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Original Articles

On the use of metamodel-assisted, multi-objective evolutionary algorithms

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Pages 941-957 | Received 07 Apr 2005, Published online: 26 Jan 2007

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Read on this site (10)

Shadi Abpeykar & Mehdi Ghatee. (2018) Decent direction methods on the feasible region recognized by supervised learning metamodels to solve unstructured problems. Journal of Information and Optimization Sciences 39:6, pages 1245-1262.
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Stylianos A. Kyriacou, Varvara G. Asouti & Kyriakos C. Giannakoglou. (2014) Efficient PCA-driven EAs and metamodel-assisted EAs, with applications in turbomachinery. Engineering Optimization 46:7, pages 895-911.
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Rommel G. Regis & Christine A. Shoemaker. (2013) Combining radial basis function surrogates and dynamic coordinate search in high-dimensional expensive black-box optimization. Engineering Optimization 45:5, pages 529-555.
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Evgenia A. Kontoleontos, Varvara G. Asouti & Kyriakos C. Giannakoglou. (2012) An asynchronous metamodel-assisted memetic algorithm for CFD-based shape optimization. Engineering Optimization 44:2, pages 157-173.
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Ava Shahrokhi & Alireza Jahangirian. (2010) A surrogate assisted evolutionary optimization method with application to the transonic airfoil design. Engineering Optimization 42:6, pages 497-515.
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Ioannis C. Kampolis & Kyriakos C. Giannakoglou. (2009) Distributed evolutionary algorithms with hierarchical evaluation. Engineering Optimization 41:11, pages 1037-1049.
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Chariklia A. Georgopoulou & Kyriakos C. Giannakoglou. (2009) A multi-objective metamodel-assisted memetic algorithm with strength-based local refinement. Engineering Optimization 41:10, pages 909-923.
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Varvara G. Asouti & Kyriakos C. Giannakoglou. (2009) Aerodynamic optimization using a parallel asynchronous evolutionary algorithm controlled by strongly interacting demes. Engineering Optimization 41:3, pages 241-257.
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A. Jahangirian & A. Shahrokhi. (2009) Inverse design of transonic airfoils using genetic algorithm and a new parametric shape method. Inverse Problems in Science and Engineering 17:5, pages 681-699.
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Benki Aalae, Habbal Abderrahmane & Mathis Gael. (2019) Metamodel-assisted Kalai-Smorodinsky equilibria to solve a multicriteria optimization problem. Structural and Multidisciplinary Optimization 60:6, pages 2559-2569.
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Georgios Bletsos, Konstantinos Gkagkas, Varvara Asouti, Evangelos Papoutsis-Kiachagias & Kyriakos C. Giannakoglou. (2019) Multi-scale design of new lubricants featuring inhomogeneous viscosity. The European Physical Journal B 92:9.
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Michael Joly, Soumalya Sarkar & Dhagash Mehta. (2019) Machine Learning Enabled Adaptive Optimization of a Transonic Compressor Rotor With Precompression. Journal of Turbomachinery 141:5.
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E Kontoleontos, M Zormpa, S Nichtawitz, D Mack-Sahl & S Weissenberger. (2019) Multilevel design optimization of hydraulic turbines based on hierarchical metamodel-assisted evolutionary algorithms. IOP Conference Series: Earth and Environmental Science 240, pages 022035.
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Dimitrios Kapsoulis, Konstantinos Tsiakas, Varvara Asouti & Kyriakos Giannakoglou. (2016) The use of Kernel PCA in evolutionary optimization for computationally demanding engineering applications. The use of Kernel PCA in evolutionary optimization for computationally demanding engineering applications.
E Kontoleontos & S Weissenberger. (2016) Annual Energy Production (AEP) optimization for tidal power plants based on Evolutionary Algorithms - Swansea Bay Tidal Power Plant AEP optimization. IOP Conference Series: Earth and Environmental Science 49, pages 102009.
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Rommel G. Regis. (2016) Multi-objective constrained black-box optimization using radial basis function surrogates. Journal of Computational Science 16, pages 140-155.
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Vasileios StratsianisPanagiotis KontoulisLambros Kaiktsis. (2016) Effects of Fuel Post-Injection on the Performance and Pollutant Emissions of a Large Marine Engine. Journal of Energy Engineering 142:2.
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Taimoor Akhtar & Christine A. Shoemaker. (2015) Multi objective optimization of computationally expensive multi-modal functions with RBF surrogates and multi-rule selection. Journal of Global Optimization 64:1, pages 17-32.
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Varvara G. Asouti, Stylianos A. Kyriacou & Kyriakos C. Giannakoglou. 2016. Application of Surrogate-based Global Optimization to Aerodynamic Design. Application of Surrogate-based Global Optimization to Aerodynamic Design 47 57 .
Alexander E.I. Brownlee & Jonathan A. Wright. (2015) Constrained, mixed-integer and multi-objective optimisation of building designs by NSGA-II with fitness approximation. Applied Soft Computing 33, pages 114-126.
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Jacques Periaux, Felipe Gonzalez & Dong Seop Chris LeeJacques Periaux, Felipe Gonzalez & Dong Seop Chris Lee. 2015. Evolutionary Optimization and Game Strategies for Advanced Multi-Disciplinary Design. Evolutionary Optimization and Game Strategies for Advanced Multi-Disciplinary Design 39 52 .
Konstantinos T. Tsiakas, Xenofon S. Trompoukis, Varvara G. Asouti & Kyriakos C. Giannakoglou. 2015. Advances in Evolutionary and Deterministic Methods for Design, Optimization and Control in Engineering and Sciences. Advances in Evolutionary and Deterministic Methods for Design, Optimization and Control in Engineering and Sciences 277 291 .
S Kyriacou, E Kontoleontos, S Weissenberger, L Mangani, E Casartelli, I Skouteropoulou, M Gattringer, A Gehrer & M Buchmayr. (2014) Evolutionary algorithm based optimization of hydraulic machines utilizing a state-of-the-art block coupled CFD solver and parametric geometry and mesh generation tools. IOP Conference Series: Earth and Environmental Science 22:1, pages 012024.
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J McNabb, C Devals, S A Kyriacou, N Murry & B F Mullins. (2014) CFD based draft tube hydraulic design optimization. IOP Conference Series: Earth and Environmental Science 22:1, pages 012023.
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Y. Volkan Pehlivanoglu. (2013) A New Particle Swarm Optimization Method Enhanced With a Periodic Mutation Strategy and Neural Networks. IEEE Transactions on Evolutionary Computation 17:3, pages 436-452.
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John S. Anagnostopoulos & Dimitris E. Papantonis. (2012) A Fast Lagrangian Simulation Method for Flow Analysis and Runner Design in Pelton Turbines. Journal of Hydrodynamics 24:6, pages 930-941.
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Guillaume Crevecoeur, Ahmed Abou-Elyazied Abdallh, Ivo Couckuyt, Luc Dupré & Tom Dhaene. (2011) Two-level refined direct optimization scheme using intermediate surrogate models for electromagnetic optimization of a switched reluctance motor. Engineering with Computers 28:2, pages 199-207.
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Yaochu Jin. (2011) Surrogate-assisted evolutionary computation: Recent advances and future challenges. Swarm and Evolutionary Computation 1:2, pages 61-70.
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Aimin Zhou, Bo-Yang Qu, Hui Li, Shi-Zheng Zhao, Ponnuthurai Nagaratnam Suganthan & Qingfu Zhang. (2011) Multiobjective evolutionary algorithms: A survey of the state of the art. Swarm and Evolutionary Computation 1:1, pages 32-49.
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Ioannis C. Kampolis & Kyriakos C. Giannakoglou. (2011) Synergetic use of different evaluation, parameterization and search tools within a multilevel optimization platform. Applied Soft Computing 11:1, pages 645-651.
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S A Kyriacou, S Weissenberger, P Grafenberger & K C Giannakoglou. (2010) Optimization of hydraulic machinery by exploiting previous successful designs. IOP Conference Series: Earth and Environmental Science 12, pages 012031.
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Ioannis D. Spyrou & John S. Anagnostopoulos. (2010) Design study of a stand-alone desalination system powered by renewable energy sources and a pumped storage unit. Desalination 257:1-3, pages 137-149.
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Qingfu Zhang, Wudong Liu, Edward Tsang & Botond Virginas. (2010) Expensive Multiobjective Optimization by MOEA/D With Gaussian Process Model. IEEE Transactions on Evolutionary Computation 14:3, pages 456-474.
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Chariklia A. Georgopoulou & Kyriakos C. Giannakoglou. (2010) Metamodel-assisted evolutionary algorithms for the unit commitment problem with probabilistic outages. Applied Energy 87:5, pages 1782-1792.
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Tom Verstraete, Sergio Amaral, René Van den Braembussche & Tony Arts. (2010) Design and Optimization of the Internal Cooling Channels of a High Pressure Turbine Blade—Part II: Optimization. Journal of Turbomachinery 132:2.
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Christopher G. Hart & Nickolas Vlahopoulos. (2009) An integrated multidisciplinary particle swarm optimization approach to conceptual ship design. Structural and Multidisciplinary Optimization 41:3, pages 481-494.
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I.C. Kampolis, X.S. Trompoukis, V.G. Asouti & K.C. Giannakoglou. (2010) CFD-based analysis and two-level aerodynamic optimization on graphics processing units. Computer Methods in Applied Mechanics and Engineering 199:9-12, pages 712-722.
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Kyriakos C. Giannakoglou & Ioannis C. Kampolis. 2010. Computational Intelligence in Expensive Optimization Problems. Computational Intelligence in Expensive Optimization Problems 61 84 .
V. G. Asouti, I. C. Kampolis & K. C. Giannakoglou. (2009) A grid-enabled asynchronous metamodel-assisted evolutionary algorithm for aerodynamic optimization. Genetic Programming and Evolvable Machines 10:4, pages 373-389.
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Tushar Goel & Nielen Stander. (2009) Comparing three error criteria for selecting radial basis function network topology. Computer Methods in Applied Mechanics and Engineering 198:27-29, pages 2137-2150.
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C. G. Hart & N. Vlahopoulos. Integrating a Particle Swarm Optimizer in a Multi-Discipline Design Optimization Environment for Conceptual Ship Design. Integrating a Particle Swarm Optimizer in a Multi-Discipline Design Optimization Environment for Conceptual Ship Design.
Chariklia A. Georgopoulou & Kyriakos C. Giannakoglou. 2009. Multi-Objective Memetic Algorithms. Multi-Objective Memetic Algorithms 153 181 .
Tushar Goel & Nielen Stander. (2008) Influence of Selection Criterion on RBFs Network Topology Selection for Crashworthiness Optimization. Influence of Selection Criterion on RBFs Network Topology Selection for Crashworthiness Optimization.
P.I.K. Liakopoulos, I.C. Kampolis & K.C. Giannakoglou. (2008) Grid enabled, hierarchical distributed metamodel-assisted evolutionary algorithms for aerodynamic shape optimization. Future Generation Computer Systems 24:7, pages 701-708.
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Ioannis C. Kampolis & Kyriakos C. Giannakoglou. (2008) A multilevel approach to single- and multiobjective aerodynamic optimization. Computer Methods in Applied Mechanics and Engineering 197:33-40, pages 2963-2975.
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I.C. Kampolis, A.S. Zymaris, V .G. Asouti & K.C. Giannakoglou. (2007) Multilevel optimization strategies based on metamodel-assisted evolutionary algorithms, for computationally expensive problems. Multilevel optimization strategies based on metamodel-assisted evolutionary algorithms, for computationally expensive problems.

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