[PDF][PDF] Intelligent metaphotonics empowered by machine learning

S Krasikov, A Tranter, A Bogdanov… - Opto-Electronic …, 2022 - researching.cn
In the recent years, a dramatic boost of the research is observed at the junction of photonics,
machine learning and artificial intelligence. A new methodology can be applied to the …

Where nanosensors meet machine learning: Prospects and challenges in detecting Disease X

YX Leong, EX Tan, SX Leong, CS Lin Koh… - ACS …, 2022 - ACS Publications
Disease X is a hypothetical unknown disease that has the potential to cause an epidemic or
pandemic outbreak in the future. Nanosensors are attractive portable devices that can swiftly …

Detection of proteins in a surface plasmon resonance biosensor based on hybrid metasurface architecture and behaviour prediction using random forest regression

J Wekalao, SK Patel, AK U, A Armghan, H Kraiem… - Plasmonics, 2024 - Springer
The emergent paradigm of nanoscale biosensing technologies represents a transformative
modality in biomolecular detection, with substantive implications across critical …

Terahertz metasurface biosensor for high-sensitivity salinity detection and data encoding with machine learning optimization based on random forest regression

J Wekalao, N Mandela - Optical and Quantum Electronics, 2024 - Springer
This research presents a terahertz-based biosensor for high-precision salinity detection,
employing a synergistic integration of graphene, gold, and silver in a metasurface …

Artificial neural networks applied to colorimetric nanosensors: An undergraduate experience tailorable from gold nanoparticles synthesis to optical spectroscopy and …

D Revignas, V Amendola - Journal of Chemical Education, 2022 - ACS Publications
Nowadays, technologies involving nanoparticles, colloids, sensors, and artificial intelligence
are widespread in society, media, and industry. It is thus mandatory to integrate them into the …

Nanoscale and ultrafast in situ techniques to probe plasmon photocatalysis

CC Carlin, AX Dai, A Al-Zubeidi… - Chemical Physics …, 2023 - pubs.aip.org
Plasmonic photocatalysis uses the light-induced resonant oscillation of free electrons in a
metal nanoparticle to concentrate optical energy for driving chemical reactions. By altering …

Validating and utilizing machine learning methods to investigate the impacts of synthesis parameters in gold nanoparticle synthesis

D Schletz, M Breidung, A Fery - The Journal of Physical Chemistry …, 2023 - ACS Publications
The control over the synthesis of gold nanoparticles is crucial to ensure optimal optical and
processing properties, but synthesis is complex and interdependent on many variables such …

Deep Learning Methods for Colloidal Silver Nanoparticle Concentration and Size Distribution Determination from UV–Vis Extinction Spectra

T Klinavičius, N Khinevich… - The Journal of …, 2024 - ACS Publications
Electron microscopy, while reliable, is an expensive, slow, and inefficient technique for
thorough size distribution characterization of both monodisperse and polydisperse colloidal …

Creating 3D Nanoparticle Structural Space via Data Augmentation to Bidirectionally Predict Nanoparticle Mixture's Purity, Size, and Shape from Extinction Spectra

EX Tan, J Tang, YX Leong, IY Phang… - Angewandte …, 2024 - Wiley Online Library
Nanoparticle (NP) characterization is essential because diverse shapes, sizes, and
morphologies inevitably occur in as‐synthesized NP mixtures, profoundly impacting their …

Computational and AI‐Driven Design of Hydrogels for Bioelectronic Applications

R Finster, P Sankaran, E Bihar - Advanced Electronic Materials, 2025 - Wiley Online Library
As hydrogel research progresses, hydrogels are becoming essential tools in bioelectronics
and biotechnology. This review explores the diverse range of natural and synthetic gel …