Project

Machine learning for the design of chemical engineering unit operations (https://chemengml.org/research-projects)

Research Interest

Flow control
Heat and mass transfer
Flow through porous media
Adjoint optimization
Immersed boundary method

Journal Publications

2024

Machine learning for rapid discovery of laminar flow channel wall modifications that enhance heat transfer
Koide, Y.; Kaithakkal, A. J.; Schniewind, M.; Ladewig, B. P.; Stroh, A.; Friederich, P.
2024. APL Machine Learning, 2 (1), 016108. doi:10.1063/5.0187783

Conference Contributions

2023

Heat transfer enhancement in laminar channel flow by machine learning guided shape optimization of wall geometry
Kaithakkal, A. J.; Koide, Y.; Schniewind, M.; Friederich, P.; Stroh, A.
2023. 17th International Heat Transfer Conference (IHTC 2023), Cape Town, South Africa, August 14–18, 2023