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)

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)