Ebook: Swarm, Evolutionary, and Memetic Computing: Third International Conference, SEMCCO 2012, Bhubaneswar, India, December 20-22, 2012. Proceedings

This book constitutes the refereed proceedings of the Third International Conference on Swarm, Evolutionary, and Memetic Computing, SEMCCO 2012, held in Bhubaneswar, India, in December 2012. The 96 revised full papers presented were carefully reviewed and selected from 310 initial submissions. The papers cover a wide range of topics in swarm, evolutionary, memetic and other intelligent computing algorithms and their real world applications in problems selected from diverse domains of science and engineering.

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This book constitutes the refereed proceedings of the Third International Conference on Swarm, Evolutionary, and Memetic Computing, SEMCCO 2012, held in Bhubaneswar, India, in December 2012. The 96 revised full papers presented were carefully reviewed and selected from 310 initial submissions. The papers cover a wide range of topics in swarm, evolutionary, memetic and other intelligent computing algorithms and their real world applications in problems selected from diverse domains of science and engineering.

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This book constitutes the refereed proceedings of the Third International Conference on Swarm, Evolutionary, and Memetic Computing, SEMCCO 2012, held in Bhubaneswar, India, in December 2012. The 96 revised full papers presented were carefully reviewed and selected from 310 initial submissions. The papers cover a wide range of topics in swarm, evolutionary, memetic and other intelligent computing algorithms and their real world applications in problems selected from diverse domains of science and engineering.
Content:
Front Matter....Pages -
Investigation of Mutation Schemes in Real-Parameter Genetic Algorithms....Pages 1-8
Discrete Harmony Search Algorithm for Dynamic FJSSP in Remanufacturing Engineering....Pages 9-16
Multilevel Image Thresholding Based on Tsallis Entropy and Differential Evolution....Pages 17-24
Convergence and Boundary Estimation of the Particle Dynamics in Generalized Particle Swarm Optimization....Pages 25-32
Application of Differential Evolution with Best of Random Mutation Strategy on Asymmetric Location Only Synthesis of Broadside Circular Antenna Array....Pages 33-40
Performance Evaluation of Bacterial Foraging Optimization Algorithm for the Early Diagnosis and Tracking of Alzheimer’s Disease....Pages 41-48
Multi-sensor Satellite Image Analysis Using Niche Genetic Algorithm for Flood Assessment....Pages 49-56
Solution to Economic Load Dispatch Problem Based on FIREFLY Algorithm and Its Comparison with BFO,CBFO-S and CBFO-Hybrid....Pages 57-65
MESFET DC Model Parameter Extraction Using Adaptive Accelerated Exploration Particle Swarm Optimizer....Pages 66-73
Kernel Group Method of Data Handling: Application to Regression Problems....Pages 74-81
An Efficient Algorithm for Gray Level Image Enhancement Using Cuckoo Search....Pages 82-89
A Multi-objective Workspace Optimization of 3R Manipulator Using Modified PSO....Pages 90-97
An Analysis of Genetic Algorithm Based Anycast Routing in Delay and Disruption Tolerant Networks....Pages 98-105
Reactive Power Optimization Using Hybrid Cultural Algorithm....Pages 106-115
Techno-Economic Feasibility Analysis of Hybrid Renewable Energy System Using Improved Version of Particle Swarm Optimization....Pages 116-123
Software Effort Prediction Using Fuzzy Clustering and Functional Link Artificial Neural Networks....Pages 124-132
Optimal Placement and Sizing of Distributed Generation in Radial Distribution System Using Differential Evolution Algorithm....Pages 133-142
Clustering Algorithm Recommendation: A Meta-learning Approach....Pages 143-150
A Clustering Particle Based Artificial Bee Colony Algorithm for Dynamic Environment....Pages 151-159
A Selective Teaching-Learning Based Niching Technique with Local Diversification Strategy....Pages 160-168
Efficient Dynamic Routing on Large Road Networks....Pages 169-180
Performance of Informative Differential Evolution Algorithm with Self Adaptive Re-clustering Technique on the Problems of Electromagnetism –The Linear Array Antenna Synthesis....Pages 181-188
Differential Evolution with a Relational Neighbourhood-Based Strategy for Numerical Optimization....Pages 189-197
A Simulated Annealing Heuristic for Minimizing Makespan in Parallel Machine Scheduling....Pages 198-205
Rule Extraction from DEWNN to Solve Classification and Regression Problems....Pages 206-214
A New Improved Self Adaptive Particle Swarm Optimization Technique for Economic Load Dispatch....Pages 215-223
Memetic Algorithm Based Task Scheduling Using Probabilistic Local Search....Pages 224-231
Neighborhood Search Based Artificial Bee Colony Algorithm for Numerical Function Optimization....Pages 232-239
Path Generation and Obstacle Avoidance of an Autonomous Mobile Robot Using Intelligent Hybrid Controller....Pages 240-247
An Adaptive Memetic Algorithm for Multi-robot Path-Planning....Pages 248-258
Power Loss Minimization by the Placement of DG in Distribution System Using GA....Pages 259-266
Multipopulation Based Differential Evolution with Self Exploitation Strategy....Pages 267-275
Clustered Parent Centric Normal Cross-Over for Multimodal Optimization....Pages 276-284
Stock Indices Prediction Using Radial Basis Function Neural Network....Pages 285-293
Gene Subset Selection for Cancer Classification Using Statsitical and Rough Set Approach....Pages 294-302
Support Vector Machine for Large Databases as Classifier....Pages 303-313
Solution to Economic Load Dispatch Problem Based on BFO,CBFO-S and CBFO-H Algorithms and Its Advantages over the PSO....Pages 314-322
Rough Set Based Fuzzy K-Modes for Categorical Data....Pages 323-330
Teaching Learning Opposition Based Optimization for the Location of Median Line in 3-D Space....Pages 331-338
Modified Onlooker Phase in Artificial Bee Colony Algorithm....Pages 339-347
Complex-Valued Neuro-Fuzzy Inference System Based Classifier....Pages 348-355
Neural Network Based Model Predictive Controller for Simplified Heave Model of an Unmanned Helicopter....Pages 356-363
Hybrid Biogeography Based Simultaneous Feature Selection and Prediction of N-Myristoylation Substrate Proteins Using Support Vector Machines and Random Forest Classifiers....Pages 364-371
Plant Leaf Disease Detection Using Gabor Wavelet Transform....Pages 372-379
Analysis of Vasculature in Human Retinal Images Using Particle Swarm Optimization Based Tsallis Multi-level Thresholding and Similarity Measures....Pages 380-387
Optimal Reactive Power Compensation for Improvement of Steady State Voltage Stability Limit under Stressed System Condition Using BF Algorithm....Pages 388-397
Optimal Placement of Capacitors in Distribution Networks Using a Modified Teaching-Learning Based Algorithm....Pages 398-405
Gene Expression Programming Algorithm for Transient Security Classification....Pages 406-416
PSO-Tuned Control Parameter in Differential Evolution Algorithm....Pages 417-424
On the Non Linear Dynamics of the Global Best Particle in Particle Swarm Optimization....Pages 425-432
Adaptive Differential Evolution with Directional Information Based Search Moves....Pages 433-441
A Fuzzy Programming Method for Solving Multiobjective Chance Constrained Programming Problems Involving Log-Normally Distributed Fuzzy Random Variables....Pages 442-450
Minimization of Side Lobe of Optimized Uniformly Spaced and Non-uniform Excited Time Modulated Linear Antenna Arrays Using Genetic Algorithm....Pages 451-458
Circular Antenna Array Design Using Novel Perturbation Based Artificial Bee Colony Algorithm....Pages 459-466
Cooperative Co-evolutionary Teaching-Learning Based Algorithm with a Modified Exploration Strategy for Large Scale Global Optimization....Pages 467-475
Brain Storming Incorporated Teaching–Learning–Based Algorithm with Application to Electric Power Dispatch....Pages 476-483
Associated and Assorted Recombination in SBX Operator for Problems with Linkages....Pages 484-491
Scalable Fuzzy Genetic Classifier Based on Fitness Approximation....Pages 492-499
Multi Objective Integrated Layout Design Problem....Pages 500-508
Dynamic Network Traffic Data Classification for Intrusion Detection Using Genetic Algorithm....Pages 509-518
2DOF PID Controller Tuning for Unstable Systems Using Bacterial Foraging Algorithm....Pages 519-527
Generation of Sufficient Cut Points to Discretize Network Traffic Data Sets....Pages 528-539
Parameters Optimization of Continuous Casting Process Using Teaching-Learning-Based Optimization Algorithm....Pages 540-547
Genetic Algorithm Based Approach for Optimal Allocation of TCSC for Power System Loadability Enhancement....Pages 548-557
Wavelet-ANN Model for Nutrient Load Predictions in Rivers....Pages 558-565
Performance Analysis and Design of Proportional Integral Derivative Controlled Automatic Voltage Regulator System Using Local Unimodal Sampling Optimization Technique....Pages 566-576
Particle Swarm Optimization Trained Auto Associative Neural Networks Used as Single Class Classifier....Pages 577-584
A Network Theoretic Analysis of Evolutionary Algorithms....Pages 585-593
Characterization of Trabecular Architecture in Human Femur Radiographic Images Using Directional Multiresolution Transform and AdaBoost Model....Pages 594-601
Missing Value Estimation of Microarray Data Using Similarity Measurement....Pages 602-610
A Strategy Pool Adaptive Artificial Bee Colony Algorithm for Dynamic Environment through Multi-population Approach....Pages 611-619
Multistage Covariance Matrix Adaptation with Differential Evolution for Constrained Optimization....Pages 620-627
Evolutionary and Immune Algorithms Applied to Association Rule Mining....Pages 628-635
Improving Adaptive Differential Evolution with Controlled Mutation Strategy....Pages 636-643
Modified Particle Swarm Optimization with Switching Update Strategy....Pages 644-652
Statistical Analysis Based Adjustment Method for Convergence Rate of Spiral Optimization....Pages 653-661
Neglect Benevolence in Human-Swarm Interaction with Communication Latency....Pages 662-669
A Comment on Bio-inspired Optimisation via GPU Architecture: The Genetic Algorithm Workload....Pages 670-678
Optimal Location and Sizing of DG for Congestion Management in Deregulated Power Systems....Pages 679-686
A Novel Strategy Adaptive Genetic Algorithm with Greedy Local Search for the Permutation Flowshop Scheduling Problem....Pages 687-696
Estimation of Autocorrelation Space for Classification of Bio-medical Signals....Pages 697-704
Dimension Reduction Using Clustering Algorithm and Rough Set Theory....Pages 705-712
Connectivity Differences between Human Operators of Swarms and Bandwidth Limitations....Pages 713-720
Analysis of Emergent Selection Pressure in Evolutionary Algorithm and Machine Learner Offspring Filtering Hybrids....Pages 721-728
OpenCL Implementations of a Genetic Algorithm for Feature Selection in Periocular Biometric Recognition....Pages 729-737
Face Authentication Using Supervised Learning Techniques....Pages 738-745
Design of Non-uniform Circular Antenna Arrays Using Coordinated Bacterial Dynamics and Opposite Numbers....Pages 746-753
Process Plan and Scheduling Integration for Near Optimal Process Plans in Networked Based Manufacturing Using Controlled Elitist NSGA-II and Territory Defining Algorithms....Pages 754-760
Teaching Learning Based Optimization for Neural Networks Learning Enhancement....Pages 761-769
Large Scale Optimization Based on Co-ordinated Bacterial Dynamics and Opposite Numbers....Pages 770-777
A Strategy Adaptive Genetic Algorithm for Solving the Travelling Salesman Problem....Pages 778-784
Efficient Design of Cosine-Modulated Filter Banks Using Evolutionary Multi-objective Optimization....Pages 785-792
Voltage Stability Constrained Optimal Power Flow Using Non-dominated Sorting Genetic Algorithm-II (NSGA II)....Pages 793-801
Markov Random Field Model Based Graduated Penalty Function for Reinforcing Ill-Defined Edges in Color Image Segmentation....Pages 802-809
Back Matter....Pages -

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This book constitutes the refereed proceedings of the Third International Conference on Swarm, Evolutionary, and Memetic Computing, SEMCCO 2012, held in Bhubaneswar, India, in December 2012. The 96 revised full papers presented were carefully reviewed and selected from 310 initial submissions. The papers cover a wide range of topics in swarm, evolutionary, memetic and other intelligent computing algorithms and their real world applications in problems selected from diverse domains of science and engineering.
Content:
Front Matter....Pages -
Investigation of Mutation Schemes in Real-Parameter Genetic Algorithms....Pages 1-8
Discrete Harmony Search Algorithm for Dynamic FJSSP in Remanufacturing Engineering....Pages 9-16
Multilevel Image Thresholding Based on Tsallis Entropy and Differential Evolution....Pages 17-24
Convergence and Boundary Estimation of the Particle Dynamics in Generalized Particle Swarm Optimization....Pages 25-32
Application of Differential Evolution with Best of Random Mutation Strategy on Asymmetric Location Only Synthesis of Broadside Circular Antenna Array....Pages 33-40
Performance Evaluation of Bacterial Foraging Optimization Algorithm for the Early Diagnosis and Tracking of Alzheimer’s Disease....Pages 41-48
Multi-sensor Satellite Image Analysis Using Niche Genetic Algorithm for Flood Assessment....Pages 49-56
Solution to Economic Load Dispatch Problem Based on FIREFLY Algorithm and Its Comparison with BFO,CBFO-S and CBFO-Hybrid....Pages 57-65
MESFET DC Model Parameter Extraction Using Adaptive Accelerated Exploration Particle Swarm Optimizer....Pages 66-73
Kernel Group Method of Data Handling: Application to Regression Problems....Pages 74-81
An Efficient Algorithm for Gray Level Image Enhancement Using Cuckoo Search....Pages 82-89
A Multi-objective Workspace Optimization of 3R Manipulator Using Modified PSO....Pages 90-97
An Analysis of Genetic Algorithm Based Anycast Routing in Delay and Disruption Tolerant Networks....Pages 98-105
Reactive Power Optimization Using Hybrid Cultural Algorithm....Pages 106-115
Techno-Economic Feasibility Analysis of Hybrid Renewable Energy System Using Improved Version of Particle Swarm Optimization....Pages 116-123
Software Effort Prediction Using Fuzzy Clustering and Functional Link Artificial Neural Networks....Pages 124-132
Optimal Placement and Sizing of Distributed Generation in Radial Distribution System Using Differential Evolution Algorithm....Pages 133-142
Clustering Algorithm Recommendation: A Meta-learning Approach....Pages 143-150
A Clustering Particle Based Artificial Bee Colony Algorithm for Dynamic Environment....Pages 151-159
A Selective Teaching-Learning Based Niching Technique with Local Diversification Strategy....Pages 160-168
Efficient Dynamic Routing on Large Road Networks....Pages 169-180
Performance of Informative Differential Evolution Algorithm with Self Adaptive Re-clustering Technique on the Problems of Electromagnetism –The Linear Array Antenna Synthesis....Pages 181-188
Differential Evolution with a Relational Neighbourhood-Based Strategy for Numerical Optimization....Pages 189-197
A Simulated Annealing Heuristic for Minimizing Makespan in Parallel Machine Scheduling....Pages 198-205
Rule Extraction from DEWNN to Solve Classification and Regression Problems....Pages 206-214
A New Improved Self Adaptive Particle Swarm Optimization Technique for Economic Load Dispatch....Pages 215-223
Memetic Algorithm Based Task Scheduling Using Probabilistic Local Search....Pages 224-231
Neighborhood Search Based Artificial Bee Colony Algorithm for Numerical Function Optimization....Pages 232-239
Path Generation and Obstacle Avoidance of an Autonomous Mobile Robot Using Intelligent Hybrid Controller....Pages 240-247
An Adaptive Memetic Algorithm for Multi-robot Path-Planning....Pages 248-258
Power Loss Minimization by the Placement of DG in Distribution System Using GA....Pages 259-266
Multipopulation Based Differential Evolution with Self Exploitation Strategy....Pages 267-275
Clustered Parent Centric Normal Cross-Over for Multimodal Optimization....Pages 276-284
Stock Indices Prediction Using Radial Basis Function Neural Network....Pages 285-293
Gene Subset Selection for Cancer Classification Using Statsitical and Rough Set Approach....Pages 294-302
Support Vector Machine for Large Databases as Classifier....Pages 303-313
Solution to Economic Load Dispatch Problem Based on BFO,CBFO-S and CBFO-H Algorithms and Its Advantages over the PSO....Pages 314-322
Rough Set Based Fuzzy K-Modes for Categorical Data....Pages 323-330
Teaching Learning Opposition Based Optimization for the Location of Median Line in 3-D Space....Pages 331-338
Modified Onlooker Phase in Artificial Bee Colony Algorithm....Pages 339-347
Complex-Valued Neuro-Fuzzy Inference System Based Classifier....Pages 348-355
Neural Network Based Model Predictive Controller for Simplified Heave Model of an Unmanned Helicopter....Pages 356-363
Hybrid Biogeography Based Simultaneous Feature Selection and Prediction of N-Myristoylation Substrate Proteins Using Support Vector Machines and Random Forest Classifiers....Pages 364-371
Plant Leaf Disease Detection Using Gabor Wavelet Transform....Pages 372-379
Analysis of Vasculature in Human Retinal Images Using Particle Swarm Optimization Based Tsallis Multi-level Thresholding and Similarity Measures....Pages 380-387
Optimal Reactive Power Compensation for Improvement of Steady State Voltage Stability Limit under Stressed System Condition Using BF Algorithm....Pages 388-397
Optimal Placement of Capacitors in Distribution Networks Using a Modified Teaching-Learning Based Algorithm....Pages 398-405
Gene Expression Programming Algorithm for Transient Security Classification....Pages 406-416
PSO-Tuned Control Parameter in Differential Evolution Algorithm....Pages 417-424
On the Non Linear Dynamics of the Global Best Particle in Particle Swarm Optimization....Pages 425-432
Adaptive Differential Evolution with Directional Information Based Search Moves....Pages 433-441
A Fuzzy Programming Method for Solving Multiobjective Chance Constrained Programming Problems Involving Log-Normally Distributed Fuzzy Random Variables....Pages 442-450
Minimization of Side Lobe of Optimized Uniformly Spaced and Non-uniform Excited Time Modulated Linear Antenna Arrays Using Genetic Algorithm....Pages 451-458
Circular Antenna Array Design Using Novel Perturbation Based Artificial Bee Colony Algorithm....Pages 459-466
Cooperative Co-evolutionary Teaching-Learning Based Algorithm with a Modified Exploration Strategy for Large Scale Global Optimization....Pages 467-475
Brain Storming Incorporated Teaching–Learning–Based Algorithm with Application to Electric Power Dispatch....Pages 476-483
Associated and Assorted Recombination in SBX Operator for Problems with Linkages....Pages 484-491
Scalable Fuzzy Genetic Classifier Based on Fitness Approximation....Pages 492-499
Multi Objective Integrated Layout Design Problem....Pages 500-508
Dynamic Network Traffic Data Classification for Intrusion Detection Using Genetic Algorithm....Pages 509-518
2DOF PID Controller Tuning for Unstable Systems Using Bacterial Foraging Algorithm....Pages 519-527
Generation of Sufficient Cut Points to Discretize Network Traffic Data Sets....Pages 528-539
Parameters Optimization of Continuous Casting Process Using Teaching-Learning-Based Optimization Algorithm....Pages 540-547
Genetic Algorithm Based Approach for Optimal Allocation of TCSC for Power System Loadability Enhancement....Pages 548-557
Wavelet-ANN Model for Nutrient Load Predictions in Rivers....Pages 558-565
Performance Analysis and Design of Proportional Integral Derivative Controlled Automatic Voltage Regulator System Using Local Unimodal Sampling Optimization Technique....Pages 566-576
Particle Swarm Optimization Trained Auto Associative Neural Networks Used as Single Class Classifier....Pages 577-584
A Network Theoretic Analysis of Evolutionary Algorithms....Pages 585-593
Characterization of Trabecular Architecture in Human Femur Radiographic Images Using Directional Multiresolution Transform and AdaBoost Model....Pages 594-601
Missing Value Estimation of Microarray Data Using Similarity Measurement....Pages 602-610
A Strategy Pool Adaptive Artificial Bee Colony Algorithm for Dynamic Environment through Multi-population Approach....Pages 611-619
Multistage Covariance Matrix Adaptation with Differential Evolution for Constrained Optimization....Pages 620-627
Evolutionary and Immune Algorithms Applied to Association Rule Mining....Pages 628-635
Improving Adaptive Differential Evolution with Controlled Mutation Strategy....Pages 636-643
Modified Particle Swarm Optimization with Switching Update Strategy....Pages 644-652
Statistical Analysis Based Adjustment Method for Convergence Rate of Spiral Optimization....Pages 653-661
Neglect Benevolence in Human-Swarm Interaction with Communication Latency....Pages 662-669
A Comment on Bio-inspired Optimisation via GPU Architecture: The Genetic Algorithm Workload....Pages 670-678
Optimal Location and Sizing of DG for Congestion Management in Deregulated Power Systems....Pages 679-686
A Novel Strategy Adaptive Genetic Algorithm with Greedy Local Search for the Permutation Flowshop Scheduling Problem....Pages 687-696
Estimation of Autocorrelation Space for Classification of Bio-medical Signals....Pages 697-704
Dimension Reduction Using Clustering Algorithm and Rough Set Theory....Pages 705-712
Connectivity Differences between Human Operators of Swarms and Bandwidth Limitations....Pages 713-720
Analysis of Emergent Selection Pressure in Evolutionary Algorithm and Machine Learner Offspring Filtering Hybrids....Pages 721-728
OpenCL Implementations of a Genetic Algorithm for Feature Selection in Periocular Biometric Recognition....Pages 729-737
Face Authentication Using Supervised Learning Techniques....Pages 738-745
Design of Non-uniform Circular Antenna Arrays Using Coordinated Bacterial Dynamics and Opposite Numbers....Pages 746-753
Process Plan and Scheduling Integration for Near Optimal Process Plans in Networked Based Manufacturing Using Controlled Elitist NSGA-II and Territory Defining Algorithms....Pages 754-760
Teaching Learning Based Optimization for Neural Networks Learning Enhancement....Pages 761-769
Large Scale Optimization Based on Co-ordinated Bacterial Dynamics and Opposite Numbers....Pages 770-777
A Strategy Adaptive Genetic Algorithm for Solving the Travelling Salesman Problem....Pages 778-784
Efficient Design of Cosine-Modulated Filter Banks Using Evolutionary Multi-objective Optimization....Pages 785-792
Voltage Stability Constrained Optimal Power Flow Using Non-dominated Sorting Genetic Algorithm-II (NSGA II)....Pages 793-801
Markov Random Field Model Based Graduated Penalty Function for Reinforcing Ill-Defined Edges in Color Image Segmentation....Pages 802-809
Back Matter....Pages -
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