Intelligent Systems for Engineers and Scientists, Second Edition
This updated version of the best-selling Knowledge-Based Systems for Engineers and Scientists (CRC Press, 1993) embraces both the explicit knowledge-based models retained from the first edition and the implicit numerical models represented by neural networks and optimization algorithms. The title ch...
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CRC Press
2009
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| Truy cập trực tuyến: | http://scholar.dlu.edu.vn/thuvienso/handle/DLU123456789/1307 |
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oai:scholar.dlu.edu.vn:DLU123456789-13072009-11-26T08:32:21Z Intelligent Systems for Engineers and Scientists, Second Edition Hopgood, Adrian This updated version of the best-selling Knowledge-Based Systems for Engineers and Scientists (CRC Press, 1993) embraces both the explicit knowledge-based models retained from the first edition and the implicit numerical models represented by neural networks and optimization algorithms. The title change to Intelligent Systems for Engineers and Scientists reflects its broader scope, incorporating knowledge-based systems, computational intelligence, and their hybrids. Clear and concise, the book shows the issues encountered in the development of applied systems and describes a wide range of intelligent systems techniques. The author describes each technique at the level of detail required to develop intelligent systems for real applications. Whether you are building intelligent systems or you simply want to know more about them, Intelligent Systems for Engineers and Scientists provides you with a detailed, up-to-date, and practical guide to solving real problems in science and engineering. This indispensable book provides everything in one volume: * BREADTH - from knowledge-based systems to computational intelligence * DEPTH - from introductory concepts to advanced specialist techniques * SCOPE - from principles to practicalities INTRODUCTION * Intelligent Systems * Knowledge-Based Systems * The Knowledge Base * Deduction, Abduction, and Induction * The Inference Engine * Declarative and Procedural Programming * Expert Systems * Knowledge Acquisition * Search * Computational Intelligence * Integration with other Software RULE-BASED SYSTEMS * Rules and Facts * A Rule-Based System for Boiler Control * Rule Examination and Rule Firing * Maintaining Consistency * The Closed-World Assumption * Use of Variables within Rules * Forward-Chaining * Conflict Resolution * Backward-Chaining * A Hybrid Strategy * Explanation Facilities DEALING WITH UNCERTAINTY * Sources of Uncertainty * Bayesian Updating * Certainty Theory * Fuzzy Logic * Other Techniques OBJECT-ORIENTED SYSTEMS * Objects and Frames * An Illustrative Example * Introducing OOP * Data Abstraction * Inheritance * Encapsulation * Unified Modeling Language (UML) * Dynamic (or late) Binding * Message Passing and Function Calls * Type Checking * Further Aspects of OOP * Frame-Based Systems INTELLIGENT AGENTS * Characteristics of an Intelligent Agent * Agents and Objects * Agent Architectures * Multiagent Systems SYMBOLIC LEARNING * Introduction * Learning by Induction * Case-Based Reasoning OPTIMIZATION ALGORITHMS * Optimization * The Search Space * Searching the Search Space * Hill-Climbing and Gradient Descent Algorithms * Simulated Annealing * Genetic Algorithms NEURAL NETWORKS * Introduction * Neural Network Applications * Nodes and Interconnections * Single and Multilayer Perceptrons * The Hopfield Network MAXNET * The Hamming Network * Adaptive Resonance Theory (ART) Networks * Kohonen Self-Organizing Networks * Radial Basis Function Networks HYBRID SYSTEMS * Convergence of Techniques * Blackboard Systems * Genetic-Fuzzy Systems * Neuro-Fuzzy Systems * Genetic Neural Systems * Clarifying and Verifying Neural Networks * Learning Classifier Systems TOOLS AND LANGUAGES * A Range of Intelligent Systems Tools * Expert System Shells * Toolkits and Libraries * Artificial Intelligence Languages * Lisp * Prolog * Comparison of AI Languages MORE... 2009-11-26T08:32:21Z 2009-11-26T08:32:21Z 2000 Book http://scholar.dlu.edu.vn/thuvienso/handle/DLU123456789/1307 en application/octet-stream CRC Press |
| institution |
Thư viện Trường Đại học Đà Lạt |
| collection |
Thư viện số |
| language |
English |
| description |
This updated version of the best-selling Knowledge-Based Systems for Engineers and Scientists (CRC Press, 1993) embraces both the explicit knowledge-based models retained from the first edition and the implicit numerical models represented by neural networks and optimization algorithms. The title change to Intelligent Systems for Engineers and Scientists reflects its broader scope, incorporating knowledge-based systems, computational intelligence, and their hybrids.
Clear and concise, the book shows the issues encountered in the development of applied systems and describes a wide range of intelligent systems techniques. The author describes each technique at the level of detail required to develop intelligent systems for real applications. Whether you are building intelligent systems or you simply want to know more about them, Intelligent Systems for Engineers and Scientists provides you with a detailed, up-to-date, and practical guide to solving real problems in science and engineering.
This indispensable book provides everything in one volume:
* BREADTH - from knowledge-based systems to computational intelligence
* DEPTH - from introductory concepts to advanced specialist techniques
* SCOPE - from principles to practicalities |
| format |
Book |
| author |
Hopgood, Adrian |
| spellingShingle |
Hopgood, Adrian Intelligent Systems for Engineers and Scientists, Second Edition |
| author_facet |
Hopgood, Adrian |
| author_sort |
Hopgood, Adrian |
| title |
Intelligent Systems for Engineers and Scientists, Second Edition |
| title_short |
Intelligent Systems for Engineers and Scientists, Second Edition |
| title_full |
Intelligent Systems for Engineers and Scientists, Second Edition |
| title_fullStr |
Intelligent Systems for Engineers and Scientists, Second Edition |
| title_full_unstemmed |
Intelligent Systems for Engineers and Scientists, Second Edition |
| title_sort |
intelligent systems for engineers and scientists, second edition |
| publisher |
CRC Press |
| publishDate |
2009 |
| url |
http://scholar.dlu.edu.vn/thuvienso/handle/DLU123456789/1307 |
| _version_ |
1757666241742372864 |