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A t-Norm Fuzzy Logic for Approximate Reasoning
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作者 Alex Tserkovny 《Journal of Software Engineering and Applications》 2017年第7期639-662,共24页
A t-norm fuzzy logic is presented, in which a triangular norm (t-norm) plays the role of a graduated conjunction operator. Based on this fuzzy logic we develop methods for fuzzy reasoning in which antecedents and cons... A t-norm fuzzy logic is presented, in which a triangular norm (t-norm) plays the role of a graduated conjunction operator. Based on this fuzzy logic we develop methods for fuzzy reasoning in which antecedents and consequents involve fuzzy conditional propositions of the form “If x is A then y is B”, with A and B being fuzzy concepts (fuzzy sets). In this study, we present a systemic approach toward fuzzy logic formalization for approximate reasoning. We examine statistical characteristics of the proposed fuzzy logic. As the matter of practical interest, we construct a set of fuzzy conditional inference rules on the basis of the proposed fuzzy logic. Important features of these rules are investigated. 展开更多
关键词 FUZZY Logic T-NORM IMPLICATION ANTECEDENT Consequent modus-ponens FUZZY CONDITIONAL Inference Rule
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A Fuzzy Logic Based Resolution Principal for Approximate Reasoning
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作者 Alex Tserkovny 《Journal of Software Engineering and Applications》 2017年第10期793-823,共31页
In this article, we present a systemic approach toward a fuzzy logic based formalization of an approximate reasoning methodology in a fuzzy resolution, where we derive a truth value of A from both values of B → A and... In this article, we present a systemic approach toward a fuzzy logic based formalization of an approximate reasoning methodology in a fuzzy resolution, where we derive a truth value of A from both values of B → A and B by some mechanism. For this purpose, we utilize a t-norm fuzzy logic, in which an implication operator is a root of both graduated conjunction and disjunction operators. Furthermore by using an inverse approximate reasoning, we conclude the truth value of A from both values of B → A and B, applying an altogether different mechanism. A current research is utilizing an approximate reasoning methodology, which is based on a similarity relation for a fuzzification, while similarity measure is utilized in fuzzy inference mechanism. This approach is applied to both generalized modus-ponens/modus-tollens syllogisms and is well-illustrated with artificial examples. 展开更多
关键词 FUZZY Logic Deduction FUZZY RESOLVENT Implication DISJUNCTION Conjunction ANTECEDENT Consequent modus-ponens Modus-Tollens FUZZY Conditional Inference Rule
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