Inverse design of phononic crystals for anticipated wave propagation by integrating deep learning and semi-analytical approach

Generative adversarial networks

Ian Goodfellow, Jean Pouget-Abadie, Mehdi Mirza et al. · Communications of the ACM · 2020 · 13.6K citations · Full text

Computing, Computer Science, Computer Graphics +10

Acoustic band structure of periodic elastic composites

M. S. Kushwaha, P. Halevi, L. Dobrzyński et al. · Physical Review Letters · 1993 · 2.9K citations · Full text

Natural Sciences, Materials Science, Physics +17

Backpropagation and stochastic gradient descent method

Neurocomputing · 1993 · 901 citations · Full text

Computing, Computer Science, Algorithms +10

Probabilistic Representation and Inverse Design of Metamaterials Based on a Deep Generative Model with Semi‐Supervised Learning Strategy

Wei Ma, Feng Cheng, Yihao Xu et al. · Advanced Materials · 2019 · 597 citations

Computing, Materials Engineering, Materials Science +17

Higher-order band topology

Nature Reviews Physics · 2021 · 517 citations · Full text