Evolutionary Multi-Criterion Optimization de António Gaspar-Cunha

Evolutionary Multi-Criterion Optimization: Lecture Notes in Computer Science

António Gaspar-Cunha

Carlos Henggeler Antunes

Carlos Coello Coello

en Limba Engleză Paperback – 19 mar 2015

This book constitutes the refereed proceedings of the 8th International Conference on Evolutionary Multi-Criterion Optimization, EMO 2015 held in Guimarães, Portugal in March/April 2015. The 68 revised full papers presented together with 4 plenary talks were carefully reviewed and selected from 90 submissions. The EMO 2015 aims to continue these type of developments, being the papers presented focused in: theoretical aspects, algorithms development, many-objectives optimization, robustness and optimization under uncertainty, performance indicators, multiple criteria decision making and real-world applications.

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Cuprins

Many-Objectives Optimization, Performance and Robustness.- Evolutionary Many-objective Optimization based on Kuhn-Munkres’ Algorithm.- A KKT Proximity Measure for Evolutionary Multi-Objective and Many-Objective Optimization.- U-NSGA-III: A Unified Evolutionary Optimization Procedure for Single, Multiple, and Many Objectives – Proof-of- Principle Results.- Clustering based parallel Many-objective Evolutionary Algorithms using the shape of the objective vectors.- Faster Exact Algorithms for Computing Expected Hypervolume Improvement.- A GPU-based Algorithm for a Faster Hypervolume Contribution Computation.- A Feature-based Performance Analysis in Evolutionary Multiobjective Optimization.- Modified Distance Calculation in Generational Distance and Inverted Generational Distance.- On the Behavior of Stochastic Local Search within Parameter Dependent MOPs.- An Evolutionary Approach to Active Robust Multiobjective Optimisation.- Linear scalarization Pareto front identification in stochastic environments.- Elite Accumulative Sampling Strategies for Noisy Multi-Objective Optimisation.- Guideline Identification for Optimization under Uncertainty through the Optimization of a Boomerang Trajectory.- MCDM.- Using indifference information in robust ordinal regression.- A Multi-objective genetic algorithm for inferring inter-criteria parameters for water supply consensus.- Genetic Algorithm Approach for a Class of Multi-criteria, Multi-vehicle Planner of UAVs.- An Interactive Evolutionary Multiobjective Optimization Method: Interactive WASF-GA.- On Generalizing Lipschitz Global Methods for Multiobjective Optimization.- Dealing with scarce optimization time in complex logistics optimization: A study on the biobjective Swap-Body Inventory Routing Problem.- Machine Decision Makers as a Laboratory for Interactive EMO.- Real World Applications.- Aircraft Air Inlet Design Optimization via Surrogate-Assisted Evolutionary Computation.- Diesel Engine Drive-Cycle Optimization with theIntegrated Optimization Environment – Liger.- Re-design for robustness: An approach based on many objective optimization.- A Model for a Human Decision-Maker in a Polymer Extrusion Process.- Multi-Objective Optimization of Gate Location and Processing Conditions in Injection Molding Using MOEAs: Experimental Assessment.- A Multi-Criteria Decision Support System for a Routing Problem in Waste Collection.- Application of Evolutionary Multiobjective Algorithms for solving the problem of Energy Dispatch in Hydroelectric Power Plants.- Solutions in Under 10 Seconds for Vehicle Routing Problems with Time Windows using Commodity Computers.- A comparative study of algorithms for solving the Multiobjective Open-Pit Mining Operational Planning Problems.- A Model to Select a Portfolio of Multiple Spare Parts for a Public Bus Transport Service Using NSGA II.-A Multi-Objective Optimization Approach Associated to Climate Change Analysis to Improve Systematic Conservation Planning.- Marginalization in Mexico: An Application of the Electre III[Pleaseinsertintopreamble]MOEA Methodology.- Integrating Hierarchical Clustering and Pareto-Efficacy to Preventive Controls Selection in Voltage Stability Assessment.- Multi-objective Evolutionary Algorithm with Discrete Differential Mutation Operator for Service Restoration in Largescale.- Distribution Systems.- Combining Data Mining and Evolutionary Computation for Multi-Criteria Optimization of Earthworks.- Exploration of Two-Objective Scenarios on Supervised Evolutionary Feature Selection: a Survey and a Case Study.- (Application to Music Categorisation).- A Multi-Objective Approach for Building Hyperspectral Remote Sensed Image Classifier Combiners.- Multi-Objective Optimization of Barrier Coverage with Wireless Sensors.- Comparison of Single and Multi-objective Evolutionary Algorithms for Robust Link-state Routing.

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