Skip navigation
Please use this identifier to cite or link to this item: http://repository.iitr.ac.in/handle/123456789/5341
Title: Adaptive Bilevel Approximation Technique for Multiobjective Evolutionary Optimization
Authors: Chatterjee T.
Chowdhury, Rajib
Published in: Journal of Computing in Civil Engineering
Abstract: The computational intensiveness of evolutionary algorithms (EAs) in dealing with large-scale problems has been of great concern over the years. In order to reduce the computational burden associated with EAs initially, an anchored ANOVA decomposition model was integrated with the elitist nondominated sorting genetic algorithm (NSGA-II). Later, an improved version of the former framework, a novel approximation technique was developed and specialized to solve typical case scenarios often encountered, such as problems with nonconvex and disconnected Pareto optimal fronts. This proposed tool has been referred to as adaptive bilevel error-sensitivity based anchored ANOVA decomposition (ABE-ANOVA). ABE-ANOVA has been developed by the amalgamation of anchored ANOVA decomposition and Gaussian process (GP) model. They are coupled in such a way that anchored ANOVA handles the global behavior of the model using a set of component functions and GP interpolates local variations as a function of sample points, resulting in a two-level approximation. The study proves that ABE-ANOVA assisted NSGA-II is much more robust as compared to ANOVA assisted NSGA-II, especially in handling complex scenarios. Implementation of the proposed approaches have been demonstrated with the help of several multiobjective analytical examples and a few finite element problems. Performance has been assessed by comparing simulation of the actual model with NSGA-II and a few other algorithms. Excellent results in terms of accuracy and computational effort makes the proposed method potential for real-time applications. ¬© 2016 American Society of Civil Engineers.
Citation: Journal of Computing in Civil Engineering(2017), 31(3): -
URI: https://doi.org/10.1061/(ASCE)CP.1943-5487.0000643
http://repository.iitr.ac.in/handle/123456789/5341
Issue Date: 2017
Publisher: American Society of Civil Engineers (ASCE)
Keywords: Anchored ANOVA decomposition
Gaussian process
NSGA-II
Pareto front
ISSN: 8873801
Author Scopus IDs: 56226100500
10046255200
Author Affiliations: Chatterjee, T., Dept. of Civil Engineering, Indian Institute of Technology Roorkee, Roorkee, 247667, India
Chowdhury, R., Dept. of Civil Engineering, Indian Institute of Technology Roorkee, Roorkee, 247667, India
Corresponding Author: Chatterjee, T.; Dept. of Civil Engineering, Indian Institute of Technology RoorkeeIndia; email: tanmoydce88@gmail.com
Appears in Collections:Journal Publications [CE]

Files in This Item:
There are no files associated with this item.
Show full item record


Items in Repository are protected by copyright, with all rights reserved, unless otherwise indicated.