Derong Liu Shumin Fei Zengguang Hou Huaguang Zhang Changyin Sun (Eds.)

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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Table of Contents - Part III

Feedforward Neural Networks

Using Three Layer Neural Network to Compute Multi-valued Functions 1

Nan Jiang, Yixian Yang, Xiaomin Ma, and Zhaozhi Zhang

A Novel Global Hybrid Algorithm for Feedforward Neural Networks . . . . 9 Hongru Li, Hailong Li, and Yina Du

Study on Relationship Between NIHSS and TCM-SSASD Based on the BP Neural Network Multiple Models Method 17

Zhang Yanxin, Xu Junfeng, Gao Ying, and Hou Zhongsheng

Application of Back-Propagation Neural Network to Power Transformer Insulation Diagnosis 26

Po-Hung Chen and Hung-Cheng Chen

Momentum BP Neural Networks in Structural Damage Detection Based on Static Displacements and Natural Frequencies 35

Xudong Yuan, Chao Gao, and Shaoxia Gao

Deformation Measurement of the Large Flexible Surface by Improved RBFNN Algorithm and BPNN Algorithm 41

Xiyuan Chen

Evaluation of the Growth of Real Estate Financial System Based on BP Neural Network 49

Hu Nai-peng and Tian Jin-xin

GA-Based Neural Network to Identification of Nonlinear Structural Systems 57

Grace S. Wang and Fu-Kuo Huang

Approximation Capability Analysis of Parallel Process Neural Network with Application to Aircraft Engine Health Condition Monitoring 66

Gang Ding and Shisheng Zhong

Neural Network-Based Position Sensorless Control for Transverse Flux Linear SRM 73

Zhongsong Chen, Baoming Ge, and Anibal T. de Almeida

Tourism Room Occupancy Rate Prediction Based on Neural Network... 80 Junping Du, Wensheng Guo, and Ruijie Wang

XVI Table of Contents - Part III

Recurrent Neural Networks

Recurrent Neural Networks on Duty of Anomaly Detection in Databases 85

Jaroslaw Skaruz and Franciszek Seredynski

Solving Variational Inequality Problems with Linear Constraints Based on a Novel Recurrent Neural Network 95

Youshen Xia and Jun Wang

Equalization of 8PSK Signals with a Recurrent Neural Network 105 Dong-Chul Park, Young-Soo Song, and Dong-Min Woo

Short-Term Load Forecasting Using BiLinear Recurrent Neural Network 111

Sung Hwan Shin and Dong-Chul Park

Convergence of Gradient Descent Algorithm for a Recurrent Neuron . . . . 117 Dongpo Xu, Zhengxue Li, Wei Wu, Xiaoshuai Ding, and Di Qu

Periodicity of Recurrent Neural Networks with Reaction-Diffusion and Dirichlet Boundary Conditions 123

Chaojin Fu, Chongjun Zhu, and Boshan Chen

New Critical Analysis on Global Convergence of Recurrent Neural Networks with Projection Mappings 131

Chen Qiao and Zong-Ben Xu

A Study on Digital Media Security by Hopfield Neural Network 140 Minseong Ju, Seoksoo Kim, and Tai-hoon Kim

Two Theorems on the Robust Designs for Pattern Matching CNNs 147 Bing Zhao, Weidong Li, Shu Jian, and Lequan Min

Iterative Learning Control Analysis Based on Hopfield Neural Networks 157

Jingli Kang and Wansheng Tang

Stochastic Stabilization of Delayed Neural Networks 164 Wudai Liao, Jinhuan Chen, Yulin Xu, and Xiaoxin Liao

Neural Networks for Optimization

An Evolutionary Multi-objective Neural Network Optimizer with Bias-Based Pruning Heuristic 174

Prospero C. Naval Jr. and John Paul T. Yusiong

A Hybrid of Particle Swarm Optimization and Hopfield Networks for Bipartite Subgraph Problems 184

Jiahai Wang

Table of Contents - Part III XVII

Convergence of a Recurrent Neural Network for Nonconvex Optimization Based on an Augmented Lagrangian Function 194

Xiaolin Hu and Jun Wang

Multi-objective Topology Optimization of Structures Using NN-OC Algorithms 204

Xinyu Shao, Zhimin Chen, Mingang Fu, and Liang Gao

A Hybrid Particle Swarm Algorithm for the Structure and Parameters Optimization of Feed-Forward Neural Network 213

Tang Xian-Lun, Li Yin-Guo, and Zhuang Ling

Designing Neural Networks Using PSO-Based Memetic Algorithm 219 Bo Liu, Ling Wang, Yihui Jin, and Dexian Huang

Simultaneous Optimization of ANFIS-Based Fuzzy Model Driven to Data Granulation and Parallel Genetic Algorithms 225

Jeoung-Nae Choi, Sung-Kwun Oh, and Ki-Sung Seo

A Neural Network Based Optimization Method for a Kind of QPPs and Application 231

ShiehShing Lin

Multilayer Perceptron Networks Training Using Particle Swarm Optimization with Minimum Velocity Constraints 237

Xiaorong Pu, Zhongjie Fang, and Yongguo Liu

Characterization and Optimization of the Contact Formation for High-Performance Silicon Solar Cells 246

SungJoon Lee, A. Pandey, DongSeop Kim, A. Rohatgi, Gary S. May, SangJeen Hong, and SeungSoo Han

Optimizing Process Parameters for Ceramic Tile Manufacturing Using an Evolutionary Approach 252

Thitipong Navalertporn and Nitin V. Afzulpurkar

Application of RBF Neural Network to Simplify the Potential Based Optimization 261

Kanjian Zhang and Chunbo Feng

Satisficing Approximation Response Model Based on Neural Network in Multidisciplinary Collaborative Optimization 267

Ye Tao, Hong-Zhong Huang, and Bao-Gui Wu

A New BP Network Based on Improved PSO Algorithm and Its Application on Fault Diagnosis of Gas Turbine 277

Wei Hu and Jingtao Hu

XVIII Table of Contents - Part III

The Evaluation of BP-ISP Strategy Alignment Degree with PSO-Based ANN 284

Lei Wen

Improved Results on Solving Quadratic Programming Problems with Delayed Neural Network 292

Minghui Jiang, Shengle Fang, Yi Shen, and Xiaoxin Liao

A Modified Hopfield Network for Nonlinear Programming Problem Solving 302

Changrui Yu and Yan Luo

A Novel Artificial Neural Network Based on Hybrid PSO-BP Algorithm in the Application of Adaptive PMD Compensation System 311

Ying Chen, Qiguang Zhu, and Zhiquan Li

Stabilizing Lagrange-Type Nonlinear Programming Neural Networks . . . 320 Yuancan Huang

Support Vector Machines

Support Vector Machines and Genetic Algorithms for Soft-Sensing Modeling 330

Sang Haifeng, Yuan Weiqi, Wang Fuli, and He Dakuo

Incremental Nonlinear Proximal Support Vector Machine 336 Qiuge Liu, Qing He, and Zhongzhi Shi

Machinery Fault Diagnosis Using Least Squares Support Vector Machine 342

Lingling Zhao and Kuihe Yang

Support Vector Machine with Composite Kernels for Time Series Prediction 350

Tiejun Jiang, Shuzong Wang, and Ruxiang Wei

Neuromorphic Quantum-Based Adaptive Support Vector Regression for Tuning BWGC/NGARCH Forecast Model 357

Bao Rong Chang and Hsiu Fen Tsai

Modulation Classification of Analog and Digital Signals Using Neural Network and Support Vector Machine 368

Cheol-Sun Park and Dae Young Kinn

A Facial Expression Recognition Approach Based on Novel Support Vector Machine Tree 374

Qinzhen Xu, Pinzheng Zhang, Luxi Yang, Wenjiang Pei, and Zhenya He

Table of Contents - Part III XIX

Universal Steganalysis Using Multiwavelet Higher-Order Statistics and Support Vector Machines 382

San-ping Li, Yu-sen Zhang, Chun-hua Li, and Feng Zhao

Tree-Structured Support Vector Machines for Multi-class Classification 392

Siyu Xia, Jiuxian Li, Liangzheng Xia, and Chunhua Ju

Identification of MIMO Hammerstein Models Using Support Vector Machine 399

Hua Liang and Bolin Wang

Extraction of Filled-In Items from Chinese Bank Check Using Support Vector Machines 407

Liangli Huang, Shutao Li, and Liming Li

Online Least Squares Support Vector Machines Based on Wavelet and Its Applications 416

Qian Zhang, Fuling Fan, and Lan Wang

Ultrasound Estimation of Fetal Weight with Fuzzy Support Vector Regression 426

Jin-Hua Yu, Yuan-Yuan Wang, Ping Chen, and Yue-B.ua Song

Hybrid Support Vector Machine and General Model Approach for Audio Classification 434

Xin Be, Ling Guo, Xianzhong Zhou, and Wen Luo

An Improved SVM Based on 1-Norm for Selection of Personal Credit Scoring Index System 441

Xin Xue and Guoping Be

Combining Weighted SVMs and Spectrum-Based fcNN for Multi-classification 448

Ling Ping, Lu Nan, Wang Jian-yu, and Zhou Chun-Guang

Rotation Invariant Texture Classification Algorithm Based on DT-CWT and SVM 454

Shuzhen Chen, Yan Shang, Bingyi Mao, and Qiusheng Lian

A Two-Pass Classification Method Based on Hyper-Ellipsoid Neural Networks and SVM's with Applications to Face Recognition 461

Chengan Guo, Chongtao Yuan, and Bonglian Ma

SVM Based Adaptive Inverse Controller for Excitation Control 469 Xiaofang Yuan and Yaonan Wang

An Adaptive Internal Model Control Based on LS-SVM 479 Changyin Sun and Jinya Song

XX Table of Contents - Part III

Regularization Paths for iy-SVM and ^-SVR 486 Gaelle Loosli, Gilles Gasso, and Stephane Canu

A Fast and Accurate Progressive Algorithm for Training Transductive SVMs 497

Lei Wang, Huading Jia, and Shixin Sun

Fast Support Vector Data Description Using K-Means Clustering 506 Pyo Jae Kim, Hyung Jin Chang, Dong Sung Song, and Jin Young Ghoi

A Kernel-Based Two-Stage One-Class Support Vector Machines Algorithm 515

Chi-Yuan Yeh and Shie-Jue Lee

A Confident Majority Voting Strategy for Parallel and Modular Support Vector Machines 525

Yi-Min Wen and Bao-Liang Lu

Soft-Sensor Method Based on Least Square Support Vector Machines Within Bayesian Evidence Framework 535

Wei Wang, Tianmiao Wang, Hongxing Wei, and Hongming Zhao

Simulation of Time Series Prediction Based on Smooth Support Vector Regression 545

Chao Zhang, Pu Ran, Guiji Tang, and Guori Ji

Fault Diagnosis/Detection

Extension Neural Network Based on Immune Algorithm for Fault Diagnosis 553

Changcheng Xiang, Xiyue Huang, Gang Zhao, and Zuyuan Yang

A New Fault Detection and Diagnosis Method for Oil Pipeline Based on Rough Set and Neural Network 561

Liu Jinhai, Zhang Huaguang, Feng Jian, and Yue Heng

Probabilistic Neural Network Based Method for Fault Diagnosis of Analog Circuits 570

Yanghong Tan, Yigang He, and Meirong Liu

Gear Fault Diagnosis by Using Wavelet Neural Networks 580 Y. Kang, CG Wang, and Y.P. Chang

An Adaptive Threshold Neural-Network Scheme for Rotorcraft UAV Sensor Failure Diagnosis 589

Juntong Qi, Xingang Zhao, Zhe Jiang, and Jianda Han

Table of Contents - Part III XXI

KPCA Plus FDA for Fault Detection 597 Peiling Cui and Jiancheng Fang

Distribution System Fault Diagnosis Based on Improved Rough Sets with Uncertainty 607

Jing Dai and Qiuye Sun

A Design Method of Associative Memory Model with Expecting Fault-Tolerant Field 616

Guowei Yang, Shoujue Wang, and Qingxu Yan

Classification and Diagnosis of Mechanical Faults Using the RBF Network Based on the Local Bispectra 626

Shuhua Xu, Benxiong Huang, and Yuchun Huang

Temperature-Variation Fault Diagnosis of the High-Voltage Electric Equipment Based on the BP Neural Network 633

Zhen-Yu Wang, Yong-Wei Li, Peng Guo, and Xiao-Fang Yu

Diagnosis of Turbine Valves in the Kori Nuclear Power Plant Using Fuzzy Logic and Neural Networks 641

Hyeon Bae, Yountae Kim, Gyeongdong Baek, Byung-Wook Jung, Sungshin Kim, and Jung-Pil Shin

Communications and Signal Processing

Stochastic Cellular Neural Network for CDMA Multiuser Detection . . . . 651 Zhilu Wu, Nan Zhao, Yaqin Zhao, and Guanghui Ren

A New Approach of Blind Channel Identification in Frequency Domain 657

Chen Caiyun and Li Ronghua

Soft Decision-Directed Square Contour Algorithm for Blind Equalization 663

Liu Shunlan and Dai Mingzeng

Call Admission Control Using Neural Network in Wireless Multimedia Networks 672

Yufeng Ma and Shenguang Gong

A Neural Network Solution on Data Least Square Algorithm and Its Application for Channel Equalization 678

Jun-Seok Lim

Multiple Receive-Antennas Aided and RBF-Based Multiuser Detection for STBC Systems 686

Hongwu Liu and Ji Li

XXII Table of Contents - Part III

Location Management Cost Estimation for PCS Using Neural Network 695

Demin Li, Jie Zhou, Jiacun Wang, and Guoliang Wei

Neural-Based Separating Method for Nonlinear Mixtures 705 Ying Tan

Adaptive Natural Gradient Algorithm for Blind Convolutive Source Separation 715

Jian Feng, Huaguang Zhang, Tieyan Zhang, and Heng Yue

Blind Source Separation in Post-nonlinear Mixtures Using Natural Gradient Descent and Particle Swarm Optimization Algorithm 721

Kai Song, Mingli Ding, Qi Wang, and Wenhui Liu

Echo State Networks for Real-Time Audio Applications 731 Stefano Squartini, Stefania Cecchi, Michele Rossini, and Francesco Piazza

Blind Separation of Positive Signals by Using Genetic Algorithm 741 Mao Ye, Zengan Gao, and Xue Li

A Speech Enhancement Method in Subband 751 Xiaohong Ma, Xiaohua Liu, Jin Liu, and Fuliang Yin

Sequential Blind Signal Extraction with the Linear Predictor 758 Yunxia Li and Zhang Yi

Fast Code Detection Using High Speed Time Delay Neural Networks . . . 764 Hazem M. El-Bakry and Nikos Mastorakis

Multiscale Estimation to the Parameter of Multidimension Time Series 774

Cheng-Lin Wen, Guang-Jiang Wang, Chuan-Bo Wen, and Zhi-Guo Chen

Gaussianization Based Approach for Post-Nonlinear Underdetermined BSS with Delays 783

Alessandro Bastari, Stefano Squartini, Stefania Cecchi, and Francesco Piazza

Regularized Alternating Least Squares Algorithms for Non-negative Matrix/Tensor Factorization 793

Andrzej Cichocki and Rafal Zdunek

Underdetermined Blind Source Separation Using SVM 803 Yang Zuyuan, Luo Shiguang, and Chen Caiyun

Predicting Time Series Using Incremental Langrangian Support Vector Regression 812

Hua Duan, Weizhen Hou, Guoping He, and Qingtian Zeng

Table of Contents - Part III XXIII

Image/Video Processing

A New Approach for Image Restoration Based on CNN Processor 821 Jianye Zhao, Quansheng Ren, Jian Wang, and Hongling Meng

Using Alpha-Beta Associative Memories to Learn and Recall RGB Images 828

Cornelio Ydnez-Mdrquez, Maria Elena Cruz-Meza, Flavio Arturo Sdnchez-Garfias, and Itzamd Lopez-Ydnez

A Method for Enlargement of Digital Images Based on Neural Network 834

Zhao JiuFen, Zhang Xurong, and Li Qingzhen

Neural Network Based Correction Scheme for Image Interpolation 840 Liyong Ma, Yi Shen, and Jiachen Ma

Edge Enhancement Post-processing Using Hopfield Neural Net 846 Zhaoyu Pian, Liqun Gao, Kun Wang, Li Guo, and Jianhua Wu

Image Quality Assessment Based on Wavelet Coefficients Using Neural Network 853

Dongxue Yue, Xinsheng Huang, and Hongli Tan

Neural Network Approach for Designing One- and Two-Dimensional Quasi-Equiripple FIR Digital Filters 860

Xiaohua Wang, Yigang He, and Yulou Peng

Texture Image Segmentation Based on Improved Wavelet Neural Network 869

Deng-Chao Feng, Zhao-Xuan Yang, and Xiao-Jun Qiao

Local Spatial Properties Based Image Interpolation Using Neural Network 877

Liyong Ma, Yi Shen, and Jiachen Ma

Image Processing Applications with a PCNN 884 Mario I. Chacon M., Alejandro Zimmerman S., and Pablo Rivas P.

Image Segmentation Based on Cluster Ensemble 894 Zhiwen Yu, Shaohong Zhang, Hau-San Wong, and Jiqi Zhang

Decision-Based Hybrid Image Watermarking in Wavelet Domain Using HVS and Neural Networks 904

Hung-Hsu Tsai

MR Image Registration Based on Pulse-Coupled Neural Networks 914 Zhiyong Qiu, Jiyang Dong, and Zhong Chen

XXIV Table of Contents - Part III

Image Magnification Based on the Properties of Human Visual Processing 923

Sung-Kwan Je, Kwang-Baek Kim, Jin- Young Lee, and Jae-Hyun Cho

Incorporating Image Quality in Multimodal Biometrie Verification 933 Hong Huang, Jianwei Li, Zezhong Ma, and Hailiang Feng

Efficient Motion Estimation Scheme for H.264 Based on BP Neural Network 943

Wei Zhou, Haoshan SM, Zhemin Duan, and Xin Zhou

Neural Network Based Visual Tracking with Multi-cue Adaptive Fusion 950

Yongwei Li, Shiqiang Hu, and Peng Guo

One-Class SVM Based Segmentation for SAR Image 959 Jianjun Yan and Jianrong Zheng

A New Segmentation Metliod Based on SVM for HIFU Image-Guided System 967

Zhao Zhang, Su Zhang, Wei Yang, Ya zhu Chen, and Hong tao Lu

Applications of Neural Networks

Greenhouse Air Temperature and Humidity Prediction Based on Improved BP Neural Network and Genetic Algorithm 973

Fen He, Chengwei Ma, Junxiong Zhang, and Ying Chen

A Modified RBF Neural Network and Its Application in Radar 981 Yang Jun, Ma Xiaoyan, Lu Qianhong, Liu Bin, and Deng Bin

Driving Load Forecasting Using Cascade Neural Networks 988 Zhancheng Wang, Guoqing Xu, Weimin Li, and Yangsheng Xu

Minimal Resource Allocation on CAN Bus Using Radial Basis Function Networks 998

Yan Hao Wei, Mu-Song Chen, Chuan Ku Lin, and Chi-Pan Hwang

Neural Network Based High Accuracy Frequency Harmonie Analysis in Power System 1006

Xiaohua Wang, Yigang He, and Ying Long

Hardware/Software Partitioning of Core-Based Systems Using Pulse Coupled Neural Networks 1015

Zhengwei Chang and Guangze Xiong

Table of Contents - Part III XXV

Technical and Fundamental Analysis for the Forecast of Financial Scrip Quotation: An Approach Employing Artificial Neural Networks and Wavelet Transform 1024

Anderson da Silva Soares, Maria Stela Veludo de Paiva, and Clarimar Jose Coelho

Multi-view Moving Human Detection and Correspondence Based on Object Occupancy Random Field 1033

Jian Xu, Xiao-qing Ding, Sheng-jin Wang, and You-shou Wu

Determination of Storage Time of Rice Seed Using ANN Based on NIRS 1043

Zhu Dengsheng and Li Xiaoli

Selected Problems of Knowledge Discovery Using Artificial Neural Networks 1049

Keith Douglas Stuart and Maciej Majewski

An Intelligent Differential Evolution Algorithm for Designing Trading-Ratio System of Water Market 1058

Ying Liu, Bo Liu, Jikun Huang, Yunhua Wu, Ling Wang, and Yihui Jin

Neural Network-Based Hoo Filtering for Nonlinear Jump Systems 1067 Xiaoli Luan and Fei Liu

A Novel Off-Line Signature Verification Based on Adaptive Multi-resolution Wavelet Zero-Crossing and One-Class-One-Network.. . . 1077

Zhiqiang Ma, Xiaoyun Zeng, Lei Zhang, Meng Li, and Chunguang Zhou

Combining News and Technical Indicators in Daily Stock Price Trends Prediction 1087

Yuzheng Zhai, Arthur Hsu, and Saman K Halgamuge

Project-Based Artificial Neural Networks Development Software and Applications 1097

Xiaofeng Lin, Shaojian Song, Chunning Song, Qingbao Huang, and Xiao xiao Song

Effects of Salinity on Measurement of Water Volume Fraction and Correction Method Based on RBF Neural Networks 1107

Chunguo Jing, Guangzhong Xing, Bin Liu, and Qiuguo Bai

Implementation of Brillouin-Active Fiber for Low Threshold Optical Logic and Memory Based Neural Networks in Smart Structures 1114

Yong-Kab Kirn, Woo-Soon Kim, Yue Soon Choi, and Jong Goo Park

XXVI Table of Contents - Part III

Hydro Plant Dispatch Using Artificial Neural Network and Genetic Algorithm 1120

Po-Hung Chen

Application of Wavelet Packet Neural Network on Relay Protection Testing of Power System 1130

Xin-Wei Du, Yuan Li, and Di-Chen Liu

Robust Stabilization of Uncertain Nonlinear Differential-Algebraic Subsystem Using ANN with Application to Power Systems 1138

Qiang Zang and Xianzhong Dai

A Novel Residual Capacity Estimation Method Based on Extension Neural Network for Lead-Acid Batteries 1145

Kuei-Hsiang Chao, Meng-Hui Wang, and Chia-Chang Hsu

A Genetic Algorithm-Based Artificial Neural Network Approach for Parameter Selection in the Production of Tailor-Welded Blanks 1155

Yun Liu, De Xu, Xiuqing Wang, Min Tan, and Yongqian Zhang

Development of Artificial Neural Networks-Based In-Process Flash Monitoring (ANN-IPFM) System in Injection Molding 1165

Joseph Chen, Mandara Savage, and Jie (James) Zhu

Reduce Feature Based NN for Transient Stability Analysis of Large-Scale Power Systems 1176

Youping Fan, Min Xiong, Lu Liu, Jiguan Men, Cheng Tan, and Yunping Chen

Semi-active Control of Eccentric Structures Based on Neural Networks 1182

Hongnan Li, Linsheng Huo, and Tinghua Yi

Development of the Multi-target Tracking Scheme Using Particle Filter 1192

Yang Weon Lee

Author Index 1203