ML

Physics through the microscope
Stephen J. Pennycook, Ryo Ishikawa, Haijun Wu, Xiaoxu Zhao, Changjian Li, N. Duane Loh, Jiadong Dan, Wu Zhou
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defect-learn
⚛️Deep learning point defects in two-dimensional materials. 🔒[private]
May 22, 2024
defect-learn
motif-learn
🔬machine learning in scanning transmission electron microscopy.
May 21, 2024
motif-learn
Exploring motifs and their hierarchies in crystals via unsupervised learning
Jiadong Dan , Xiaoxu Zhao, Qian He, N. Duane Loh, Stephen J. Pennycook
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Navigating the nanoworld: automatic feature recognition
Stephen J. Pennycook, Jiadong Dan, Xiaoxu Zhao, Shoucong Ning, Wu Zhou, Qian He, N. Duane Loh
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Learning motifs and their hierarchies in atomic resolution microscopy
Jiadong Dan, Xiaoxu Zhao, Shoucong Ning, Jiong Lu, Kian Ping Loh, Qian He, N. Duane Loh , Stephen J. Pennycook
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A machine perspective of atomic defects in scanning transmission electron microscopy
Enabled by the advances in aberration-corrected scanning transmission electron microscopy (STEM), atomic-resolution real space imaging …
Jiadong Dan, Xiaoxu Zhao, Stephen J. Pennycook
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