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Engineering Optimization Volume 46, 2014 - Issue 7
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Original Articles

Efficient PCA-driven EAs and metamodel-assisted EAs, with applications in turbomachinery

Stylianos A. KyriacouParallel CFD & Optimization Unit, National Technical University of Athens, Heroon Polytechniou 9, Athens15780, Greece;Andritz HYDRO GmbH, Lunzerstrasse 78, 4031Linz, Austria
,
Varvara G. AsoutiParallel CFD & Optimization Unit, National Technical University of Athens, Heroon Polytechniou 9, Athens15780, Greece
&
Kyriakos C. GiannakoglouParallel CFD & Optimization Unit, National Technical University of Athens, Heroon Polytechniou 9, Athens15780, GreeceCorrespondence[email protected]
Pages 895-911 | Received 16 Nov 2012, Accepted 20 May 2013, Published online: 08 Jul 2013

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Mohamed Amine Bouhlel, Nathalie Bartoli, Rommel G. Regis, Abdelkader Otsmane & Joseph Morlier. (2018) Efficient global optimization for high-dimensional constrained problems by using the Kriging models combined with the partial least squares method. Engineering Optimization 50:12, pages 2038-2053.
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Articles from other publishers (18)

Shuyue Wang, Cong WangChen CaoLiyue WangYi ZhangGang Sun. (2023) Application of “Objective Space Filtration” on Nacelle Cowl Design Variable Generation. Journal of Aerospace Engineering 36:1.
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Mariusz Bujny, Markus Olhofer, Nikola Aulig & Fabian Duddeck. (2021) Topology Optimization of 3D-printed joints under crash loads using Evolutionary Algorithms. Structural and Multidisciplinary Optimization 64:6, pages 4181-4206.
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Shuyue Wang, Chen Cao, Cong Wang, Liyue Wang & Gang Sun. (2021) A nacelle inlet design approach with more three-dimensional geometric consideration. Aerospace Science and Technology 112, pages 106624.
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Alexios Alexiou, Nikolaos Aretakis, Ioannis Kolias & Konstantinos Mathioudakis. (2021) Novel Aero-Engine Multi-Disciplinary Preliminary Design Optimization Framework Accounting for Dynamic System Operation and Aircraft Mission Performance. Aerospace 8:2, pages 49.
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Ilias Vasilopoulos, Varvara G. Asouti, Kyriakos C. Giannakoglou & Marcus Meyer. (2019) Gradient-based Pareto front approximation applied to turbomachinery shape optimization. Engineering with Computers 37:1, pages 449-459.
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Shuyue Wang, Cong Wang & Gang Sun. (2020) The Objective Space and the Formulation of Design Requirement in Natural Laminar Flow Optimization. Applied Sciences 10:17, pages 5943.
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Gianluca Costagliola, Roberto Guarino, Federico Bosia, Konstantinos Gkagkas & Nicola M. Pugno. (2020) Evolutionary Algorithm Optimization of Staggered Biological or Biomimetic Composites Using the Random Fuse Model. Physical Review Applied 13:3.
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Hatem Ghorbel, Nicolas Zannini, Salma Cherif, Florian Sauser, David Grunenwald, William Droz, Mahamadou Baradji & Djamel Lakehal. (2019) Smart adaptive run parameterization (SArP): enhancement of user manual selection of running parameters in fluid dynamic simulations using bio-inspired and machine-learning techniques. Soft Computing 23:22, pages 12031-12047.
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Elena Raponi, Mariusz Bujny, Markus Olhofer, Nikola Aulig, Simonetta Boria & Fabian Duddeck. (2019) Kriging-assisted topology optimization of crash structures. Computer Methods in Applied Mechanics and Engineering 348, pages 730-752.
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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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David S. Makhija & Philip S. Beran. (2018) Concurrent shape and topology optimization for steady conjugate heat transfer. Structural and Multidisciplinary Optimization 59:3, pages 919-940.
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Dimitrios Kapsoulis, Konstantinos Tsiakas, Xenofon Trompoukis, Varvara Asouti & Kyriakos Giannakoglou. (2018) A PCA-assisted hybrid algorithm combining EAs and adjoint methods for CFD-based optimization. Applied Soft Computing 73, pages 520-529.
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Dimitrios Kapsoulis, Konstantinos Tsiakas, Xenofon Trompoukis, Varvara Asouti & Kyriakos Giannakoglou. (2018) Evolutionary multi-objective optimization assisted by metamodels, kernel PCA and multi-criteria decision making techniques with applications in aerodynamics. Applied Soft Computing 64, pages 1-13.
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Aristeidis Antonakis, Mudassir Lone & Alastair Cooke. (2016) Neural network-based dynamic model and gust identification system for the jetstream G-NFLA. Proceedings of the Institution of Mechanical Engineers, Part G: Journal of Aerospace Engineering 231:7, pages 1183-1198.
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Aristeidis Antonakis, Mudassir Lone & Alastair Cooke. (2016) Neural network based dynamic model and gust identification system for the Jetstream G-NFLA. Proceedings of the Institution of Mechanical Engineers, Part G: Journal of Aerospace Engineering 231:6, pages 1138-1153.
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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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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 .

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