The variety generated by perfect BL-algebras: an algebraic approach in a fuzzy logic setting

Size: px
Start display at page:

Download "The variety generated by perfect BL-algebras: an algebraic approach in a fuzzy logic setting"

Transcription

1 Annals of Mathematics and Artificial Intelligence 35: , Kluwer Academic Publishers. Printed in the Netherlands. The variety generated by perfect BL-algebras: an algebraic approach in a fuzzy logic setting Antonio Di Nola a, Salvatore Sessa b,, Francesc Esteva c, Lluis Godo c and Pere Garcia c a Dipartimento di Matematica e Informatica, Università di Salerno, Via Allende, Baronissi, Salerno, Italy dinola@unisa.it b Dipartimento di Costruzioni e Metodi Matematici in Architettura, Università di Napoli, via Monteoliveto, 3, Napoli, Italy sessa@unina.it c Institut d Investigació en Intelligència Artificial (IIIA), Consejo Superior de Investigaciones Científicas (CSIC), Campus Universitat Autònoma de Barcelona s/n, Bellaterra, Spain {esteva; godo; pere}@iiia, csic.es BL-algebras are the Lindenbaum algebras of the propositional calculus coming from the continuous triangular norms and their residua in the real unit interval. Any BL-algebra is a subdirect product of local (linear) BL-algebras. A local BL-algebra is either locally finite (and hence an MV-algebra) or perfect or peculiar. Here we study extensively perfect BL-algebras characterizing, with a finite scheme of equations, the generated variety. We first establish some results for general BL-algebras, afterwards the variety is studied in detail. All the results are parallel to those ones already existing in the theory of perfect MV-algebras, but these results must be reformulated and reproved in a different way, because the axioms of BL-algebras are obviously weaker than those for MV-algebras. 1. Introduction The popularity of the fuzzy logic stands mainly in the applicational aspects. In these numerous applications, the authors use usually linguistic variables, transformed ad hoc in fuzzy sets with membership values in [0, 1]. Then the fuzzy sets are combined together using as conjunction a continuous triangular norm t (t-norm, for short), as disjunction the associated dual conorm and as implication the correspondent residuum. Experts of Soft Computing know very well this mechanism, in particular in fuzzy control, based essentially on simple-minded calculus called fuzzy propositional calculus which, from a logical point of view, is seemed not fully justified (at least for the success of the results). This paper is performed under the financial support of an Integrated Action Italy Spain for the years Corresponding author.

2 198 A. Di Nola et al. / The variety generated by perfect BL-algebras Hájek [10] has invented BL-algebras in order to study the Basic Logic arising from these applications, in other words he proved that the Basic Logic (here understood in narrow sense ) is that logic which generalizes the three logics, more commonly used in fuzzy set theory: Lukasiewicz logic, Product logic and Gödel logic. The related Lindebaum algebras are the MV-algebras [3], the Product algebras [12] and the Heyting algebras satisfying the additional condition of prelinearity [12]. Since in a BL-algebra a notion of ideal is missing, we are obliged to deal with filters (called also deductive systems [13]). By BL-chain we mean a linearly ordered BL-algebra. Each BL-algebra is a subdirect product of BL-chains [10, lemma ]. A BL-algebra is called local if has exactly one maximal filter [13]. Since any BL-chain is local, we can say that any BL-algebra is subdirectly embeddable in a direct product of local BL-algebras [13]. A local BL-algebra is either locally finite or perfect or peculiar [13]. This classification is similar to the one for local MV-algebras [2, theorem 1.1], in which the authors distinguish three classes: locally finite, perfect and singular MV-algebras. In every BL-algebra L, one can consider the largest MV-algebra MV(L) which is subalgebra of L [13]. Obviously, MV(L) = L iff L is an MV-algebra [10, definition 3.2.2]. A locally finite BL-algebra is a locally finite MV-algebra [14, theorem 1]. A local BL-algebra L is perfect iff MV(L) is a perfect MV-algebra [13, proposition 7] whereas a local BL-algebra L such that MV(L) L is peculiar iff MV(L) {0, 1} is either singular or locally finite. For the sake of completeness, we present and easily reprove these results. The deepest study shall be made on the perfect BL-algebras. These algebras do not form a variety, but the generated variety P 0 shall be studied in detail. We prove that L P 0 iff L is strongly bipartite, i.e., iff L is bipartite by every maximal filter. Furthermore, P 0 is an equational variety, i.e., we give a finite scheme of axioms which guarentee when a BL-algebra lies in P 0. We also study the class P of the bipartite BL-algebras, i.e., L P iff L is bipartite by some maximal filter. Obviously P 0 P but P does not form a variety. This study is parallel to that one for MV-algebras [1,6]. In the sequel, the integer numbers will be denoted by the symbols m, n, p,etc. 2. Definitions Throughout this paper, for literature involving MV-algebras we refer to [4]. A BL-algebra L = (L,,,,, 0, 1) is an algebra having four binary operations,,, and two constants 0, 1 such that for all x, y, z L the following conditions hold: (i) (L,,, 0, 1) is a distributive lattice with universal bounds 0, 1, the ordering being defined as x y iff x = x y;

3 A. Di Nola et al. / The variety generated by perfect BL-algebras 199 (ii) is an associative, commutative and monotone operation having 1 as neutral element, i.e., x 1 = x, (iii) x y = x (x y) (divisibility); (iv) x y z iff x (y z), i.e., by (iii), (y z) = {x L: x y z} (residuation); (v) (x y) (y x) = 1 (prelinearity). Important examples of BL-algebras are the so-called t-algebras [11] L = ( [0, 1],,,,, 0, 1 ), where ([0, 1],,, 0, 1) is the usual lattice on the real unit interval, is a continuous t-norm and is the corresponding residuum [5]. The most used t-algebras in fuzzy set theory are the following [11]: Gödel algebra: { 1 if x y, x y = min{x,y}, x y = y otherwise. Goguen algebra: { 1 if x y, x y = xy, x y = y otherwise. x Lukasiewicz algebra: x y = max{0,x + y 1}, x y = min{1, 1 x + y}. The properties listed below (where x = x 0) are shown to hold in any BL-algebra L (for a proof, see [10, chapter 1]). For all x, y, z L we have: (vi) x (y z) = y (x z) = (x y) z. In particular, we get for z = 0: (vii) x y = y x = (x y). (viii) x x = 0, 0 = 1, 1 = 0. (ix) If x y, theny x. (x) x x, x = x. (xi) (x y) = x y. (xii) (z y) (z x) and x, y z imply x y. In particular, we get:

4 200 A. Di Nola et al. / The variety generated by perfect BL-algebras (xiii) (z x) = (z y) and x, y z imply x = y. (xiv) x y =[(x y) y] [(y x) x]. A BL-algebra L is an MV-algebra iff x = x for all x L [10, definition 3.2.2]. Note that an operation of addition is defined in an MV-algebra L by setting x y = (x y ) for all x, y L. In a general BL-algebra L, in accordance to [14], the order of an element x L is the smallest integer n such that x n = } x x {{} = 0. n times In this case we put ord(x) = n, otherwise ord(x) = if no such n exists. By convention, we put x 0 = 1foranyx 0. We explicitly point out that, in an MV-algebra, the MV-order of an element x is given as the smallest integer n for which nx = x } x {{} = 1. n times If it exists we write MV-ord(x) = n, otherwise we write MV-ord(x) =.Now,ifx 0, 1/2, 1, ord(x) and MV-ord(x) do not coincide, as it is easily seen in the Lukasiewicz algebra over [0, 1]. Indeed, if 1/3 <x<1/2, we have ord(x) = 2 (because x 2 = max{0, 2x 1} =0) and MV-ord(x) = 3 (because 3x = min{1, 2x + x} =1). Actually it is easy to check that in an MV-algebra it holds that MV-ord(x) = ord(x ). Following [10], we recall some general results about filters of a BL-algebra L. A nonempty subset D L such that (i) 1 L; (ii) x D, (x y) D imply y D is called a filter (or deductive system [13]). This is equivalent to say also D is a filter iff D is nonempty and (x y) D iff x, y D. Of course, L and {1} are filters and a filter D is proper if 0 / D, thatisx, x D for no x L. A filter D is prime if, for all x, y L, (x y) D implies x D or y D. Equivalently, D is prime iff for all x, y D, either (x y) D or (y x) D. Any prime filter can be extended to a maximal filter. A maximal filter is prime. As usually there is a bijective correspondence between filters and congruence relations of L. Thus if D is a filter, we write x y iff (x y) (y x) D, moreover, the relative quotient algebra L/D, with the induced operations by those ones of L, isa BL-algebra. L/D is a BL-chain iff D is prime and we note that x/d = 1/D iff x D. Now we recall some results of [13]. A BL-algebra L is local iff, for all x L, ord(x) < or ord(x )<. Then the class of all local BL-algebras can be partitioned in three subclasses, strictly speaking a local BL-algebra L is

5 A. Di Nola et al. / The variety generated by perfect BL-algebras 201 (i) perfect iff, for all x L,ord(x) < iff ord(x ) = ; (ii) locally finite iff, for all x L {1}, ord(x) < ; (iii) peculiar iff there exist x, y L {0, 1}, such that ord(x) =,ord(y) <, ord(y )<. In parallel, following [2], an MV-algebra A is local iff, for all x A, MV-ord(x) < or MV-ord(x )<. A local MV-algebra A is (i) perfect iff, for all x A, MV-ord(x) < iff MV-ord(x ) = ; (ii) locally finite iff, for all x A \{0}, MV-ord(x) < ; (iii) singular iff there exist x, y A \{0}, such that MV-ord(x) =, MV-ord(y) < and MV-ord(y )< [13]. In any BL-algebra L = (L,,,,, 0, 1), it is possible to define its greatest MV-subalgebra MV(L) = (MV(L),,, MV, MV, 0, 1), wheremv(l) ={x : x L}, via the following operations [13]: x MV y = x y, x MV y = x y = (x y) = ( x y ). Note that x is the negate of x for every x MV(L). For simplicity, the symbol MV shall be omitted in the above operations. 3. General results Let D be a proper filter of a BL-algebra L. We put, following [15]: D = { x L: x y for some y D }. Obviously D D = and D D is a subalgebra of L. Now, we put [13]: D = D MV(L) = { x MV(L): x D }. It is routine to check that D is a proper ideal of MV(L). Proposition 20 of [13] proves that if D is a maximal filter of L,thenD is maximal ideal of MV(L). Suppose P is an ideal of MV(L) and define P = { x L: x P }. Lemma 1. P is a filter of L. IfP is proper, P is proper. Proof. First of all, 1 P since 0 = 1 P.Letx, y P.Now(x y) = x y P, thus (x y) P.Ify x, x P,wehavey x,thatisy P which implies y P. This proves that P is a filter of L. If0 P,then0 = 1 P, a contradiction if P is proper.

6 202 A. Di Nola et al. / The variety generated by perfect BL-algebras Lemma 2. For any proper filter D of L, wehave(d) D. If D is maximal, then (D) = D. Proof. Let x D, thus x D and hence x (D),thenD (D). By lemma 1, (D) is a proper filter of L. IfD is maximal, obviously we deduce (D) = D. Example 1. Note that if D is not maximal, the equality (D) = D, in general, is not true. It suffices to consider the Gödel algebra L and choose D = (1/2, 1], which is not a maximal filter. We have MV(L) ={0, 1} and D = D ={0} and hence D (D) = L {0} =(0, 1]. Lemma 3. For any proper ideal P of MV(L), wehave(p ) = P. If P is maximal, then P is a maximal filter of L. Proof. If x P,thenx P.Sox (P ) MV(L) = (P ) and then P (P ). Conversely, let x (P ) (P ).Thenx y for some y P, that is for some y P.SinceP is MV-ideal, then x P, i.e., (P ) P and hence the thesis. Now let Q P with Q proper filter of L and P be maximal in MV(L). Then P = (P ) Q. SinceQ is proper, we have P = Q which implies P = (Q) Q by lemma 2. So Q = P, i.e., P is maximal in L. Lemma 4. In any BL-algebra L,wehaveforallx, y L: x y = (x y). Proof. Using (vii) and (xiv) of section 2, we get x y = [( x y ) y ] [( y x ) x ] = [( y x ) y ] [( x y ) x ]. On the other hand, we deduce using (xi) of section 2: (x y) = ( x y ) [( = x (x y )] ( = x y ) x andbysymmetry, (y x) = ( y x ) ( = y x ) y. Then (x y) = (x y) (y x) = x y. Now let M be a maximal filter of L. According to [15], let M(L) = {M: M is a maximal filter of L}.

7 A. Di Nola et al. / The variety generated by perfect BL-algebras 203 By [14, proposition 15], A/M is a locally finite MV-algebra. This implies that x /M = x/m for all x L, i.e., (x x)/m = 1/M for all x M. Then (x x) M for all x M. SinceM is arbitrary, we have proved Theorem 1. In any BL-algebra L, (x x) M(L) for any x L. Let F(L) ={x L: (x n ) >x for all n} and, if A is an MV-algebra, let Rad A be the intersection of all maximal ideals of A. By [4, 3.6.4], a Rad A iff na a for all n. Proposition 19 of [13] proves that F(L) is a filter of L and if x L, then x F(L)iff x Rad MV(L), while F(L) = M(L) by [13, proposition 21]. These results are useful for proving the following statement. Proposition 1. (Rad MV(L)) = M(L). Proof. Let x L. Then x (Rad MV(L)) iff x Rad MV(L) iff x F(L) = M(L). Recalling that an MV-algebra A is semisimple iff Rad A ={0},wehave Proposition 2. Let L be a BL-algebra. Then L is a semisimple MV-algebra iff F(L) ={1}. Proof. Let L = MV(L) and Rad MV(L) ={0}. Thenx = x for all x L and let y F(L).Theny = 0, i.e., y = y = 1 which implies F(L) ={1}. Conversely, let F(L) ={1}. By theorem 1, we have (x x) = 1, i.e., x x for all x L. Then x = x by property (x) of section 2, i.e., L = MV(L) is an MV-algebra. Now if y Rad MV(L),wehavey = y = 1, i.e., y = 0andsoL is semisimple. Proposition 2 is also in [14]. Definition 1. Let L be a BL-algebra. Define S(L) ={x L: x x }. In [15], the subset sup L ={x x : x L} is defined. We point out Proposition 3. sup L ={x L: x x }. Proof. Let y sup L. Theny = x x for some x L. Hence, by property (xi) of section 2, y = (x x ) = x x which implies y = x x x x x = y. Conversely, x = x x if x x. Corollary 1. (i) sup L S(L);

8 204 A. Di Nola et al. / The variety generated by perfect BL-algebras (ii) M(L) S(L); (iii) M(L) ={x L: (x n ) <xfor all n}. Proof. (i) is obvious since x x implies x x. (ii) follows from [13, proposition 21]. Indeed if x M(L) = F(L),thenx (x n ) >x for all integer n, hence x S(L). (iii) (See [9].) If (x n ) <xfor all n, then(x n ) >x for all n and then x F(L) = M(L). Conversely, let x F(L) = M(L) and suppose (x m ) x for some m. Then [(x m ) x] 1, so [(x m ) x] / P for some prime filter P by [10, lemma ]. Then (x (x m ) ) P and let M be a maximal extension of P. Since x M, wehave(x m ) M. But x m M, so we obtain the contradiction 0 = (x m ) (x m ) M. Hence (x n ) x for all n. Now if (x n ) = x for some n, we should have (x n ) = x, an absurd to the fact that x F(L). This proves that (x n ) <xfor all n, that is the thesis. Lemma 5. In any BL-algebra L,wehaveforalln and x, y L: (i) (x y) n = x n y n, (ii) (x y) n = x n y n. Proof. By Hájek s representation theorem [10, lemma ], it is enough to prove that (i) and (ii) hold in any BL-chain. (i) is surely true because if, for instance, we assume x y, thenx n y n for every integer n, thus (x y) n = y n = x n y n for all x, y L. (ii) is proved similarly. 4. Bipartite BL-algebras According to [15], we define a BL-algebra to be bipartite (respectively, strongly bipartite) if L = M M for some (respectively, every) maximal filter M. This definition comes back from MV-algebras theory [7]. In [15, theorems 3 and 4] the next lemma is proved. Lemma 6. L is bipartite (respectively, strongly bipartite) iff sup L M for some (respectively, every) maximal filter M. Now we prove the following theorem. Theorem 2. L = M M for some maximal filter M iff S(L) M. Proof. Let x S(L) and L be bipartite by M. If x M,thenx y for some y M. This means x y y, i.e., x M. Since x x,thenx M, a contradiction, because x x = 0 / M. Thenx M, i.e., S(L) M.

9 A. Di Nola et al. / The variety generated by perfect BL-algebras 205 Conversely, if S(L) M, then sup L S(L) M by corollary 1(i). Then sup L M and L is bipartite by lemma 6. Definition 2. Let P be an ideal of MV(L) and put P ={x MV(L): x P }. We remark immediately that P = P MV(L) because x P iff x P, while if M is a maximal filter of L,wehave(M) = (M) MV(L) = M MV(L) by lemma 2. This remark allows to prove the following theorem. Theorem 3. Let L be a BL-algebra. Then L is bipartite iff MV(L) is bipartite. Proof. Let L = M M for some maximal filter M. ThenMV(L) = (M MV(L)) (M MV(L)) = M (M), M being a maximal ideal of MV(L) by [13, proposition 20]. Thus MV(L) is bipartite. Conversely, let MV(L) = P P for some maximal ideal P of MV(L). We claim that L = P P. Indeed, let x L and assume that x / P. Then x / P, hence x P, i.e., x P.Beingx x, we then have that x P. Theorem 4. The following are equivalent: (i) S(L) is a proper filter of L; (ii) M(L) = S(L); (iii) L is strongly bipartite. Proof. (i) implies (ii). Let x S(L). Thenx n S(L) since S(L) is a filter. So (x n ) (x n ) for all n. LetM be a maximal filter be such that x/ M. By [14, proposition 15], (x m ) M for some integer m. Then(x m ) M and hence 0 = (x m ) (x m ) M, a contradiction. So S(L) M for every maximal filter of L, thatiss(l) M(L). Corollary 1(ii) guarantees the converse inclusion, so we get (ii). (ii) implies (i). It is evident. (ii) implies (iii). By corollary 1(i), we have sup L S(L) = M(L) M for every maximal filter M of L. Then lemma 6 gives (iii). (iii) implies (ii). Theorem 2 assumes that S(L) M for every maximal filter M, that is S(L) M(L). So we get (ii) by corollary 1(ii). Lemma 7. Let Inf MV(L) ={x MV(L): x x } be a proper ideal of MV(L). Then (Inf MV(L)) = S(L). Proof. x S(L) iff x Inf MV(L) iff x (Inf MV(L)). By lemmas 3 and 7, we also have:

10 206 A. Di Nola et al. / The variety generated by perfect BL-algebras Lemma 8. Let S(L) be a proper filter of L. ThenS(L) = Inf MV(L). Theorem 5. A BL-algebra L is strongly bipartite iff MV(L) is strongly bipartite. Proof. L is strongly bipartite iff (by theorem 4) S(L) is a proper filter of L iff (by lemmas 7 and 8) Inf MV(L) = Rad MV(L) is a proper ideal of MV(L) iff (by [1, proposition 21]) MV(L) is strongly bipartite. 5. The variety P 0 Lemma 9. In any BL-algebra L,wehaveforalln and x L: (i) (x ) n = [ (x ) n] ; (ii) (x ) n = (x n ). Proof. A simple induction on the following identities: ( x x ) = ( x x ) = ( x x ), ( x x ) = ( x x ) = ( x x ) gives both thesis. Remark. Lemma 9(ii) is lemma 2 of [13]. The class of strongly bipartite BL-algebras is a variety which we denote by P 0. Indeed, L P 0 iff L satisfies axioms (i) (v) of section 2 plus the axiom contained in the following theorem 6 or theorem 7. Theorem 6. A BL-algebra L is strongly bipartite iff for all n and x L: (xv) [(x n ) x ] [x (x ) n ]=x x. Proof. Let L be strongly bipartite. Then sup L M(L) = F(L) by lemma 6, that is x x F(L)for every x L. This means for all n and x L: [( x x ) n] ( x x ) ( = x x ), by using property (xi) of section 2. By lemmas 4 and 5, we deduce: [( x n ) (( x ) n) ] ( x x ) = ( x x ), which, in turn, implies by lemma 9(i): [( x n ) x x ] [( x ) n x x ] = x x. This gives the thesis since (x n ) x and (x ) n x.

11 A. Di Nola et al. / The variety generated by perfect BL-algebras 207 Conversely, we can read (xv), by lemma 9(ii), as [( x ) n x ] [( x ( x ) n] = x x. By [1, theorem 3.2], MV(L) is strongly bipartite and hence L is strongly bipartite by theorem 4. By using essentially corollary 1(iii), similarly is proved Theorem 7. A BL-algebra L is strongly bipartite iff for all n and x L [( x n ) x ] [(( x ) n) x ] = x x. Now we characterize the greatest strongly bipartite BL-algebra contained in any BL-algebra L. Let F be the set of all prime filters of L and Max F be the set of all maximal filters of F. For simplicity of notations, we put A = MV(L) and let Max A be the set of all maximal ideals of A. Definition 3. We define for any BL-algebra L: L 0 = P F( P P ). L 0 is obviously a subalgebra of L. Following [6, proposition 5.3], we recall that A 0 = ( M M ) M Max A is a strongly bipartite MV-algebra, subalgebra of A. Proposition 4. L 0 is a strongly bipartite BL-algebra. Proof. Let x L 0,thatisx (P P ) for any P Max F. Suppose that x / (M M ) for some M Max A. Thenx / M,thatisx M with M F by lemma 3. Then x M which means x y for some y M. Thus y M and since x y, we have x M,thatisx M, a contradiction. This proves that x A 0. Conversely, let x L be such that x A 0 and assume x / L 0,thatisx / (P P ) for some P Max F. By [13, proposition 20], P Max A and x / P.Thenx P = P A, that is x P.Sincex x,thenx P, a contradiction. In other words, we have that x L 0 iff x A 0,thatisMV(L 0 ) = A 0. By [6, proposition 5.3], A 0 is strongly bipartite and hence L 0 is strongly bipartite by theorem 5. Proposition 5. Let L be subalgebra of L such that L P 0.ThenL L 0. Proof. Let A = MV(L ) MV(L) = A. A is strongly bipartite by theorem 5 and then A A 0 by [6, proposition 5.4]. This implies L L 0.

12 208 A. Di Nola et al. / The variety generated by perfect BL-algebras Proposition 6. For any BL-algebra L, L/M(L) is an MV-algebra isomorphic to A/Rad A. Proof. By theorem 1, we have for any x L: ( x x ) ( x x ) = 1 ( x x ) = ( x x ) M(L) andthisimpliesthatx/m(l) = x /M(L) = (x/m(l)), that is the quotient BLalgebra L/M(L) is an MV-algebra. Define the map: x/m(l) L/M(L) x /Rad A A/Rad A. This map is well defined. Indeed, if x/m(l) = y/m(l), wealsohavex /M(L) = y /M(L), thatis(x y ) M(L) and (y x ) M(L). By property (vii) of section 2, we have (x y ) = (x y ) M(L). By proposition 1, (x y ) = (x y ) Rad A. Similarly, we have that (y x ) Rad A. Hence x /Rad A = y /Rad A. Analogously, we see that the above map is one-to-one. Since for all x, y L (x y) = ( x y ) = x y, we easily deduce that the above map is an MV-isomorphism. Proposition 7. L P 0 iff L/M(L) is a Boolean algebra. Proof. L is strongly bipartite iff (by theorem 5) MV(L) is strongly bipartite iff (by [6, proposition 5.12]) A/Rad A is a Boolean algebra iff (by proposition 6) L/M(L) is a Boolean algebra. 6. Perfect and peculiar BL-algebras By taking in account (see [9]) that ord(x) = MV-ord(x ) for all x L, we easily deduce and improve the following results of [13]. Theorem 8. A local BL-algebra is perfect iff MV(L) is perfect. Proof. For all x L MV ord ( x ) = ord(x) < iff MV ord ( x ) = ord ( x ) =. Lemma 10. Let L be a BL-algebra such that MV(L) ={0, 1}. ThenL is perfect. Proof. Note that x = 1iffx = 0. If x L {0},thenord(x) = MV ord(x ) = and ord(x ) = MV ord(x ) = 1sincex = 0andx = 1. Theorem 9. Let L bealocalbl-algebra such that L MV(L). ThenL is peculiar iff MV(L) {0, 1} is either singular or locally finite.

13 A. Di Nola et al. / The variety generated by perfect BL-algebras 209 Proof. Let L be peculiar and assume MV(L) perfect. By theorem 8, L is perfect, a contradiction. Further, MV(L) {0, 1} otherwise L is perfect by lemma 10. Hence MV(L) is either singular or locally finite by [2, theorem 5.1]. Conversely, let MV(L) {0, 1} be locally finite or singular. L is not locally finite, otherwise L = MV(L) by [14, theorem 1]; a contradiction. L is not perfect otherwise MV(L) is perfect by theorem 8. So L is necessarily peculiar. We illustrate theorem 9 by the following examples: Example 2. Let t : [0, 1] 2 [0, 1] be the continuous t-norm defined as xty = { max { x + y 1/2, 0 } x y if x,y [0, 1/2], otherwise. t is ordinal sum of the t-norm of Lukasiewicz and min with respect to the intervals [0, 1/2] and [1/2, 1]. Its residuum isdefinedas 1 if x y, x y = min{1/2, 1/2 x + y} if x,y [0, 1/2] and x>y, y otherwise. By [11], L = ([0, 1],,, t,, 0, 1) is a t-algebra which is a BL-chain, hence in local. Note that 1 if x = 0, x = 1/2 x if x (0, 1/2], 0 otherwise. L is peculiar. Indeed, for any x [1/2, 1), wehaveord(x) = because x n = x>0foralln, while if y [1/4, 1/3], wehaveord(y) = 3 (because y 2 = yty = max{y + y 1/2, 0} =2y 1/2andy 3 = y 2 ty = max{3y 1, 0} =0) and ord(y ) = ord(1/2 y) = 2 (because (1/2 y) 2 = (1/2 y)t(1/2 y) = max{1/2 2y,0} =0). Further, MV(L) =[0, 1/2) {1}, which is locally finite because MV-isomorphic to the locally finite MV-algebra of Lukasiewicz over [0, 1], via the map φ defined as φ(x) = 2x if x [0, 1/2), φ(1) = 1. Now we give an example of L peculiar and MV(L) singular. Example 3. Let L i = (L i, i, i, i, i, 0 i, 1 i ) be two disjoint chains, i = 1, 2and let L 1 +L 2 = (L 1 L 2,,,,, 0, 1) be a BL-chain [11] by putting 0 = 0 1,1 1 = 0 2, 1 = 1 2 and

14 210 A. Di Nola et al. / The variety generated by perfect BL-algebras { x,y Li and x x y iff i y or if x L 1,y L 2. { x i y if x,y L x y = i, x if x L 1,y L 2. 1 ifx y, x y = x i y, if x,y L i, y, if x L 2,y L 1. Let N and R be the set of integers and real numbers, respectively. Let F be an ultrafilter of subsets of N containing the cofinite subsets of N and R = R N /F be the ultrapower determined from F. Denote by [0, 1] the unit interval of R, structured in MV-algebra with the same operations which define the Lukasiewicz algebra over [0, 1]. By setting L 1 =[0, 1], L 1 is a singular MV-algebra [2]. Let L 2 = C be the Chang s MV-algebra [3] and let L = L 1 + L 2. Take x = mc L. Thus x n = 0 2 > 0 for all n, i.e., ord(x) =. Now we choose an infinitesimal τ L 1 {0} and take y = 1/2 + τ, soy = 1/2 τ. We have ord(y) = MV ord(y ) = 3 (because y y = min{1, 1 2τ} =1 2τ and (y y ) y = min{1, 3/2 3τ} =1) and ord(y ) = MV ord(y) = 2 (because y y = min{1, 1 + 2τ} =1). Then L is peculiar and MV(L) = L 1 {1 1 } {1} is singular because MV-isomorphic to L 1. Let L and L be two BL-algebras and f : L L be a BL-homomorphism, i.e., a mapsuchthatf(0) = 0, f(1) = 1andf preserves the operations and. Assume L is a homomorphic image of L, thatisf(l) = L.IfLis perfect, then MV(L) is perfect by theorem 8. Clearly, f(mv(l)) MV(L ).Nowlety MV(L ) and x L be such that f(x) = y.thenf(x ) =[f(x )] =[f(x)] = y = y which implies f(mv(l) MV(L ). Hence MV(L ) = f(mv(l)) is perfect by [6, proposition 3.6] and L is perfect by theorem 8. If L 1 is a subalgebra of the perfect BL-algebra L, thenl 1 is, clearly, also perfect. Unfortunately, the direct product of two perfect BL-algebras is, generally, not perfect (it suffices to consider C C, wherec is the Chang MV-algebra [3]). Then the class of perfect BL-algebras, although closed by homomorphic images and subalgebras, is not a variety. We can consider the related generating variety which coincides with P 0 because of the following statement. Theorem 10. Let L P 0.ThenL is subdirect product of perfect BL-chains. Proof. Let D be a prime filter of L, sol/d is a BL-chain, hence local. Let M be the maximal extension of D. Letx L be such that ord(x/d) <, i.e., x m /D = 0/D for some integer m. Ifx M,thenx m M. Now(x m ) = (x m ) 1 = (x m 0) (0 x m ) D M, thus 0 = (x m ) (x m ) M, a contradiction. Then x/ M. Since L is a strongly bipartite, we have L = M M.Sox M,thatisx y for some y M. Thenx y y, hence x M. Thenx /D M/D and this implies ord(x /D) =.

15 A. Di Nola et al. / The variety generated by perfect BL-algebras 211 Conversely, let ord(x /D) =. Since L/D is local, we necessarily have ord(x/d) <. ThenL/D is a perfect BL-chain and the thesis is proved because, by Hájek [10, lemma ] representation theorem, L is the subdirect product of the perfect BL-chains L/D,whereD varies on the set of prime filters of L. By generalizing theorem 6, we show the following. Theorem 11. A BL-algebra L P 0 iff for all x L, ( ((x 2 ) ) 2 ) = ( ((x ) 2) ) 2 Proof. We have that L is strongly bipartite iff (by theorem 5) MV(L) is strongly bipartite iff (by [6, theorem 5.11]) (x x ) 2 = (x ) 2 (x ) 2 for all x L iff (by lemma 9(i)) ((x 2 ) ) 2 = ((x ) 2 ) ((x ) 2 ) for all x L iff ((x 2 ) ) 2 =[((x ) 2 ) ((x ) 2 ) ] for all x L iff ((x 2 ) ) 2 = ((((x ) 2 ) ) 2 ) for all x L iff (by lemma 9(i)) ( ((x 2 ) ) ) 2 ((( (x = ) ) 2 ) 2 ) = (( (x ) ) 2 ) 2 for all x L. This completes the proof. Now we examine the generators of the variety P 0 but we first need some simple results about BL-chains. Lemma 11. Let L be a BL-chain and u 0 be an idempotent of L (that is u u = u). Then u = 0. Proof. By [11, lemma 1], we have u = u 0 = 0. Lemma 12. Let L be a BL-chain and x L {0}. Then 1 x idempotent u L {0}. < u for every Proof. Let u x for some idempotent u 0. By lemma 11, then 0 = u x x, that is x = 0, a contradiction. Following [11, definition 6], a BL-chain L is saturated if each cut (X, Y ) of L (in the sense of [11, definition 5] is separated from an idempotent u L, i.e., x u y for all x X and y Y. By [11, theorem 3], any BL-chain L can be isomorphically embedded into a saturated BL-chain L = L I, wherei is a family of idempotents, inserted ad hoc in the structure of L, such that every u I separates each given cut of L, not separated from no idempotent of L. Theorem 12. Let L be a perfect BL-chain. Then L is a perfect BL-chain.

16 212 A. Di Nola et al. / The variety generated by perfect BL-algebras Proof. By lemma 11, we have u = 0 for every idempotent u L {0}. Nowlet x L {0}. By lemma 12, x = x L 0 L I, hence x = x L 0 = x L 0. This means that MV(L) = MV(L ), thus MV(L ) is a perfect MV-algebra. Then L is a perfect BL-chain by theorem 8. By theorem 10, the variety P 0 has an infinite number of generators which are the perfect BL-chains. By theorem 12, we can choose perfect saturated BL-chains as generators of P A classification of bipartite BL-algebras The class P of bipartite BL-algebras is closed for subalgebras. Indeed, we have Theorem 13. Let L 1 be a BL-subalgebra of a bipartite BL-algebra L. ThenL 1 is bipartite. Proof. Clearly, MV(L 1 ) MV(L) and MV(L) is bipartite by theorem 3. By [7, theorem 4.1], MV(L 1 ) is bipartite and hence L 1 is bipartite by theorem 3. Lemma 13. Let L, L i, i I, bebl-algebras such that L = i I L i.ifl h is bipartite for some h I,thenL is bipartite. Proof. Clearly, MV(L) = i I MV(L i ) and MV(L h ) is bipartite by theorem 3. By [7, theorem 4.5], MV(L) is bipartite and L is bipartite by theorem 3. Then the following holds. Theorem 14. P is closed under formation of direct products. Now let L = L 1 L 2,whereL 1 / P and L 2 P. By lemma 12, we get L P and let pr 1 : L L 1 be the first canonical projection, which is obviously a BL-homomorphism. Now pr 1 L = L 1, thus the class P is not closed for homomorphic images, even if the above theorems 13 and 14 assure that P is closed for subalgebras and direct products. P is not therefore a variety. However, using the results of [1], we can classify the elements of P in the below manner. We recall that a BL-algebra [8] L satisfying the axiom (x y) = x y is said strict BL-algebra [8] (SBL-algebra, for short). In other words, L is an SBLalgebra iff MV(L) is a Boolean algebra [13, proposition 9]. An SBL-algebra L is strongly bipartite because a Boolean algebra is as well. In particular, if MV(L) ={0, 1}, thenl is a perfect SBL-algebra by lemma 10.

17 A. Di Nola et al. / The variety generated by perfect BL-algebras 213 We define bimaximal any BL-algebra L such that MV(L) is semisimple and bipartite with two only maximal ideals. In other words, MV(L) is subdirect product of the minimal Boolean algebra B 2 ={0, 1} and the Lukasiewicz MV-algebra over [0, 1], that is, MV(L) semisimple does not imply L semisimple as it is proved in the following. Example 4. Let L = B 2 G, whereg is the Gödel BL-algebra over [0, 1]. Then MV(L) ={(0, 0), (0, 1), (1, 0), (1, 1)} is (isomorphic to) the Boolean algebra B 4 with four elements and M 1 ={(0, 0), (0, 1)} and M 2 ={(0, 0), (1, 0)} are the only maximal ideals of MV(L). MV(L) is semisimple. Now M 1 ={(1,x): x [0, 1]} and M 2 = {(0,x) (1,x): x (0, 1]} are, by lemma 1, the unique maximal filters of L, which is an SBL-algebra. Since M 1 M 2 ={(1,x): x (0, 1]} = F(L),thenL is not a semisimple MV-algebra by proposition 2. Now let L P and we define L to be essentially preboolean if there exist x, x, y, y L such that ord(x) = ord(x ) = ord(y) = ord(y ) = and x y S(L) {1}. Consequently, we have MV ord(x ) = MV ord(x ) = MV ord(y ) = MV ord(y ) = and (x y ) = (x y ) (x y ) = (x y ) = (x y ), that is (x y ) Inf MV(L) {0}. ThenMV(L) is essentially preboolean in the sense of [1, definition 4.6]. Theorem 15. Let L P. ThenL is either a perfect SBL-algebra or is an SBL-algebra such that MV(L) = B 4 or is an SBL-algebra such that MV(L) B 2, B 4,orisalocal perfect BL-algebra or is bimaximal or is essentially preboolean. Proof. The claim is true if MV(L) = B 2 or MV(L) = B 4. Hence assume MV(L) B 2, B 4. By theorem 3, MV(L) is bipartite. By [7, theorem 4.3], MV(L) is either a Boolean algebra or is a local perfect MV-algebra or is bimaximal or is essentially preboolean. Bearing in mind theorem 8 and the above definitions, then we get the thesis. Theorem 15 gives a full description of all the elements of the class P. References [1] R. Ambrosio and A. Lettieri, A classification of bipartite MV-algebras, Math. Japon. 38 (1993) [2] L.P. Belluce, A. Di Nola and A. Lettieri, Local MV-algebras, Rend. Circ. Mat. Palermo 42 (1993) [3] C.C. Chang, Algebraic analysis of many valued logics, Trans. Amer. Math. Soc. 88 (1958) [4] R. Cignoli, M.L. D Ottaviano and D. Mundici, Algebraic Foundations of Many-Valued Reasoning (Kluwer, Dordrecht, 1999). [5] R. Cignoli, F. Esteva, L. Godo and A. Torrens, Basic fuzzy logic is the logic of continuous t-norms and their residua, Soft Computing 4 (2000) [6] A. Di Nola and A. Lettieri, Perfect MV-algebras are categorically equivalent to Abelian l-groups Studia Logica 53 (1994)

18 214 A. Di Nola et al. / The variety generated by perfect BL-algebras [7] A. Di Nola, F. Liguori and S. Sessa, Using maximal ideals in the classification of MV-algebras, Portugal. Math. 50 (1993) [8] F. Esteva, L. Godo, P. Hájek and M. Navara, Residuated fuzzy logic with an involutive negation, Arch. Math. Logic 39 (2000) [9] G. Georgescu, Private comunication. [10] P. Hájek, Metamathematics of Fuzzy Logic (Kluwer, Dordrecht, 1998). [11] P. Hájek, Basic fuzzy logic and BL-algebras, Soft Computing 2 (1998) [12] P. Hájek, L. Godo and F. Esteva, A complete many-valued logic with product-conjuction, Arch. Math. Logic 35 (1996) [13] S. Sessa and E. Turunen, Local BL-algebras, Multi-Valued Logic 6 (2001) [14] E. Turunen, BL-algebras and fuzzy logic, Mathware and Soft Computing 1 (1999) [15] E. Turunen, Boolean deductive systems of BL-algebras, Arch. Math. Logic, to appear.

The logic of perfect MV-algebras

The logic of perfect MV-algebras The logic of perfect MV-algebras L. P. Belluce Department of Mathematics, British Columbia University, Vancouver, B.C. Canada. belluce@math.ubc.ca A. Di Nola DMI University of Salerno, Salerno, Italy adinola@unisa.it

More information

The Blok-Ferreirim theorem for normal GBL-algebras and its application

The Blok-Ferreirim theorem for normal GBL-algebras and its application The Blok-Ferreirim theorem for normal GBL-algebras and its application Chapman University Department of Mathematics and Computer Science Orange, California University of Siena Department of Mathematics

More information

Andrzej Walendziak, Magdalena Wojciechowska-Rysiawa BIPARTITE PSEUDO-BL ALGEBRAS

Andrzej Walendziak, Magdalena Wojciechowska-Rysiawa BIPARTITE PSEUDO-BL ALGEBRAS DEMONSTRATIO MATHEMATICA Vol. XLIII No 3 2010 Andrzej Walendziak, Magdalena Wojciechowska-Rysiawa BIPARTITE PSEUDO-BL ALGEBRAS Abstract. The class of bipartite pseudo-bl algebras (denoted by BP) and the

More information

MV-algebras and fuzzy topologies: Stone duality extended

MV-algebras and fuzzy topologies: Stone duality extended MV-algebras and fuzzy topologies: Stone duality extended Dipartimento di Matematica Università di Salerno, Italy Algebra and Coalgebra meet Proof Theory Universität Bern April 27 29, 2011 Outline 1 MV-algebras

More information

Extending the Monoidal T-norm Based Logic with an Independent Involutive Negation

Extending the Monoidal T-norm Based Logic with an Independent Involutive Negation Extending the Monoidal T-norm Based Logic with an Independent Involutive Negation Tommaso Flaminio Dipartimento di Matematica Università di Siena Pian dei Mantellini 44 53100 Siena (Italy) flaminio@unisi.it

More information

The prime spectrum of MV-algebras based on a joint work with A. Di Nola and P. Belluce

The prime spectrum of MV-algebras based on a joint work with A. Di Nola and P. Belluce The prime spectrum of MV-algebras based on a joint work with A. Di Nola and P. Belluce Luca Spada Department of Mathematics and Computer Science University of Salerno www.logica.dmi.unisa.it/lucaspada

More information

Fleas and fuzzy logic a survey

Fleas and fuzzy logic a survey Fleas and fuzzy logic a survey Petr Hájek Institute of Computer Science AS CR Prague hajek@cs.cas.cz Dedicated to Professor Gert H. Müller on the occasion of his 80 th birthday Keywords: mathematical fuzzy

More information

Residuated fuzzy logics with an involutive negation

Residuated fuzzy logics with an involutive negation Arch. Math. Logic (2000) 39: 103 124 c Springer-Verlag 2000 Residuated fuzzy logics with an involutive negation Francesc Esteva 1, Lluís Godo 1, Petr Hájek 2, Mirko Navara 3 1 Artificial Intelligence Research

More information

Fuzzy filters and fuzzy prime filters of bounded Rl-monoids and pseudo BL-algebras

Fuzzy filters and fuzzy prime filters of bounded Rl-monoids and pseudo BL-algebras Fuzzy filters and fuzzy prime filters of bounded Rl-monoids and pseudo BL-algebras Jiří Rachůnek 1 Dana Šalounová2 1 Department of Algebra and Geometry, Faculty of Sciences, Palacký University, Tomkova

More information

On Very True Operators and v-filters

On Very True Operators and v-filters On Very True Operators and v-filters XUEJUN LIU Zhejiang Wanli University School of Computer and Information Technology Ningbo 315100 People s Republic of China ZHUDENG WANG Zhejiang Wanli University Institute

More information

On the filter theory of residuated lattices

On the filter theory of residuated lattices On the filter theory of residuated lattices Jiří Rachůnek and Dana Šalounová Palacký University in Olomouc VŠB Technical University of Ostrava Czech Republic Orange, August 5, 2013 J. Rachůnek, D. Šalounová

More information

AN ALGEBRAIC STRUCTURE FOR INTUITIONISTIC FUZZY LOGIC

AN ALGEBRAIC STRUCTURE FOR INTUITIONISTIC FUZZY LOGIC Iranian Journal of Fuzzy Systems Vol. 9, No. 6, (2012) pp. 31-41 31 AN ALGEBRAIC STRUCTURE FOR INTUITIONISTIC FUZZY LOGIC E. ESLAMI Abstract. In this paper we extend the notion of degrees of membership

More information

arxiv: v1 [math.lo] 20 Oct 2007

arxiv: v1 [math.lo] 20 Oct 2007 ULTRA LI -IDEALS IN LATTICE IMPLICATION ALGEBRAS AND MTL-ALGEBRAS arxiv:0710.3887v1 [math.lo] 20 Oct 2007 Xiaohong Zhang, Ningbo, Keyun Qin, Chengdu, and Wieslaw A. Dudek, Wroclaw Abstract. A mistake concerning

More information

A note on fuzzy predicate logic. Petr H jek 1. Academy of Sciences of the Czech Republic

A note on fuzzy predicate logic. Petr H jek 1. Academy of Sciences of the Czech Republic A note on fuzzy predicate logic Petr H jek 1 Institute of Computer Science, Academy of Sciences of the Czech Republic Pod vod renskou v 2, 182 07 Prague. Abstract. Recent development of mathematical fuzzy

More information

Some consequences of compactness in Lukasiewicz Predicate Logic

Some consequences of compactness in Lukasiewicz Predicate Logic Some consequences of compactness in Lukasiewicz Predicate Logic Luca Spada Department of Mathematics and Computer Science University of Salerno www.logica.dmi.unisa.it/lucaspada 7 th Panhellenic Logic

More information

Obstinate filters in residuated lattices

Obstinate filters in residuated lattices Bull. Math. Soc. Sci. Math. Roumanie Tome 55(103) No. 4, 2012, 413 422 Obstinate filters in residuated lattices by Arsham Borumand Saeid and Manijeh Pourkhatoun Abstract In this paper we introduce the

More information

WEAK EFFECT ALGEBRAS

WEAK EFFECT ALGEBRAS WEAK EFFECT ALGEBRAS THOMAS VETTERLEIN Abstract. Weak effect algebras are based on a commutative, associative and cancellative partial addition; they are moreover endowed with a partial order which is

More information

The Erwin Schrödinger International Boltzmanngasse 9 Institute for Mathematical Physics A-1090 Wien, Austria

The Erwin Schrödinger International Boltzmanngasse 9 Institute for Mathematical Physics A-1090 Wien, Austria ESI The Erwin Schrödinger International Boltzmanngasse 9 Institute for Mathematical Physics A-1090 Wien, Austria Algebras of Lukasiewicz s Logic and their Semiring Reducts A. Di Nola B. Gerla Vienna, Preprint

More information

Some properties of residuated lattices

Some properties of residuated lattices Some properties of residuated lattices Radim Bělohlávek, Ostrava Abstract We investigate some (universal algebraic) properties of residuated lattices algebras which play the role of structures of truth

More information

MTL-algebras via rotations of basic hoops

MTL-algebras via rotations of basic hoops MTL-algebras via rotations of basic hoops Sara Ugolini University of Denver, Department of Mathematics (Ongoing joint work with P. Aglianò) 4th SYSMICS Workshop - September 16th 2018 A commutative, integral

More information

Free Weak Nilpotent Minimum Algebras

Free Weak Nilpotent Minimum Algebras Algorithms and Complexity Group Institute of Computer Graphics and Algorithms TU Wien, Vienna, Austria April 01 Free Weak Nilpotent Minimum Algebras Stefano Aguzzoli, Simone Bova, and Diego Valota This

More information

Congruence Boolean Lifting Property

Congruence Boolean Lifting Property Congruence Boolean Lifting Property George GEORGESCU and Claudia MUREŞAN University of Bucharest Faculty of Mathematics and Computer Science Academiei 14, RO 010014, Bucharest, Romania Emails: georgescu.capreni@yahoo.com;

More information

Embedding theorems for normal divisible residuated lattices

Embedding theorems for normal divisible residuated lattices Embedding theorems for normal divisible residuated lattices Chapman University Department of Mathematics and Computer Science Orange, California University of Siena Department of Mathematics and Computer

More information

BL-Functions and Free BL-Algebra

BL-Functions and Free BL-Algebra BL-Functions and Free BL-Algebra Simone Bova bova@unisi.it www.mat.unisi.it/ bova Department of Mathematics and Computer Science University of Siena (Italy) December 9, 008 Ph.D. Thesis Defense Outline

More information

States of free product algebras

States of free product algebras States of free product algebras Sara Ugolini University of Pisa, Department of Computer Science sara.ugolini@di.unipi.it (joint work with Tommaso Flaminio and Lluis Godo) Congreso Monteiro 2017 Background

More information

Adding truth-constants to logics of continuous t-norms: axiomatization and completeness results

Adding truth-constants to logics of continuous t-norms: axiomatization and completeness results Adding truth-constants to logics of continuous t-norms: axiomatization and completeness results Francesc Esteva, Lluís Godo, Carles Noguera Institut d Investigació en Intel ligència Artificial - CSIC Catalonia,

More information

Modal systems based on many-valued logics

Modal systems based on many-valued logics Modal systems based on many-valued logics F. Bou IIIA - CSIC Campus UAB s/n 08193, Bellaterra, Spain fbou@iiia.csic.es F. Esteva IIIA - CSIC Campus UAB s/n 08193, Bellaterra, Spain esteva@iiia.csic.es

More information

Left-continuous t-norms in Fuzzy Logic: an Overview

Left-continuous t-norms in Fuzzy Logic: an Overview Left-continuous t-norms in Fuzzy Logic: an Overview János Fodor Dept. of Biomathematics and Informatics, Faculty of Veterinary Sci. Szent István University, István u. 2, H-1078 Budapest, Hungary E-mail:

More information

Generalized continuous and left-continuous t-norms arising from algebraic semantics for fuzzy logics

Generalized continuous and left-continuous t-norms arising from algebraic semantics for fuzzy logics Generalized continuous and left-continuous t-norms arising from algebraic semantics for fuzzy logics Carles Noguera Dept. of Mathematics and Computer Science, University of Siena Pian dei Mantellini 44,

More information

Some remarks on hyper MV -algebras

Some remarks on hyper MV -algebras Journal of Intelligent & Fuzzy Systems 27 (2014) 2997 3005 DOI:10.3233/IFS-141258 IOS Press 2997 Some remarks on hyper MV -algebras R.A. Borzooei a, W.A. Dudek b,, A. Radfar c and O. Zahiri a a Department

More information

Some Pre-filters in EQ-Algebras

Some Pre-filters in EQ-Algebras Available at http://pvamu.edu/aam Appl. Appl. Math. ISSN: 1932-9466 Vol. 12, Issue 2 (December 2017), pp. 1057-1071 Applications and Applied Mathematics: An International Journal (AAM) Some Pre-filters

More information

Kybernetika. Michał Baczyński; Balasubramaniam Jayaram Yager s classes of fuzzy implications: some properties and intersections

Kybernetika. Michał Baczyński; Balasubramaniam Jayaram Yager s classes of fuzzy implications: some properties and intersections Kybernetika Michał Baczyński; Balasubramaniam Jayaram Yager s classes of fuzzy implications: some properties and intersections Kybernetika, Vol. 43 (2007), No. 2, 57--82 Persistent URL: http://dml.cz/dmlcz/35764

More information

On Urquhart s C Logic

On Urquhart s C Logic On Urquhart s C Logic Agata Ciabattoni Dipartimento di Informatica Via Comelico, 39 20135 Milano, Italy ciabatto@dsiunimiit Abstract In this paper we investigate the basic many-valued logics introduced

More information

EQ-algebras: primary concepts and properties

EQ-algebras: primary concepts and properties UNIVERSITY OF OSTRAVA Institute for Research and Applications of Fuzzy Modeling EQ-algebras: primary concepts and properties Vilém Novák Research report No. 101 Submitted/to appear: Int. Joint, Czech Republic-Japan

More information

Contents. Introduction

Contents. Introduction Contents Introduction iii Chapter 1. Residuated lattices 1 1. Definitions and preliminaries 1 2. Boolean center of a residuated lattice 10 3. The lattice of deductive systems of a residuated lattice 14

More information

ON FUZZY IDEALS OF PSEUDO MV -ALGEBRAS

ON FUZZY IDEALS OF PSEUDO MV -ALGEBRAS Discussiones Mathematicae General Algebra and Applications 28 (2008 ) 63 75 ON FUZZY IDEALS OF PSEUDO MV -ALGEBRAS Grzegorz Dymek Institute of Mathematics and Physics University of Podlasie 3 Maja 54,

More information

Mathematica Slovaca. Ján Jakubík On the α-completeness of pseudo MV-algebras. Terms of use: Persistent URL:

Mathematica Slovaca. Ján Jakubík On the α-completeness of pseudo MV-algebras. Terms of use: Persistent URL: Mathematica Slovaca Ján Jakubík On the α-completeness of pseudo MV-algebras Mathematica Slovaca, Vol. 52 (2002), No. 5, 511--516 Persistent URL: http://dml.cz/dmlcz/130365 Terms of use: Mathematical Institute

More information

On minimal models of the Region Connection Calculus

On minimal models of the Region Connection Calculus Fundamenta Informaticae 69 (2006) 1 20 1 IOS Press On minimal models of the Region Connection Calculus Lirong Xia State Key Laboratory of Intelligent Technology and Systems Department of Computer Science

More information

Soft set theoretical approach to residuated lattices. 1. Introduction. Young Bae Jun and Xiaohong Zhang

Soft set theoretical approach to residuated lattices. 1. Introduction. Young Bae Jun and Xiaohong Zhang Quasigroups and Related Systems 24 2016, 231 246 Soft set theoretical approach to residuated lattices Young Bae Jun and Xiaohong Zhang Abstract. Molodtsov's soft set theory is applied to residuated lattices.

More information

Towards Formal Theory of Measure on Clans of Fuzzy Sets

Towards Formal Theory of Measure on Clans of Fuzzy Sets Towards Formal Theory of Measure on Clans of Fuzzy Sets Tomáš Kroupa Institute of Information Theory and Automation Academy of Sciences of the Czech Republic Pod vodárenskou věží 4 182 08 Prague 8 Czech

More information

Uninorm Based Logic As An Extension of Substructural Logics FL e

Uninorm Based Logic As An Extension of Substructural Logics FL e Uninorm Based Logic As An Extension of Substructural Logics FL e Osamu WATARI Hokkaido Automotive Engineering College Sapporo 062-0922, JAPAN watari@haec.ac.jp Mayuka F. KAWAGUCHI Division of Computer

More information

Schauder Hats for the 2-variable Fragment of BL

Schauder Hats for the 2-variable Fragment of BL Schauder Hats for the -variable Fragment of BL Stefano Aguzzoli D.S.I., Università di Milano Milano, Italy Email: aguzzoli@dsi.unimi.it Simone Bova Department of Mathematics, Vanderbilt University Nashville

More information

TROPICAL SCHEME THEORY

TROPICAL SCHEME THEORY TROPICAL SCHEME THEORY 5. Commutative algebra over idempotent semirings II Quotients of semirings When we work with rings, a quotient object is specified by an ideal. When dealing with semirings (and lattices),

More information

Morita-equivalences for MV-algebras

Morita-equivalences for MV-algebras Morita-equivalences for MV-algebras Olivia Caramello* University of Insubria Geometry and non-classical logics 5-8 September 2017 *Joint work with Anna Carla Russo O. Caramello Morita-equivalences for

More information

A Fuzzy Formal Logic for Interval-valued Residuated Lattices

A Fuzzy Formal Logic for Interval-valued Residuated Lattices A Fuzzy Formal Logic for Interval-valued Residuated Lattices B. Van Gasse Bart.VanGasse@UGent.be C. Cornelis Chris.Cornelis@UGent.be G. Deschrijver Glad.Deschrijver@UGent.be E.E. Kerre Etienne.Kerre@UGent.be

More information

Universal Algebra for Logics

Universal Algebra for Logics Universal Algebra for Logics Joanna GRYGIEL University of Czestochowa Poland j.grygiel@ajd.czest.pl 2005 These notes form Lecture Notes of a short course which I will give at 1st School on Universal Logic

More information

Class Notes on Poset Theory Johan G. Belinfante Revised 1995 May 21

Class Notes on Poset Theory Johan G. Belinfante Revised 1995 May 21 Class Notes on Poset Theory Johan G Belinfante Revised 1995 May 21 Introduction These notes were originally prepared in July 1972 as a handout for a class in modern algebra taught at the Carnegie-Mellon

More information

Boolean Algebras, Boolean Rings and Stone s Representation Theorem

Boolean Algebras, Boolean Rings and Stone s Representation Theorem Boolean Algebras, Boolean Rings and Stone s Representation Theorem Hongtaek Jung December 27, 2017 Abstract This is a part of a supplementary note for a Logic and Set Theory course. The main goal is to

More information

Kybernetika. Margarita Mas; Miquel Monserrat; Joan Torrens QL-implications versus D-implications. Terms of use:

Kybernetika. Margarita Mas; Miquel Monserrat; Joan Torrens QL-implications versus D-implications. Terms of use: Kybernetika Margarita Mas; Miquel Monserrat; Joan Torrens QL-implications versus D-implications Kybernetika, Vol. 42 (2006), No. 3, 35--366 Persistent URL: http://dml.cz/dmlcz/3579 Terms of use: Institute

More information

Aggregation and Non-Contradiction

Aggregation and Non-Contradiction Aggregation and Non-Contradiction Ana Pradera Dept. de Informática, Estadística y Telemática Universidad Rey Juan Carlos. 28933 Móstoles. Madrid. Spain ana.pradera@urjc.es Enric Trillas Dept. de Inteligencia

More information

DE MORGAN TRIPLES REVISITED

DE MORGAN TRIPLES REVISITED DE MORGAN TRIPLES REVISITED Francesc Esteva, Lluís Godo IIIA - CSIC, 08913 Bellaterra, Spain, {esteva,godo}@iiia.csic.es Abstract In this paper we overview basic nown results about the varieties generated

More information

Monadic GMV -algebras

Monadic GMV -algebras Department of Algebra and Geometry Faculty of Sciences Palacký University of Olomouc Czech Republic TANCL 07, Oxford 2007 monadic structures = algebras with quantifiers = algebraic models for one-variable

More information

Probability Measures in Gödel Logic

Probability Measures in Gödel Logic Probability Measures in Gödel Logic Diego Valota Department of Computer Science University of Milan valota@di.unimi.it Joint work with Stefano Aguzzoli (UNIMI), Brunella Gerla and Matteo Bianchi (UNINSUBRIA)

More information

Equational Logic. Chapter Syntax Terms and Term Algebras

Equational Logic. Chapter Syntax Terms and Term Algebras Chapter 2 Equational Logic 2.1 Syntax 2.1.1 Terms and Term Algebras The natural logic of algebra is equational logic, whose propositions are universally quantified identities between terms built up from

More information

ON FILTERS IN BE-ALGEBRAS. Biao Long Meng. Received November 30, 2009

ON FILTERS IN BE-ALGEBRAS. Biao Long Meng. Received November 30, 2009 Scientiae Mathematicae Japonicae Online, e-2010, 105 111 105 ON FILTERS IN BE-ALGEBRAS Biao Long Meng Received November 30, 2009 Abstract. In this paper we first give a procedure by which we generate a

More information

Fuzzy Sets. Mirko Navara navara/fl/fset printe.pdf February 28, 2019

Fuzzy Sets. Mirko Navara   navara/fl/fset printe.pdf February 28, 2019 The notion of fuzzy set. Minimum about classical) sets Fuzzy ets Mirko Navara http://cmp.felk.cvut.cz/ navara/fl/fset printe.pdf February 8, 09 To aviod problems of the set theory, we restrict ourselves

More information

arxiv: v1 [math.ra] 1 Apr 2015

arxiv: v1 [math.ra] 1 Apr 2015 BLOCKS OF HOMOGENEOUS EFFECT ALGEBRAS GEJZA JENČA arxiv:1504.00354v1 [math.ra] 1 Apr 2015 Abstract. Effect algebras, introduced by Foulis and Bennett in 1994, are partial algebras which generalize some

More information

Summary of the PhD Thesis MV-algebras with products: connecting the Pierce-Birkhoff conjecture with Lukasiewicz logic Serafina Lapenta

Summary of the PhD Thesis MV-algebras with products: connecting the Pierce-Birkhoff conjecture with Lukasiewicz logic Serafina Lapenta Summary of the PhD Thesis MV-algebras with products: connecting the Pierce-Birkhoff conjecture with Lukasiewicz logic Serafina Lapenta The framework. In 1956, G. Birkhoff G. and R.S. Pierce [1] conjectured

More information

Fixed Point Theorems for Contractions in Posets

Fixed Point Theorems for Contractions in Posets International Mathematical Forum, 4, 2009, no. 35, 1709-1713 Fixed Point Theorems for Contractions in Posets Maria Luigia Diviccaro Università degli Studi di Napoli Federico II Dipartimento di Costruzioni

More information

Finite homogeneous and lattice ordered effect algebras

Finite homogeneous and lattice ordered effect algebras Finite homogeneous and lattice ordered effect algebras Gejza Jenča Department of Mathematics Faculty of Electrical Engineering and Information Technology Slovak Technical University Ilkovičova 3 812 19

More information

arxiv: v1 [math.lo] 30 Aug 2018

arxiv: v1 [math.lo] 30 Aug 2018 arxiv:1808.10324v1 [math.lo] 30 Aug 2018 Real coextensions as a tool for constructing triangular norms Thomas Vetterlein Department of Knowledge-Based Mathematical Systems Johannes Kepler University Linz

More information

Computing Spectra via Dualities in the MTL hierarchy

Computing Spectra via Dualities in the MTL hierarchy Computing Spectra via Dualities in the MTL hierarchy Diego Valota Department of Computer Science University of Milan valota@di.unimi.it 11th ANNUAL CECAT WORKSHOP IN POINTFREE MATHEMATICS Overview Spectra

More information

A duality-theoretic approach to MTL-algebras

A duality-theoretic approach to MTL-algebras A duality-theoretic approach to MTL-algebras Sara Ugolini (Joint work with W. Fussner) BLAST 2018 - Denver, August 6th 2018 A commutative, integral residuated lattice, or CIRL, is a structure A = (A,,,,,

More information

Averaging Operators on the Unit Interval

Averaging Operators on the Unit Interval Averaging Operators on the Unit Interval Mai Gehrke Carol Walker Elbert Walker New Mexico State University Las Cruces, New Mexico Abstract In working with negations and t-norms, it is not uncommon to call

More information

Logics without the contraction rule residuated lattices. Citation Australasian Journal of Logic, 8(1):

Logics without the contraction rule residuated lattices. Citation Australasian Journal of Logic, 8(1): JAIST Reposi https://dspace.j Title Logics without the contraction rule residuated lattices Author(s)Ono, Hiroakira Citation Australasian Journal of Logic, 8(1): Issue Date 2010-09-22 Type Journal Article

More information

54 A. Filipoiu, G. Georgescu & A. Lettieri of A is prime if and only if A=P is linearly ordered and an ideal M is maximal P if n and only if A=M is lo

54 A. Filipoiu, G. Georgescu & A. Lettieri of A is prime if and only if A=P is linearly ordered and an ideal M is maximal P if n and only if A=M is lo Mathware & Soft Computing 4 (1997) 53-62 Maximal MV -algebras A. Filipoiu 1, G. Georgescu 2 & A. Lettieri 3 1 Dept. of Mathematics 1, Univ. Politechnica, Str. Spl. Independentei 313, Bucharest, Romania.

More information

On the set of intermediate logics between the truth and degree preserving Lukasiewicz logics

On the set of intermediate logics between the truth and degree preserving Lukasiewicz logics On the set of intermediate logics between the truth and degree preserving Lukasiewicz logics Marcelo Coniglio 1 Francesc Esteva 2 Lluís Godo 2 1 CLE and Department of Philosophy State University of Campinas

More information

On the Intersections of QL-Implications with (S, N)- and R-Implications

On the Intersections of QL-Implications with (S, N)- and R-Implications On the Intersections of QL-Implications with (S, N)- and R-Implications Balasubramaniam Jayaram Dept. of Mathematics and Computer Sciences, Sri Sathya Sai Institute of Higher Learning, Prasanthi Nilayam,

More information

Boolean Algebra and Propositional Logic

Boolean Algebra and Propositional Logic Boolean Algebra and Propositional Logic Takahiro Kato June 23, 2015 This article provides yet another characterization of Boolean algebras and, using this characterization, establishes a more direct connection

More information

Boolean Algebra and Propositional Logic

Boolean Algebra and Propositional Logic Boolean Algebra and Propositional Logic Takahiro Kato September 10, 2015 ABSTRACT. This article provides yet another characterization of Boolean algebras and, using this characterization, establishes a

More information

Pseudo-BCK algebras as partial algebras

Pseudo-BCK algebras as partial algebras Pseudo-BCK algebras as partial algebras Thomas Vetterlein Institute for Medical Expert and Knowledge-Based Systems Medical University of Vienna Spitalgasse 23, 1090 Wien, Austria Thomas.Vetterlein@meduniwien.ac.at

More information

Computers and Mathematics with Applications

Computers and Mathematics with Applications Computers and Mathematics with Applications 58 (2009) 248 256 Contents lists available at ScienceDirect Computers and Mathematics with Applications journal homepage: www.elsevier.com/locate/camwa Some

More information

Closure operators on sets and algebraic lattices

Closure operators on sets and algebraic lattices Closure operators on sets and algebraic lattices Sergiu Rudeanu University of Bucharest Romania Closure operators are abundant in mathematics; here are a few examples. Given an algebraic structure, such

More information

On varieties generated by Weak Nilpotent Minimum t-norms

On varieties generated by Weak Nilpotent Minimum t-norms On varieties generated by Weak Nilpotent Minimum t-norms Carles Noguera IIIA-CSIC cnoguera@iiia.csic.es Francesc Esteva IIIA-CSIC esteva@iiia.csic.es Joan Gispert Universitat de Barcelona jgispertb@ub.edu

More information

Directional Monotonicity of Fuzzy Implications

Directional Monotonicity of Fuzzy Implications Acta Polytechnica Hungarica Vol. 14, No. 5, 2017 Directional Monotonicity of Fuzzy Implications Katarzyna Miś Institute of Mathematics, University of Silesia in Katowice Bankowa 14, 40-007 Katowice, Poland,

More information

Topology Proceedings. COPYRIGHT c by Topology Proceedings. All rights reserved.

Topology Proceedings. COPYRIGHT c by Topology Proceedings. All rights reserved. Topology Proceedings Web: http://topology.auburn.edu/tp/ Mail: Topology Proceedings Department of Mathematics & Statistics Auburn University, Alabama 36849, USA E-mail: topolog@auburn.edu ISSN: 0146-4124

More information

Embedding theorems for classes of GBL-algebras

Embedding theorems for classes of GBL-algebras Embedding theorems for classes of GBL-algebras P. Jipsen and F. Montagna Chapman University, Department of Mathematics and Computer Science, Orange, CA 92866, USA University of Siena, Department of Mathematics

More information

Strong Tensor Non-commutative Residuated Lattices

Strong Tensor Non-commutative Residuated Lattices Strong Tensor Non-commutative Residuated Lattices Hongxing Liu Abstract In this paper, we study the properties of tensor operators on non-commutative residuated lattices. We give some equivalent conditions

More information

Embedding logics into product logic. Abstract. We construct a faithful interpretation of Lukasiewicz's logic in the product logic (both

Embedding logics into product logic. Abstract. We construct a faithful interpretation of Lukasiewicz's logic in the product logic (both 1 Embedding logics into product logic Matthias Baaz Petr Hajek Jan Krajcek y David Svejda Abstract We construct a faithful interpretation of Lukasiewicz's logic in the product logic (both propositional

More information

MODAL OPERATORS ON COMMUTATIVE RESIDUATED LATTICES. 1. Introduction

MODAL OPERATORS ON COMMUTATIVE RESIDUATED LATTICES. 1. Introduction ao DOI: 10.2478/s12175-010-0055-1 Math. Slovaca 61 (2011), No. 1, 1 14 MODAL OPERATORS ON COMMUTATIVE RESIDUATED LATTICES M. Kondo (Communicated by Jiří Rachůnek ) ABSTRACT. We prove some fundamental properties

More information

EQUIVALENCE RELATIONS AND OPERATORS ON ORDERED ALGEBRAIC STRUCTURES. UNIVERSITÀ DEGLI STUDI DELL'INSUBRIA Via Ravasi 2, Varese, Italy

EQUIVALENCE RELATIONS AND OPERATORS ON ORDERED ALGEBRAIC STRUCTURES. UNIVERSITÀ DEGLI STUDI DELL'INSUBRIA Via Ravasi 2, Varese, Italy UNIVERSITÀ DEGLI STUDI DELL'INSUBRIA Via Ravasi 2, 21100 Varese, Italy Dipartimento di Scienze Teoriche e Applicate Di.S.T.A. Dipartimento di Scienza e Alta Tecnologia Di.S.A.T. PH.D. DEGREE PROGRAM IN

More information

γ γ γ γ(α) ). Then γ (a) γ (a ) ( γ 1

γ γ γ γ(α) ). Then γ (a) γ (a ) ( γ 1 The Correspondence Theorem, which we next prove, shows that the congruence lattice of every homomorphic image of a Σ-algebra is isomorphically embeddable as a special kind of sublattice of the congruence

More information

INTRODUCING MV-ALGEBRAS. Daniele Mundici

INTRODUCING MV-ALGEBRAS. Daniele Mundici INTRODUCING MV-ALGEBRAS Daniele Mundici Contents Chapter 1. Chang subdirect representation 5 1. MV-algebras 5 2. Homomorphisms and ideals 8 3. Chang subdirect representation theorem 11 4. MV-equations

More information

Krivine s Intuitionistic Proof of Classical Completeness (for countable languages)

Krivine s Intuitionistic Proof of Classical Completeness (for countable languages) Krivine s Intuitionistic Proof of Classical Completeness (for countable languages) Berardi Stefano Valentini Silvio Dip. Informatica Dip. Mat. Pura ed Applicata Univ. Torino Univ. Padova c.so Svizzera

More information

Fuzzy Modal Like Approximation Operations Based on Residuated Lattices

Fuzzy Modal Like Approximation Operations Based on Residuated Lattices Fuzzy Modal Like Approximation Operations Based on Residuated Lattices Anna Maria Radzikowska Faculty of Mathematics and Information Science Warsaw University of Technology Plac Politechniki 1, 00 661

More information

Stanford Encyclopedia of Philosophy

Stanford Encyclopedia of Philosophy Stanford Encyclopedia of Philosophy The Mathematics of Boolean Algebra First published Fri Jul 5, 2002; substantive revision Mon Jul 14, 2014 Boolean algebra is the algebra of two-valued logic with only

More information

EQ-ALGEBRAS WITH PSEUDO PRE-VALUATIONS. Yongwei Yang 1. Xiaolong Xin

EQ-ALGEBRAS WITH PSEUDO PRE-VALUATIONS. Yongwei Yang 1. Xiaolong Xin italian journal of pure and applied mathematics n. 37 2017 (29 48) 29 EQ-ALGEBRAS WITH PSEUDO PRE-VALUATIONS Yongwei Yang 1 School of Mathematics and Statistics Anyang Normal University Anyang 455000 China

More information

When does a semiring become a residuated lattice?

When does a semiring become a residuated lattice? When does a semiring become a residuated lattice? Ivan Chajda and Helmut Länger arxiv:1809.07646v1 [math.ra] 20 Sep 2018 Abstract It is an easy observation that every residuated lattice is in fact a semiring

More information

Fuzzy relation equations with dual composition

Fuzzy relation equations with dual composition Fuzzy relation equations with dual composition Lenka Nosková University of Ostrava Institute for Research and Applications of Fuzzy Modeling 30. dubna 22, 701 03 Ostrava 1 Czech Republic Lenka.Noskova@osu.cz

More information

Monadic MV-algebras I: a study of subvarieties

Monadic MV-algebras I: a study of subvarieties Algebra Univers. 71 (2014) 71 100 DOI 10.1007/s00012-014-0266-3 Published online January 22, 2014 Springer Basel 2014 Algebra Universalis Monadic MV-algebras I: a study of subvarieties Cecilia R. Cimadamore

More information

Paraconsistency in Chang s Logic with Positive and Negative Truth Values

Paraconsistency in Chang s Logic with Positive and Negative Truth Values Paraconsistency in Chang s Logic with Positive and Negative Truth Values Renato A. Lewin Facultad de Matemáticas Pontificia Universidad Católica de Chile Casilla 36 Correo 22, Santiago, CHILE Marta Sagastume

More information

RINGS IN POST ALGEBRAS. 1. Introduction

RINGS IN POST ALGEBRAS. 1. Introduction Acta Math. Univ. Comenianae Vol. LXXVI, 2(2007), pp. 263 272 263 RINGS IN POST ALGEBRAS S. RUDEANU Abstract. Serfati [7] defined a ring structure on every Post algebra. In this paper we determine all the

More information

5 Set Operations, Functions, and Counting

5 Set Operations, Functions, and Counting 5 Set Operations, Functions, and Counting Let N denote the positive integers, N 0 := N {0} be the non-negative integers and Z = N 0 ( N) the positive and negative integers including 0, Q the rational numbers,

More information

CHARACTERIZATION THEOREM OF 4-VALUED DE MORGAN LOGIC. Michiro Kondo

CHARACTERIZATION THEOREM OF 4-VALUED DE MORGAN LOGIC. Michiro Kondo Mem. Fac. Sci. Eng. Shimane Univ. Series B: Mathematical Science 31 (1998), pp. 73 80 CHARACTERIZATION THEOREM OF 4-VALUED DE MORGAN LOGIC Michiro Kondo (Received: February 23, 1998) Abstract. In this

More information

Fuzzy Function: Theoretical and Practical Point of View

Fuzzy Function: Theoretical and Practical Point of View EUSFLAT-LFA 2011 July 2011 Aix-les-Bains, France Fuzzy Function: Theoretical and Practical Point of View Irina Perfilieva, University of Ostrava, Inst. for Research and Applications of Fuzzy Modeling,

More information

Topos Theory. Lectures 17-20: The interpretation of logic in categories. Olivia Caramello. Topos Theory. Olivia Caramello.

Topos Theory. Lectures 17-20: The interpretation of logic in categories. Olivia Caramello. Topos Theory. Olivia Caramello. logic s Lectures 17-20: logic in 2 / 40 logic s Interpreting first-order logic in In Logic, first-order s are a wide class of formal s used for talking about structures of any kind (where the restriction

More information

What is mathematical fuzzy logic

What is mathematical fuzzy logic Fuzzy Sets and Systems 157 (2006) 597 603 www.elsevier.com/locate/fss What is mathematical fuzzy logic Petr Hájek Institute of Computer Science, Academy of Sciences of the Czech Republic, 182 07 Prague,

More information

Logic via Algebra. Sam Chong Tay. A Senior Exercise in Mathematics Kenyon College November 29, 2012

Logic via Algebra. Sam Chong Tay. A Senior Exercise in Mathematics Kenyon College November 29, 2012 Logic via Algebra Sam Chong Tay A Senior Exercise in Mathematics Kenyon College November 29, 2012 Abstract The purpose of this paper is to gain insight to mathematical logic through an algebraic perspective.

More information

The lattice of varieties generated by residuated lattices of size up to 5

The lattice of varieties generated by residuated lattices of size up to 5 The lattice of varieties generated by residuated lattices of size up to 5 Peter Jipsen Chapman University Dedicated to Hiroakira Ono on the occasion of his 7th birthday Introduction Residuated lattices

More information

First-order t-norm based fuzzy logics with truth-constants: distinguished semantics and completeness properties

First-order t-norm based fuzzy logics with truth-constants: distinguished semantics and completeness properties First-order t-norm based fuzzy logics with truth-constants: distinguished semantics and completeness properties Francesc Esteva, Lluís Godo Institut d Investigació en Intel ligència Artificial - CSIC Catalonia,

More information