Multilevel optimization strategies based on metamodel-assisted evolutionary algorithms, for computationally expensive problems. - Ioannis C. Kampolis; A. S. Zymaris; V. G. Asouti; Kyriakos C. Giannakoglou (IEEE Congress on Evolutionary Computation, 2007)

A grid-enabled asynchronous metamodel-assisted evolutionary algorithm for aerodynamic optimization. - V. G. Asouti; Ioannis C. Kampolis; Kyriakos C. Giannakoglou (Genet. Program. Evolvable Mach., 2009)

A low-cost evolutionary algorithm for the unit commitment problem considering probabilistic unit outages. - V. G. Asouti; Kyriakos C. Giannakoglou (Int. J. Syst. Sci., 2012)

The use of Kernel PCA in evolutionary optimization for computationally demanding engineering applications. - Dimitrios Kapsoulis; Konstantinos Tsiakas; Varvara Asouti; Kyriakos C. Giannakoglou (SSCI, 2016)

Evolutionary multi-objective optimization assisted by metamodels, kernel PCA and multi-criteria decision making techniques with applications in aerodynamics. - Dimitrios Kapsoulis; Konstantinos Tsiakas; Xenofon Trompoukis; Varvara Asouti; Kyriakos C. Giannakoglou (Appl. Soft Comput., 2018)

A PCA-assisted hybrid algorithm combining EAs and adjoint methods for CFD-based optimization. - Dimitrios Kapsoulis; Konstantinos Tsiakas; Xenofon Trompoukis; Varvara Asouti; Kyriakos C. Giannakoglou (Appl. Soft Comput., 2018)

Gradient-based Pareto front approximation applied to turbomachinery shape optimization. - Ilias Vasilopoulos; Varvara Asouti; Kyriakos C. Giannakoglou; Marcus Meyer (Eng. Comput., 2021)

DNN-Driven Gradient-Based Shape Optimization in Fluid Mechanics. - Konstantina G. Kovani; Marina G. Kontou; Varvara G. Asouti; Kyriakos C. Giannakoglou (EANN, 2023)

DNN surrogates for turbulence closure in CFD-based shape optimization. - Marina Kontou; V. G. Asouti; Kyriakos C. Giannakoglou (Appl. Soft Comput., 2023)