Wen Yu Haibo He Nian Zhang (Eds.)

Advances in

Neural Networks -

ISNN 2009

6th International Symposiumon Neural Networks, ISNN 2009

Wuhan, China, May 26-29, 2009

Proceedings, Part I

4^ Springer

Table of Contents — Part I

Theoretical Analysis

Optimal Inversion of Open Boundary Conditions Using BPNN

Data-Driven Model Combined with Tidal Model 1

Mingchang Li, Guangyu Zhang, Bin Zhou, Shuxiu Liang, andZhaochen Sun

Time-Varying Matrix Square Roots Solving via Zhang Neural

Network and Gradient Neural Network: Modeling, Verification and

Comparison 11

Yunong Zhang, Yiwen Yang, and Ning Tan

Analysis of Time-Varying EEG Based on Wavelet Packet Entropy 21

Minfen Shen, Jialiang Chen, and Patch J. Beadle

A New Practical Method on Hydrological Calculation 29

Lihua Feng and Xingcai Zhang

Bernoulli Neural Network with Weights Directly Determined and withthe Number of Hidden-Layer Neurons Automatically Determined 36

Yunong Zhang and Gongqin Ruan

Extension of Stochastic Dynamical System Involving GeneralizedBrownian Functionals 46

Lin Yu

Information Extraction System Based on Hidden Markov Model 52

Dong-Chul Park, Vu Thi Lan Huong, Dong-Min Woo,

Duong Ngoc Hieu, and Sai Thi Hien Ninh

Network Intrusion Detection with Workflow Feature Definition UsingBP Neural Network 60

Yong Wang, Dawu Gu, Wei Li, Hongjiao Li, and Jing Li

Features of Hodgkin-Huxley Neuron Response to Periodic Spike-Train

Inputs 68

Zeng An, Liu Yan, and Chen Liujun

Multi-start Stochastic Competitive Hopfield Neural Network for

p-Median Problem 75

Yiqiao Cai, Jiahai Wang, Jian Yin, Caiwei Li, and Yunong Zhang

An Information Theoretic Perspective of the Sparse Coding 84

Hideitsu Hino and Noboru Murata

XVIII Table of Contents - Part I

Information Dynamics and Intelligent Cooperation in NetworkedSocieties 94

Jing Wang, Fujun Ren, Mei Zhu, and Long Wang

Statistical Dependency of Image Wavelet Coefficients: Full BayesianModel for Neural Networks 104

Xingming Long and Jing Zhou

The Bounds on the Rate of Uniform Convergence of Learning Process

on Uncertainty Space 110

Xiankun Zhang, Minghu Ha, Jing Wu, and Chao Wang

Adaptive Growing Quantization for ID CMAC Network 118

Ming-Feng Yeh and Kuang-Chiung Chang

Qualitative Analysis of General Discrete-Time Recurrent Neural

Networks with Impulses 128

Xinquan Zhao

Simulation Study of CPG Model: Exploring of a Certain Characteristicsof Rhythm of Gait Movement on the Intelligent Creature 138

Wei Dong, Rubin Wang, and Zhikang Zhang

Recognition of Altered Rock Based on Improved Particle Swarm NeuralNetwork 149

Yunjun Zhan and Yanyan Wu

Development of Design Strategy for RBF Neural Network with the Aidof Context-Based FCM 156

Ho-Sung Park, Sung-Kwun Oh, and Hyun-Ki Kirn

A Stochastic Complex Dynamical Network and Its Synchronization .... 164

Tong-jun He and Zhengping Shi

Porosity Prediction Using Bagging of Complementary Neural

Networks 175

Pawalai Kraipeerapun, Chun Che Fung, and Sathit Nakkrasae

Research on the Evaluation Index System for Regional Integration:

Analysis and Empirical Study 185

Xiangzhao Huang, Qi Fei, Yangmin Ou, and Jian Lu

A Type of Integrating Formula without Derivative 194

Aifang Long and Di Ning

Ll-norm Regularization Based Nonlinear Integrals 201

JinFeng Wang, KinHong Lee, and KwongSak Leung

Function of EEG Temporal Complexity Analysis in Neural ActivitiesMeasurement 209

Xiuquan Li, Zhidong Deng, and Jianwei Zhang

Table of Contents - Part I XIX

A PDF-Matched Modification to Stone's Measure of Predictability for

Blind Source Separation 219

Mahdi Khosravy, Mohammad Reza Alsharif, and Katsumi Yamashita

Feedforward Neural Network with Multi-valued Connection Weights .... 229

Arit Thammano and Phongthep Ruxpakawong

A Method of Geometric Analysis of Condorcet Function 238

Xiaodong Xu and Xu Liu

Stability

Exponential Asymptotic Stability of a Two-Unit Standby Redundant

Electronic Equipment System under Human Failure 244

Xing Qiao, Zhaoxing Li, and Dan Ma

Globally Exponentially Attractive Set and Synchronization of a Class

of Chaotic Finance System 253

Jigui Jian, Xiaolian Deng, and Jianfeng Wang

Continuous and Discrete Halanay Delayed Inequalities and Their

Applications in Stability of Neural Networks 262

Jinhua Huang and Jiqing Liu

A Discrete-Time Recurrent Neural Network with One Neuron for

k-Winners-Take-All Operation 272

Qingshan Liu, Jinde Cao, and Jinling Liang

Stability of Stochastic Recurrent Neural Networks with Positive Linear

Activation Functions 279

Wudai Liao, Xuezhao Yang, and Zhongsheng Wang

Stability Conditions of Delayed Recurrent Neural Networks with

Positive Linear Activation Functions 286

Dongyun Wang and Yan Wang

The Dahlquist Constant Approach to Stability Analysis of the Static

Neural Networks 295

Guanjun Li and Jin Xu

Global Exponential Stability of Reaction-Diffusion Delayed BAM

Neural Networks with Dirichlet Boundary Conditions 303

Chaojin Fu and Ailong Wu

Global Robustly Asymptotically Stability of Cohen-Grossberg Neural

Networks with Nonnegative Amplification Function 313

Yongsu Kim, Huaguang Zhang, Lili Cui, and Xin Zhang

XX Table of Contents - Part I

Multistability of Neural Networks with a Class of ActivationFunctions 323

Lili Wang, Wenlian Lu, and Tianping Chen

Robust Stability of Control Systems with One Form of Uncertain

Parameters 333

Faming Zhang

Stability Analysis of a General Class of Continuous-Time RecurrentNeural Networks 340

Chaojin Fu and Zhongsheng Wang

Time-Delay Neural Networks

A New LMI-Based Stability Criteria for Delayed Cellular NeuralNetworks 347

Yanjun Shen, Linguo Zhang, and Yong Zhang

Multi-sensor Optimal Fusion Filters for a Class of Nonlinear

Intelligent Systems with Time Delays 357

Meiqin Liu, Meikang Qiu, and Senlin Zhang

Hoc Synchronization of General Discrete-Time Chaotic Neural Networkswith Time Delays 366

Meiqin Liu, Senlin Zhang, and Meikang Qiu

Stability of Hopfield Neural Networks with Time-Varying Delay 375Huimin Xiao

Global Exponential Stability of FCNNs with Bounded Uncertain

Delays 383

Guozheng Wang, Qianhong Zhang, and Zhenguo Luo

Finite-Time Boundedness Analysis of a Class of Neutral Type Neural

Networks with Time Delays 395

Jianfeng Wang, Jigui Jian, and Peng Yan

Global Passivity of Stochastic Neural Networks with Time-Varying

Delays 405

Jinming Liang and Qiankun Song

Exponential Stability of High-Order Fuzzy Cellular Neural Networks

with Time-Varying Delays 413

Haijun Jiang, Bianjing Guo, and Zhidong Teng

Further Stability Analysis for Neural Networks with Time-VaryingInterval Delay 423

Qiufeng Cai and Jianjiang Yu

Table of Contents - Part I XXI

Dynamic Analysis of Delayed Fuzzy Cellular Neural Networks with

Time-Varying Coefficients 433

Manchun Tan

Delay-Dependent Exponential Stability of Discrete-Time BAM Neural

Networks with Time Varying Delays 440

Rui Zhang, Zhanshan Wang, Jian Feng, and Yuanwei Jing

Memory State Feedback Stabilization for Time-Varying Delayed Neural

Networks Systems 450

Aijun Zhou, Guang Ren, Shubo Liu, and Yuan Zhang

Global Stability of Neural Networks with Delays and Impulses 455

Fengjian Yang, Chaolong Zhang, Dongqing Wu, Jianfu Yang,Yanshan Zeng, Lishi Liang, and Qun Hong

LMI Based Global Asymptotic Stability Criterion for Recurrent NeuralNetworks with Infinite Distributed Delays 463

Zhanshan Wang, Huaguang Zhang, Derong Liu, and Jian Feng

Existence and Stability of Periodic Solutions for BAM Neural Networks

with Time-Varying Delays and Impulses 472

Chunxue Wu and Bao Shi

Impulsive Exponential Synchronization of Coupled Fuzzy Neural

Networks with Time-Varying Delays 482

Jianting Zhou, Qiankun Song, and Jianxi Yang

A Delay Fractioning Approach to Global Synchronization of ComplexNetworks with Distributed Delays and Stochastic Disturbances 492

Quanxin Cheng, Haibo Bao, and Jinde Cao

Exponential Stability of Impulsive Hopfield Neural Networks with Time

Delays 503

Tingyan Xing, Muyao Shi, Wenjie Jiang, Nan Zhang, and Tuo Wang

Neutral Differential Systems with Impulse and Delay 512

Junhao Hu and Huafeng Chen

Finite Time Stability of Cohen-Grossberg Neural Network with

Time-Varying Delays 522

Dingguo Jiang

Evolution Differential Systems with Impulse and Delay 532

Yan Li

Passivity Analysis of Neural Networks with Time-Varying Delays of

Neutral Type 542

Jianqin Wang and Qiankun Song

XXII Table of Contents - Part I

Adaptive Exponential Synchronization of Stochastic Delay Neural

Networks with Reaction-Diffusion 550

Birong Zhao and Feiqi Deng

Global and Local Synchronization of General Multi-linked Delayed

Complex Dynamical Networks 560

Yongqing Zhao and Minghui Jiang

Global Exponential Stability of Impulsive Fuzzy Cellular NeuralNetworks with Delays and Reaction-Diffusion Terms 570

Xiaobo Li and Haijun Jiang

Nonnegative Periodic Dynamics of Cohen-Grossberg Neural Networkswith Discontinuous Activations and Discrete Time Delays 579

Xiangnan He, Wenlian Lu, and Tianping Chen

Research on the Application of Neural Network in Diaphragm IcingSensor Fault Diagnosis 589

Zhen Zhang, Jie Zhang, Lin Ye, and Ying Zheng

The Periodic Solution of a Class of Two Neurons Hopfield Networkwith Distributed Delay 601

Zhaogang Xiong, Wei Xu, and Boshan Chen

Machine Learning

A Hybrid MPSO-BP-RBFN Model for Reservoir Lateral Prediction 607

Shiwei Yu, Kejun Zhu, Xiufu Guo, and Jing Wang

Semi-supervised Learning Based on Label Propagation throughSubmanifold 617

Jiani Hu, Weihong Deng, and Jun Guo

BGNN Neural Network Based on Improved E.Coli Foraging

Optimization Algorithm Used in the Nonlinear Modeling of HydraulicTurbine 624

Yijian Liu and Yanjun Fang

A Hybrid Recurrent Neural Network for Machining Process Modeling. . . 635

Xingyu Lai, Chunyan Yan, Bangyan Ye, and Weiguang Li

Alternating Iterative Projection Algorithm of Multivariate Time Series

Mixed Models 643

Zhongcheng Zhang

Semi-supervised Learning with Multimodal Perturbation 651Lei Su, Hongzhi Liao, Zhengtao Yu, and Jiahua Tang

Table of Contents - Part I XXIII

Weights Updated Voting for Ensemble of Neural Networks Based

Incremental Learning 661

Jianjun Liu, Shengping Xia, Weidong Hu, and Wenxian Yu

Numerical Learning Method for Process Neural Network 670Tianshu Wu, Kunqing Xie, Guojie Song, and Xingui He

Specialized Affine Approximation for Nonlinear Systems Output

Tracking Using Neural Networks 679

Tsurng-Jehng Shen, Chorng-Shyr Jou, Meng-Jey Youh, and

Chia-Tang Chen

Personalized SCORM Learning Experience Based on Rating Scale

Model 689

Ayad R. Abbas and Liu Juan

The Key Theorem of Learning Theory on Uncertainty Space 699

Shujing Yan, Minghu Ha, Xiankun Zhang, and Chao Wang

A New Instance-Based Label Ranking Approach Using the Mallows

Model 707

Weiwei Cheng and Eyke Hiillermeier

Learning Performance of Tikhonov Regularization Algorithm with

Strongly Mixing Samples 717Jie Xu and Bin Zou

Efficient Learning from Few Labeled Examples 728Jiao Wang, Siwei Luo, and Jingjing Zhong

An Improved Quantum Evolutionary Algorithm with 2-Crossovers 735Zhihui Xing, Haibin Duan, and Chunfang Xu

A Maximum Power Point Tracking Method Based on Extension NeuralNetwork for PV Systems 745

Kuei-Hsiang Chao, Ching-Ju Li, and Meng-Huei Wang

A Versatile Hyper-Ellipsoidal Basis Function for Function

Approximation in High Dimensional Space 756

Saichon Jaiyen, Chidchanok Lursinsap, and Suphakant Phimoltares

Application of Item Response Theory to Collaborative Filtering 766

Biyun Hu, Yiming Zhou, Jun Wang, Lin Li, and Lei Shen

Interactive Learning Neural Networks for Predicting Game Behavior.... 774

Qiaomei Sun, Guang Ren, and Xiaowei Qi

Asymmetric Learning for Pedestrian Detection Based on Joint Local

Orientation Histograms 784

Junfeng Ge and Yupin Luo

XXIV Table of Contents - Part I

Using Strongly Connected Components as a Basis for Autonomous

Skill Acquisition in Reinforcement Learning 794

Seyed Jalal Kazemitabar and Hamid Beigy

The Research of Negative Correlation Learning Based on Artificial

Neural Network 804

Yi Ding, Xufu Peng, and Xian Fu

Algorithm of Neural Network Ensembles and Robust Learning 813Hai Qian and Youping Fan

The Heuristic Algorithm Based on Learning-Competing Model and Its

Application to Task Assignment Problem 819

Zhe Wang, Hongwei Wang, Xi Chen, and Yi Jiang

Comparisons of Machine Learning Methods for Electricity RegionalReference Price Forecasting 827

Ke Meng, Zhaoyang Dong, Honggang Wang, and Youyi Wang

Neural Modeling

Prediction of Chaotic Time Series Based on Neural Network with

Legendre Polynomials 836

Hongwei Wang and Hong Gu

Estimation for Speed and Leakage Power of Dual Threshold Domino

OR Based on Wavelet Neural Networks 844

Jinhui Wang, Lei Zuo, Na Gong, Darning Gao, Shuqin Geng,

Wang Zhang, Ligang Hou, Xiaohong Peng, and Wuchen Wu

Using Wavelet Based Neural Networks for Feedback Signals Estimation

of a Vector Controlled Induction Motor Drive 852

Hassan Moghbelli, Akbar Rahideh, and Ali A Safavi

Study on Method of Identifying Dissolved Gases in Transformer OilBased on Improved Artificial Neural Network Algorithm 863

Xingang Chen, Weigen Chen, Yi Yang, and Liangling Gu

Using Chaotic Neural Network to Forecast Stock Index 870

Bo Ning, Jiutao Wu, Hui Peng, and Jianye Zhao

A Fast Algorithm for 2-D ARMA Parameters Estimation 877

Zhipo Deng and Youshen Xia

Grey Neural Network Based Predictive Model for Multi-core

Architecture 2D Spatial Characteristics 887

Jingling Yuan, Tao Jiang, Jingjing He, and Luo Zhong

Table of Contents - Part I XXV

Neural Network Algorithm for Installation Error Identification Based

on Bearing-only Target Motion Analyses 893Lin Wen, Zhong Liu, Ya-song Luo, and Xue-zhi Fu

Nonlinear Time Series Prediction by Using RBF Network 901

Liqiang Zhu

Traveling Wave Solutions in a One-Dimension Theta-Neuron Model .... 909

Guoguang Wen, Yongguang Yu, Zhaoxia Peng, and Wei Hu

Seismic Responses Prediction of Nonlinear Building Structures Based

on Multi-Branch BP Neural Network 919

Linsheng Huo, Hongnan Li, and Bing Li

Coupling Analysis of Manufacturing Characteristics and Mechanics

Property of Microminiature Gear Mechanism Based on Neural

Network 929

Xin Jin, Zhijing Zhang, Fuchang Zuo, and Zhongxin Li

Gas Concentration Forecasting Based on Support Vector Regression inCorrelation Space via KPCA 937

Jian Cheng, Jian-sheng Qian, Guang-dong Niu, and Yi-nan Guo

A CMMS-Based Formal Conceptual Modeling Approach for Team

Simulation and Training 946Jian Wang and Hongwei Wang

SOSBP: An Efficient Bargaining Protocol for E-Market 956Liu Hong, Haigang Song, Xueguang Chen, and Qihua Zhang

Implicit Camera Calibration Based on a Nonlinear Modeling Functionof an Artificial Neural Network 967

Dong-Min Woo and Dong-Chul Park

Credit Risk Assessment Model of Commercial Banks Based on FuzzyNeural Network 976

Ping Yao, Chong Wu, and Minghui Yao

Multi-information Fusion and Identification System for Laser

Welding 986

Ming Zhou, Wenzhong Liu, and Lei Wan

Integrating Generalized Linear Auto-Regression and Artificial NeuralNetworks for Coal Demand Forecasting 993

Ping Yao

On Momentum and Learning Rate of the Generalized ADLINE Neural

Network for Time Varying System Identification 1002Wenle Zhang

XXVI Table of Contents - Part I

Inference of Differential Equations for Modeling Chemical Reactions .... 1014

Bin Yang, Yuehui Chen, and Qingfang Meng

Decision Making Systems

Supply Chain Management with Revenue-Sharing Contract in a JIT

Setting 1024

Taigui Qin

Hyper-Chaotic Mathematical Programming Method and Its Application

to Dodecahedron Variable Geometry Truss Manipulator 1033

Youxin Luo, Bin Zeng, and Zheming He

An Adaptive MO-HGA for Resource-Constrained Transport Task

Scheduling 1041

Jian Wang and Hongwei Wang

Evolutional Aspects of the Construction of Adaptive KnowledgeBase 1053

Istvan Elek

Evacuation Route Planning Algorithm: Longer Route Preferential 1062

Maimai Zeng and Cheng Wang

Using Neural Networks for the Foreign Investment ManagementDecision Support System 1072

Sihai Guo, Shan Feng, Yong Zhao, and Kaibo Zhou

Allocation Method of Total Permitted Pollution Discharge CapacityBased on Uniform Price Auction 1080

Congjun Rao, Zhongcheng Zhang, and June Liu

Fuzzy Group Decision Making Method and Its Application 1090

Cheng Wang, Zhongcheng Zhang, and Congjun Rao

Research on Multi-time Period Production Plan of Supply Chain under

Demands Uncertainty 1098

Hali Pang, Yongjun Wei, Shan Wang, and Xiaobin Liu

Research on Coordination Model of Multiplexed System Based on

DEA 1107

Zhengping He, Hongtao Zhou, Wei Zeng, Yushuo Chen, and Qi Fei

Co-integration Analysis of Multiplexed System Based on VAR 1115

Zhengping He, Hongtao Zhou, Wei Zeng, Jiang Jiang, and Qi Fei

Research on Stability Region for a Type of Production Inventory

Control System 1123

Yongchang Wei and Hongwei Wang

Table of Contents - Part I XXVII

Analyses and Improvement of Case-Based Decision Model of Product

Conceptual Design 1131

Qing Wang, Yong Zhao, and Congjun Rao

Information Integration Approach to Vendor Selection Group Decision

Making under Multiple Criteria 1138

Wu Li, Xiaomei Zhang, and Yan Chen

Models Choice of Grid-Based Decision Support System 1144

Zhiwu Wang, Yanhui Zhang, Haigang Song, and Xueguang Chen

Implementing Power System Management via Semantic Web Services

Composition 1154

Qing Liu, Jinyu Wen, and Haishun Sun

Optimal Auction Model Analysis and Mechanism Design of Indivisible

Goods 1161

Congjun Rao, Yong Zhao, Huiling Bao, and Qing Wang

GUPTDSS: Grid Based Urban Public Transport Decision Support

System 1171Yu Wang, Haigang Song, Liu Hong, and Xueguang Chen

Decision Making Based on Emergency Plan Templates 1181

Pan Tang, Hongwei Wang, and Wei Zeng

Computational Intelligence Techniques for a Smart Electric Grid of the

Future 1191

Zhenhua Jiang

Impact of Non-schedulability on Embedded System Performance 1202

Jiafu Wan, Di Li, Hehua Yan, and Ping Zhang

Author Index 1211