
Bio-Inspired Computing -- Theories and Applications
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Content
- Intro
- Preface
- Organization
- Contents
- PSO Optimized Multipurpose Image Watermarking Using SVD and Chaotic Sequence
- 1 Introduction
- 2 Related Work
- 3 Preliminaries
- 3.1 Singular Value Decomposition (SVD)
- 3.2 Chaotic Maps
- 3.3 Arnold Transform
- 3.4 Particle Swarm Optimization (PSO)
- 4 Watermarking Scheme
- 4.1 Embedding Process
- 4.2 Extraction Process
- 4.3 Scaling Factor Optimization Using PSO
- 5 Results and Discussions
- 5.1 Attacks on Robust Watermark
- 5.2 Attacks on Fragile Watermark
- 6 Conclusion
- References
- Cell-Like Fuzzy P System and Its Application of Coordination Control in Micro-grid
- 1 Introduction
- 2 Cell-Like P System Fuzzy Logic System
- 2.1 CFPS for Language Fuzzy Model
- 2.2 Operation Process of CFPS
- 3 The Application of CFPS in Control of Micro-grid
- 3.1 CFPS of the Control System for Micro-grid
- 3.2 Fuzzification of the Inputs in CFPS
- 3.3 CFPS Model
- 3.4 Result Analysis of Reasoning
- 4 Simulation
- 4.1 Original Micro-grid System
- 4.2 Micro-grid Using CFPS
- 4.3 Result Analysis
- 5 Conclusion
- References
- Resource Allocation Algorithm Based on Fuzzy Cluster Grouping for Device-to-Device Communication
- 1 Introduction
- 2 System Model
- 3 Channel Resource Allocation
- 3.1 Fuzzy Cluster Grouping for the D2D Pairs
- 3.2 The Outage Probability Analysis
- 3.3 Resource Allocation Algorithm Analysis
- 4 System Simulation
- 5 Summary
- References
- Non-time Synchronization and Localization Based on Seawater Movement
- 1 Introduction
- 2 System Model
- 3 Proposed Method
- 3.1 Protocol Overview
- 3.2 Estimate Distance Based on Non-time Synchronization
- 3.3 Localization
- 4 Simulation
- 5 Conclusion
- References
- Ant Colony Optimization with Different Crossover Schemes for Continuous Optimization
- 1 Introduction
- 2 ACO with Crossover Operators for Continuous Optimization
- 3 Simulation
- 4 Conclusions
- References
- Multi-objective Optimal Operation of Cascaded Hydropower Stations Based on MOPSO with Bacteria Quorum Sensing Inspired Turbulence Mechanism
- 1 Introduction
- 2 Multi-objective Optimization Model
- 2.1 Objective Functions
- 2.2 Constraints
- 3 BC-MOPSO Algorithm and Its Performance
- 3.1 BC-MOPSO Algorithm
- 3.2 Circular Elimination Strategy and Its Application to Selecting Particles for Next Iteration
- 3.3 Bacteria-quorum-sensing- Behavior Inspired Turbulence Mechanism
- 3.4 Demonstration of Effectiveness of BC-MOPSO
- 4 Simulation Results and Analysis
- 5 Conclusion
- References
- Versatile Archimedean Tilings Self-Assembled from Combined Symmetric DNA Motifs
- 1 Introduction
- 2 Design and Modeling
- 2.1 The Rational Length of Arms
- 2.2 Matching Rules of the Sticky-Ends
- 2.3 The Molar Concentration of Tiles
- 3 Application and Prospect
- 4 Conclusion
- References
- A Parallel Version of Differential Evolution Based on Resilient Distributed Datasets Model
- 1 Introduction
- 2 Differential Evolution
- 3 Resilient Distributed Datasets (RDD)
- 3.1 RDD Abstraction
- 3.2 Programming Model in Spark
- 3.3 RDD Operations in Spark
- 4 Parallel DE
- 4.1 Procedure of PDE
- 4.2 Inspection of PDE
- 5 Numerical Experiment
- 5.1 Benchmark Problems
- 5.2 Experimental Results
- 5.3 Discussion of Experimental Results
- 6 Conclusion
- References
- MOEA/D for Energy-Aware Scheduling on Heterogeneous Computing Systems
- 1 Introduction
- 2 Problem Description
- 2.1 Definition
- 2.2 Time Model
- 2.3 Energy Model
- 3 Related Work
- 4 Algorithms Description
- 4.1 Algorithm Framework
- 4.2 Multi-parents Crossover Operation
- 4.3 Mutation
- 4.4 Evaluation
- 5 Experimentation
- 5.1 Test Instance
- 5.2 Performance Metrics
- 5.3 Experiments and Result
- 5.4 Analysis of the Results
- 6 Conclusions
- References
- Parameter Identification for Area-Specific Resistance of Direct Methanol Fuel Cell Using Cuckoo Search Algorithm
- 1 Introduction
- 2 Cuckoo Search Algorithm
- 3 Problem Description
- 3.1 Resistance Model
- 3.2 Objective Function
- 4 Algorithmic Comparison
- 4.1 Algorithmic Setup
- 4.2 Experimental Evaluation
- 5 Conclusions
- References
- SAMD: A System for Abnormal Messages Detection Oriented Microblog Message Stream
- 1 Introduction
- 2 Related Work
- 3 System Overview
- 4 Methods
- 4.1 Sliding Time Window
- 4.2 Two-Level Hash Table
- 4.3 Abnormal Messages Detection
- 4.4 Key Users Mining
- 5 Case Study
- 6 Conclusions
- References
- Adaptive Neighborhood Search's DGSO Applied to Travelling Saleman Problem
- 1 Introduction
- 2 Knowledge Preparation
- 3 The Adgso Metaheuristic and Its Application to TSP
- 3.1 Adaptive Neighborhood Search
- 3.2 Other Improvements
- 3.3 ADGSO Algorithm Steps
- 4 Simulation Results and Comparisons
- 4.1 Parameter Analysis and Setting
- 4.2 Comparisons and Analysis
- 5 Update Tsplib with Adgso Algorithm
- 5.1 ADGSO Algorithm Compare with TSPLIB
- 5.2 TSPLIB Update
- 6 Conclusions
- References
- Improved Genetic Algorithm to Optimization Pattern in Traffic Network Layout Problem
- 1 Introduction
- 2 Traffic Network Layout Problem Based on Distribution Center and Improved Genetic Algorithm
- 2.1 Traffic Network Layout Problem Based on Distribution Center
- 2.2 Two Improved Technologies for Traditional Algorithm
- 2.3 IGA is Applied to Traffic Network Layout Problem
- 3 Simulation Experiment
- 3.1 Simulation Experimental Environment Configuration
- 3.2 Experiment Analysis
- 4 Conclusion
- References
- An Algorithm for Finding Non-dominated Set Based on Two-Dimension Sorting
- 1 Introduction
- 2 Two Dimensional Sorting Non-dominated Set Construction Algorithm
- 2.1 Motivation
- 2.2 Basic Concepts and Terminology
- 2.3 The Construction Process of TSNS
- 2.4 The Pseudo-Code of the Algorithm
- 2.5 The Strategy of Diversity Preservation
- 2.6 Complexity Analysis
- 3 Experimental Studies
- 3.1 Experiment Conditions
- 3.2 Experimental Results and Analysis
- 4 Conclusion
- References
- Cloud Avoidance Scheduling Algorithm for Agile Optical Satellites
- 1 Introduction
- 2 Problem Formulation
- 3 Proposed Algorithm
- 3.1 Algorithm Framework
- 3.2 Off-Line Scheduling on the Ground
- 3.3 Onboard On-line Scheduling
- 4 Experiments Results
- 4.1 Design of Experiments
- 4.2 Result and Analysis
- 5 Conclusion
- References
- Design Swapping Encryption System for Video Streaming with Brain Storm Optimization
- 1 Introduction
- 2 System and Solution
- 3 Encryption Scheme and Optimization
- 3.1 Mathematics Background
- 3.2 Swapping Encryption Scheme
- 3.3 Brain Storm Optimization
- 4 Simulation and Experiments
- 5 Summary and Future Work
- References
- An Evolutionary Approach to Generate Rhythm and Melody Based on Repertories
- 1 Introduction
- 2 Related Works
- 2.1 Multi-objective Optimization
- 2.2 Genetic Algorithm
- 2.3 Music Background
- 3 Automatic Melody Composition
- 3.1 Music Template
- 3.2 Automatic Rhythm Generation
- 3.3 Automatic Melody Composition
- 4 Composition Results
- 5 Conclusion
- References
- Parallel Implementation of P Systems for Data Clustering on GPU
- 1 Introduction
- 2 Preliminary
- 2.1 Membrane Computing-Inspired Clustering Algorithms
- 2.2 GPU
- 3 Parallel Implementation of PSO-MC on GPU
- 3.1 CPU Realization
- 3.2 GPU Realization
- 4 Experiment Results and Analysis
- 5 Conclusion
- References
- A New BN Structure Learning Mechanism Based on Decomposability of Scoring Functions
- 1 Introduction
- 2 Preliminaries
- 2.1 Bayesian Network
- 2.2 Binary Particle Swarm Optimization
- 3 The Initial Network Construction Method Based on MIC
- 4 BPSO Algorithm Based on Decomposability of Scoring Function
- 4.1 The Decomposability of Scoring Functions
- 4.2 The New Updating Mechanism of Personal Best Particle
- 4.3 The New Updating Mechanism of Global Best Particle
- 5 MIC-BPSO Algorithm
- 6 Experimental Evaluation
- 7 Conclusion
- References
- A Half-Subtracter Calculation Model Based on Stand Displacement Technology
- 1 Introduction
- 2 Design and Construction of Half-Subtracter Model
- 2.1 Materials and Analysis
- 2.2 Principle of the Proposed Method
- 3 Result and Discussion
- 4 Conclusions
- References
- Identification of Remote Sensing Image of Adverse Geological Body Based on Classification
- 1 Introduction
- 2 Brief Introduction of Extreme Learning Machine
- 2.1 Single Layer Feedforward Neural Network of Random Hidden Nodes
- 2.2 Principle of Extreme Learning Machine
- 2.3 Inverse Matrix
- 3 Classification of Adverse Geologic Body Image Based on Limit Learning
- 3.1 Adverse Geologic Body and Remote Sensing Image Processing
- 3.2 Classification Algorithm and Evaluation Based on ELM
- 4 Experimental Results and Analysis
- 5 Conclusions
- References
- The Study on Dynamic Conditional Correlation-GARCH Model and its Application
- 1 Introduction
- 2 Model Specification
- 3 Model Application
- 4 Main Results
- 5 Conclusion
- References
- Protein Function Prediction Using Multi-label Learning and ISOMAP Embedding
- 1 Introduction
- 2 Embedding the Protein-Protein Interaction Network into Low-Dimension
- 3 Predicting Protein Functions with Multi-label Learning
- 4 Experiments and Results
- 4.1 Data Sets
- 4.2 Evaluation Metrics
- 4.3 Experimental Results
- 5 Conclusions
- References
- Logic Gates Based on Circular DNA Strand Displacement and a Fluorescent Agent
- 1 Introduction
- 2 Materials and Methods
- 2.1 Logic Calculation Models
- 2.2 And Logic Gate and or Logic Gate
- 2.3 Fluorescent Agents and DNA Strand Displacement
- 3 Results
- 3.1 Circularization of Strand T
- 3.2 OR Logic Gate with DNA Circle
- 3.3 And Logic Gate with a Product-Supermolecule Assembly
- 4 Discussion
- References
- Hybrid Ejection Chain Methods for the Traveling Salesman Problem
- 1 Introduction
- 2 Investigated Algorithms
- 2.1 ECMs
- 2.2 Fundamental S&C Approaches
- 2.3 LK Heuristics
- 2.4 MNS
- 2.5 MAs
- 2.6 Memetic ACO
- 3 Experiments and Results
- 3.1 Experimentation with Anytime Algorithms
- 3.2 Experimental Setup
- 3.3 Pure Algorithm Performance
- 3.4 Hybrid Algorithm Performance
- 4 Conclusions and Future Work
- References
- Remote Sensing Image Fusion Based on Shearlet and Genetic Algorithm
- 1 Introduction
- 2 Shearlet
- 3 Genetic Algorithm
- 4 Image Fusion Method Based on Shearlet and Genetic Algorithm
- 4.1 Evaluation Criteria
- 4.2 Image Fusion Algorithm
- 5 Experiments and Analysis
- 6 Conclusion
- References
- Direct Torque Control of PMSM with Torque Ripple Reduction Based on Fuzzy Logic Control
- 1 Introduction
- 2 The Principle of PMSM DTC
- 3 The Analysis of Torque Ripple
- 4 Fuzzy Control of PMSM DTC
- 4.1 Fuzzy Controller Designer of Vector Selection
- 4.2 Fuzzy Controller Designer of Duty Ratio
- 5 Simulation Results
- 6 Conclusion
- References
- A Uniform Solution for Vertex Cover Problem by Using Time-Free Tissue P Systems
- 1 Introduction
- 2 Tissue P Systems with Cell Division
- 3 Timed Tissue P Systems with Cell Division
- 3.1 A Timed Recognizer Tissue P System
- 4 An Uniform Solution for Vertex Cover Problem
- 5 Informal Verification
- 6 Conclusion
- References
- A Multi-objective Simulated Annealing for Bus Driver Rostering
- 1 Introduction
- 2 The Bus Driver Rostering Problem
- 3 A Multi-objective Simulated Annealing Approach for Bus Driver Rostering
- 3.1 A Heuristic for Constructing an Initial Solution
- 3.2 A SA-Based Feasibility Repairing Algorithm
- 3.3 A SA-based Non-dominated Solutions Generating Algorithm
- 4 Computational Results
- 4.1 Results of the MOSA Approach
- 4.2 Discussion and Analysis
- 5 Conclusions
- References
- Generating Diophantine Sets by Virus Machines
- 1 Introduction
- 2 Virus Machines
- 3 The Universality of Non-Restricted Virus Machines
- 3.1 Generating Diophantine Sets by Virus Machines
- 3.2 Modules
- 3.3 Generation of a Diophantine Set
- 3.4 Main Result
- 4 Conclusions and Future Work
- References
- A Verified Algorithm for the Centrosymmetric Solution of Sylvester Matrix Equations
- 1 Introduction
- 2 Notation and Preliminaries
- 3 Main Results
- 4 Numerical Experiments
- References
- Maximal Synchronization of Feeder Buses to Metro Using Particle Swarm Optimization
- 1 Introduction
- 2 Definition of Synchronization
- 2.1 Synchronization at a Transfer Point
- 2.2 Synchronization Considering Walking Time
- 3 Formulation of Maximal Synchronization Problem
- 4 Particle Swarm Optimization for Maximal Synchronization Problem
- 4.1 Representation of a Particle
- 4.2 Location and Velocity of a Particle
- 4.3 Enhancement of PSO by Using Backup Library
- 4.4 Framework of the Maximal Synchronization Approach Based on PSO
- 5 Computational Results
- 5.1 Experiments on Algorithm Verification
- 5.2 A Case Study
- 6 Conclusions
- References
- A Fast Differential Evolution for Constrained Optimization Problems in Engineering Design
- 1 Introduction
- 2 Related Work
- 3 Proposed Approach
- 3.1 Framework of FDE
- 3.2 Mutation Operator
- 3.3 Crossover Operator
- 3.4 Selection Operator
- 4 Experimental Setup
- 4.1 Benchmark Instances
- 4.2 Parameter Settings
- 4.3 General Performance of FDE
- 4.4 Convergence Graph
- 5 Comparisons with Some Other State-of-the-art Approaches
- 5.1 Comparison with Other Algorithms on Welded Beam Design
- 5.2 Comparison with Other Algorithms on Spring Design
- 5.3 Comparison with Other Algorithms on Speed Reducer Design
- 5.4 Comparison with Other Algorithms on Three-Bar Truss Design
- 5.5 Comparison with Other Algorithms on Himmelblaus Nonlinear Optimization Problem
- 6 Discussion
- 6.1 Effect of ``DE/current-to-ppbest/1'' Mutation Strategy
- 6.2 Effect of Ranking Based Selection Model
- 7 Conclusion and Future Work
- References
- A Picture Array Generating Model Based on Flat Splicing Operation
- 1 Introduction
- 2 Preliminaries
- 3 Array Flat Splicing Systems
- 4 Conclusion and Discussion
- References
- Connections of Multi Memristors
- 1 Introduction
- 2 Model of the HP Memristor
- 3 Multi Memristors in Series Connection
- 4 Multi Memristors in Parallel Connection
- 5 Conclusion
- References
- Self-adaptive Multiple Evolution Algorithms for Image Segmentation Using Multilevel Thresholding
- 1 Introduction
- 2 Self-adaptive Multiple Evolution Algorithms
- 2.1 Sub-populations and Multiple Evolution Algorithms
- 2.2 Self-adaptive Mechanism and Information Exchange Mechanism
- 2.3 Framework of Multiple Evolution Algorithms
- 2.4 Benchmark Test
- 3 Multilevel Threshold for Image Segmentation
- 3.1 Image Segmentation Based on Between-Class Variance
- 3.2 Experiment Setup
- 3.3 Experimental Results of Multilevel Threshold
- 4 Conclusion
- References
- Clustering Quantum-Behaved Particle Swarm Optimization Algorithm for Solving Dynamic Optimization Problems
- 1 Introduction
- 2 Quantum-Behaved Particle Swarm Optimization
- 3 The Clustering Quantum-Behaved Particle Swarm Optimization
- 3.1 The Hierarchical Clustering Method
- 3.2 Detecting Environmental Changes
- 3.3 Keeping the Diversity
- 4 Experimental Results
- 4.1 Moving Peaks Benchmark (MPB) Problem
- 4.2 Parameter Settings
- 4.3 Results
- 5 Conclusions
- References
- Analogical China Map Self-assembled from Single-Stranded DNA Tiles
- 1 Introduction
- 2 Materials and Methods
- 2.1 Single-Stranded DNA Tile
- 2.2 Design of DNA Sequences
- 2.3 Experimental Procedures
- 3 Results
- 4 Discussion
- References
- Bio-inspired Algorithms Applied in Multi-objective Vehicle Routing Problem: Frameworks and Applications
- 1 Introduction
- 2 Definition
- 2.1 Problem Description
- 2.2 General Optimization Objectives
- 2.3 Multi-objective Optimization Technologies
- 2.4 Important Subproblems
- 3 Heuristics for MOVRP
- 3.1 Genetic Algorithm
- 3.2 Particle Swarm Optimization
- 3.3 Ant Colony Optimization
- 4 Important Practical Applications
- 4.1 Green Vehicle Routing
- 4.2 Supply Chain Design
- 4.3 School Bus Routing
- 5 Conclusion
- References
- A DNA Code Converter Model for Decimal Numbers Displaying
- 1 Introduction
- 2 Seesaw Motif of Four-Input Or and AND Gates
- 3 Logic Circuit of the Code Converter
- 4 Simulation with Visual DSD
- 5 Conclusion
- References
- The Design of Digital Circuit Based on DNA Strand Displacement Reaction
- 1 Introduction
- 2 Build of Basic Logic Gate
- 3 Construction of the Logic Circuits
- 4 Simulation with Visual DSD
- 5 Conclusion
- References
- The Design of Voting Device Based on DNA Strand Displacement Reaction
- 1 Introduction
- 2 DNA Strand Displacement
- 3 Logic Circuit of 4-people Voting Device
- 3.1 Digital Logic Circuit
- 3.2 Dual-Rail Logic Circuit
- 3.3 Seesaw Cascade Circuit
- 4 Simulation with Visual DSD
- 5 Conclusion
- References
- Improved Niche Genetic Algorithm for Protein Structure Prediction
- 1 Introduction
- 2 Related Work
- 2.1 The AB Off-Lattice Model
- 2.2 Basics of NGA
- 2.3 Improved NGA
- 3 To Implement Algorithm
- 4 Experimental Results and Discussion
- 4.1 The Fibonacci Sequence
- 4.2 The Real Protein Sequences
- 5 Conclusion
- References
- Optimization of BeiDou Receiver Front-End for High Dynamic Pseudolite Signals
- 1 Introduction
- 2 The Extended Front-End Model
- 3 Optimization of the Front-End
- 3.1 SNR Loss After LPN
- 3.2 SNR Loss After ADC
- 3.3 Signal Loss After Blanker
- 4 Simulation Results
- 4.1 Simulation Settings
- 4.2 Performance Improvement
- 4.3 Duty Cycle Consideration
- 5 Conclusion
- References
- Approximation Performance of the (1+1) Evolutionary Algorithm for the Minimum Degree Spanning Tree Problem
- 1 Introduction
- 2 The MDST Problem and Algorithms
- 3 The Approximation Performance Guarantee of the (1+1) EA for the MDST Problem
- 4 Conclusion
- References
- A Stochastic Local Search Heuristic for the Multidimensional Multiple-choice Knapsack Problem
- 1 Introduction
- 2 Stochastic Local Search for MMKP
- 2.1 Weights for Dimensions
- 2.2 Initialize the Candidate Solution
- 2.3 Perturbing the Candidate Solution
- 2.4 Destructive Phrase
- 2.5 Algorithm in Detail
- 3 Experimental Results
- 3.1 Problem Instances
- 3.2 Solutions from SLS_MMKP
- 4 Conclusion
- References
- An Investigation of Hybrid Tabu Search for the Traveling Salesman Problem
- 1 Introduction
- 2 Related Work
- 2.1 Related Work on Experimentation
- 2.2 Related Work on the Traveling Salesman Problem
- 3 Investigated Algorithms
- 3.1 Tabu Search
- 3.2 The Lin-Kernighan Algorithm
- 3.3 Multi-neighborhood Search
- 3.4 Evolutionary Algorithms
- 3.5 Ant Colony Optimization
- 4 Experiments and Results
- 4.1 Experimental Setup
- 4.2 Pure Algorithm Performance
- 4.3 Hybrid Algorithm Performance
- 5 Conclusions and Future Work
- References
- A Sorting Based Selection for Evolutionary Multiobjective Optimization
- 1 Introduction
- 2 Motivation
- 3 Sorting-Based-Selection
- 3.1 Convergence Based Sorting
- 3.2 Association
- 3.3 Diversity Based Selection
- 3.4 Termination
- 3.5 Computational Cost of the SBS
- 4 Algorithm
- 5 Experimental Studies
- 5.1 Experimental Setting
- 5.2 Comparisons with Classical MOEAs
- 5.3 Comparison with MOEA/D-STM
- 6 Conclusion
- References
- An Improved Genetic Algorithm for Bi-objective Problem: Locating Mixing Station
- 1 Introduction
- 2 Problem Definitions and Formulation
- 2.1 Problem Analysis
- 2.2 Symbol Description
- 2.3 Modeling
- 3 The Improved Genetic Algorithm
- 3.1 Encoding
- 3.2 Initialization for the Population
- 3.3 Selection
- 3.4 Crossover
- 3.5 Mutation
- 3.6 Local Search
- 4 Experimental Analysis
- 4.1 Parameter Setting
- 4.2 Simulation
- 5 Conclusion
- References
- Recognition of Spam Microblog for TV Program Evaluation Under Mircoblog Platform
- 1 Introduction
- 2 The Classification of Spam Microblog of Program Comments
- 3 Detection Method of Spam Microblog
- 3.1 The Filtering Method Based on Rules and Pattern Matching
- 3.2 Spam Microblog Recognition Based on Text Polarity Analysis
- 3.3 Detection Method Based on Machine Learning and Pattern Matching
- 4 Experiment and Result Analysis
- 4.1 Evaluation Index of Classification Method
- 4.2 The Experiment Results Analysis
- 5 Conclusion
- References
- An Algorithm Simulated Sticker Model for MIS
- 1 Introduction
- 2 Simulating Sticker Model
- 2.1 Simulating Memory Strand
- 2.2 Simulating Biochemistry Experiment
- 3 Algorithm Design of MIS
- 3.1 Analysis of Detecting Operation of Simulated Sticker Model
- 3.2 Order of Detecting Vertex Problem
- 3.3 Simplifying Tube Matrix Problem
- 4 Algorithm Simulated Sticker Model
- 4.1 Algorithm Simulated Sticker Model
- 4.2 Simulation Experiment
- 5 Conclusion
- References
- A NSGA-II with ADMM Mutation for Solving Multi-objective Robust PCA Problem
- 1 Introduction
- 2 NSGA-II and Performance Measurements
- 2.1 NSGA-II
- 2.2 Performance Metrics
- 3 Solving Relaxed MRPCA with Standard NSGA-II
- 3.1 General Parameter Settings
- 3.2 Numerical Results
- 3.3 Curse of Dimensionality
- 4 Solving Relaxed MRPCA with Modified NSGA-II
- 4.1 NSGA-II with ADMM Mutation
- 4.2 Numerical Results
- 5 Conclusion
- References
- Negative Selection Algorithm Based Unknown Malware Detection Model
- 1 Introduction
- 2 Model Theory
- 2.1 Constructing Self Space
- 2.2 Online Adaptive Learning Mechanism
- 3 Model Simulations
- 3.1 Antibody Gene
- 3.2 Antigen Presenting
- 3.3 Self Elements
- 3.4 Detectors
- 3.5 Immune Surveillance
- 4 Conclusion
- References
- Tensorial Biometric Signal Recognition Based on Feed Forward Neural Networks with Random Weights
- 1 Introduction
- 2 Notations and Related Works
- 2.1 Tensor Fundamentals
- 2.2 A Brief Review of NNRW
- 2.3 A Brief Review of 2D-NNRW
- 3 The Proposed Method
- 4 Performance Evaluation
- 4.1 Databases
- 4.2 Experiments on the Face Databass
- 4.3 Experiments on the Gait Database
- 5 Conclusions
- References
- Application of DNA Self-assembly for Maximum Matching Problem
- 1 Introduction
- 2 Definition of the Maximum Matching Problem
- 3 Models for Algorithmic Self-assembly
- 4 Solving the Maximum Matching Problem Based on DNA Tile Self-assembly
- 4.1 Seed Configuration System
- 4.2 Nondeterministic Matching System
- 4.3 Verification System
- 4.4 Output System
- 4.5 Example
- 4.6 Complexity Analysis
- 5 Conclusion
- References
- A Multiobjective Evolutionary Algorithm Based on Decomposition and Preselection
- 1 Introduction
- 2 MOEA/D with Classification Based Preselection
- 2.1 Basic Idea
- 2.2 Classifier Training
- 2.3 Offspring Reproduction
- 2.4 MOEA/D-CPS Framework
- 3 Experimental Study
- 3.1 Experimental Settings
- 3.2 Performance Metrics
- 3.3 Experimental Results
- 4 Conclusion
- References
- Discrete Particle Swarm Optimization Algorithm for Solving Graph Coloring Problem
- 1 Introduction
- 2 Graph Coloring Problem
- 3 Discrete PSO for Graph Coloring Problem
- 3.1 Particles Positions and State Space
- 3.2 Fitness Function
- 3.3 Velocity Vectors
- 3.4 Subtraction Between Position and Position
- 3.5 External Multiplication Between Real Number and Velocity
- 3.6 Addition Between Velocity and Velocity
- 3.7 Move by Position Plus Velocity
- 3.8 Algorithm Flowchart
- 4 Results and Discussion
- 5 Conclusions
- References
- Parallel Hybrid Genetic Algorithm for Maximum Clique Problem on OpenCL
- 1 Introduction
- 2 Parallel Hybrid Genetic Algorithm for MCP
- 2.1 Maximum Clique Problem
- 2.2 Fitness Function
- 2.3 Initialization
- 2.4 Extraction and Extension
- 2.5 Selection
- 2.6 Crossover
- 2.7 Mutation
- 2.8 Replacement
- 2.9 Algorithm Flowchart
- 2.10 Parallel Algorithm on OpenCL
- 3 Result and Discussion
- 4 Conclusions
- References
- A Two-Phase External Archive Guided Multiobjective Evolutionary Algorithm for the Software Next Release Problem
- 1 Introduction
- 2 Backgrounds and Motivations
- 2.1 Multiobjective Optimization Problem
- 2.2 Motivation
- 3 2EAG-MOEA/D
- 4 Experimental Studies
- 4.1 Test Problems
- 4.2 Performance Metrics
- 4.3 Experimental Setups
- 4.4 Experimental Results
- 5 Conclusion
- References
- Controllable DNA Nano-Tweezer Technique Based on the Combinatorial Strand Displacement
- 1 Introduction
- 2 Design and Modeling
- 3 Construction of the Logic Circuit
- 4 Conclusion
- References
- Chaos Multi-objective Particle Swarm Optimization Based on Efficient Non-dominated Sorting
- 1 Introduction
- 2 Analysis of Existing Methods
- 2.1 Multiple Objective Particle Swarm Optimization
- 2.2 Efficient Non-dominated Sort
- 3 CMOPSO Using ENS Framework
- 4 Simulation Results
- 5 Conclusion
- References
- Three-Class Change Detection in Synthetic Aperture Radar Images Based on Deep Belief Network
- 1 Introduction
- 2 Methodology
- 2.1 Introduction to Three-Class Change Detection
- 2.2 Pre-processing and Sample Selection
- 2.3 A Deep Belief Network for Three-Class Change Detection
- 3 Experimental Study
- 3.1 Data Sets and Evaluation Criteria
- 3.2 Experimental Results
- 4 Conclusions
- References
- An Agglomerate Chameleon Algorithm Based on the Tissue-Like P System
- 1 Introduction
- 2 The Agglomerate Chameleon Algorithm
- 2.1 Original Chameleon Algorithm
- 2.2 The Agglomerate Chameleon Algorithm
- 2.3 An Example
- 3 Rules
- 3.1 Tissue-Like P System
- 3.2 Rules of Agglomerate Chameleon Algorithm Based on the Tissue-Like P System
- 4 Computations and Complexity
- 4.1 Computations
- 4.2 Complexity Analysis
- 5 Experiments and Analysis
- 5.1 Illustrative Experiment
- 5.2 Applied Numerical Experiment
- 5.3 Sensitivity Analysis
- 6 Conclusions
- References
- Author Index
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