APL Machine Learning

Computational experiments with cellular-automata generated images reveal intrinsic limitations of convolutional neural networks on pattern recognition tasks

Pub Date : 2024-07-15 DOI: 10.1063/5.0213905 Weihua Lei, Cleber Zanchettin, Flávio A. O. Santos, Luís A. Nunes Amaral

Simulation-trained machine learning models for Lorentz transmission electron microscopy

Pub Date : 2024-06-01 DOI: 10.1063/5.0197138 A. McCray, Alec Bender, Amanda Petford-Long, C. Phatak

Enhanced spectrum prediction using deep learning models with multi-frequency supplementary inputs

Pub Date : 2024-05-16 DOI: 10.1063/5.0203931 Xiaohua Xing, Yuqi Ren, Die Zou, Qiankun Zhang, Bingxuan Mao, Jianquan Yao, Deyi Xiong, Liang Wu