Intelligent Computing Technology

Name: Intelligent Computing Technology | 8th International Conference, ICIC 2012, Huangshan, China, July 25-29, 2012, Proceedings
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8th International Conference, ICIC 2012, Huangshan, China, July 25-29, 2012, Proceedings

De-Shuang Huang Changjun Jiang Vitoantonio Bevilacqua Juan Carlos Figueroa(Herausgeber*in)

Springer (Verlag)

Erschienen am 23. Juli 2012

XXIV, 667 Seiten

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Title
Preface
ICIC 2012 Organization
Table of Contents
Evolutionary Learning and Genetic Algorithms
PSO Assisted NURB Neural Network Identification
Introduction
The Hammerstein System
Modelling of Hammerstein System Using NURB Neural Network
The System Identification of Hammerstein System Based on NURB Using PSO
An Illustrative Example
Conclusions
References
2D Discontinuous Function Approximation with Real-Valued Grammar-Based Classifier System
Introduction
The rGCS
Function Estimation Experiments
Induced Grammar Analysis
Conclusion
References
A Scatter Search Methodology for the Aircraft Conflict Resolution Problem
Introduction
Problem Definition
Flight Safety Constraints
The Objective Function
Scatter Search Algorithm
Population Initialization
Reference Set Generation
Subset Generation
Solutions Combination Method
Reference Set Update Method
Performance Evaluation
Conclusion
References
Self-adaptive Differential Evolution Based Multi-objective Optimization Incorporating Local Search and Indicator-Based Selection
Introduction
The Proposed Method
Population Initialization
The Variation Operators
The Selection Operator
The Updating Rule of the Archive Population
The Framework of the Proposed Algorithm
Experiments
Performance Indicators
Parameters Settings
Experimental Results
Conclusions
References
Fuzzy Theory and Models
Application of Data Mining in Coal Mine Safety Decision System Based on Rough Set
Introduction
Model for Default Rule Mining
Data Mining System Based on
Data Pre-processing Module
Attribute Reduction Module
Rule Extraction Module
Rule Evaluation and Interpretation Module
Application
Discretization of Continuous Attributes
Attribute Reduction
Default Rules Mining
Summary
References
Study on Web Text Feature Selection Based on Rough Set
Introduction
The Improvement of Weight Calculation Formula
Feature Selection Based on Rough Set
Experiments and Analysis of Eight Categories
Conclusion
References
A Generalized Approach for Determining Fuzzy Temporal Relations
Introduction
Representation of Fuzzy Temporal Relations
Fuzzy Time Point
Fuzzy Time Interval
Correspondences between Fuzzy Temporal Relations and Temporal Relations
Determination of Fuzzy Temporal Relations
Conclusion
References
Applications on Information Flow and Biomedical Treatment of FDES Based on Fuzzy Sequential Machines Theory
Introduction
Preliminaries
Message Analyses Based on Equivalence Relations
Application to Medical Decision Systems
Concluding Remarks
References
Discontinuous Fuzzy Systems and Henstock Integrals of Fuzzy Number Valued Functions
Introduction
Preliminaries
The Strong Henstock Integrals of Fuzzy Number Valued Functions in
The Existence of Solutions for Discontinuous Fuzzy Systems
Conclusions
References
Swarm Intelligence and Optimization
A Phased Adaptive PSO Algorithm for Multimodal Function Optimization
Introduction
The Standard Particle Swarm Optimization
Algorithm Background
The Theory of the Particle Swarm Optimization
A Phased Adaptive Particle Swarm Optimization(PAPSO)
Multimodal Function Test and Results
Conclusion
References
The Comparative Study of Different Number of Particles in Clustering Based on Three-Layer Particle Swarm Optimization*
Introduction
Three-Layer Particle Swarm Optimization(THLPSO)
Classification and Analysis
Ten Configurations of the Number of Particles in Clustering and Computation Cost Analysis
Function Classification and Experiment Parameters Configuration
Experiments
Experimental Results Based on THLPSO
The Contrast between Original Algorithm and THLPSO
Conclusion
References
Implementation of Mutual Localization of Multi-robot Using Particle Filter
Introduction
Localization Algorithm
Triangulation
Trilateration
Bounding Box
Condensation Algorithm
Particle Filter Algorithms
Application of Particle Filter for Multi-robots
Experiment Result
Conclusions
References
Optimization of Orthogonal Poly Phase Coding Waveform Based on Bees Algorithm and Artificial Bee Colony for MIMO Radar
Introduction
Orthogonal Polyphase Signal Design for MIMO
Evolutionary Algorithms for DFCW
Artificial Bee Colony Algorithm Optimization of DFCW
Bees Algorithm Optimization for DFCW
Simulation Results
Conclusion
References
Kernel Methods and Supporting Vector Machines
SVM Regularizer Models on RKHS vs. on
Introduction
Representer Theory
Two Regularized Models for SVMs
Newton Methods for Reduced Models with Different Losses
Setup of Newton-Type Algorithms
Specification of Algorithms with Smooth Loss Functions
SMW Identity and Advantage of GSVM
Experimental Results
Artificial Data with Reduced Methods
Benchmark Data Experiments Comparison
Conclusion
References
Research on Performance Comprehensive Evaluation of Thermal Power Plant under Low-Carbon Economy
Introduction
Performance Evaluation Index System under Low-Carbon Economy
Principal Component Analysis
Support Vector Machine
Performance Comprehensive Evaluation Model
Experiments
Date Preprocessing by PCA
Two-Layer SVM Training and Testing
Conclusions
References
Nature Inspired Computing and Optimization
Computing the Minimum Cover in Weighted Sequences
Introduction
Preliminaries
Constructing the ECT
Outline of Our Algorithm
Conclusions
References
A Novel Hybrid Evolutionary Algorithm for Solving Multi-Objective Optimization Problems
Introduction
CEDA-MSGA
Individual Evaluation Method
Model Student" Set
Genetic Evolution and Co-evolution Based on Simulated Annealing
Implementation Process of the Algorithm
Experimental Results and Discussions
Test Problems
Performance Metrics
Design of Experiments
Experimental Results and Analysis
Conclusions and Future Works
References
Heuristic Algorithms for Solving Survivable Network Design Problem with Simultaneous Unicast and Anycast Flows
Introduction
Related Works
Proposed Algorithms
Free Bandwidth Based Heuristic Algorithm 1 (FBB1)
Free Bandwidth Based Heuristic Algorithm 2 (FBB2)
Experimental Results
Problem Instances
Experiment Setup
System Setting
Computational Results
Conclusion
References
Systems Biology and Computational Biology
Protein-Protein Binding Affinity Prediction Based on an SVR Ensemble
Introduction
Methods
Data Set
Input Features
Two-Layer Support Vector Regression Model
Evaluation of TLSVR Model
Results and Discussion
Results of OLSVR and TLSVR
Comparison with Other State-of Art Methods
References
A Novel Two-Stage Alignment Method for Liquid Chromatography Mass Spectrometry-Based Metabolomics*
Introduction
Experimental Section
Spiked-in Samples
LC-MS Analysis
Theoretical Basis
Results and Discussion
Conclusions
References
Reconstruction of Metabolic Association Networks Using High-throughput Mass Spectrometry Data*
Introduction
Methods and Materials
Shrinkage Covariance Estimation
Regression with Dimension Reduction
False Discovery Rate
Data
Performance Evaluation
Results and Discussion
Conclusion
References
Predicting Protein Subcellular Localization by Fusing Binary Tree and Error-Correcting Output Coding
Introduction
Materials and Methods
Dataset
Representation of Protein Sequence
Ensemble Classifier Prediction System
Experimental Results
Conclusion
Reference
Exponential Stability of a Class of High-Order Hybrid Neural Networks*
Introduction
Preliminaries
Main Results
Example
Conclusions
References
Knowledge Discovery and Data Mining
Mining Google Scholar Citations: An Exploratory Study
Introduction
Data in GSC
Web Page Description
Data Collection
Citation Analysis
Index Metrics
Personal Citation Pattern
Topic Trend
Conclusion
References
Knowledge Acquisition of Multiple Information Sources Based on Aircraft Assembly Design
Introduction
Building Process of Assembly Knowledge Base
Knowledge Acquisition
Acquisition of Rule Knowledge
Acquisition of Fact Knowledge
Acquisition of Instance Knowledge
Conclusion
References
Graph Theory and Algorithms
Generalizing Sufficient Conditions and Traceable Graphs
Introduction
Proof of Main Results
Conclusion
References
Note on the Minimal Energy Ordering of Conjugated Trees*
Introduction
Preliminaries
Main Results
References
Machine Learning Theory and Methods
An Ensemble Method Based on Confidence Probability for Multi-domain Sentiment Classification
Introduction
An Ensemble Method Based on Confidence Probability
The CEC Description
The Pre-labeling Method Based on Confidence Probability
The Number of Iteration
The Ensemble Method
Experimental Evaluation
Conclusions and Future Work
References
Robust ISOMAP Based on Neighbor Ranking Metric
Introduction
A Brief Review of ISOMAP
Robust ISOMAP Method
Neighbor Ranking Metric
Outlier Removing
Neighborhood Selection
Robust ISOMAP Algorithms
Experiment
Experiments on Swiss Roll Data
Experiments on USC-SIPI Dataset
Conclusion
References
Modeling by Combining Dimension Reduction and L2Boosting
Introduction
Dimension Reduction Based L2Boosting and Its Extension
Algorithm of Dimension Reduction Based
Consistency of DRL2B
Further Refinement: Itrative DRL2B
Simulations and Real Data Analysis
Simulations
Real Data Analysis
Conclusions
References
Geometric Linear Regression and Geometric Relation
Introduction
Geometric Regression and Geometric Relation
Making a Curve with Order Data
Geometric Regression Method
Prediction by Geometric Regression Model
Parameters of Curve Manifolds
Experimental Results
Discussion
Conclusion
References
Biomedical Informatics Theory and Methods
Optimal Control Strategies of a Tuberculosis Model with Exogenous Reinfection
Introduction
ATB Model with Exogenous Reinfection
Analysis of Optimal Controls
Numerical Simulation
References
Method of Smartphone Users' Information Protection Based on Composite Behavior Monitor
Introduction
Related Research
Feature Code Detection Method
Heuristic Analysis Method
Behavior Blocking Method
Method of Composite Monitoring
Malicious Behavior Feature
Heuristic Scanning
Behavior Blocking Monitor
A Protection Model of Users' Information Based on Composite Monitoring
Experimental Analyses
Conclusion
References
Complex Systems Theory and Methods
Improved Digital Chaotic Sequence Generator Utilized in Encryption Communication
Introduction
Chaos Theory
Logistic Sequence Generator and Key Selection
Digital Logistic Hardware Realization and Its Output Sequence Test
Digital Logistic Hardware Realization
Digital Logistic Output Sequence Test and Analysis
Conclusion
References
Modeling and Adaptive Control for Flapping-Wing Micro Aerial Vehicle
Introduction
Dynamic Modeling of FMAV
Adaptive H8 Control and Performance
Simulation Study
Conclusion
References
Distributed Staff's Integral Systems Design and Implementation
Introduction
The Concept
Design and Realization
The General Framework
The System Topology Schematic
System Integration Rules
The Core Algorithm
Summary
References
Pervasive/Ubiquitous Computing Theory and Methods
Research of QoC-aware Service Adaptation in Pervasive Environment
Introduction
Quality Based Service Adaptation
Agent Based Quality Management of Context
QoC-aware Context Processing Procedure
Typical Quality Factors Used for Adaptation
QoC-aware Adaptation
Performance Results
Conclusions
References
Energy Efficient Filtering Nodes Assignment Method for Sensor Networks Using Fuzzy Logic*
Introduction
Statistical En-route Filtering (SEF)
Proposed Method
System Model and Assumptions
Motivation
System Operation
Fuzzy Logic Design
Simulation Results
Conclusion
References
Sentiment Analysis with Multi-source Product Reviews
Introduction
Related Work
Binary Sentiment Classification Based on Product Aspect
Preprocessing
Build Aspect Words List
Review Sentences Breakup
Implicit Aspect Discovery
Text Feature Representation
Classifier
Sentiment Analysis on Product Reviews in Microblog System
Text Feature Extraction
Two-Stage SVM
Minimum Cut Model Optimization
Regression
OVA-SVMs
Experiments
Sentiment Classification Based on Product Aspect
Sentiment Analysis on Product Reviews in Microblog System
Conclusion
References
Intelligent Computing in Bioinformatics
Identifying CpG Islands in Genome Using Conditional Random Fields
Introduction
Conditional Random Fields
Identifying CpG Islands Using CRFs
Feature Selection
Parameter Training
Decoding Problem
Experimental Results and Analysis
Experimental Environment
Data Files and Test File Formats
Experimental Results and Analysis
Conclusions
References
A Novel Gene Selection Method for Multi-catalog Cancer Data Classification
Introduction
Gene Selection Methods
BW Ratio Gene Selection Method and Flexible Neural Tree
Mix Gene Selection Method
Classification Method
Procedure of the General Learning Algorithm
Cancer Classification Using FNT
Data Sets
Experiment Result and Analysis
Conclusion
References
A Novel Discretization Method for Microarray-Based Cancer Classification
Introduction
Methods
Experimental Results
The Choice of
The Choice of
Application to the Leukemia Data
Conclusion
References
Sequence-Based Prediction of Protein-Protein Interactions Using Random Tree and Genetic Algorithm
Introduction
Materials and Methods
Data Sets
Extracting Sequence Features
Random Tree and GA
Evaluation Methods
Results and Discussion
Conclusion
References
Intelligent Computing in Pattern Recognition
A Two-Stage Reduction Method Based on Rough Set and Factor Analysis
Introduction
Framework and Algorithms of RSFA
Basic Concepts
Framework of RSFA
Algorithms of RSFA
Results and Analysis
Experiments Data
Experiments and Results
Conclusion
References
Eyebrow Segmentation Based on Binary Edge Image
Introduction
Extraction of Binary Edge Image (BEI)
The Proposed Method
Overview of the Proposed Eyebrow Segmentation Method
Removal of Connections between Different Face Components
Extraction of Eyebrow-Analogue Segments
Detection of Eyebrow Segments
Experimental Results and Discussion
Conclusions
References
Intelligent Computing in Image Processing
X-ray Image Contrast Enhancement Using the Second Generation Curvelet Transform
Introduction
Second Generation Curvelet Transform
Continuous-Time Curvelet Transforms
Digital Curvelet Transforms
Contrast Enhancement Method
Nonlinear Enhancement Operator
Low Frequency Subband Coefficients Enhancement
High-Frequency Subbands Coefficients Enhancement
Contrast Evaluation Criterion for Image
Experiment Results
Conclusions
References
MMW Image Blind Restoration Using Sparse ICA in Contourlet Transform Domain
Introduction
Sparse ICA
The Blind Source Separation Problem
Sparse ICA
Contourlet Sparse Decomposition
The Experimental Results and Analysis
Input Data
Results of Image Restoration
Conclusions
References
An Adaptive Non Local Spatial Fuzzy Image Segmentation Algorithm*
Introduction
Adaptive Non Local Spatial Fuzzy Image Segmentation Algorithm
Experimental Results and Analysis
Conclusion
References
MMW Image Enhancement Based on Gray Stretch Technique and SSR Theory
Introduction
Theory of SSR
SSR Algorithm Based on Gray-Scale Transformation
Experimental Results
Data Preprocessing
MMW Image Enhancement
Conclusion and Future Work
References
A Study of Images Denoising Based on Two Improved Fractional Integral Marks
Introduction
Fractional Integral Theory and Its Amplitude-Frequency Character
Construction of Fractional Integral Mask
Experiments and Comparisons
Conclusions
References
Leaf Image Recognition Using Fourier Transform Based on Ordered Sequence
Introduction
Discrete Fourier Transform
Leaf Feature Extraction
The Leaf Contour Extraction
The Generation of Ordered Sequence
Generation of Amplitude-Frequency Features
Experimental Results
Conclusion
References
Discriminant Graph Based Linear Embedding
Introduction
Locally Linear Embedding
Discriminant Graph Based Linear Embedding
The Weight between Two Nodes
Discriminant Graph Based Linear Embedding
Experiments
Experiment on Yale Face Database
Experiments on Palmprint Data
Conclusions
References
Intelligent Computing in Robotics
A Performance Analysis of Omnidirectional Vision Based Simultaneous Localization and Mapping
Introduction
Omnidirectional Vision Based Simultaneous Localization and Mapping
Simulation Studies
Performing Omnidirectional Vision Based SLAM
Performance Comparison of Omnidirectional Vision Based SLAM and EKF Based SLAM Using a Laser Range Finder
Conclusions
References
Trajectory Estimation of a Tracked Mobile Robot Using the Sigma-Point Kalman Filter with an IMU and Optical Encoder
Introduction
IMU Kinematic Model and Velocity Constraints
IMU Kinematic Motion Model
Velocity Constraints
Sigma-Point Kalman Filter Design
Experiments
Experiment Setup
Experiment Results
Conclusion
References
Development of a Mobile Museum Guide Robot That Can Configure Spatial Formation with Visitors
Introduction
Interaction between Human Guide and Visitors at Museum
Mobile Museum Guide Robot System
Proposed Modeling of Interaction
Model of F-Formation
Model of "Pause and Restart" to Achieve Mutual Gaze
Experiment with Humanoid Robot
Experimental Results
Control of Visitors' Standing Position
Control of Visitors' Body Orientation
Control of Visitors' Face Direction
Subjective Evaluation
Discussion and Conclusion
References
Intelligent Computing in Computer Vision
A Novel Image Matting Approach Based on Naive Bayes Classifier
Introduction
Closed-Form Matting
Matting with Naive Bayes Classifier
Naive Bayes Classifier
Classification Process
Combined with Closed-Form Matting
Experiments
Conclusion
Reference
Detecting Insulators in the Image of Overhead Transmission Lines
Introduction
Theory of "Deformed Lattice Detection"
MRF Model of Insulators
Detecting Insulators in the Image of Overhead Transmission Lines
Insulators Lattice Model Proposal
Associated Detection
Location
Experimental Results
Discussion
Reference
Realizing Geometry Surface Modeling of Complicated Geological Object Based on Delaunay Triangulation*
Preface
Block Modeling Process Workflow
Design and Implementation of The Modeling Algorithm about Complicated Geological Object Geometric Surface
Design and Implementation of Curved Surfaces Intersection Algorithm
Design and Implementation of Curved Surfaces Cut Algorithm
Design and Implementation of the Curved Surface Suture Sechnique
Real Data Process
Conclusion
References
Researching of the Evolution of Discontent in Mass Violence Event
Introduction
Agent-Based Modeling
The Model of Discontent Emotion Evolution
Basic Parameters of Individual Agent
Adjustment Function of Mood
Simulation Experiment and Results Analysis
Verification Experiment
Simulation Experiment
Results Analysis
Conclusion
References
An Efficient Two-Stage Level Set Segmentation Framework for Overlapping Plant Leaf Image
Introduction
Background Knowledge
Leaf Approximate Symmetry
Local Chan-Vese Model
Two-Stage Segmentation Framework
The Pre-segmentation Stage
The Formal Segmentation Stage
Experimental Results
Conclusions
References
Intelligent Computing in Petri Nets/Transportation Systems
Behavior Analysis of Software Systems Based on Petri Net Slicing
Introduction
Petri Net Slicing Based on T-invariants
Petri Net
The Algorithm of Petri Net Slicing
Complexity Analysis
Justification of the Behavior Equivalence
An Example: Dining Philosophy Problem
Related Work
Conclusion
References
Aircraft Landing Scheduling Based on Semantic Agent Negotiation Mechanism
Introduction
ALS Problem Formulation
Semantic Agent Negotiation Mechanism (SANM)
Genetic Algorithm for ALS Problem
Proposal Generation Mechanism and Negotiation Strategy
Proposal Generation Mechanism
Negotiation Strategy
Experiment
Conclusion
References
A Real-Time Posture Simulation Method for High-Speed Train
Introduction
Algorithm for Real-Time Posture Simulation
Application
Conclusions
References
High-Order Terminal Sliding-Mode Observers for Anomaly Detection
Introduction
Simplified Dynamic Model of a TCP/IP Network
Design of High-Order Sliding-Mode Observer
Simulations
Conclusion
References
Intelligent Data Fusion and Information Security
An Automated Bug Triage Approach: A Concept Profile and Social Network Based Developer Recommendation
Introduction
Related Works
A Concept Profile and Social Network Based Developer Recommendation
Building the Concept Profiles
Retrieving Candidate Developers Using Social Network
Ranking Developers for Recommending to Fix the Given Bug
Experimental Results
Setup
Results and Discussion
Conclusion and Future Work
References
A New Method for Filtering IDS False Positives with Semi-supervised Classification
Introduction
Related Work
Construction of Alert Classification Model
Alert Generative Model
Alert Classification Based on Generative Model
Experiments
Experimental Dataset and Preprocessing
Results and Analysis
Conclusion
References
Dual-form Elliptic Curves Simple Hardware Implementation
Introduction
Elliptic Curves Arithmetic
Weierstrass-Form Elliptic Curves
Montgomery-Form Elliptic Curves
Edwards-Form Elliptic Curves
Birational Equivalence
Birational Transformation
Birational Equivalence
Hardware Implementation Issue and Result
Montgomery Multiplication and Group Law
Implementation Results and Performance Comparison
Conclusions
References
Genetic Based Auto-design of Fuzzy Controllers for Vector Controlled Induction Motor Drives
Introduction
Indirect Field Oriented Control
Fuzzy Speed Controller
Genetic Algorithms Based Fuzzy Logic Controller
Conclusions
References
Very Short Term Load Forecasting for Macau Power System
Introduction
Load Characteristic of Macau
Methodology
VSLF Result
The Result of VSLF to Adjust STLF
Conclusion
References
Intelligent Sensor Networks
A Method for the Enhancement of the Detection Power and Energy Savings against False Data Injection Attacks in Wireless Sensor Networks
Introduction
Background and Motivation
Statistical En-route Filtering (SEF)
Motivation for the Study
Proposed Method
Assumptions
Overview
Keys Explanation
The Detection of False Report Injection Attack
Performance Results
Conclusion and Future Work
References
Virtual Cluster Tree Based Distributed Data Classification Strategy Using Locally Linear Embedding in Wireless Sensor Network
Introduction
Related Work
Virtual Cluster Tree Based Distributed Data Classification Using LLE in WSN
The Network Model
The Virtual Cluster Tree Formation
The Classifier Generation Using Locally Linear Embedding Algorithm
Experiment Results and Performance Evaluation
Conclusion
References
Fault Detection and Isolation in Wheeled Mobile Robot
Introduction
Problem Formulation
Fault Detection and Isolation Scheme
Fault Detection
Fault Isolation
Simulation Results
Conclusions and Future Works
References
Knowledge Representation/Reasoning and Expert Systems
The Research on Mapping from DAML+OIL Ontology to Basic-Element and Complex-Element of Extenics
Introduction
DAML+OIL
Basic-Element and Complex-Element of Extenics
Basic-Element
Complex-Element
Mapping from DAML+OIL to the Basic-Element and Complex-Element
Corresponding Relation between DAML+OIL and the Basic-Element and
Mapping Rules of Class
Mapping Rules of Property
Mapping Rules of Instance
Example of the Mapping from DAML+OIL Ontology to Basic-Element and Complex-Element
Conclusion
References
The Study of Codeswitching in Advertisements
Introduction
Codeswitching and Advertising
The Types of Chinese-English Codeswitching in Advertising
Insertional Codeswitching in Ads
Alternational Codeswiching in Ads
Diglossia in Ads
The Reasons for the Codeswitching in Advertising
Codeswitching as Adaptation to the Linguistic Reality
Codeswitching as Adaptation to the Social Factors
Codeswitching as Adaptation to the Psychological Motivations
Problems in the Code Switched Ads and Possible Solutions
Problems
Solutions
Conclusion
References
Special Session on Hybrid Optimization: New Theories and Developments
Powered Grid Scheduling by Ant Algorithm
Introduction
Related Works
Improved Ant Algorithm
The Scheduling Model
The Algorithm Improvement
Experimental Test
Simulation Architecture
Implementation Environment
Experiment Results
Conclusion And Future Work
References
An Efficient Palmprint Based Recognition System Using 1D-DCT Features
Introduction
Discrete Cosine Transform
Proposed System
Feature Extraction
Matching
Experimental Results
Conclusion
References
An Efficient Algorithm for De-duplication of Demographic Data
Introduction
Edit Distance
Proposed Algorithm
Experimental Results
Conclusion
References
A Transportation Model with Interval Type-2 Fuzzy Demands and Supplies
Introduction and Motivation
The Uncertain TM Model
Solution Procedure
Application Example
Concluding Remarks
Further Topics
References
Special Session on Bio-inspired Computing and Application
Unstructured Scene Object Localization Algorithm Based on Sparse Overcomplete Representation*
Introduction
Computational Model
Algorithm
Learning Algorithm of Receptive Field Overcomplete Set
Image Locating Algorithm
Experiments and Data Analysis
Data Preprocessing and Learning the Receptive Field
Experiment of Image Object Localization
Results Analysis
Conclusion
References
Solving the Distribution Center Location Problem Based on Multi-swarm Cooperative Particle Swarm Optimizer
Introduction
The Discrete Location Model for Distribution Centers
Standard PSO
Multi-swarm Cooperative PSO
MCPSO-Based Location Algorithm
Particle Coding
Constraint Handling and Fitness Function
Experimental Study and Discussion
Conclusion
References
Improved Bacterial Foraging Optimization with Social Cooperation and Adaptive Step Size
Introduction
Original Bacterial Foraging Optimization
Chemotaxis
Reproduction
Eliminate and Dispersal
Improved Bacterial Foraging Optimization
Social Cooperation
Adaptive Step Size
Experiments
Benchmark Functions
Parameter Settings for the Involved Algorithms
Experiment Results and Statistical Analysis
Conclusions
References
Root Growth Model for Simulation of Plant Root System and Numerical Function Optimization*
Introduction
Proposed Root Growth Model
Description for Growth Behavior of Root System
Plant Morphology
Branching of the Root Tips
Root Hair Growth
Root Growth Algorithm
Simulating Self-adaptive Growth of Root Hairs
Numerical Experiments for Optimization
Benchmark Functions
Settings
Numerical Results and Comparison
Conclusion
References
Bacterial-Inspired Algorithms for Engineering Optimization
Introduction
Modified Bacterial Foraging Optimization
BFO with Linear Decreasing Chemotaxis Step (BFO-LDC)
BFO with Non-linear Decreasing Chemotaxis Step (BFO-NDC)
Solving Engineering Optimization Problems by Bacterial- Inspired Algorithms
Constraint Handling-Penalty Function Approach
BFOs for Engineering Optimization
Settings
Experiments and Results
Conclusions and Future Work
References
Multiobjective Dynamic Multi-Swarm Particle Swarm Optimization for Environmental/Economic Dispatch Problem
Introduction
Problem Formulation
Problem Objectives
Problem Constraints
The Standard IEEE 30-Bus 6-Generator Test System [15].
DMS-MO-PSO
Constraints Handling
Experimental Results and Discussions
Experimental Setup
Experimental Results
Conclusions
References
Author Index

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