let S be a semihypergroup, and A=(μA,λA) be an FFS of S. Then, A is an FFInt of S if and only if AAA and SASA.

    Proof. Assume that A is an FFInt of S. Then, A is an FFSub of S. By Lemma 2.3, we have AAA. Now, let aS. If abcd, for all b,c,dS, then SASA. Suppose that there exist p,q,x,yS such that axy and xpq. It follows that apqy. Thus, we have

    (μSμAμS)(a)=supaxy[min{(μSμA)(x),μS(y)}]=supaxy[(μSμA)(x)]=supaxy[supxpq[min{μS(p),μA(q)}]]=supaxy[supxpq[μA(q)]]μA(a),

    and

    (λSλAλS)(a)=infaxy[max{(λSλA)(x),λS(y)}]=infaxy[(λSλA)(x)]=infaxy[infxpq[max{λS(p),λA(q)}]]=infaxy[infxpq[λA(q)]]λA(a).

    Hence, SASA. Conversely, let x,y,zS, and let wxyz. Then, there exists uxy such that wuz. By assumption, we have

    μA(w)(μSμAμS)=supwpq[min{(μSμA)(p),μS(q)}]{(μSμA)(u),μS(z)}=supust[min{μS(s),μA(t)}]min{μS(x),μA(y)}=μA(y),

    and

    λA(w)(λSλAλS)=infwpq[max{(λSλA)(p),λS(q)}]{(λSλA)(u),λS(z)}=infust[max{λS(s),λA(t)}]max{λS(x),λA(y)}=λA(y).

    This shows that μA(w)μA(y) and λA(w)λA(y), for all wxyz. It follows that infwxyzμA(z)μA(y) and supwxyzλA(z)λA(y). Therefore, A is an FFInt of S.

    Theorem 3.11. Let S be a semihypergroup, and A be a nonempty subset of S. Then, A is an interior hyperideal of S if and only if CA=(μCA,λCA) is an FFInt of S.

    Proof. Assume that A is an interior hyperideal of S. Then A is a subsemihypergroup of S. By Lemma 2.4, we have CA is an FFSub of S. Now, let x,y,zS. If yA, then infwxyzμCA(w)0=μCA(y) and supwxyzλCA(w)1=λCA(y). On the other hand, suppose that yA. Thus, xyzA, which implies that for every wxyz, we have μCA(w)=1 and λCA(w)=0. This means that μCA(w)μCA(y) and λCA(w)λCA(y), for all wxyz. That is, infwxyzμCA(w)μCA(y) and supwxyzλCA(w)λCA(y). Hence, CA is an FFInt of S.

    Conversely, assume that CA=(μCA,λCA) is an FFInt of S. Then, CA is an FFSub of S. By Lemma 2.4, we have that A is a subsemihypergroup of S. Let x,zS and yA. By assumption, we get infwxyzμCA(w)μCA(y)=1 and supwxyzλCA(w)λCA(y)=0. This implies that μCA(w)1 and λCA(w)0, for all wxyz. Otherwise, μCA(w)1 and λCA(w)0. So, μCA(w)=1 and λCA(w)=0, for all wxyz. It turns out that wA. This shows that SASA. Therefore, A is an interior hyperideal of S.

    Example 3.12. Let S={a,b,c,d} be a set with the hyperoperation on S defined by the following table:

    ° a b c d
    a {a} {a} {a} {a}
    b {a} {a} {a} {a}
    c {a} {a} {a} {a, b}
    d {a} {a} {a, b} {a, b, c}

     | Show Table
    DownLoad: CSV

    It follows that (S,) is a semihypergroup, [40]. We see that A={a,c} is an interior hyperideal of S. After that, the FFS A=(μA,λA) of S defined by

    μA(x)={1if xA,0otherwise,andλA(x)={0if xA,1otherwise,

    for all xS. Applying Theorem 3.11, we have A=(μA,λA) is a FFInt of S.

    Proposition 3.13. Every FFH of a semihypergroup S is also an FFInt of S.

    Proof. Let A=(μA,λA) be an FFH of a semihypergroup S. By Lemma 2.3, we have AAASA and SAS=(SA)SASA. By Theorem 3.10, it follows that A is an FFInt of S.

    Example 3.14. Let S={a,b,c,d} such that (S,) is a semihypergroup, as defined in Example 3.12. In the next step, we define an FFS A=(μA,λA) on S as follows:

    a b c d
    μA 0.9 0.6 0.8 0.5
    λA 0.5 0.8 0.7 0.9

     | Show Table
    DownLoad: CSV

    Upon careful inspection, we obtain that the FFS A is an FFInt of S. However, the FFInt A of S is not a FFL of S, because

    infzdcμA(z)=μA(b)<μA(c)andsupzdcλA(z)=λA(b)>λA(c).

    Furthermore, the FFInt A of S is not an FFR of S either, since

    infzcdμA(z)=μA(b)<μA(c)andsupzcdλA(z)=λA(b)>λA(c).

    It can be concluded that the FFInt of S does not have to be an FFH of S.

    Theorem 3.15. In an intra-regular semihypergroup S, every FFInt of S is also an FFH of S.

    Proof. Let A=(μA,λA) be an FFInt of S, and let a,bS. Then, there exist x,yS such that axa2y. So, ab(xa2y)b=(xa)a(yb). Thus, for every zab, there exist uxa and vyb such that zuav, which implies that μA(z)infzuavμA(z)μA(a) and λA(z)supzuavλA(z)λA(a). We obtain that infzabμA(z)μA(a) and supzabλA(a). Hence, A is an FFR of S. Similarly, we can show that A is an FFL of S. Therefore, A is an FFH of S.

    Theorem 3.16. Let S be a semihypergroup. Then the following results are equivalent:

    (ⅰ) S is intra-regular;

    (ⅱ) IGLLGI, for each FFL L=(μL,λL), each FFInt I=(μI,λI) and each FFGB G=(μG,λG) of S;

    (ⅲ) IBLLBI, for each FFL L=(μL,λL), each FFInt I=(μI,λI) and each FFB B=(μB,λB) of S.

    Proof. (ⅰ)(ⅱ) Assume that S is intra-regular. Let aS. Then, there exist x,yS such that axa2y, and so a(x2a)a(yay). Thus, awaq, for some wx2a and qyay, and then apq, for some pwa. So, we have

    (μLμGμI)(a)=supapq[min{(μLμG)(p),μI(q)}]=supapq[min{suppwa[min{μL(w),μG(a)}],μI(q)}]min{min{infwx2aμL(w),μG(a)},infqyayμI(q)}min{min{μL(a),μG(a)},μI(a)}=min{μL(a),μG(a),μI(a)}=(μLμGμI)(a),

    and

    (λLλGλI)(a)=infapq[max{(λLλG)(p),λI(q)}]=infapq[max{infpwa[max{λL(w),λG(a)}],λI(q)}]max{max{supwx2aλL(w),λG(a)},supqyayλI(q)}max{max{λL(a),λG(a)},λI(a)}=max{λL(a),λG(a),λI(a)}=(λLλGλI)(a).

    Therefore, IGLLGI.

    (ⅱ)(ⅲ) Since every FFB of S is an FFGB of S, it follows that (ⅲ) is obtained.

    (ⅲ)(ⅰ) Let L=(μL,λL) and R=(μR,λR) be an FFL and an FFR of S, respectively. Then, R is also an FFB of S. By assumption, we have LR=SLRL(RS)LR. Consequently, S is intra-regular by Theorem 3.1.

    Theorem 3.17. Let S be a semihypergroup. Then the following results are equivalent:

    (ⅰ) S is intra-regular;

    (ⅱ) IGRIGR, for each FFR R=(μR,λR), each FFInt I=(μI,λI) and each FFGB G=(μG,λG) of S;

    (ⅲ) IBRIBR, for each FFR R=(μR,λR), each FFInt I=(μI,λI) and each FFB B=(μB,λB) of S.

    Proof. (ⅰ)(ⅱ) Assume that S is intra-regular. Let aS. Then, there exist x,yS such that axa2y. This implies that a(xax)a(ay2). Thus, apaw, for some pxax and way2, and so apq, for some qaw. So, we have

    (μIμGμR)(a)=supapq[min{μI(p),(μGμR)(q)}]=supapq[min{μI(p),supqaw[min{μG(a),μR(w)}]}]min{infpxaxμI(p),min{μG(a),infway2μR(w)}}min{μI(a),min{μG(a),μR(a)}}=min{μI(a),μG(a),μR(a)}=(μIμGμR)(a),

    and

    (λIλGλR)(a)=infapq[max{λI(p),(λGλR)(q)}]=infapq[max{λI(p),infqaw[max{λG(a),λR(w)}]}]max{suppxaxλI(p),max{λG(a),supway2λR(w)}}max{λI(a),max{λG(a),λR(a)}}=max{λI(a),λG(a),λR(a)}=(λIλGλR)(a).

    It turns out that IGRIGR.

    (ⅱ)(ⅲ) It is obvious.

    (ⅲ)(ⅰ) Let L=(μL,λL) and R=(μR,λR) be an FFL and an FFR of S, respectively. Then, R is also an FFB of S. By assumption, we have LR=SLR(SL)RLR. By Theorem 3.1, we obtain that S is intra-regular.

    In this section, we characterize both regular and intra-regular semihypergroups in terms of different types of Fermatean fuzzy hyperideals of semihypergroups.

    Lemma 4.1. [35] Let S be a semihypergroup. Then, S is both regular and intra-regular if and only if B=BB, for every bi-hyperideal B of S.

    Theorem 4.2. Let S be a semihypergroup. Then the following statements are equivalent:

    (ⅰ) S is both regular and intra-regular;

    (ⅱ) B=BB, for any FFB B=(μB,λB) of S;

    (ⅲ) GHGH, for all FFGBs G=(μG,λG) and H=(μH,λH) of S;

    (ⅳ) ABAB, for all FFBs A=(μA,λA) and B=(μB,λB) of S.

    Proof. (ⅰ)(ⅲ) Let G=(μG,λG) and H=(μH,λH) be FFGBs of S. By assumption, there exist x,y,zS such that aaxa and aya2z. Also, a(axya)(azxa), which implies that apq, for some paxya and qazxa. Thus, we have

    (μGμH)(a)=supapq[min{μG(p),μH(q)}]min{infpaxyaμG(p),infqazxaμH(q)}min{min{μG(a),μG(a)},min{μH(a),μH(a)}}=min{μG(a),μH(a)}=(μGμH)(a),

    and

    (λGλH)(a)=infapq[max{λG(p),λH(q)}]max{suppaxyaλG(p),supqazxaλH(q)}max{max{λG(a),λG(a)},max{λH(a),λH(a)}}=max{λG(a),λH(a)}=(λGλH)(a).

    Therefore, GHGH.

    (ⅲ)(ⅳ) Since every FFB is also an FFGB of S, it follows that (iv) holds.

    (ⅳ)(ⅱ) Let B=(μB,λB) be any FFB of S. By the hypothesis, we have B=BBBB. Otherwise, BBB always. Hence, B=BB.

    (ⅱ)(ⅰ) Let B be any bi-hyperideal of S. By Lemma 2.4, we have CB=(μCB,λCB) is an FFB of S. By the given assumption and Lemma 2.1, it follows that CB=CBCB=CBB. For every aB, we have μCBB(a)=μCB(a)=1. This means that aBB. It turns out that BBB. On the other hand, BBB. Hence, B=BB. By Lemma 4.1, we obtain that S is both regular and intra-regular.

    The next theorem follows by Theorem 4.2.

    Theorem 4.3. The following properties are equivalent in a semihypergroup S:

    (ⅰ) S is both regular and intra-regular;

    (ⅱ) BGBG, for each FFB B=(μB,λB) and each FFGB G=(μG,λG) of S;

    (ⅲ) BGGB, for each FFB B=(μB,λB) and each FFGB G=(μG,λG) of S.

    Moreover, the following corollary obtained by Theorems 4.2 and 4.3.

    Corollary 4.4. For a semihypergroup S, the following conditions are equivalent:

    (ⅰ) S is both regular and intra-regular;

    (ⅱ) GH(GH)(HG), for all FFGBs G=(μG,λG) and H=(μH,λH) of S;

    (ⅲ) AB(AB)(BA), for all FFBs A=(μA,λA) and B=(μB,λB) of S;

    (ⅳ) BG(BG)(GB), for any FFB B=(μB,λB) and any FFGB G=(μG,λG) of S.

    By Lemma 2.6 and Theorem 3.1, we receive the following theorem.

    Theorem 4.5. Let S be a semihypergroup. Then, S is both regular and intra-regular if and only if LR(LR)(RL), for every FFL L=(μL,λL) and every FFR R=(μR,λR) of S.

    The following theorem can be proved by Corollary 4.4 and Theorem 4.5.

    Theorem 4.6. In a semihypergroup S, the following statements are equivalent:

    (ⅰ) S is both regular and intra-regular;

    (ⅱ) GL(GL)(LG), for any FFL L=(μL,λL) and any FFGB G=(μG,λG) of S;

    (ⅲ) BL(BL)(LB), for any FFL L=(μL,λL) and any FFB B=(μB,λB) of S;

    (ⅳ) RG(GR)(RG), for every FFR R=(μR,λR) and any FFGB G=(μG,λG) of S;

    (ⅴ) RB(BR)(RB), for every FFR R=(μR,λR) and any FFB B=(μB,λB) of S.

    Theorem 4.7. The following properties are equivalent on a semihypergroup S:

    (ⅰ) S is both regular and intra-regular;

    (ⅱ) LGGLG, for each FFL L=(μL,λL) and each FFGB G=(μG,λG) of S;

    (ⅲ) LBBLB, for each FFL L=(μL,λL) and each FFB B=(μB,λB) of S;

    (ⅳ) RGGRG, for each FFR R=(μR,λR) and each FFGB G=(μG,λG) of S;

    (ⅴ) RBBRB, for each FFR R=(μR,λR) and each FFB B=(μB,λB) of S.

    Proof. (ⅰ)(ⅱ) Let L=(μL,λL) and G=(μG,λG) be an FFL and an FFGB of S, respectively. Let aS. Then, there exist x,y,zS such that aaxa and aya2z. This implies that a(axya)(azxya)(azxa); that is, apq, for some paxya and quv, where uazxya and vazxa. Thus, we have

    (μGμLμG)(a)=supapq[min{μG(p),(μLμG)(q)}]=supapq[min{μG(p),supquv[min{μL(u),μG(v)}]}]min{infpaxyaμG(p),min{infuazxyaμL(u),infvazxaμG(v)}}min{min{μG(a),μG(a)},min{μL(a),min{μG(a),μG(a)}}}=min{μL(a),μG(a)}=(μLμG)(a),

    and

    (λGλLλG)(a)=infapq[max{λG(p),(λLλG)(q)}]=infapq[max{λG(p),infquv[max{λL(u),λG(v)}]}]max{suppaxyaλG(p),max{supuazxyaλL(u),supvazxaλG(v)}}max{max{λG(a),λG(a)},max{λL(a),max{λG(a),λG(a)}}}=max{λL(a),λG(a)}=(λLλG)(a).

    We obtain that LGGLG.

    (ⅱ)(ⅲ) It follows by the fact that every FFB is also an FFGB of S.

    (ⅲ)(ⅰ) Let aS. It is easy to verify that aSa and aaaaSa are a left hyperideal and a bi-hyperideal of S with containing a, respectively. Then, CaSa and CaaaaSa are an FFL and an FFB of S, respectively. By the given hypothesis and Lemma 2.1, we obtain:

    C(aSa)(aaaaSa)=CaSaCaaaaSaCaaaaSaCaSaCaaaaSa=C(aaaaSa)(aSa)(aaaaSa).

    This means that μC(aaaaSa)(aSa)(aaaaSa)(a)μC(aSa)(aaaaSa)(a)=1. Also, a(aaaaSa)(aSa)(aaaaSa). It turns out that a(aSa)(Sa2S). Consequently, S is both regular and intra-regular.

    Similarly, we can prove that (ⅰ)(ⅳ)(ⅴ)(ⅰ) obtain.

    Theorem 4.8. Let S be a semihypergroup. Then the following statements are equivalent:

    (ⅰ) S is both regular and intra-regular;

    (ⅱ) LRGGRL, for every FFL L=(μL,λL), every FFR R=(μR,λR) and every FFGB G=(μG,λG) of S;

    (ⅲ) LRBBRL, for every FFL L=(μL,λL), every FFR R=(μR,λR) and every FFB B=(μB,λB) of S.

    Proof. (ⅰ)(ⅱ) Let L=(μL,λL), R=(μR,λR) and G=(μG,λG) be an FFL, FFR, and FFGB of S, respectively. Then, for any aS, there exist x,y,zS such that aaxa and aya2z. So, a(axya)(az)(xa). Also, apq, for some paxya and quv, where uaz and vxa. Thus, we have

    (μGμRμL)(a)=supapq[min{μG(p),(μRμL)(q)}]=supapq[min{μG(p),supquv[min{μR(u),μL(v)}]}]min{infpaxyaμG(p),min{infuazμR(u),infvxaμL(v)}}min{min{μG(a),μG(a)},min{μR(a),μL(a)}}=min{μG(a),μR(a),μL(a)}=(μGμRμL)(a),

    and

    (λGλRλL)(a)=infapq[max{λG(p),(λRλL)(q)}]=infapq[max{λG(p),infquv[max{λR(u),λL(v)}]}]max{suppaxyaλG(p),max{supuazλR(u),supvxaλL(v)}}max{max{λG(a),λG(a)},max{λR(a),λL(a)}}=max{λG(a),λR(a),λL(a)}=(λGλRλL)(a).

    It follows that LRGGRL.

    (ⅱ)(ⅲ) It is obvious.

    (ⅲ)(ⅰ) Let sS. It is not difficult to show that the sets aSa, aaS, and aaaaSa are a left hyperideal, a right hyperideal, and a bi-hyperideal of S with containing a, respectively. By Lemma 2.4, we have CaSa, CaaS, and CaaaaSa are an FFL, an FFR, and an FFB of S, respectively. Using the assumption and Lemma 2.1, we have

    C(aSa)(aaS)(aaaaSa)=CaSaCaaSCaaaaSaCaaaaSaCaaSCaSa=C(aaaaSa)(aaS)(aSa).

    It turns out that μC(aaaaSa)(aaS)(aSa)(a)μC(aSa)(aaS)(aaaaSa)(a)=1; that is, a(aaaaSa)(aaS)(aSa). Thus, a(aSa)(Sa2S). Therefore, S is both regular and intra-regular.

    In 2023, Nakkhasen [28] applied the concept of Fermatean fuzzy sets to characterize the class of regular semihypergroups. In this research, we discussed the characterizations of intra-regular semihypergroups using the properties of Fermatean fuzzy left hyperideals, Fermatean fuzzy right hyperideals, Fermatean fuzzy generalized bi-hyperideals, and Fermatean fuzzy bi-hyperideals of semihypergroups, which are shown in Section 3. In addition, we introduced the concept of Fermatean fuzzy interior hyperideals of semihypergroups and used this concept to characterize intra-regular semihypergroups and proved that Fermatean fuzzy interior hyperideals and Fermatean fuzzy hyperideals coincide in intra-regular semihypergroups. Furthermore, in Section 4, the characterizations of both regular and intra-regular semihypergroups by many types of their Fermatean fuzzy hyperideals are presented. In our next paper, we will investigate the characterization of weakly regular semihypergroups using different types of Fermatean fuzzy hyperideals of semihypergroups. Additionally, we will use the attributes of Fermatean fuzzy sets to describe various regularities (e.g., left regular, right regular, and completely regular) in semihypergroups.

    The authors declare that they have not used Artificial Intelligence (AI) tools in the creation of this article.

    Warud Nakkhasen: conceptualization, investigation, original draft preparation, writing-review & editing, supervision; Teerapan Jodnok: writing-review & editing, supervision; Ronnason Chinram: writing-review & editing, supervision. All authors have read and approved the final version of the manuscript for publication.

    This research project was financially supported by Thailand Science Research and Innovation (TSRI).

    The authors declare no conflict of interest.



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