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|Additional Physical Format:||Print version:
Advances in neural network research and applications.
New York : Springer, 2010
|Material Type:||Document, Internet resource|
|Document Type:||Internet Resource, Computer File|
|All Authors / Contributors:||
Tommaso Tseng; Jun Wang
|Description:||1 online resource (xxvi, 936 pages) : illustrations (some color).|
|Contents:||Title Page; Preface; Organization; Table of Contents; Prediction and Forecasting; Fuzzy Neural Networks; Optimization and Planning; Pattern Recognition; Signal and Image Processing; Robotics and Control; Transportation Systems; Industrial Applications; Real-World Applications; A Novel Prediction Mechanism with Modified Data Mining Technique for Call Admission Control in Wireless Cellular Network; Introductions; Related Works; CAC Overviews; Time Series Prediction; Methodology; The Proposed Prediction Method; Design Considerations; Experimental Results; Conclusions; References. The Study of Forecasting Model of Rock Burst for Acoustic Emission Based on BP Neural Network and Catastrophe TheoryIntroduction; The Establishment of Forecasting Model of Time Series Neural Network; The Introduction of BP Neural Network; Process of Network Training; Establishment of Time Series Neural NetworkForecasting Model; Catastrophe Cusp Model and Yield Mechanism; Application of BP Neural Network --
Mutation Model in Rock Burst Prediction of Acoustic Emission; Conclusion; References; Application of Wavelet Neural Network to Prediction of Water Content in Crude Oil; Introduction. Water Content in Crude Oil Measurement SystemWavelet Neural Network Model; Basic Theory; Wavelet Neural Network; The Prediction Model Simulation; Conclusion; References; Prediction of Urban Heat Island Intensity in Chuxiong City with Backpropagation Neural Network; Introduction; A Survey of Chuxiong City; Natural Situation of Chuxiong City; Sequential Variation of Urban Heat Island in Chuxiong City; Prediction of Urban Heat Island Intensity in Chuxiong City with Backpropagation Neural Network; Influencing Factors of Urban Heat Island in Chuxiong City. Prediction Process with Backpropagation Neural NetworkPredicted Result and Analysis; Conclusion; References; Research on the Fouling Prediction of Heat Exchanger Based on Wavelet Relevance Vector Machine; Introduction; The Principles of Wavelet Relevance Vector Machine; Wavelet Transform; Relevance Vector Machine; Construction of WRVM Prediction Model; Fouling Thermal Resistance Prediction Based on WRVM; Data Acquisition and Pretreatment; Structure of Kernel Function; Results and Discussion; Conclusions; References. Electricity Price Forecasting Using Neural Networks Trained with Entropic CriterionIntroduction; MLP Trained with MEE Criterion; Price Forecasting by MLP with MEE Criterion; Simulation and Analysis; Conclusions; References; Least Square Support Vector Machine Ensemble for Daily Rainfall Forecasting Based on Linear and Nonlinear Regression; Introduction; The Building Process of the LS-SVM Ensemble Model; Feature Extraction Used by PP-PSO; Extraction of Linear Features by Three Traditional Linear Regression; Extraction of Nonlinear Features by Three NNs Methods.
|Series Title:||Lecture notes in electrical engineering, v. 67.|
|Responsibility:||Zhigang Zeng, Jun Wang (eds.).|