Chemistry-Informed Machine Learning Enables Discovery of DNA-Stabilized Silver Nanoclusters with Near-Infrared Fluorescence
Peter Mastracco, Anna Gonzàlez‐Rosell, Joshua Evans, Petko Bogdanov, Stacy M. Copp
Abstract
-DNAs with bright near-infrared luminescence above 800 nm. These results demonstrate how incorporating known structure-property relationships into machine learning models can enhance materials study and design, even for sparse and imbalanced training data.
Topics & Concepts
NanoclustersLuminescenceFluorescenceNucleobaseDNAInfraredNanotechnologyMaterials scienceOptoelectronicsChemistryPhysicsOpticsBiochemistryNanocluster Synthesis and ApplicationsAdvanced biosensing and bioanalysis techniquesGold and Silver Nanoparticles Synthesis and Applications