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Advances in Neural Networks – ISNN 2007: 4th International Symposium on Neural Networks, ISNN 2007, Nanjing, China, June 3-7, 2007, Proceedings, Part III

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This book is part of a three volume set that constitutes the refereed proceedings of the 4th International Symposium on Neural Networks, ISNN 2007, held in Nanjing, China in June 2007.

The 262 revised long papers and 192 revised short papers presented were carefully reviewed and selected from a total of 1,975 submissions. The papers are organized in topical sections on neural fuzzy control, neural networks for control applications, adaptive dynamic programming and reinforcement learning, neural networks for nonlinear systems modeling, robotics, stability analysis of neural networks, learning and approximation, data mining and feature extraction, chaos and synchronization, neural fuzzy systems, training and learning algorithms for neural networks, neural network structures, neural networks for pattern recognition, SOMs, ICA/PCA, biomedical applications, feedforward neural networks, recurrent neural networks, neural networks for optimization, support vector machines, fault diagnosis/detection, communications and signal processing, image/video processing, and applications of neural networks.

Author(s): Nan Jiang, Yixian Yang, Xiaomin Ma, Zhaozhi Zhang (auth.), Derong Liu, Shumin Fei, Zengguang Hou, Huaguang Zhang, Changyin Sun (eds.)
Series: Lecture Notes in Computer Science 4493 : Theoretical Computer Science and General Issues
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 2007

Language: English
Pages: 1210
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 -
Using Three Layer Neural Network to Compute Multi-valued Functions....Pages 1-8
A Novel Global Hybrid Algorithm for Feedforward Neural Networks....Pages 9-16
Study on Relationship Between NIHSS and TCM-SSASD Based on the BP Neural Network Multiple Models Method....Pages 17-25
Application of Back-Propagation Neural Network to Power Transformer Insulation Diagnosis....Pages 26-34
Momentum BP Neural Networks in Structural Damage Detection Based on Static Displacements and Natural Frequencies....Pages 35-40
Deformation Measurement of the Large Flexible Surface by Improved RBFNN Algorithm and BPNN Algorithm....Pages 41-48
Evaluation of the Growth of Real Estate Financial System Based on BP Neural Network....Pages 49-56
GA-Based Neural Network to Identification of Nonlinear Structural Systems....Pages 57-65
Approximation Capability Analysis of Parallel Process Neural Network with Application to Aircraft Engine Health Condition Monitoring....Pages 66-72
Neural Network-Based Position Sensorless Control for Transverse Flux Linear SRM....Pages 73-79
Tourism Room Occupancy Rate Prediction Based on Neural Network....Pages 80-84
Recurrent Neural Networks on Duty of Anomaly Detection in Databases....Pages 85-94
Solving Variational Inequality Problems with Linear Constraints Based on a Novel Recurrent Neural Network....Pages 95-104
Equalization of 8PSK Signals with a Recurrent Neural Network....Pages 105-110
Short-Term Load Forecasting Using BiLinear Recurrent Neural Network....Pages 111-116
Convergence of Gradient Descent Algorithm for a Recurrent Neuron....Pages 117-122
Periodicity of Recurrent Neural Networks with Reaction-Diffusion and Dirichlet Boundary Conditions....Pages 123-130
New Critical Analysis on Global Convergence of Recurrent Neural Networks with Projection Mappings....Pages 131-139
A Study on Digital Media Security by Hopfield Neural Network....Pages 140-146
Two Theorems on the Robust Designs for Pattern Matching CNNs....Pages 147-156
Iterative Learning Control Analysis Based on Hopfield Neural Networks....Pages 157-163
Stochastic Stabilization of Delayed Neural Networks....Pages 164-173
An Evolutionary Multi-objective Neural Network Optimizer with Bias-Based Pruning Heuristic....Pages 174-183
A Hybrid of Particle Swarm Optimization and Hopfield Networks for Bipartite Subgraph Problems....Pages 184-193
Convergence of a Recurrent Neural Network for Nonconvex Optimization Based on an Augmented Lagrangian Function....Pages 194-203
Multi-objective Topology Optimization of Structures Using NN-OC Algorithms....Pages 204-212
A Hybrid Particle Swarm Algorithm for the Structure and Parameters Optimization of Feed-Forward Neural Network....Pages 213-218
Designing Neural Networks Using PSO-Based Memetic Algorithm....Pages 219-224
Simultaneous Optimization of ANFIS-Based Fuzzy Model Driven to Data Granulation and Parallel Genetic Algorithms....Pages 225-230
A Neural Network Based Optimization Method for a Kind of QPPs and Application....Pages 231-236
Multilayer Perceptron Networks Training Using Particle Swarm Optimization with Minimum Velocity Constraints....Pages 237-245
Characterization and Optimization of the Contact Formation for High-Performance Silicon Solar Cells....Pages 246-251
Optimizing Process Parameters for Ceramic Tile Manufacturing Using an Evolutionary Approach....Pages 252-260
Application of RBF Neural Network to Simplify the Potential Based Optimization....Pages 261-266
Satisficing Approximation Response Model Based on Neural Network in Multidisciplinary Collaborative Optimization....Pages 267-276
A New BP Network Based on Improved PSO Algorithm and Its Application on Fault Diagnosis of Gas Turbine....Pages 277-283
The Evaluation of BP-ISP Strategy Alignment Degree with PSO-Based ANN....Pages 284-291
Improved Results on Solving Quadratic Programming Problems with Delayed Neural Network....Pages 292-301
A Modified Hopfield Network for Nonlinear Programming Problem Solving....Pages 302-310
A Novel Artificial Neural Network Based on Hybrid PSO-BP Algorithm in the Application of Adaptive PMD Compensation System....Pages 311-319
Stabilizing Lagrange-Type Nonlinear Programming Neural Networks....Pages 320-329
Support Vector Machines and Genetic Algorithms for Soft-Sensing Modeling....Pages 330-335
Incremental Nonlinear Proximal Support Vector Machine....Pages 336-341
Machinery Fault Diagnosis Using Least Squares Support Vector Machine....Pages 342-349
Support Vector Machine with Composite Kernels for Time Series Prediction....Pages 350-356
Neuromorphic Quantum-Based Adaptive Support Vector Regression for Tuning BWGC/NGARCH Forecast Model....Pages 357-367
Modulation Classification of Analog and Digital Signals Using Neural Network and Support Vector Machine....Pages 368-373
A Facial Expression Recognition Approach Based on Novel Support Vector Machine Tree....Pages 374-381
Universal Steganalysis Using Multiwavelet Higher-Order Statistics and Support Vector Machines....Pages 382-391
Tree-Structured Support Vector Machines for Multi-class Classification....Pages 392-398
Identification of MIMO Hammerstein Models Using Support Vector Machine....Pages 399-406
Extraction of Filled-In Items from Chinese Bank Check Using Support Vector Machines....Pages 407-415
Online Least Squares Support Vector Machines Based on Wavelet and Its Applications....Pages 416-425
Ultrasound Estimation of Fetal Weight with Fuzzy Support Vector Regression....Pages 426-433
Hybrid Support Vector Machine and General Model Approach for Audio Classification....Pages 434-440
An Improved SVM Based on 1-Norm for Selection of Personal Credit Scoring Index System....Pages 441-447
Combining Weighted SVMs and Spectrum-Based k NN for Multi-classification....Pages 448-453
Rotation Invariant Texture Classification Algorithm Based on DT-CWT and SVM....Pages 454-460
A Two-Pass Classification Method Based on Hyper-Ellipsoid Neural Networks and SVM’s with Applications to Face Recognition....Pages 461-468
SVM Based Adaptive Inverse Controller for Excitation Control....Pages 469-478
An Adaptive Internal Model Control Based on LS-SVM....Pages 479-485
Regularization Paths for ν -SVM and ν -SVR....Pages 486-496
A Fast and Accurate Progressive Algorithm for Training Transductive SVMs....Pages 497-505
Fast Support Vector Data Description Using K-Means Clustering....Pages 506-514
A Kernel-Based Two-Stage One-Class Support Vector Machines Algorithm....Pages 515-524
A Confident Majority Voting Strategy for Parallel and Modular Support Vector Machines....Pages 525-534
Soft-Sensor Method Based on Least Square Support Vector Machines Within Bayesian Evidence Framework....Pages 535-544
Simulation of Time Series Prediction Based on Smooth Support Vector Regression....Pages 545-552
Extension Neural Network Based on Immune Algorithm for Fault Diagnosis....Pages 553-560
A New Fault Detection and Diagnosis Method for Oil Pipeline Based on Rough Set and Neural Network....Pages 561-569
Probabilistic Neural Network Based Method for Fault Diagnosis of Analog Circuits....Pages 570-579
Gear Fault Diagnosis by Using Wavelet Neural Networks....Pages 580-588
An Adaptive Threshold Neural-Network Scheme for Rotorcraft UAV Sensor Failure Diagnosis....Pages 589-596
KPCA Plus FDA for Fault Detection....Pages 597-606
Distribution System Fault Diagnosis Based on Improved Rough Sets with Uncertainty....Pages 607-615
A Design Method of Associative Memory Model with Expecting Fault-Tolerant Field....Pages 616-625
Classification and Diagnosis of Mechanical Faults Using the RBF Network Based on the Local Bispectra....Pages 626-632
Temperature-Variation Fault Diagnosis of the High-Voltage Electric Equipment Based on the BP Neural Network....Pages 633-640
Diagnosis of Turbine Valves in the Kori Nuclear Power Plant Using Fuzzy Logic and Neural Networks....Pages 641-650
Stochastic Cellular Neural Network for CDMA Multiuser Detection....Pages 651-656
A New Approach of Blind Channel Identification in Frequency Domain....Pages 657-662
Soft Decision-Directed Square Contour Algorithm for Blind Equalization....Pages 663-671
Call Admission Control Using Neural Network in Wireless Multimedia Networks....Pages 672-677
A Neural Network Solution on Data Least Square Algorithm and Its Application for Channel Equalization....Pages 678-685
Multiple Receive-Antennas Aided and RBF-Based Multiuser Detection for STBC Systems....Pages 686-694
Location Management Cost Estimation for PCS Using Neural Network....Pages 695-704
Neural-Based Separating Method for Nonlinear Mixtures....Pages 705-714
Adaptive Natural Gradient Algorithm for Blind Convolutive Source Separation....Pages 715-720
Blind Source Separation in Post-nonlinear Mixtures Using Natural Gradient Descent and Particle Swarm Optimization Algorithm....Pages 721-730
Echo State Networks for Real-Time Audio Applications....Pages 731-740
Blind Separation of Positive Signals by Using Genetic Algorithm....Pages 741-750
A Speech Enhancement Method in Subband....Pages 751-757
Sequential Blind Signal Extraction with the Linear Predictor....Pages 758-763
Fast Code Detection Using High Speed Time Delay Neural Networks....Pages 764-773
Multiscale Estimation to the Parameter of Multidimension Time Series....Pages 774-782
Gaussianization Based Approach for Post-Nonlinear Underdetermined BSS with Delays....Pages 783-792
Regularized Alternating Least Squares Algorithms for Non-negative Matrix/Tensor Factorization....Pages 793-802
Underdetermined Blind Source Separation Using SVM....Pages 803-811
Predicting Time Series Using Incremental Langrangian Support Vector Regression....Pages 812-820
A New Approach for Image Restoration Based on CNN Processor....Pages 821-827
Using Alpha-Beta Associative Memories to Learn and Recall RGB Images....Pages 828-833
A Method for Enlargement of Digital Images Based on Neural Network....Pages 834-839
Neural Network Based Correction Scheme for Image Interpolation....Pages 840-845
Edge Enhancement Post-processing Using Hopfield Neural Net....Pages 846-852
Image Quality Assessment Based on Wavelet Coefficients Using Neural Network....Pages 853-859
Neural Network Approach for Designing One- and Two-Dimensional Quasi-Equiripple FIR Digital Filters....Pages 860-868
Texture Image Segmentation Based on Improved Wavelet Neural Network....Pages 869-876
Local Spatial Properties Based Image Interpolation Using Neural Network....Pages 877-883
Image Processing Applications with a PCNN....Pages 884-893
Image Segmentation Based on Cluster Ensemble....Pages 894-903
Decision-Based Hybrid Image Watermarking in Wavelet Domain Using HVS and Neural Networks....Pages 904-913
MR Image Registration Based on Pulse-Coupled Neural Networks....Pages 914-922
Image Magnification Based on the Properties of Human Visual Processing....Pages 923-932
Incorporating Image Quality in Multimodal Biometric Verification....Pages 933-942
Efficient Motion Estimation Scheme for H.264 Based on BP Neural Network....Pages 943-949
Neural Network Based Visual Tracking with Multi-cue Adaptive Fusion....Pages 950-958
One-Class SVM Based Segmentation for SAR Image....Pages 959-966
A New Segmentation Method Based on SVM for HIFU Image-Guided System....Pages 967-972
Greenhouse Air Temperature and Humidity Prediction Based on Improved BP Neural Network and Genetic Algorithm....Pages 973-980
A Modified RBF Neural Network and Its Application in Radar....Pages 981-987
Driving Load Forecasting Using Cascade Neural Networks....Pages 988-997
Minimal Resource Allocation on CAN Bus Using Radial Basis Function Networks....Pages 998-1005
Neural Network Based High Accuracy Frequency Harmonic Analysis in Power System....Pages 1006-1014
Hardware/Software Partitioning of Core-Based Systems Using Pulse Coupled Neural Networks....Pages 1015-1023
Technical and Fundamental Analysis for the Forecast of Financial Scrip Quotation: An Approach Employing Artificial Neural Networks and Wavelet Transform....Pages 1024-1032
Multi-view Moving Human Detection and Correspondence Based on Object Occupancy Random Field....Pages 1033-1042
Determination of Storage Time of Rice Seed Using ANN Based on NIRS....Pages 1043-1048
Selected Problems of Knowledge Discovery Using Artificial Neural Networks....Pages 1049-1057
An Intelligent Differential Evolution Algorithm for Designing Trading-Ratio System of Water Market....Pages 1058-1066
Neural Network-Based H  ∞  Filtering for Nonlinear Jump Systems....Pages 1067-1076
A Novel Off-Line Signature Verification Based on Adaptive Multi-resolution Wavelet Zero-Crossing and One-Class-One-Network....Pages 1077-1086
Combining News and Technical Indicators in Daily Stock Price Trends Prediction....Pages 1087-1096
Project-Based Artificial Neural Networks Development Software and Applications....Pages 1097-1106
Effects of Salinity on Measurement of Water Volume Fraction and Correction Method Based on RBF Neural Networks....Pages 1107-1113
Implementation of Brillouin-Active Fiber for Low Threshold Optical Logic and Memory Based Neural Networks in Smart Structures....Pages 1114-1119
Hydro Plant Dispatch Using Artificial Neural Network and Genetic Algorithm....Pages 1120-1129
Application of Wavelet Packet Neural Network on Relay Protection Testing of Power System....Pages 1130-1137
Robust Stabilization of Uncertain Nonlinear Differential-Algebraic Subsystem Using ANN with Application to Power Systems....Pages 1138-1144
A Novel Residual Capacity Estimation Method Based on Extension Neural Network for Lead-Acid Batteries....Pages 1145-1154
A Genetic Algorithm-Based Artificial Neural Network Approach for Parameter Selection in the Production of Tailor-Welded Blanks....Pages 1155-1164
Development of Artificial Neural Networks-Based In-Process Flash Monitoring (ANN-IPFM) System in Injection Molding....Pages 1165-1175
Reduce Feature Based NN for Transient Stability Analysis of Large-Scale Power Systems....Pages 1176-1181
Semi-active Control of Eccentric Structures Based on Neural Networks....Pages 1182-1191
Development of the Multi-target Tracking Scheme Using Particle Filter....Pages 1192-1201
Back Matter....Pages -