Advances in Neural Networks - ISNN 2006: Third International Symposium on Neural Networks, Chengdu, China, May 28 - June 1, 2006, Proceedings, Part III

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This book and its sister volumes constitute the Proceedings of the Third International Symposium on Neural Networks (ISNN 2006) held in Chengdu in southwestern China during May 28–31, 2006. After a successful ISNN 2004 in Dalian and ISNN 2005 in Chongqing, ISNN became a well-established series of conferences on neural computation in the region with growing popularity and improving quality. ISNN 2006 received 2472 submissions from authors in 43 countries and regions (mainland China, Hong Kong, Macao, Taiwan, South Korea, Japan, Singapore, Thailand, Malaysia, India, Pakistan, Iran, Qatar, Turkey, Greece, Romania, Lithuania, Slovakia, Poland, Finland, Norway, Sweden, Demark, Germany, France, Spain, Portugal, Belgium, Netherlands, UK, Ireland, Canada, USA, Mexico, Cuba, Venezuela, Brazil, Chile, Australia, New Zealand, South Africa, Nigeria, and Tunisia) across six continents (Asia, Europe, North America, South America, Africa, and Oceania). Based on rigorous reviews, 616 high-quality papers were selected for publication in the proceedings with the acceptance rate being less than 25%. The papers are organized in 27 cohesive sections covering all major topics of neural network research and development. In addition to the numerous contributed papers, ten distinguished scholars gave plenary speeches (Robert J. Marks II, Erkki Oja, Marios M. Polycarpou, Donald C. Wunsch II, Zongben Xu, and Bo Zhang) and tutorials (Walter J. Freeman, Derong Liu, Paul J. Werbos, and Jacek M. Zurada).

Author(s): Shuyan Chen, Wei Wang (auth.), Jun Wang, Zhang Yi, Jacek M. Zurada, Bao-Liang Lu, Hujun Yin (eds.)
Series: Lecture Notes in Computer Science 3973 : Theoretical Computer Science and General Issues
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 2006

Language: English
Pages: 1402
Tags: Computation by Abstract Devices; Computer Communication Networks; Algorithm Analysis and Problem Complexity; Discrete Mathematics in Computer Science; Artificial Intelligence (incl. Robotics); Pattern Recognition

Front Matter....Pages -
Traffic Volume Forecasting Based on Wavelet Transform and Neural Networks....Pages 1-7
Prediction of Railway Passenger Traffic Volume by means of LS-SVM....Pages 8-14
Traffic Flow Modeling of Urban Expressway Using Artificial Neural Networks....Pages 15-22
Radial Basis Function Network for Traffic Scene Classification in Single Image Mode....Pages 23-32
A New Method for Traffic Signs Classification Using Probabilistic Neural Networks....Pages 33-39
Detection for Triangle Traffic Sign Based on Neural Network....Pages 40-45
Vanishing Point and Gabor Feature Based Multi-resolution On-Road Vehicle Detection....Pages 46-51
Recognition of Road Signs with Mixture of Neural Networks and Arbitration Modules....Pages 52-57
Vehicle Classification in Wireless Sensor Networks Based on Rough Neural Network....Pages 58-65
Neural Network Approach to Identify Model of Vehicles....Pages 66-72
An Intelligent Vehicle Security System Based on Modeling Human Driving Behaviors....Pages 73-81
Adaptive Neural Network Control of Helicopters....Pages 82-87
Modified Hopfield Neural Network for CDMA Multiuser Detection....Pages 88-93
Blind Multiuser Detection Based on Kernel Approximation....Pages 94-101
A Novel Blind Multiuser Detection Model over Flat Fast Fading Channels....Pages 102-107
Robust Multiuser Detection Method Based on Neural-net Preprocessing in Impulsive Noise Environment....Pages 108-113
Channel Equalization Using Complex Extreme Learning Machine with RBF Kernels....Pages 114-119
Nonlinear Channel Equalization Using Concurrent Support Vector Machine Processor....Pages 120-127
Recursive Complex Extreme Learning Machine with Widely Linear Processing for Nonlinear Channel Equalizer....Pages 128-134
A Study on the Detection Algorithm of QPSK Signal Using TDNN....Pages 135-143
The BP Network for Carrier Frequency Offset Estimation in OFDM-Based WLANs....Pages 144-149
The LD-CELP Gain Filter Based on BP Neural Network....Pages 150-155
A Neural Network Based Application Layer Multicast Routing Protocol....Pages 156-164
A Neural Network Decision-Making Mechanism for Robust Video Transmission over 3G Wireless Network....Pages 165-170
A Multilevel Quantifying Spread Spectrum PN Sequence Based on Chaos of Cellular Neural Network....Pages 171-177
An Experimental Hyper-Chaos Spread Spectrum Communication System Based on CNN....Pages 178-183
A Resource Allocating Neural Network Based Approach for Detecting End-to-End Network Performance Anomaly....Pages 184-189
Recurrent Neural Network Inference of Internal Delays in Nonstationary Data Network....Pages 190-195
Multiscale BiLinear Recurrent Neural Networks and Their Application to the Long-Term Prediction of Network Traffic....Pages 196-201
Bandwidth Prediction and Congestion Control for ABR Traffic Based on Neural Networks....Pages 202-207
Application of Neural Networks in Network Control and Information Security....Pages 208-213
Enhancing the Transmission Security of Content-Based Hidden Biometric Data....Pages 214-223
Building Lightweight Intrusion Detection System Based on Random Forest....Pages 224-230
Intrusion Detection Based on Fuzzy Neural Networks....Pages 231-239
Intrusion Detection Using PCASOM Neural Networks....Pages 240-245
A Mutated Intrusion Detection System Using Principal Component Analysis and Time Delay Neural Network....Pages 246-254
A Novel Intrusion Detection Model Based on Multi-layer Self-Organizing Maps and Principal Component Analysis....Pages 255-260
A Modified RBF Neural Network for Network Anomaly Detection....Pages 261-266
Anti-worm Immunization of Web System Based on Normal Model and BP Neural Network....Pages 267-272
Data Hiding in Neural Network Prediction Errors....Pages 273-278
The Minimum Detectable Capacity of Digital Image Information Hiding....Pages 279-284
Robust Digital Image Watermarking Algorithm Using BPN Neural Networks....Pages 285-292
A Novel Watermarking Method with Image Signature....Pages 293-298
Robust Halftone Image Watermarking Scheme Based on Neural Networks....Pages 299-305
A Blind Source Separation Based Multi-bit Digital Audio Watermarking Scheme....Pages 306-311
A 2DPCA-Based Video Watermarking Scheme for Resistance to Temporal Desynchronization....Pages 312-317
A Fast Decryption Algorithm for BSS-Based Image Encryption....Pages 318-325
A Novel Cryptographic Scheme Based on Wavelet Neural Networks....Pages 326-331
Combining RBF Neural Network and Chaotic Map to Construct Hash Function....Pages 332-339
Multiple-Point Bit Mutation Method of Detector Generation for SNSD Model....Pages 340-345
An Erotic Image Recognition Algorithm Based on Trunk Model and SVM Classification....Pages 346-351
Sensor Validation Using Nonlinear Minor Component Analysis....Pages 352-357
Fault Diagnosis with Enhanced Neural Network Modelling....Pages 358-363
Fault Detection and Diagnosis Using Neural Network Design....Pages 364-369
Certainty Improvement in Diagnosis of Multiple Faults by Using Versatile Membership Functions for Fuzzy Neural Networks....Pages 370-375
Fault Detection of Reactive Ion Etching Using Time Series Neural Networks....Pages 376-381
Intelligent Diagnostics for Sound Reproduction System by the Use of PEAQ....Pages 382-389
Active Learning of Support Vector Machine for Fault Diagnosis of Bearings....Pages 390-395
Growing Structure Multiple Model System Based Anomaly Detection for Crankshaft Monitoring....Pages 396-405
Fault Diagnosis for Induction Machines Using Kernel Principal Component Analysis....Pages 406-413
Application of RBF and SOFM Neural Networks on Vibration Fault Diagnosis for Aero-engines....Pages 414-419
Predictive Fault Detection and Diagnosis of Nuclear Power Plant Using the Two-Step Neural Network Models....Pages 420-425
Kernel PCA Based Faults Diagnosis for Wastewater Treatment System....Pages 426-431
On the Symbolic Analysis of Market Indicators with the Dynamic Programming Approach....Pages 432-441
Neural Network Method to Predict Stock Price Movement Based on Stock Information Entropy....Pages 442-451
Stock Time Series Forecasting Using Support Vector Machines Employing Analyst Recommendations....Pages 452-457
Stock Index Prediction Based on the Analytical Center of Version Space....Pages 458-463
Comparison of Forecasting Performance of AR, STAR and ANN Models on the Chinese Stock Market Index....Pages 464-470
Index Prediction of KOSPI 200 Based on Data Models and Knowledge Rules for Qualitative and Quantitative Approach....Pages 471-476
Modular Neural Network Rule Extraction Technique in Application to Country Stock Cooperate Governance Structure....Pages 477-484
A Hybrid Support Vector Machines and Discrete Wavelet Transform Model in Futures Price Forecasting....Pages 485-490
A Novel Learning Network for Option Pricing with Confidence Interval Information....Pages 491-497
An Adaptive BP Algorithm with Optimal Learning Rates and Directional Error Correction for Foreign Exchange Market Trend Prediction....Pages 498-503
Recurrent Self-Organising Maps and Local Support Vector Machine Models for Exchange Rate Prediction....Pages 504-511
Selection of the Appropriate Lag Structure of Foreign Exchange Rates Forecasting Based on Autocorrelation Coefficient....Pages 512-517
Exchange Rate Forecasting Using Flexible Neural Trees....Pages 518-523
Local Volatility Function Approximation Using Reconstructed Radial Basis Function Networks....Pages 524-530
Visualization of Dynamic Brain Activities Based on the Single-Trial MEG and EEG Data Analysis....Pages 531-540
Multichannel Classification of Single EEG Trials with Independent Component Analysis....Pages 541-547
Application of SVM Framework for Classification of Single Trial EEG....Pages 548-553
Normal and Hypoxia EEG Recognition Based on a Chaotic Olfactory Model....Pages 554-559
Nonlinear Dynamics of EEG Signal Based on Coupled Network Lattice Model....Pages 560-565
ICA-Based EEG Spatio-temporal Dipole Source Localization: A Model Study....Pages 566-572
Networking Property During Epileptic Seizure with Multi-channel EEG Recordings....Pages 573-578
Time-Frequency Analysis of EEG Based on Event Related Cognitive Task....Pages 579-585
Adaptable Noise Reduction of ECG Signals for Feature Extraction....Pages 586-591
Mining the Independent Source of ERP Components with ICA Decomposition....Pages 592-599
Multiple Signal Classification Based on Chaos Optimization Algorithm for MEG Sources Localization....Pages 600-605
Automatic Segmentation of Putamen from Brain MRI....Pages 606-613
A Neural Network Model for the Estimation of Time-to-Collision....Pages 614-619
Classification of Movement-Related Potentials for Brain-Computer Interface: A Reinforcement Training Approach....Pages 620-628
Two-Class SVM Trees (2-SVMT) for Biomarker Data Analysis....Pages 629-634
Interpreting Gene Profiles from Biomedical Literature Mining with Self Organizing Maps....Pages 635-641
Mining Protein Interaction from Biomedical Literature with Relation Kernel Method....Pages 642-647
A Study of Particle Swarm Optimization in Gene Regulatory Networks Inference....Pages 648-653
Support Vector Machine Approach for Retained Introns Prediction Using Sequence Features....Pages 654-659
Prediction of Protein-Protein Interface Residues Using Sequence Neighborhood and Surface Properties....Pages 660-666
Prediction of Protein Subcellular Multi-locations with a Min-Max Modular Support Vector Machine....Pages 667-673
Prediction of Protein Domains from Sequence Information Using Support Vector Machines....Pages 674-681
Using a Neural Networking Method to Predict the Protein Phosphorylation Sites with Specific Kinase....Pages 682-689
Neural Feature Association Rule Mining for Protein Interaction Prediction....Pages 690-695
Prediction of Contact Maps Using Modified Transiently Chaotic Neural Network....Pages 696-701
Identification of Cell-Cycle Phases Using Neural Network and Steerable Filter Features....Pages 702-709
Prediction of the Human Papillomavirus Risk Types Using Gap-Spectrum Kernels....Pages 710-715
Extreme Learning Machine for Predicting HLA-Peptide Binding....Pages 716-721
Identifying Transcription Factor Binding Sites Based on a Neural Network....Pages 722-727
TSFSOM: Transmembrane Segments Prediction by Fuzzy Self-Organizing Map....Pages 728-733
Analysis of Multifibre Renal Sympathetic Nerve Recordings....Pages 734-739
A New Color Blindness Cure Model Based on BP Neural Network....Pages 740-745
Design of RBF Network Based on Fuzzy Clustering Method for Modeling of Respiratory System....Pages 746-753
Recognition of Fatty Liver Using Hybrid Neural Network....Pages 754-759
A Novel Fast Fuzzy Neural Network Backpropagation Algorithm for Colon Cancer Cell Image Discrimination....Pages 760-769
Poultry Skin Tumor Detection in Hyperspectral Images Using Radial Basis Probabilistic Neural Network....Pages 770-776
Combination of Network Construction and Cluster Analysis and Its Application to Traditional Chinese Medicine....Pages 777-785
Differentiation of Syndromes with SVM....Pages 786-791
Neural Network Based Posture Control of a Human Arm Model in the Sagittal Plane....Pages 792-798
Neural Network Models for Transforming Consumer Perception into Product Form Design....Pages 799-804
2D Pattern Design of Upper Outer from 3D Specification Based on Neural Networks....Pages 805-814
Design of a Broadband Microwave Amplifier Using Neural Performance Data Sheets and Very Fast Simulated Reannealing....Pages 815-820
An Intelligent System for the Heatsink Design....Pages 821-827
Learning Shape for Jet Engine Novelty Detection....Pages 828-835
Support Vector Machine in Novelty Detection for Multi-channel Combustion Data....Pages 836-843
A Levinson Predictor Based Compensatory Fuzzy Neural Network and Its Application in Crude Oil Distillation Process Modeling....Pages 844-851
Laminar Cooling Process Model Development Using RBF Networks....Pages 852-857
Hybrid Intelligent Control Strategy of the Laminar Cooling Process....Pages 858-863
Application of Adaptable Neural Networks for Rolling Force Set-Up in Optimization of Rolling Schedules....Pages 864-869
Multiple Neural Network Modeling Method for Carbon and Temperature Estimation in Basic Oxygen Furnace....Pages 870-875
Air-Fuel-Ratio Optimal Control of a Gas Heating Furnace Based on Fuzzy Neural Networks....Pages 876-884
An Evolutionary Hybrid Model for the Prediction of Flow Stress of Steel....Pages 885-890
Meta-Learning Evolutionary Artificial Neural Network for Selecting Flexible Manufacturing Systems....Pages 891-897
A Multi-Criteria Decision Making Procedure Based on Neural Networks for Kanban Allocation....Pages 898-905
On-Line Measurement of Production Plan Track Based on Extension Matter-Element Theory....Pages 906-913
Modeling and Optimization of High-Technology Manufacturing Productivity....Pages 914-920
Scheduling of Re-entrant Lines with Neuro-Dynamic Programming Based on a New Evaluating Criterion....Pages 921-926
A Constraint Satisfaction Adaptive Neural Network with Dynamic Model for Job-Shop Scheduling Problem....Pages 927-932
Neural Network Based Industrial Processes Monitoring....Pages 933-938
A New Method for Process Monitoring Based on Mixture Probabilistic Principal Component Analysis Models....Pages 939-944
On-Line Nonlinear Process Monitoring Using Kernel Principal Component Analysis and Neural Network....Pages 945-950
On-Line Batch Process Monitoring Using Multiway Kernel Independent Component Analysis....Pages 951-956
Tool Wear Monitoring Using FNN with Compact Support Gaussian Function....Pages 957-963
Intelligent Classification of Cutting Tool Wear States....Pages 964-969
Neural Networks-Based In-Process Surface Roughness Adaptive Control System in Turning Operations....Pages 970-975
Modeling of Micro Spring Tension Force for Vertical Type Probe Card Fabrication....Pages 976-981
Identification of Crack Location and Depth in Rotating Machinery Based on Artificial Neural Network....Pages 982-990
Natural Color Recognition Using Fuzzification and a Neural Network for Industrial Applications....Pages 991-996
Design of a High Precision Temperature Measurement System....Pages 997-1004
Integrating Computational Fluid Dynamics and Neural Networks to Predict Temperature Distribution of the Semiconductor Chip with Multi-heat Sources....Pages 1005-1013
Modeling and Characterization of Plasma Processes Using Modular Neural Network....Pages 1014-1019
Prediction of Plasma Enhanced Deposition Process Using GA-Optimized GRNN....Pages 1020-1027
Prediction of Radio Frequency Impedance Matching in Plasma Equipment Using Neural Network....Pages 1028-1035
Recognition of Plasma-Induced X-Ray Photoelectron Spectroscopy Fault Pattern Using Wavelet and Neural Network....Pages 1036-1042
Polynomial Neural Network Modeling of Reactive Ion Etching Process Using GMDH Method....Pages 1043-1052
Wafer Yield Estimation Using Support Vector Machines....Pages 1053-1058
Dynamic Soft-Sensing Model by Combining Diagonal Recurrent Neural Network with Levinson Predictor....Pages 1059-1064
Thermal Properties Reduced Models by ANN in Process Simulation....Pages 1065-1070
Nonlinear Identification of a PEM Fuel Cell Humidifier Using Wavelet Networks....Pages 1071-1077
Application of RBF Neural Networks Based on a New Hybrid Optimization Algorithm in Flotation Process....Pages 1078-1084
Estimation of Some Crucial Variables in Erythromycin Fermentation Process Based on ANN Left-Inversion....Pages 1085-1090
The Control of Membrane Thickness in PECVD Process Utilizing a Rule Extraction Technique of Neural Networks....Pages 1091-1098
PCA-Based Neural Network Modeling Using the Photoluminescence Data for Growth Rate of ZnO Thin Films Fabricated by Pulsed Laser Deposition....Pages 1099-1104
Wood Defects Classification Using a SOM/FFP Approach with Minimum Dimension Feature Vector....Pages 1105-1110
A Kernel Based Multi-resolution Time Series Analysis for Screening Deficiencies in Paper Production....Pages 1111-1116
Using Directed Acyclic Graph Support Vector Machines with Tabu Search for Classifying Faulty Product Types....Pages 1117-1125
Product Quality Prediction with Support Vector Machines....Pages 1126-1131
Hierarchical Neural Network Based Product Quality Prediction of Industrial Ethylene Pyrolysis Process....Pages 1132-1137
A Sub-stage Moving Window GRNN Quality Prediction Method for Injection Molding Processes....Pages 1138-1143
Joint Time-Frequency and Kernel Principal Component Based SOM for Machine Maintenance....Pages 1144-1154
Automatic Recognition and Evaluation of Natural Language Commands....Pages 1155-1160
Natural Language Human-Machine Interface Using Artificial Neural Networks....Pages 1161-1166
Implementing a Chinese Character Browser Using a Topography-Preserving Map....Pages 1167-1172
A Soft Computing Method of Economic Contribution Rate of Education: A Case of China....Pages 1173-1180
Improving Population Estimation with Neural Network Models....Pages 1181-1186
Application of Fuzzy Neural Network for Real Estate Prediction....Pages 1187-1191
Local Neural Networks of Space-Time Predicting Modeling for Lattice Data in GIS....Pages 1192-1201
Modeling Meteorological Prediction Using Particle Swarm Optimization and Neural Network Ensemble....Pages 1202-1209
A Fast Cloud Detection Approach by Integration of Image Segmentation and Support Vector Machine....Pages 1210-1215
Application of Support Vector Machines to Vapor Detection and Classification for Environmental Monitoring of Spacecraft....Pages 1216-1222
Artificial Neural Network Methodology for Three-Dimensional Seismic Parameters Attenuation Analysis....Pages 1223-1230
Estimation of the Future Earthquake Situation by Using Neural Networks Ensemble....Pages 1231-1236
An Expert System Based on BP Neural Networks for Pre-splitting Blasting Design....Pages 1237-1241
Surface Reconstruction Based on Radial Basis Functions Network....Pages 1242-1247
Determination of Gas and Water Volume Fraction in Oil Water Gas Pipe Flow Using Neural Networks Based on Dual Modality Densitometry....Pages 1248-1253
Application of Neural Network in Metal Loss Evaluation for Gas Conducting Pipelines....Pages 1254-1260
Soft Sensor Using PNN Model and Rule Base for Wastewater Treatment Plant....Pages 1261-1269
Knowledge Acquisition Based on Neural Networks for Performance Evaluation of Sugarcane Harvester....Pages 1270-1276
Application of Artificial Neural Network in Countercurrent Spray Saturator....Pages 1277-1282
Wavelet Neural Networks Approach for Dynamic Measuring Error Decomposition....Pages 1283-1289
Maneuvering Target Tracking Based on Unscented Particle Filter Aided by Neutral Network....Pages 1290-1295
Application of Principal Component-Artificial Neural Networks in Near Infrared Spectroscopy Quantitative Analysis....Pages 1296-1303
Application of Neural Networks for Integrated Circuit Modeling....Pages 1304-1312
Power Estimation of CMOS Circuits by Neural Network Macromodel....Pages 1313-1318
An Efficient Hardware Architecture for a Neural Network Activation Function Generator....Pages 1319-1327
A Design and Implementation of Reconfigurable Architecture for Neural Networks Based on Systolic Arrays....Pages 1328-1333
Hardware In-the-Loop Training of Analogue Neural Network Chip....Pages 1334-1339
Implementation of a Neural Network Processor Based on RISC Architecture for Various Signal Processing Applications....Pages 1340-1349
Fully-Pipelining Hardware Implementation of Neural Network for Text-Based Images Retrieval....Pages 1350-1356
FPGA Implementation of a Neural Network for Character Recognition....Pages 1357-1365
A Silicon Synapse Based on a Charge Transfer Device for Spiking Neural Network Application....Pages 1366-1373
Effect of Steady and Relaxation Oscillations in Brillouin-Active Fiber Structural Sensor Based Neural Network in Smart Structures....Pages 1374-1379
A Novel All-Optical Neural Network Based on Coupled Ring Lasers....Pages 1380-1385
Back Matter....Pages -