High-Throughput All-Optical Determination of Nanorod Size and Orientation.
Zachary J O'DellMegan KnobelochSara E SkrabalakKatherine Kallie WilletsPublished in: Nano letters (2024)
As a single-particle characterization technique, optical microscopy has transformed our understanding of structure-function relationships of plasmonic nanoparticles, but the need for ex-situ -correlated electron microscopy to obtain structural information handicaps an otherwise exceptional high-throughput technique. Here, we present an all-optical alternative to electron microscopy to accurately and quickly extract structural information about single gold nanorods (Au NRs) using calcite-assisted localization and kinetics (CLocK) microscopy. Color CLocK images of single Au NRs allow scattering from the longitudinal and transverse plasmon modes to be imaged simultaneously, encoding spectral data in CLocK images that can then be extracted to obtain Au NR size and orientation. Moreover, through the use of convolutional neural networks, Au NR length, width, and aspect ratio can be predicted directly from color CLocK images within ∼10% of the true value measured by electron microscopy.
Keyphrases
- electron microscopy
- convolutional neural network
- high throughput
- high resolution
- reduced graphene oxide
- deep learning
- high speed
- sensitive detection
- optical coherence tomography
- single molecule
- single cell
- visible light
- gold nanoparticles
- health information
- oxidative stress
- healthcare
- label free
- artificial intelligence
- quantum dots
- cross sectional
- magnetic resonance
- mass spectrometry
- computed tomography
- silver nanoparticles
- social media
- data analysis