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Machine Learning for Optical Scanning Probe Nanoscopy

delete2022-11-04
delete13
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OA
AI
X
Xinzhong Chen
S
Suheng Xu
S
Sara Shabani
Y
Yueqi Zhao
M
Matthew Fu
A
Andrew J. Millis
M
M. M. Fogler
A
Abhay N. Pasupathy
M
Mengkun Liu *
D
D. N. Basov *
DOI:10.1002/adma.202109171delete
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摘要

摘要

En 中文
The ability to perform nanometer-scale optical imaging and spectroscopy is key to deciphering the low-energy effects in quantum materials, as well as vibrational fingerprints in planetary and extraterrestrial particles, catalytic substances, and aqueous biological samples. These tasks can be accomplished by the scattering-type scanning near-field optical microscopy (s-SNOM) technique that has recently spread to many research fields and enabled notable discoveries. Herein, it is shown that the s-SNOM, together with scanning probe research in general, can benefit in many ways from artificial-intelligence (AI) and machine-learning (ML) algorithms. Augmented with AI- and ML-enhanced data acquisition and analysis, scanning probe optical nanoscopy is poised to become more efficient, accurate, and intelligent.
Keyword:
artificial intelligence
machine learning
scanning near-field microscopy
scattering-type scanning near-field optical microscopy

期刊

Advanced Materials 封面图
Advanced Materials
IF:
26.8
论文数:
3.4W
被引数:
46.0W

机构

C
Columbia University
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7.1W
论文数: 6.4W
被引数: 263
S
stony brook university
学者数:
1.4W
论文数: 1.0W
被引数: 20
S
state university of new york (suny) system
学者数:
6.5W
论文数: 5.8W
被引数: 65
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