This volume constitutes the proceedings of the 8th International Conference on Simulated Evolution and Learning, SEAL 2010, held in Kanpur, India, in December 2010. The 61full papers and 19 short papers presented were carefully reviewed and selected from 141 submissions. The papers are organized in topical sections on theoretical development, evolutionary algorithms and applications, learning methodologies, multi-objective evolutionary algorithms and applications, hybrid algorithms, and industrial applications.
Author(s): Narendra Karmarkar (auth.), Kalyanmoy Deb, Arnab Bhattacharya, Nirupam Chakraborti, Partha Chakroborty, Swagatam Das, Joydeep Dutta, Santosh K. Gupta, Ashu Jain, Varun Aggarwal, Jürgen Branke, Sushil J. Louis, Kay Chen Tan (eds.)
Series: Lecture Notes in Computer Science 6457 : Theoretical Computer Science and General Issues
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 2010
Language: English
Pages: 719
Tags: Computation by Abstract Devices; Artificial Intelligence (incl. Robotics); Data Mining and Knowledge Discovery; Simulation and Modeling; Discrete Mathematics in Computer Science; Information Systems Applications (incl.Internet)
Front Matter....Pages -
Beyond Convexity: New Perspectives in Computational Optimization....Pages 1-23
Optimal μ -Distributions for the Hypervolume Indicator for Problems with Linear Bi-objective Fronts: Exact and Exhaustive Results....Pages 24-34
A Parallel Algorithm for Solving Large Convex Minimax Problems....Pages 35-44
Towards Efficient and Effective Negative Selection Algorithm: A Convex Hull Representation Scheme....Pages 45-54
To Handle Real Valued Input in XCS: Using Fuzzy Hyper-trapezoidal Membership in Classifier Condition....Pages 55-64
Development of Optimal Control System for Safe Distance of Platooning Using Model Predictive Control....Pages 65-74
A Comparative Study on Theoretical and Empirical Evolution of Population Variance of Differential Evolution Variants....Pages 75-79
Generating Sequential Space-Filling Designs Using Genetic Algorithms and Monte Carlo Methods....Pages 80-84
MP-EDA: A Robust Estimation of Distribution Algorithm with Multiple Probabilistic Models for Global Continuous Optimization....Pages 85-94
A Bi-criterion Approach to Multimodal Optimization: Self-adaptive Approach....Pages 95-104
On the Flexible Applied Boundary and Support Conditions of Compliant Mechanisms Using Customized Evolutionary Algorithm....Pages 105-114
Intensification Strategies for Extremal Optimisation....Pages 115-124
Comparing Two Constraint Handling Techniques in a Binary-Coded Genetic Algorithm for Optimization Problems....Pages 125-134
Evolving Stories: Tree Adjoining Grammar Guided Genetic Programming for Complex Plot Generation....Pages 135-145
Improving Differential Evolution by Altering Steps in EC....Pages 146-155
A Dynamic Island-Based Genetic Algorithms Framework....Pages 156-165
Solving the Optimal Coverage Problem in Wireless Sensor Networks Using Evolutionary Computation Algorithms....Pages 166-176
A Comparative Study of Different Variants of Genetic Algorithms for Constrained Optimization....Pages 177-186
Evolutionary FCMAC-BYY Applied to Stream Data Analysis....Pages 187-194
UNIFAC Group Interaction Prediction for Ionic Liquid-Thiophene Based Systems Using Genetic Algorithm....Pages 195-204
HIER-HEIR: An Evolutionary System with Hierarchical Representation and Operators Applied to Fashion Design....Pages 205-214
A Population Diversity-Oriented Gene Expression Programming for Function Finding....Pages 215-219
Evolutionary Optimization of Catalysts Assisted by Neural-Network Learning....Pages 220-229
Dominance-Based Pareto-Surrogate for Multi-Objective Optimization....Pages 230-239
Learning Cellular Automata Rules for Pattern Reconstruction Task....Pages 240-249
Evolving Fuzzy Rules: Evaluation of a New Approach....Pages 250-259
A Niched Genetic Programming Algorithm for Classification Rules Discovery in Geographic Databases....Pages 260-269
Artificial Neural Network Modeling for Estimating the Depth of Penetration and Weld Bead Width from the Infra Red Thermal Image of the Weld Pool during A-TIG Welding....Pages 270-278
Swarm Reinforcement Learning Method Based on an Actor-Critic Method....Pages 279-288
XCS Revisited: A Novel Discovery Component for the eXtended Classifier System....Pages 289-298
Supplanting Neural Networks with ODEs in Evolutionary Robotics....Pages 299-308
Parallel Distributed Implementation of Genetics-Based Machine Learning for Fuzzy Classifier Design....Pages 309-318
Multi-Objective Evolutionary Algorithms for Feature Selection: Application in Bankruptcy Prediction....Pages 319-328
Tile Pasting P System with Multiple-Edge Pasting....Pages 329-338
Modeling and Automation of Diagnosis and Treatment of Diabetes....Pages 339-348
The Evolution of Fuzzy Classifier for Data Mining with Applications....Pages 349-358
PID Step Response Using Genetic Programming....Pages 359-368
Divide and Evolve Driven by Human Strategies....Pages 369-373
A Genetic Algorithm for Assigning Individuals to Populations Using Multi-locus Genotyping....Pages 374-378
Extended Q-Learning Algorithm for Path-Planning of a Mobile Robot....Pages 379-383
An XML Format for Sharing Evolutionary Algorithm Output and Analysis....Pages 384-388
Car Setup Optimisation....Pages 389-393
Robustness of Multi-objective Optimal Solutions to Physical Deterioration through Active Control....Pages 394-403
Non-dimensional Multi-objective Performance Optimization of Single Stage Thermoelectric Cooler....Pages 404-413
Multi-Objective Optimization of Particle Reinforced Silicone Rubber Mould Material for Soft Tooling Process....Pages 414-423
Comparative Application of Multi-Objective Evolutionary Algorithms to the Voltage and Reactive Power Optimization Problem in Power Systems....Pages 424-434
Bayesian Reliability Analysis under Incomplete Information Using Evolutionary Algorithms....Pages 435-444
Optimisation of Double Wishbone Suspension System Using Multi-Objective Genetic Algorithm....Pages 445-454
Self-Controlling Dominance Area of Solutions in Evolutionary Many-Objective Optimization....Pages 455-465
Optimum Design of Balanced SAW Filters Using Multi-Objective Differential Evolution....Pages 466-475
Optimizing the Risk of Occupational Health Hazard in a Multiobjective Decision Environment using NSGA-II....Pages 476-484
Tuning Process Parameters of Electrochemical Machining Using a Multi-objective Genetic Algorithm: A Preliminary Study....Pages 485-493
The Optimization versus Survival Problem and Its Solution by an Evolutionary Multi Objective Algorithm....Pages 494-503
Synthesis of Difference Patterns for Monopulse Antenna Arrays – An Evolutionary Multi-objective Optimization Approach....Pages 504-513
Performance of Lognormal Probability Distribution in Crossover Operator of NSGA-II Algorithm....Pages 514-522
Metamodels for Fast Multi-objective Optimization: Trading Off Global Exploration and Local Exploitation....Pages 523-532
Integrated Location-Inventory Retail Supply Chain Design: A Multi-objective Evolutionary Approach....Pages 533-542
Multi-Objective Job Shop Scheduling Based on Multiagent Evolutionary Algorithm....Pages 543-552
A Preference Oriented Two-Layered Multiagent Evolutionary Algorithm for Multi-Objective Job Shop Problems....Pages 553-557
Using an Adaptation of a Binary Search Tree to Improve the NSGA-II Nondominated Sorting Procedure....Pages 558-562
A Hybrid Method for Multi-Objective Shape Optimization....Pages 563-567
Evolutionary Multi-Objective Bacterial Swarm Optimization (MOBSO): A Hybrid Approach....Pages 568-572
Multi-Objective Optimisation of Web Business Processes....Pages 573-577
Multi Objective Optimization of Planetary Gear Train....Pages 578-582
Multi-objective Control Systems Design with Criteria Reduction....Pages 583-587
Probabilistic Based Evolutionary Optimizers in Bi-objective Travelling Salesman Problem....Pages 588-592
Automatic Shape Independent Shell Clustering Using an Ant Based Approach....Pages 593-602
Hybrid Search for Faster Production and Safer Process Conditions in Friction Stir Welding....Pages 603-612
Hybrid Optimization Scheme for Radial Basis Function Neural Network....Pages 613-622
Modified Levenberg Marquardt Algorithm for Inverse Problems....Pages 623-632
Constrained Engineering Design Optimization Using a Hybrid Bi-objective Evolutionary-Classical Methodology....Pages 633-637
A Many-Objective Optimisation Decision-Making Process Applied to Automotive Diesel Engine Calibration....Pages 638-646
A Modular Decision-Tree Architecture for Better Problem Understanding....Pages 647-656
Virtual Manufacturing Cell Design Using a PSO Approach with Alternative Neighbourhood Topologies....Pages 657-666
Energy Saving System for Office Lighting by Using PSO and ZigBee Network....Pages 667-676
EcoSupply: A Machine Learning Framework for Analyzing the Impact of Ecosystem on Global Supply Chain Dynamics....Pages 677-686
A Data-Mining Method for Detection of Complex Nonlinear Relations Applied to a Model of Apoptosis in Cell Populations....Pages 687-695
An Implementation of Pareto Set Pursuing Technique for Concept Vehicle Design....Pages 696-705
EPIC: Efficient Integration of Partitional Clustering Algorithms for Classification....Pages 706-710
Toward Optimal Disk Layout of Genome Scale Suffix Trees....Pages 711-715
Back Matter....Pages -
