Machine learning approaches for the prediction of thermal performance of multilayer insulation materials at low temperatures

An energy approach to the solution of partial differential equations in computational mechanics via machine learning: Concepts, implementation and applications

Esteban Samaniego, Cosmin Anitescu, Somdatta Goswami et al. · Computer Methods in Applied Mechanics and Engineering · 2020 · 1.9K citations · Full text

Engineering, Computational Engineering, Computer Science +17

Hyperparameter Optimization for Machine Learning Models Based on Bayesian Optimization

Jia Wu, Xiu Yun Chen, Hao Zhang et al. · HAL (Le Centre pour la Communication Scientifique Directe) · 2019 · 1.4K citations · Full text

Computing, Computer Science, Bayesian Data Analysis +15

Artificial Neural Network Methods for the Solution of Second Order Boundary Value Problems

Cosmin Anitescu, Elena Atroshchenko, Naif Alajlan et al. · Computers, materials & continua/Computers, materials & continua (Print) · 2019 · 660 citations · Full text

Natural Sciences, Mathematics, Physics +17

Optimization problems for machine learning: A survey

Claudio Gambella, Joe Naoum‐Sawaya · European Journal of Operational Research · 2020 · 354 citations · Full text

Computing, Computer Science, Algorithms +13

Machine learning algorithms for improving the prediction of air injection effect on the thermohydraulic performance of shell and tube heat exchanger

Emad M.S. El‐Said, Mohamed Abd Elaziz, Ammar H. Elsheikh · Applied Thermal Engineering · 2020 · 119 citations

Engineering, Computational Engineering, Mechanical Engineering +16