Advances in Neural Networks ISNN 2007 - GBV
Transcript of Advances in Neural Networks ISNN 2007 - GBV
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
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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
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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
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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
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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
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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
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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
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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
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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
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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