Applied Research in Uncertainty Modeling and Analysis (eBook)
XVI, 545 Seiten
Springer US (Verlag)
978-0-387-23550-9 (ISBN)
The application areas of uncertainty are numerous and diverse, including all fields of engineering, computer science, systems control and finance. Determining appropriate ways and methods of dealing with uncertainty has been a constant challenge. The theme for this book is better understanding and the application of uncertainty theories. This book, with invited chapters, deals with the uncertainty phenomena in diverse fields. The book is an outgrowth of the Fourth International Symposium on Uncertainty Modeling and Analysis (ISUMA), which was held at the center of Adult Education, College Park, Maryland, in September 2003. All of the chapters have been carefully edited, following a review process in which the editorial committee scrutinized each chapter. The contents of the book are reported in twenty-three chapters, covering more than . . ... pages. This book is divided into six main sections. Part I (Chapters 1-4) presents the philosophical and theoretical foundation of uncertainty, new computational directions in neural networks, and some theoretical foundation of fuzzy systems. Part I1 (Chapters 5-8) reports on biomedical and chemical engineering applications. The sections looks at noise reduction techniques using hidden Markov models, evaluation of biomedical signals using neural networks, and changes in medical image detection using Markov Random Field and Mean Field theory. One of the chapters reports on optimization in chemical engineering processes.
LIST OF CONTRIBUTORS 7
FOREWORD 10
PREFACE 12
CONTENTS 14
Chapter 1 PHILOSOPHICAL AND THEORETICAL BASES FOR ANALYZING AND MODELING UNCERTAINTY AND IGNORANCE 16
Chapter 2 A SELF-ORGANIZING NEURAL NETWORK BY DYNAMIC AND SPATIAL CHANGING WEIGHTS 34
Chapter 3 SIMULATION OF FUZZY SYSTEMS I 46
Chapter 4 SIMULATION OF FUZZY SYSTEMS II 76
Chapter 5 EVENT - RELATED POTENTIAL NOISE REDUCTION USING THE HIDDEN MARKOV TREE MODEL 106
Chapter 6 CHANGE DETECTION IN IMAGE SEQUENCE BASED ON MARKOV RANDOM FIELD AND MEAN FIELD THEORY 129
Chapter 7 ANALYSIS OF MULTI-CHANNEL SUBDURAL EEG BY RECURRENT NEURAL NETWORKS 152
Chapter 8 MULTICRITERIA OPTIMIZATION UNDER PARAMETRIC UNCERTAINTY 173
Chapter 9 DESIGN OF NEURAL NETWORKS FOR PAVEMENT RUTTING 204
Chapter 10 NEURAL NETWORKS FOR RESIDENTIAL INFRASTRUCTURE MANAGEMENT 225
Chapter 11 EVACUATION SIMULATION IN UNDERGROUND MALL BY ARTIFICIAL LIFE TECHNOLOGY 259
Chapter 12 EPISTEMIC UNCERTAINTY AND THE MANAGEMENT OF HIGH RISK EXPOSURES 276
Chapter 13 EXPERIMENT WITH A HIERARCHICAL TEXT CATEGORIZATION METHOD ON WIPO PATENT COLLECTIONS 291
Chapter 14 STUDY OF TRANSPORTATION AND UNCERTAINTY 311
Chapter 15 MULTI AGENT SYSTEMS APPROACH TO PARKING FACILITIES MANAGEMENT 328
Chapter 16 MODELING TRANSPORTATION CHOICE THROUGH UTILITY-BASED MULTI-LAYER FEEDFORWARD NETWORKS 347
Chapter 17 HETEROGENEITY IN COMMUTER DEPARTURE TIME DECISION: A PROSPECT THEORETIC APPROACH 375
Chapter 18 Importance of Fuzzy Sets Definitions for Fuzzy Signal Controllers 405
Chapter 19 RELIABILITY EVALUATION OF REALISTIC STRUCTURES USING FEM 423
Chapter 20 SIMULATION IN RISK-BASED CODIFIED ENGINEERING DESIGN 449
Chapter 21 SYSTEM IDENTIFICATION AT LOCAL LEVEL UNDER UNCERTAINTY 465
Chapter 22 UNCERTAINTY MODELING OF CHLORIDE CONTAMINATION AND CORROSION OF CONCRETE BRIDGES 495
Chapter 23 REDUNDANCY ANALYSIS OF STRUCTURAL SYSTEMS 516
INDEX 535
Erscheint lt. Verlag | 29.12.2007 |
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Reihe/Serie | International Series in Intelligent Technologies | International Series in Intelligent Technologies |
Zusatzinfo | XVI, 545 p. |
Verlagsort | New York |
Sprache | englisch |
Themenwelt | Mathematik / Informatik ► Mathematik ► Statistik |
Technik | |
Wirtschaft ► Allgemeines / Lexika | |
Wirtschaft ► Betriebswirtschaft / Management | |
Schlagworte | Analysis • Automation • fuzzy • Model • Modeling • Ontology • Simulation |
ISBN-10 | 0-387-23550-7 / 0387235507 |
ISBN-13 | 978-0-387-23550-9 / 9780387235509 |
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