Smart Engineering System Design : Neural Networks, Fuzzy Logic, Evolutionary Programming, Complex Systems and Artificial Life: Proceedings of the Conference on Artificial Neural Networks in Engineering (2002: St. Louis, Mo.)

by American Society of Mechanical Engineers

• ISBN13: 9780791801918
• ISBN10: 0791801918
• Format: Hardcover
• Copyright: 2002-01-01
• Publisher: Amer Society of Mechanical

Table of Contents

Preface	p. xix
Neural Networks	p. 1
A Unified Framework for Model-based Clustering	p. 3
Evolving Multiple Neural Networks	p. 9
A Three-Layered Learning System with Validation and High Generalization Accuracy	p. 15
A Modular Neural Network Architecture for Character Recreation from Noisy and Partial Data	p. 21
Increasing PageRank through Reinforcement Learning	p. 27
CMOS IC Topology Design Verification by Heuristic Dynamic Programming (HDP)	p. 33
Dynamic-Node Neural Network Architecture Learning: A Potential Function Approach	p. 39
Beyond Adaptive Critic- Creative Learning for Intelligent Autonomous Mobile Robots	p. 45
A Study on Behavior Substitution for the Robustness of Distributed Autonomous System	p. 51
Technologies for Autonomous Operation in Unstructured Outdoor Environments Part 1: Navigation	p. 57
Autonomous Acquisition of Environmental Oriented Behavior Using Chaotic Neural Networks	p. 63
Blind Source Separation Using Chaotic Information Maximization	p. 69
Minimax Dendrite Computation	p. 75
Dynamic Computational Visual Field Matrices: A Computerized Mapping System for the Analysis of Visual Perception, Spatial Processing and Featural Recognition	p. 81
Neural Networks and Dragonflies	p. 91
Distributed Associative Neural Network Model Approximates Bayesian Inference	p. 97
Adaptive On-Line Independent Component Analysis	p. 105
Blind Multiuser Detection for DS-CDMA Using an Independent Component Analysis Neural Network	p. 111
Techniques for the Determination of SMC Parameters	p. 117
Feature and Architecture Selection for Radial Basis Neural Networks	p. 123
Improving TV Recommender Accuracy by Information Fusion	p. 129
Using Adaboost with Different Network Topologies for System Call Analysis	p. 135
Improving Generalization Capability of Neural Networks Under Conditions of Sparse Data: A New Committee Formation Approach	p. 141
A Framework for Internet Data Collection based on Intelligent Agents: The Methodology to Produce Equivalent DSS	p. 147
Survivability of Complex System - Support Vector Machine based Approach	p. 153
Verification and Validation of Complex Systems	p. 159
Can Interacting Agents in WWW Reach Self-Organized Criticality?	p. 165
Evolutionary Programming	p. 171
A Proposal and Evaluation of an Extended Immune Optimization Algorithm using the Immune Co-evolutionary Phenomenon and the Cell-Cooperation for the Division -of-Labor Problems	p. 173
Artificial Immune System Classification of Multiple-Class Problems	p. 179
Fuzzy Evolutionary Cellular Automata	p. 185
A Study of Rule System Based on Artificial Immune System	p. 193
Diagnosis for Multi-Agent Systems Using Immune Networks	p. 199
Sampling the Nature of a Population: Punctuated Anytime Learning for Co-Evolving a Team	p. 207
Ants and Evolution: The Non-Uniform Steiner Minimal Tree Problem	p. 213
Evolving Cooperative Recognition Systems	p. 219
Measurement and Control of Multi-Robot Behavior	p. 225
GAMA: Genetic Algorithm Memory Assignment	p. 231
Evolutionary Design of Barriers and Filters Using Genetic Intelligence	p. 237
Reverse Engineering of Genetic Networks Using Variable Length Genetic Algorithms with a Boolean Network Model	p. 243
Using Evolutionary Programming to Configure Support Vector Machines for the Diagnosis of Breast Cancer	p. 249
Genetic Algorithm versus Neural Network in Health Monitoring Applications	p. 255
Optimizing Linear Discriminants Using Evolutionary Learning	p. 261
Evolutionary Programming for Minimizing Maximum Tardiness in the Presence of Non-Zero Ready Times	p. 267
Evolving Solutions of Differential Equations Using Analytical Derivatives	p. 275
Capacitated Lot Sizing by Using Multi-Chromosome Crossover Strategy	p. 281
Fuzzy Systems	p. 287
Optimization of Fuzzy Neural Network Structure	p. 289
Fuzzy Approach to Multi-Goal Optimization	p. 295
Soft Computing Method for Fault Measurement Diagnosis and Data Reconciliation in Industrial Plants	p. 301
Dynamic Fuzzy Clustering using Fuzzy Cluster Loading	p. 309
Extracting Fuzzy Rules From Multispectral Satellite Image Data	p. 315
Cooperative Control for Wide Area Search with Multiple Autonomous Vehicles Using Fuzzy Logic	p. 321
Active Vibration Control of a Multi-Degree-of-Freedom Structure Under Varying Earthquake and Shear Force	p. 327
Applications of Fuzzy Controller in Suppression of Disturbance and Nonlinearity for the Laser Tracking System	p. 333
Fuzzy Control Based Identification of the PMSM Initial Rotor Position	p. 341
Fuzzy Tension Control Scheme for Roughing and Intermediate Rolling Mills	p. 347
Using Fuzzy Logic to Tune Optimization Parameters in Neural Model based Predictive Control Technique	p. 353
Robustness and Noise Measures of a Fuzzy Logic Closed Loop System	p. 359
Reliability Estimation Methodology using Fuzzy Logic Approach	p. 365
Fuzzy Logic for Search Engine Ranking	p. 371
Application of Fuzzy Similarity to Project Management Requirements Specification	p. 377
Data Mining	p. 383
Support Vector Clustering for Web Usage Mining	p. 385
Knowledge Based-Clustering and Application of Multi-Class SVM for Genes Expression Analysis	p. 391
Interactive Data Analysis Using Spherical SOFMs	p. 397
Discovering Clusters in High-Dimensional Noisy Feature Spaces Using a Dynamic Agglomerative Decimation (DAD) Clustering Algorithm	p. 403
Customer Analysis using Decision Tree and Association Rule Mining	p. 411
Improving Data Segregation with a Graph Based Evolutionary Algorithm	p. 417
Decision Trees for Data Mining	p. 423
Rainfall Classification Using Histogram Analysis: An Example of Data Mining in Meteorology	p. 429
Fuzzy Set Generation for Fuzzy Association Rule Mining in Large Databases	p. 435
Fuzzy Adaptive Clustering and Classification for Browsable Document Directories	p. 441
A Comparison of Software Implementations of SOM Clustering Procedures	p. 447
Bayesian Learning with Selective Subsets of Populations in Genetic Programming	p. 453
A New Approach for 3D-QSAR Studies Based on the Volume Learning Artificial Neural Network	p. 459
Learning Machines for Intrusion Detection	p. 465
Implementation of Data Mining Techniques using Oracle 8i PL/SQL	p. 471
Adaptive Control	p. 477
Intelligent Control of a Stepping Motor Drive using an Adaptive Neuro-Fuzzy Approach	p. 479
Online Identification of Turbogenerators in a Multimachine Power System Using Radial Basis Function Neural Networks	p. 485
A Testbed Vehicle for Autonomous or Semi-autonomous Control	p. 491
Design of a Motion/Force Controller for Robotic Cutting	p. 497
Genetic Algorithm Applied to Optimize the Architecture of a NN in Robot Control	p. 509
Application of Direct Adaptive Control on Single-Link Flexible Arm	p. 515
Neural Networks Control of a Magnetic Levitation System	p. 521
Reactive Control in the Design of an Autonomous Underwater Vehicle	p. 527
Control of Robot Integrated Gas Metal Arc Welding (GMAW) Process	p. 537
Vibration-based Condition Monitoring of Thrust Bearings for Maintenance Management	p. 543
Pattern Recognition	p. 553
Situation Identification Using Dynamic Parameters in Complex Agent-Based Planning Systems	p. 555
Registration of Closed Free-Form Surfaces using Deformable Maps	p. 561
A System to Simulate for Differential Equations for Image Processing	p. 567
Object Detection in Images: Complexity Reduction and Parameter Selection	p. 573
Network-based Intrusion Detection using Neural Networks	p. 579
An Adaptive Video Event Mining System for an Autonomous Underwater Vehicle	p. 585
An Optical Fibre Sensor for Use in Process Water Systems Utilising Signal Processing Techniques and Artificial Neural Network Pattern Recognition	p. 593
A Multilevel Architecture for FPGA Based Implementation of Feedforward Neural Network for Pattern Recognition	p. 601
Machine Vision Algorithm for Automatic Guidance of an Agricultural Tractor	p. 607
Hybrid ART/Kohonen Neural Model for Document Image Compression	p. 613
Universal Codebook versus Local Codebook: Applications of Image Compression Using AVQ Theory	p. 619
Text Processing Adaptive Resonance Theory Neural Network	p. 625
Handwritten Thai Character Recognition Using Fuzzy Linguistic Rules	p. 631
Prediction	p. 637
Prediction of Rainfall from WSR-88D Radar Using Support Vector Regression	p. 639
Preliminary Study for Wind-Wave Prediction Using Artificial Neural Networks	p. 645
A Pragmatic Neural Network Approach for SMT Yield Prediction	p. 651
Application of Preconditioned RBFN to Short-term Load Forecasting	p. 657
Transforming Data into Music Using Fractal Algorithms	p. 665
Digital Acquisition of Analog Waveforms at a Variable Sampling Rate	p. 671
Neural Computation Techniques for Radio Signal Classification	p. 677
A Neural Network for Blind Adaptive Filtering of Unknown Noise from Speech	p. 683
A Neural Network Approach to Blind Separation of Mixed Signals	p. 689
A Computational Approach for Selected the Performing Stocks of the Dow	p. 695
An Intelligent Algorithm for Dynamic Hedging of Multi-Currency Portfolio	p. 701
Techniques to Optimize Data Collection and Training Time for Forecasting Stock Market Trends using Artificial Neural Networks	p. 707
Empirical Analysis of Self-Learning Technique for Stock Trading with Popular Technical Indicator	p. 713
Using Neural Networks and Technical Indicators for Generating Stock Trading Signals	p. 721
Neural Networks for Options Valuation	p. 727
Biology and Medicine	p. 733
Gene Finding and Protein Function Determination by Protein Phylogenetic Profiles and Computational Intelligence	p. 735
A Bio-Signal Information Criterion for Analysis of Individual Characteristics	p. 741
Practice of Neural Networks for Genome Signature Analysis	p. 747
Interactive Clustering for Exploration of Genomic Data	p. 753
Clustering Cognitive Load Using Psychophysiological Measures	p. 759
Molnets: An Artificial Chemistry Based on Neural Networks	p. 765
Physiological Activity Modeling of Uterine Contraction	p. 773
Improving Mammogram Screening Using a Bank of Support Vector Machines (SVMs)	p. 779
Olfactory Bulb Modeling Using Spiking Neurons with Temporal Coding: The OBEONE Model	p. 785
Detection of Multiple Sclerosis Using Neural Network Ensembles	p. 791
Identification of Lameness in Horses Using Strain Data	p. 797
SOM Classification of Motion Patterns Based on Cortical Signals of Rat Brain	p. 803
Smart Engineering Systems	p. 809
Using Support Vector Machines For Development and Testing Intelligent Sensors to Combat Terrorism	p. 811
Rapid Evolution of Analog Circuits Configured on a Field Programmable Transistor Array	p. 817
Hardware Design of Flexible Basis Function Neural Networks	p. 823
High Speed Mixed Mode VLSI-Realization of a Neural Net	p. 829
Speaker Identification Using a Committee of Neural Networks-A DSP Based Hardware Implementation	p. 835
A Study on Movement Analysis of Symmetric Body Robot	p. 841
Approximating the Forward Kinematics Solution for a Stewart Platform Using Two Concepts of Neural Networks	p. 847
Stochastic Estimator-based ABR Traffic Control Schemes	p. 853
Automated Mobile Highway Sign Retroreflectivity Measurement	p. 861
Applications of Intelligent Engineering in Transportation Surveillance	p. 871
Transmission Line Impedance Matching With Neural Networks	p. 877
Neural Network Based Constitutive Model for Rubber	p. 883
Parameter Estimation using a Connectionist Constitutive Model for Aluminum 7075 Alloy	p. 889
Morphogenesis Machine Based on Magneto-Hydro-Dynamic for Liquid Metal	p. 895
3D Subsurface Site Profiling	p. 901
Vibration Analysis Using Extrinsic Fabry-Perot Interferometric Sensors and Neural Networks	p. 907
The Application of Support Vector Machines to the Identification of Materials Attributes	p. 913
On Applications of Hybrid Systems to Deformation Compensation in Processes of Fine Machining	p. 919
Improvement of the Cost Estimation Accuracy of the Neural Network Based Systems by Automatically Removing Round Vertical Holes form STL Files	p. 925
Yield Modeling for Mass Reflow Process of 0201 Components Using Neural Networks	p. 931
Determination of the Minimum Enclosing Zone for Straightness and Flatness Using Support Vector Regression	p. 937
Modeling Optical Emission Spectroscopy Data Generated during Reactive Ion Etching using an Autoencoder Neural Network	p. 945
On the Hybrid System of Complex Diagnosis of Machining Processes	p. 951
Monitoring Food Quality Utilising An Intelligent Optical Fibre Based Sensor System	p. 957
A New Hybrid Fuzzy-Fractal Approach for Plant Monitoring and Diagnostics	p. 963
The Development of a Compiler for the Cellular Automata Simulator using MMX Technology	p. 969
A Unified Approach to Dynamic TDMA Slot Assignment and to Distributed Routing for Multi-hop Packet Radio Networks	p. 975
The Effect of Noise on Artificial Intelligence and Metaheuristic Techniques	p. 981
Global-Local Navigation Using a GPS	p. 989
A Neural-Based Method of Determining Aircraft Landing Paths from DTED	p. 995
Simulating the Drained Behavior of Nevada Sand	p. 1001
A Rapid Prototyping Approach for Preserving Engineering Expertise Using an n-tuple Classifier	p. 1007
A Computational Quantum Model of Argumentation	p. 1013
Artificial Neural Networks and Their Applications in Cost Model Development Process	p. 1019
Web Searching Personalized	p. 1025
Modeling an eBusiness System using Java and Open Source Technologies: The First Step of Case-Based Reasoning for Software Design	p. 1033
Subject Index	p. 1039
Author Index	p. 1045
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