Search Menu
DOE PAGES title logo U.S. Department of Energy
Office of Scientific and Technical Information
Search Scholarly Publications

Title: Data-driven exploration of silver nanoplate formation in multidimensional chemical design spaces

Journal Article · · Digital Discovery
DOI: https://doi.org/10.1039/D4DD00211C · OSTI ID:2453942
ORCiD logo [1];  [1];  [1]
  1. Department of Chemical Engineering, University of Washington, Seattle, Washington 98195, USA
+ Show Author Affiliations

We present an autonomous data-driven framework that iteratively explores the experimental design space of silver nanoparticle synthesis to obtain control over the formation of a desired morphology and size.

Research Organization:
University of Washington, Seattle, WA (United States)
Sponsoring Organization:
National Science Foundation (NSF); USDOE; USDOE Office of Science (SC), Basic Energy Sciences (BES)
Grant/Contract Number:
SC0019288; SC0019911
OSTI ID:
2453942
Journal Information:
Digital Discovery, Journal Name: Digital Discovery; ISSN DDIIAI; ISSN 2635-098X
Publisher:
Royal Society of Chemistry (RSC)Copyright Statement
Country of Publication:
United Kingdom
Language:
English

References (26)

Self‐Driving Platform for Metal Nanoparticle Synthesis: Combining Microfluidics and Machine Learning journal September 2021
Reduction by the End Groups of Poly(vinyl pyrrolidone): A New and Versatile Route to the Kinetically Controlled Synthesis of Ag Triangular Nanoplates journal July 2006
Mechanisms of Biomolecular Self‐Assembly Investigated Through In Situ Observations of Structures and Dynamics journal September 2023
Shape Control of Colloidal Metal Nanocrystals journal March 2008
Convenient synthesis of silver nanoplates with adjustable size through seed mediated growth approach journal April 2012
Emerging trends in clinical implications of bio-conjugated silver nanoparticles in drug delivery journal March 2020
Synthesis of silver nanodiscs and triangular nanoplates in PVP matrix: Photophysical study and simulation of UV–vis extinction spectra using DDA method journal January 2012
Serverless Prediction of Peptide Properties with Recurrent Neural Networks journal April 2023
Exploring Causal Physical Mechanisms via Non-Gaussian Linear Models and Deep Kernel Learning: Applications for Ferroelectric Domain Structures journal December 2021
Controlled Growth of Ag/Au Bimetallic Nanorods through Kinetics Control journal December 2012
Catalytic Properties of Silver Nanoparticles Supported on Silica Spheres journal February 2005
Tailoring Surface Plasmons through the Morphology and Assembly of Metal Nanoparticles journal January 2006
A nanomaterials discovery robot for the Darwinian evolution of shape programmable gold nanoparticles journal June 2020
AlphaFlow: autonomous discovery and optimization of multi-step chemistry using a self-driven fluidic lab guided by reinforcement learning journal March 2023
Two-step machine learning enables optimized nanoparticle synthesis journal April 2021
Small-angle X-ray and neutron scattering journal October 2021
Polyvinylpyrrolidone (PVP) in nanoparticle synthesis journal January 2015
Accelerated atomic-scale exploration of phase evolution in compositionally complex materials journal January 2018
Injection time controls the final morphology of nanocrystals during in situ-seeding synthesis of silver nanodisks journal January 2020
Surface-enhanced Raman spectroscopy: benefits, trade-offs and future developments journal January 2020
Multivariate analysis of peptide-driven nucleation and growth of Au nanoparticles journal January 2022
Autonomous retrosynthesis of gold nanoparticles via spectral shape matching journal January 2022
A high-throughput workflow for the synthesis of CdSe nanocrystals using a sonochemical materials acceleration platform journal January 2023
Small-angle scattering for beginners journal November 2021
An artificial intelligence enabled chemical synthesis robot for exploration and optimization of nanomaterials journal October 2022
Silver Nanoparticles: Synthesis, Characterization, Properties, Applications, and Therapeutic Approaches journal September 2016

Similar Records

Related Subjects

37 INORGANIC, ORGANIC, PHYSICAL, AND ANALYTICAL CHEMISTRY