Investigation into the topology optimization for conductive heat transfer based on deep learning approach

A 99 line topology optimization code written in Matlab

Ole Sigmund · Structural and Multidisciplinary Optimization · 2001 · 2.6K citations

Computing, Computational Engineering, Computer Science +9

Deep learning in fluid dynamics

J. Nathan Kutz · Journal of Fluid Mechanics · 2017 · 835 citations · Full text

Natural Sciences, Computational Engineering, Computer Science +16

Accelerated Discovery of Large Electrostrains in BaTiO₃‐Based Piezoelectrics Using Active Learning

Ruihao Yuan, Zhen Liu, Prasanna V. Balachandran et al. · Advanced Materials · 2018 · 377 citations · Full text

Natural Sciences, Materials Engineering, Materials Science +16

A topology optimization method for a coupled thermal–fluid problem using level set boundary expressions

Kentaro Yaji, Takayuki Yamada, Seiji Kubo et al. · International Journal of Heat and Mass Transfer · 2014 · 250 citations

Engineering, Computational Engineering, Mechanical Engineering +16

A universal strategy for the creation of machine learning-based atomistic force fields

Tran Doan Huan, Rohit Batra, James Chapman et al. · npj Computational Materials · 2017 · 242 citations · Full text

Natural Sciences, Chemistry, Physics +15