Keywords:
Soft computing -- Congresses.
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Soft computing -- Industrial applications -- Congresses.
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Electronic books.
Description / Table of Contents:
This book presents some 33 rigorously reviewed, high quality research papers on soft computing, presented at WSC17, the 17th Online World Conference on Soft Computing in Industrial Applications, which was held from December 2012 to January 2013.
Type of Medium:
Online Resource
Pages:
1 online resource (382 pages)
Edition:
1st ed.
ISBN:
9783319009308
Series Statement:
Advances in Intelligent Systems and Computing Series ; v.223
URL:
https://ebookcentral.proquest.com/lib/geomar/detail.action?docID=1592561
DDC:
006.3
Language:
English
Note:
Intro -- Preface -- Organization -- Contents -- Part ISoft Computing in Industrial Applications -- 1 Advanced Methods for 3D Magnetic Localization in Industrial Process Distributed Data-Logging with a Sparse Distance Matrix -- Abstract -- 1…Introduction -- 2…The Localization System Setup -- 2.1 Sensor Node -- 2.2 Magnetic Field Generation -- 2.3 Distance Calculation -- 3…Localization -- 3.1 MDS Mapping -- 3.2 NLMR -- 4…Results -- 5…Conclusion -- Acknowledgments -- References -- 2 Neural Network Ensemble Based on Feature Selection for Non-Invasive Recognition of Liver Fibrosis Stage -- Abstract -- 1…Introduction -- 2…Liver Fibrosis Recognition -- 3…Neural Network Ensemble -- 3.1 Creating the Pool of Classifiers -- 3.2 Ensemble Pruning -- 3.3 Fusion of Individual Classifiers -- 4…Experimental Results -- 4.1 Set-up -- 4.2 Results -- 4.3 Results Discussion -- 5…Conclusions -- References -- 3 Cooperative and Non-cooperative Equilibrium Problems with Equilibrium Constraints: Applications in Economics and Transportation -- Abstract -- 1…Introduction -- 2…Notation -- 3…Cooperative EPECs (MOPECS) -- 4…Non Cooperative EPECs (NCEPECS) -- 5…Mapping Non Cooperative to Cooperative Solution -- 6…Numerical Examples -- 6.1 Example 1: Competition between Producers -- 6.2 Example 2: Competition between Authorities -- 7…Conclusions -- References -- 4 Statistical Genetic Programming: The Role of Diversity -- Abstract -- 1…Introduction -- 2…Statistical Genetic Programming -- 2.1 Statistical Information of a GP Tree -- 2.2 Correlation Based Crossover -- 2.3 Correlation Based Mutation -- 2.4 Variance Based Editing -- 3…Diversity in Genetic Programming -- 4…Experimental Results and Discussion -- 4.1 Test Problems and GP Parameter Settings -- 4.2 Accuracy Evaluation -- 4.3 Diversity and SGP -- 5…Conclusions -- References.
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5 Breast MRI Tumour Segmentation Using Modified Automatic Seeded Region Growing Based on Particle Swarm Optimization Image Clustering -- Abstract -- 1…Introduction -- 2…Related Work -- 3…Proposed Approach -- 3.1 Image Pre-Processing -- 3.2 Breast Skin Detection and Deletion -- 3.3 A Modified Automatic SRG Based On PSO Image Clustering -- 3.3.1 Seeded Region Growing -- 3.3.2 Particle Swarm Optimization (PSO) Image Clustering -- 3.3.3 The Proposed Automatic SRG Initial Seed Selection. -- 3.3.4 The Proposed Automatic SRG Threshold Value Selection. -- 4…Experimental Results and Discussion -- 5…Conclusion -- References -- 6 Differential Evolution and Tabu Search to Find Multiple Solutions of Multimodal Optimization Problems -- Abstract -- 1…Introduction -- 2…Differential Evolution -- 2.1 Standard Differential Evolution -- 2.2 Differential Evolution with Ring Topology -- 3…Proposed Method -- 4…Simulation Results -- 4.1 Experimental Settings -- 4.2 Results Discussion -- 5…Conclusions -- References -- 7 A New RBFNDDA-KNN Network and Its Application to Medical Pattern Classification -- Abstract -- 1…Introduction -- 2…Classification Methods -- 2.1 Radial Basis Function Neural Network with Dynamic Decay Adjustment -- 2.2 The k-Nearest Neighbour (KNN) Algorithm -- 2.3 The RBFNDDA-KNN Network -- 3…Experimental Study -- 3.1 Benchmark Medical Problems -- 3.2 A Real Medical Problem -- 4…Summary -- References -- 8 An Approach to Fuzzy Modeling of Anti-lock Braking Systems -- Abstract -- 1…Introduction -- 2…ABS Process Models -- 3…Simulated Annealing Algorithm -- 4…Experimental Results -- 5…Conclusions -- Acknowledgments -- References -- 9 An Improved Evolutionary Algorithm to Sequence Operations on an ASRS Warehouse -- Abstract -- 1…Introduction -- 2…The Storage System -- 3…Job Shop Scheduling Problem -- 4…Methodology -- 4.1 Constructive Algorithm.
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4.2 The Evolutionary Algorithm Structure -- 5…Computational Experiments -- 6…Conclusions -- Acknowledgments -- References -- 10 Fuzzy Reliability Analysis of Washing Unit in a Paper Plant Using Soft-Computing Based Hybridized Techniques -- Abstract -- 1…Introduction -- 2…A Brief Overview of FLT, GABLT and NGABLT Techniques -- 2.1 FLT Technique -- 2.2 GABLT Technique -- 2.3 NGABLT Technique -- 3…Washing System Description -- 4…Result and Discussion -- 5…Conclusion -- References -- 11 Multi-objective Algorithms for the Single Machine Scheduling Problem with Sequence-dependent Family Setups -- Abstract -- 1…Introduction -- 2…Problem Description -- 3…Methodology -- 3.1 Algorithms Based on MOVNS -- 3.2 Algorithms Based on PILS -- 4…Computational Experiments -- 4.1 Instances -- 4.2 Performance Assessment Metrics -- 4.3 Results -- 5…Conclusions -- Acknowledgments -- References -- 12 Multi-Sensor Soft-Computing System for Driver Drowsiness Detection -- Abstract -- 1…Introduction -- 2…Driving Scene Modeling and Hardware Setup -- 3…Software Components and Algorithms -- 3.1 Depth Camera Based Driver Status Monitoring -- 3.2 Steering Behavior and Physiological Measurements -- 3.3 Feature Computation, Sensor Fusion, Pattern Classification -- 4…Experimental Results -- 5…Conclusion and Future Work -- Acknowledgments -- References -- 13 A New Evolving Tree for Text Document Clustering and Visualization -- Abstract -- 1…Introduction -- 2…Background -- 2.1 The Structure of ETree -- 2.2 The Learning Algorithm of ETree -- 2.3 A Framework for ETree Implementation Implementation -- 3…Text Document Clustering and Visualization Using the ETree -- 4…Case Study -- 4.1 (a) Growing (evolving) of tree -- 4.2 (b) Computation complexity -- 4.3 (c) Remarks -- 5…Summary -- References.
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14 Brain--Computer Interface Based on Motor Imagery: The Most Relevant Sources of Electrical Brain Activity -- Abstract -- 1…Introduction -- 2…Methods -- 3…Results -- 4…Discussion -- Acknowledgments -- References -- 15 A Single Input Rule Modules Connected Fuzzy FMEA Methodology for Edible Bird Nest Processing -- Abstract -- 1…Introduction -- 2…Background -- 2.1 The Zero-Order SIRMs Connected FIS Model -- 2.2 The \alpha -Level Set and Comparable Fuzzy Sets -- 2.3 The Monotonicity Property -- 3…The Proposed Fuzzy FMEA Methodology -- 3.1 The Proposed Fuzzy FMEA Procedure -- 3.2 Modelling of the SIRMs Connected FIS-Based RPN Model -- 4…Results and Discussion -- 4.1 An Analysis on Fuzzy Rule Reduction -- 4.2 An Analysis on the Risk Evaluation Results -- 5…Summary -- References -- 16 A Novel Energy-Efficient and Distance-Based Clustering Approach for Wireless Sensor Networks -- Abstract -- 1…Introduction -- 2…Problem Statement -- 3…The EEDC Approach -- 4…Performance Evaluation -- 5…Conclusion and Future Work -- References -- 17 Characterization of Coronary Plaque by Using 2D Frequency Histogram of RF Signal -- Abstract -- 1…Introduction -- 2…Methodology -- 2.1 IVUS Method -- 2.2 2D Histogram -- 2.3 k-Nearest Neighbor Method -- 3…Tissue Characterization by Proposed Method -- 4…Experiments -- 4.1 Experimental Settings -- 4.2 Experimental Results -- 5…Discussions -- 6…Conclusions -- Acknowledgments -- References -- 18 Face Recognition Using Convolutional Neural Network and Simple Logistic Classifier -- Abstract -- 1…Introduction -- 2…Logistic Regression, Convolutional Neural Networks -- 2.1 Convolution Neural Networks -- 2.2 Logistic Regression Classifier -- 3…Proposed Method -- 4…Dataset -- 5…Simulation Results and Discussions -- 6…Conclusion -- References -- 19 Continuous Features Discretization for Anomaly Intrusion Detectors Generation -- Abstract.
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1…Introduction -- 2…Background -- 2.1 Anomaly Intrusion Detection -- 2.2 Genetic Algorithms -- 2.3 Negative Selection Approach -- 2.4 Equal-Width Binning Algorithm -- 3…Related Work -- 4…Proposed Approach -- 4.1 Motivation -- 4.2 Suggested Approach -- 5…Experiment -- 5.1 Data Set -- 5.2 Experiment Settings -- 5.3 Results -- 6…Conclusion and Future Work -- Open Access -- References -- 20 Visualisation of High Dimensional Data by Use of Genetic Programming: Application to On-line Infrared Spectroscopy Based Process Monitoring -- Abstract -- 1…Introduction -- 2…Topological Mapping for Visualization of High Dimensional Data -- 3…Visualisation by Use of Genetic Programming -- 4…Application Example: Visualization of Spectral Database -- 5…Conclusions -- Acknowledgments -- References -- 21 Radial Basis Artificial Neural Network Models for Predicting Solubility Index of Roller Dried Goat Whole Milk Powder -- Abstract -- 1…Introduction -- 2…Review of Literature -- 2.1 Butter -- 2.2 Cheese -- 2.3 Processed Cheese -- 2.4 Milk -- 2.5 Burfi -- 2.6 ANN Modelling in Other Foodstuffs -- 3…Method Material -- 4…Results and Discussion -- 5…Conclusion -- References -- 22 Online Prediction of Wear on Rolls of a Bar Rolling Mill Based on Semi-Analytical Equations and Artificial Neural Networks -- Abstract -- 1…Introduction -- 2…Semi-Analytical Models for Spread and Wear -- 3…Experimental Data -- 4…Neural Network Model -- 5…Results and Discussion -- 6…Conclusions -- References -- Part IIHybrid Machine Learning for Non-stationary and Complex Data -- 23 Real-Time Analysis of Non-stationary and Complex Network Related Data for Injection Attempts Detection -- Abstract -- 1…Rationale -- 2…Current SQLIA Attack Detection Methods and Tools -- 3…Genetic Algorithm Description -- 4…Experiments -- 5…Results -- 6…Conclusions -- Acknowledgments -- References.
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24 Recommending People to Follow Using Asymmetric Factor Models with Social Graphs.
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