Deep operator learning-based surrogate models with uncertainty quantification for optimizing internal cooling channel rib profiles

Learning nonlinear operators via DeepONet based on the universal approximation theorem of operators

Nature Machine Intelligence · 2021 · 2.8K citations · Full text

Computing, Computer Science, Mathematics +10

Universal approximation to nonlinear operators by neural networks with arbitrary activation functions and its application to dynamical systems

Tianping Chen, Hong Chen · IEEE Transactions on Neural Networks · 1995 · 1.2K citations

Computing, Computer Science, Mathematics +12

An investigation of heat transfer and friction for rib-roughened surfaces

J. C. Han, Leon R. Glicksman, W. M. Rohsenow · International Journal of Heat and Mass Transfer · 1978 · 541 citations

Engineering, Materials Science, Mechanical Engineering +14

Developing heat transfer in rectangular channels with rib turbulators

J. C. Han, Jongchan Park · International Journal of Heat and Mass Transfer · 1988 · 537 citations

Engineering, Mechanical Engineering, Heat Transfer +15

Heat Transfer and Friction Characteristics in Rectangular Channels With Rib Turbulators

J. C. Han · Journal of Heat Transfer · 1988 · 392 citations

Engineering, Mechanical Engineering, Aerodynamics +16