Search results for "Optical identification"

showing 2 items of 2 documents

Deep-Learning-Enabled Fast Optical Identification and Characterization of 2D Materials.

2020

© 2020 WILEY-VCH Verlag GmbH & Co. KGaA, Weinheim Advanced microscopy and/or spectroscopy tools play indispensable roles in nanoscience and nanotechnology research, as they provide rich information about material processes and properties. However, the interpretation of imaging data heavily relies on the “intuition” of experienced researchers. As a result, many of the deep graphical features obtained through these tools are often unused because of difficulties in processing the data and finding the correlations. Such challenges can be well addressed by deep learning. In this work, the optical characterization of 2D materials is used as a case study, and a neural-network-based algorithm is de…

Materials scienceSpeedupbusiness.industryMechanical EngineeringDeep learningProbability and statistics02 engineering and technology010402 general chemistry021001 nanoscience & nanotechnologyMachine learningcomputer.software_genre01 natural sciencesImaging data0104 chemical sciencesMechanics of MaterialsGeneral Materials ScienceOptical identificationArtificial intelligence0210 nano-technologybusinessTransfer of learningcomputerIntuitionAdvanced materials (Deerfield Beach, Fla.)
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Optical Imaging and Spectroscopy of Atomically Precise Armchair Graphene Nanoribbons

2019

We report the optical imaging and absorption spectroscopy on atomically precise armchair graphene nanoribbons (GNRs) on insulating fused silica substrates. This is achieved by controlling light polarization on macroscopically aligned GNRs which greatly enhances the optical contrast of the submonolayer GNRs on the insulating substrates. We measure the linear absorption spectra of 7-armchair and 9-armchair GNRs in this study, and the experimental data agree qualitatively with ab inito calculation results. The polarization spectroscopy technique enables an unambiguous optical identification of GNRs and provides a rapid tool to characterize the transferred film over a large area.

Optical contrastAbsorption spectroscopy530 Physicsbusiness.industryMechanical EngineeringBioengineering02 engineering and technologyGeneral Chemistry021001 nanoscience & nanotechnologyCondensed Matter PhysicsPolarization (waves)Optical imaging540 Chemistry570 Life sciences; biologyOptoelectronicsGeneral Materials ScienceOptical identification0210 nano-technologybusinessSpectroscopyAb initoGraphene nanoribbonsNano Letters
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