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)

λ-DNNs and Their Implementation in Aerodynamic and Conjugate Heat Transfer Optimization. - Marina Kontou; Dimitrios Kapsoulis; Ioannis Baklagis; Kyriakos C. Giannakoglou (EANN, 2020)

λ-DNNs and their implementation in conjugate heat transfer shape optimization. - Marina Kontou; Dimitrios Kapsoulis; Ioannis Baklagis; Xenofon Trompoukis; Kyriakos C. Giannakoglou (Neural Comput. Appl., 2022)