Machine learning applications in nanomaterials: Recent advances and future perspectives

L Yang, H Wang, D Leng, S Fang, Y Yang… - Chemical Engineering …, 2024 - Elsevier
Nanomaterials demonstrate enormous potential applications in various scientific and
engineering fields due to their unique physical and chemical properties. With the rapid …

Luminescent perovskite quantum dots: progress in fabrication, modelling and machine learning approaches for advanced photonic and quantum computing …

KD Jayan, K Babu - Journal of Luminescence, 2024 - Elsevier
Luminescent metal halide quantum dots (QDs), particularly perovskite quantum dots (PQDs),
garnered remarkable attention for unique optical properties as well as critical use for …

Antisolvent controls the shape and size of anisotropic lead halide perovskite nanocrystals

K Frank, NA Henke, C Lampe, T Lorenzen… - Nature …, 2024 - nature.com
Colloidal lead halide perovskite nanocrystals have potential for lighting applications due to
their optical properties. Precise control of the nanocrystal dimensions and composition is a …

Accelerating the Design of Multishell Upconverting Nanoparticles through Bayesian Optimization

X Xia, E Sivonxay, BA Helms, SM Blau, EM Chan - Nano Letters, 2023 - ACS Publications
The photon upconverting properties of lanthanide-doped nanoparticles drive their
applications in imaging, optoelectronics, and additive manufacturing. To maximize their …

Precursor chemistry of lead bromide perovskite nanocrystals

JC Dahl, EB Curling, M Loipersberger, JJ Calvin… - ACS …, 2024 - ACS Publications
We investigate the early stages of cesium lead bromide perovskite formation through
absorption spectroscopy of stopped-flow reactions, high-throughput mapping, and direct …

An Intermediate-Aided Perovskite Phase Purification for High-Performance Solar Cells

J Ge, Y Huang, X Chen, Y Wang, H Zeng… - Journal of the …, 2025 - ACS Publications
In recent years, perovskite solar cells (PSCs) have garnered considerable attention as a
prime candidate for next-generation photovoltaic technology. Ensuring the structural stability …

Kinetic Modeling Enables Understanding of Off-Cycle Processes in Pd-Catalyzed Amination of Five-Membered Heteroaryl Halides

ER Raguram, JC Dahl, KF Jensen… - Journal of the American …, 2024 - ACS Publications
The mechanism of Pd-catalyzed amination of five-membered heteroaryl halides was
investigated by integrating experimental kinetic analysis with kinetic modeling through …

Active learning of ligands that enhance perovskite nanocrystal luminescence

MA Kim, Q Ai, AJ Norquist, J Schrier, EM Chan - ACS nano, 2024 - ACS Publications
Ligands play a critical role in the optical properties and chemical stability of colloidal
nanocrystals (NCs), but identifying ligands that can enhance NC properties is daunting …

Automated Gold Nanorod Spectral Morphology Analysis Pipeline

SP Gleason, JC Dahl, M Elzouka, X Wang, DO Byrne… - ACS …, 2024 - ACS Publications
The development of a colloidal synthesis procedure to produce nanomaterials with high
shape and size purity is often a time-consuming, iterative process. This is often due to …

Size-Resolved Shape Evolution in Inorganic Nanocrystals Captured via High-Throughput Deep Learning-Driven Statistical Characterization

MG Cho, K Sytwu, L Rangel Dacosta, C Groschner… - ACS …, 2024 - ACS Publications
Precise size and shape control in nanocrystal synthesis is essential for utilizing nanocrystals
in various industrial applications, such as catalysis, sensing, and energy conversion …