Fuzzy Logic with Engineering Applications.

By: Ross, Timothy JPublisher: Chicester : John Wiley & Sons, Incorporated, 2016Copyright date: ©2016Edition: 4th edDescription: 1 online resource (583 pages)Content type: text Media type: computer Carrier type: online resourceISBN: 9781119235842Subject(s): Fuzzy logicGenre/Form: Electronic books. Additional physical formats: Print version:: Fuzzy Logic with Engineering ApplicationsDDC classification: 620/.001/511313 LOC classification: TA340.R677 2017Online resources: Click to View
Contents:
Intro -- Title Page -- Copyright -- Contents -- About the Author -- Preface to the Fourth Edition -- Chapter 1 Introduction -- The Case for Imprecision -- A Historical Perspective -- The Utility of Fuzzy Systems -- Limitations of Fuzzy Systems -- The Illusion: Ignoring Uncertainty and Accuracy -- Uncertainty and Information -- Fuzzy Sets and Membership -- Chance versus Fuzziness -- Intuition of Uncertainty: Fuzzy versus Probability -- Sets as Points in Hypercubes -- Summary -- References -- Problems -- Chapter 2 Classical Sets and Fuzzy Sets -- Classical Sets -- Operations on Classical Sets -- Properties of Classical (Crisp) Sets -- Mapping of Classical Sets to Functions -- Fuzzy Sets -- Fuzzy Set Operations -- Properties of Fuzzy Sets -- Alternative Fuzzy Set Operations -- Summary -- References -- Problems -- Chapter 3 Classical Relations and Fuzzy Relations -- Cartesian Product -- Crisp Relations -- Cardinality of Crisp Relations -- Operations on Crisp Relations -- Properties of Crisp Relations -- Composition -- Fuzzy Relations -- Cardinality of Fuzzy Relations -- Operations on Fuzzy Relations -- Properties of Fuzzy Relations -- Fuzzy Cartesian Product and Composition -- Tolerance and Equivalence Relations -- Crisp Equivalence Relation -- Crisp Tolerance Relation -- Fuzzy Tolerance and Equivalence Relations -- Value Assignments -- Cosine Amplitude -- Max-Min Method -- Other Similarity Methods -- Other Forms of the Composition Operation -- Summary -- References -- Problems -- Chapter 4 Properties of Membership Functions, Fuzzification, and Defuzzification -- Features of the Membership Function -- Various Forms -- Fuzzification -- Defuzzification to Crisp Sets -- λ-Cuts for Fuzzy Relations -- Defuzzification to Scalars -- Summary -- References -- Problems -- Chapter 5 Logic and Fuzzy Systems -- Part I: Logic -- Classical Logic -- Tautologies.
Contradictions -- Equivalence -- Exclusive Or and Exclusive Nor -- Logical Proofs -- Deductive Inferences -- Fuzzy Logic -- Approximate Reasoning -- Other Forms of the Implication Operation -- Part II: Fuzzy Systems -- Natural Language -- Linguistic Hedges -- Fuzzy (Rule-Based) Systems -- Aggregation of Fuzzy Rules -- Graphical Techniques of Inference -- Summary -- References -- Problems -- Chapter 6 Historical Methods of Developing Membership Functions -- Membership Value Assignments -- Intuition -- Inference -- Rank Ordering -- Neural Networks -- Genetic Algorithms -- Inductive Reasoning -- Summary -- References -- Problems -- Chapter 7 Automated Methods for Fuzzy Systems -- Definitions -- Batch Least Squares Algorithm -- Recursive Least Squares Algorithm -- Gradient Method -- Clustering Method -- Learning from Examples -- Modified Learning from Examples -- Summary -- References -- Problems -- Chapter 8 Fuzzy Systems Simulation -- Fuzzy Relational Equations -- Nonlinear Simulation Using Fuzzy Systems -- Fuzzy Associative Memories (FAMs) -- Summary -- References -- Problems -- Chapter 9 Decision Making with Fuzzy Information -- Fuzzy Synthetic Evaluation -- Fuzzy Ordering -- Nontransitive Ranking -- Preference and Consensus -- Multiobjective Decision Making -- Fuzzy Bayesian Decision Method -- Decision Making under Fuzzy States and Fuzzy Actions -- Example Summary -- Summary -- References -- Problems -- Chapter 10 Fuzzy Classification and Pattern Recognition -- Fuzzy Classification -- Classification by Equivalence Relations -- Crisp Relations -- Fuzzy Relations -- Cluster Analysis -- Cluster Validity -- c-Means Clustering -- Hard c-Means (HCM) -- Fuzzy c-Means (FCM) -- Fuzzy c-Means Algorithm -- Classification Metric -- Hardening the Fuzzy c-Partition -- Similarity Relations from Clustering -- Fuzzy Pattern Recognition.
Single-Sample Identification -- Multifeature Pattern Recognition -- Summary -- References -- Problems -- Chapter 11 Fuzzy Control Systems -- Control System Design Problem -- Control (Decision) Surface -- Assumptions in a Fuzzy Control System Design -- Simple Fuzzy Logic Controllers -- Examples of Fuzzy Control System Design -- Aircraft Landing Control Problem -- Fuzzy Engineering Process Control -- Classical Feedback Control -- Classical PID Control -- Fuzzy Control -- Multi-Input, Multi-Output (MIMO) Control Systems -- Fuzzy Statistical Process Control -- Measurement Data: Traditional SPC -- Plant Simulation -- Establishing Fuzzy Membership Values -- Attribute Data: Traditional SPC -- Industrial Applications -- Summary -- References -- Problems -- Chapter 12 Applications of Fuzzy Systems Using Miscellaneous Models -- Fuzzy Optimization -- One-Dimensional Optimization -- Fuzzy Cognitive Mapping -- Concept Variables and Causal Relations -- Paths and Cycles -- Indirect Effect -- Total Effect -- Indeterminacy -- Fuzzy Cognitive Maps -- Adjacency Matrix -- Threshold Function -- Feedback -- Min-Max Inference Approach -- Genetically Evolved Fuzzy Cognitive Maps -- Agent-Based Models -- Fuzzy Arithmetic and the Extension Principle -- Extension Principle -- Crisp Functions, Mapping, and Relations -- Functions of Fuzzy Sets: Extension Principle -- Fuzzy Algebra -- Fuzzy Arithmetic -- Data Fusion -- Kalman Filter in Data Fusion -- Summary -- References -- Problems -- Chapter 13 Monotone Measures: Belief, Plausibility, Probability, and Possibility -- Monotone Measures -- Belief and Plausibility -- Evidence Theory -- Probability Measures -- Possibility and Necessity Measures -- Possibility Distributions as Fuzzy Sets -- Possibility Distributions Derived from Empirical Intervals -- Deriving Possibility Distributions from Overlapping Intervals.
Redistributing Weight from Nonconsonant to Consonant Intervals -- Comparison of Possibility Theory and Probability Theory -- Summary -- References -- Problems -- Index -- EULA.
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Intro -- Title Page -- Copyright -- Contents -- About the Author -- Preface to the Fourth Edition -- Chapter 1 Introduction -- The Case for Imprecision -- A Historical Perspective -- The Utility of Fuzzy Systems -- Limitations of Fuzzy Systems -- The Illusion: Ignoring Uncertainty and Accuracy -- Uncertainty and Information -- Fuzzy Sets and Membership -- Chance versus Fuzziness -- Intuition of Uncertainty: Fuzzy versus Probability -- Sets as Points in Hypercubes -- Summary -- References -- Problems -- Chapter 2 Classical Sets and Fuzzy Sets -- Classical Sets -- Operations on Classical Sets -- Properties of Classical (Crisp) Sets -- Mapping of Classical Sets to Functions -- Fuzzy Sets -- Fuzzy Set Operations -- Properties of Fuzzy Sets -- Alternative Fuzzy Set Operations -- Summary -- References -- Problems -- Chapter 3 Classical Relations and Fuzzy Relations -- Cartesian Product -- Crisp Relations -- Cardinality of Crisp Relations -- Operations on Crisp Relations -- Properties of Crisp Relations -- Composition -- Fuzzy Relations -- Cardinality of Fuzzy Relations -- Operations on Fuzzy Relations -- Properties of Fuzzy Relations -- Fuzzy Cartesian Product and Composition -- Tolerance and Equivalence Relations -- Crisp Equivalence Relation -- Crisp Tolerance Relation -- Fuzzy Tolerance and Equivalence Relations -- Value Assignments -- Cosine Amplitude -- Max-Min Method -- Other Similarity Methods -- Other Forms of the Composition Operation -- Summary -- References -- Problems -- Chapter 4 Properties of Membership Functions, Fuzzification, and Defuzzification -- Features of the Membership Function -- Various Forms -- Fuzzification -- Defuzzification to Crisp Sets -- λ-Cuts for Fuzzy Relations -- Defuzzification to Scalars -- Summary -- References -- Problems -- Chapter 5 Logic and Fuzzy Systems -- Part I: Logic -- Classical Logic -- Tautologies.

Contradictions -- Equivalence -- Exclusive Or and Exclusive Nor -- Logical Proofs -- Deductive Inferences -- Fuzzy Logic -- Approximate Reasoning -- Other Forms of the Implication Operation -- Part II: Fuzzy Systems -- Natural Language -- Linguistic Hedges -- Fuzzy (Rule-Based) Systems -- Aggregation of Fuzzy Rules -- Graphical Techniques of Inference -- Summary -- References -- Problems -- Chapter 6 Historical Methods of Developing Membership Functions -- Membership Value Assignments -- Intuition -- Inference -- Rank Ordering -- Neural Networks -- Genetic Algorithms -- Inductive Reasoning -- Summary -- References -- Problems -- Chapter 7 Automated Methods for Fuzzy Systems -- Definitions -- Batch Least Squares Algorithm -- Recursive Least Squares Algorithm -- Gradient Method -- Clustering Method -- Learning from Examples -- Modified Learning from Examples -- Summary -- References -- Problems -- Chapter 8 Fuzzy Systems Simulation -- Fuzzy Relational Equations -- Nonlinear Simulation Using Fuzzy Systems -- Fuzzy Associative Memories (FAMs) -- Summary -- References -- Problems -- Chapter 9 Decision Making with Fuzzy Information -- Fuzzy Synthetic Evaluation -- Fuzzy Ordering -- Nontransitive Ranking -- Preference and Consensus -- Multiobjective Decision Making -- Fuzzy Bayesian Decision Method -- Decision Making under Fuzzy States and Fuzzy Actions -- Example Summary -- Summary -- References -- Problems -- Chapter 10 Fuzzy Classification and Pattern Recognition -- Fuzzy Classification -- Classification by Equivalence Relations -- Crisp Relations -- Fuzzy Relations -- Cluster Analysis -- Cluster Validity -- c-Means Clustering -- Hard c-Means (HCM) -- Fuzzy c-Means (FCM) -- Fuzzy c-Means Algorithm -- Classification Metric -- Hardening the Fuzzy c-Partition -- Similarity Relations from Clustering -- Fuzzy Pattern Recognition.

Single-Sample Identification -- Multifeature Pattern Recognition -- Summary -- References -- Problems -- Chapter 11 Fuzzy Control Systems -- Control System Design Problem -- Control (Decision) Surface -- Assumptions in a Fuzzy Control System Design -- Simple Fuzzy Logic Controllers -- Examples of Fuzzy Control System Design -- Aircraft Landing Control Problem -- Fuzzy Engineering Process Control -- Classical Feedback Control -- Classical PID Control -- Fuzzy Control -- Multi-Input, Multi-Output (MIMO) Control Systems -- Fuzzy Statistical Process Control -- Measurement Data: Traditional SPC -- Plant Simulation -- Establishing Fuzzy Membership Values -- Attribute Data: Traditional SPC -- Industrial Applications -- Summary -- References -- Problems -- Chapter 12 Applications of Fuzzy Systems Using Miscellaneous Models -- Fuzzy Optimization -- One-Dimensional Optimization -- Fuzzy Cognitive Mapping -- Concept Variables and Causal Relations -- Paths and Cycles -- Indirect Effect -- Total Effect -- Indeterminacy -- Fuzzy Cognitive Maps -- Adjacency Matrix -- Threshold Function -- Feedback -- Min-Max Inference Approach -- Genetically Evolved Fuzzy Cognitive Maps -- Agent-Based Models -- Fuzzy Arithmetic and the Extension Principle -- Extension Principle -- Crisp Functions, Mapping, and Relations -- Functions of Fuzzy Sets: Extension Principle -- Fuzzy Algebra -- Fuzzy Arithmetic -- Data Fusion -- Kalman Filter in Data Fusion -- Summary -- References -- Problems -- Chapter 13 Monotone Measures: Belief, Plausibility, Probability, and Possibility -- Monotone Measures -- Belief and Plausibility -- Evidence Theory -- Probability Measures -- Possibility and Necessity Measures -- Possibility Distributions as Fuzzy Sets -- Possibility Distributions Derived from Empirical Intervals -- Deriving Possibility Distributions from Overlapping Intervals.

Redistributing Weight from Nonconsonant to Consonant Intervals -- Comparison of Possibility Theory and Probability Theory -- Summary -- References -- Problems -- Index -- EULA.

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Electronic reproduction. Ann Arbor, Michigan : ProQuest Ebook Central, 2019. Available via World Wide Web. Access may be limited to ProQuest Ebook Central affiliated libraries.

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