Nanoparticle self-assembly: from interactions in suspension to polymer nanocomposites

AC Genix, J Oberdisse - Soft Matter, 2018 - pubs.rsc.org
Recent experimental results using in particular small-angle scattering to characterize the self-
assembly of mainly hard spherical nanoparticles into higher ordered structures ranging from …

Computational reverse-engineering analysis for scattering experiments (CREASE) with machine learning enhancement to determine structure of nanoparticle …

CM Heil, A Patil, A Dhinojwala… - ACS central science, 2022 - ACS Publications
We present a new open-source, machine learning (ML) enhanced computational method for
experimentalists to quickly analyze high-throughput small-angle scattering results from …

Super-resolution for asymmetric resolution of FIB-SEM 3D imaging using AI with deep learning

K Hagita, T Higuchi, H Jinnai - Scientific reports, 2018 - nature.com
Scanning electron microscopy equipped with a focused ion beam (FIB-SEM) is a promising
three-dimensional (3D) imaging technique for nano-and meso-scale morphologies. In FIB …

Electron microscopy for polymer structures

H Jinnai - Microscopy, 2022 - academic.oup.com
This paper reviews recent advances and perspectives of electron microscopy and its
application to polymer hierarchical structures. Of the various kinds of hierarchical polymer …

Parthenium hysterophorus Mediated Synthesis of Silver Nanoparticles and its Evaluation of Antibacterial and Antineoplastic Activity to Combat Liver Cancer Cells

M Sivakumar, S Surendar, M Jayakumar… - Journal of Cluster …, 2021 - Springer
The synthesis of nanoparticles by biological routes may leads to the development of clean,
non-toxic and environmentally acceptable green chemistry procedures. In this context, the …

Nanoscale stress distribution in silica-nanoparticle-filled rubber as observed by transmission electron microscopy: implications for tire application

T Miyata, T Nagao, D Watanabe… - ACS Applied Nano …, 2021 - ACS Publications
Nanoparticle-filled rubber under tensile deformation was observed in situ by transmission
electron microscopy (TEM), and the spatial distributions of the local maximum and minimum …

Aerva lanata flower extract mediated green synthesis of silver nanoparticles: Their characterization, in vitro antioxidants and antimicrobial investigations

T Ganesan, S Muthukrishnan… - Polymers for …, 2024 - Wiley Online Library
The production of nanoparticles (NPs) using biological methods may lead to the
enhancement of clean, non‐hazardous, and environmentally acceptable procedures. With …

Computational reverse-engineering analysis for scattering experiments of assembled binary mixture of nanoparticles

CM Heil, A Jayaraman - ACS Materials Au, 2021 - ACS Publications
In this paper, we describe a computational method for analyzing results from scattering
experiments on dilute solutions of supraparticles, where each supraparticle is created by the …

Deep learning-based estimation of Flory–Huggins parameter of A–B block copolymers from cross-sectional images of phase-separated structures

K Hagita, T Aoyagi, Y Abe, S Genda, T Honda - Scientific Reports, 2021 - nature.com
In this study, deep learning (DL)-based estimation of the Flory–Huggins χ parameter of AB
diblock copolymers from two-dimensional cross-sectional images of three-dimensional (3D) …

Structural changes of aggregated filler particles in elongated rubbers through two-dimensional pattern reverse Monte Carlo modeling

K Hagita, T Tominaga, R Yamamoto, T Sone - Macromolecules, 2023 - ACS Publications
To investigate the three-dimensional (3D) structure of nanoparticle (NP) aggregates in
rubber tire treads with a large system size, a particle-mesh-based two-dimensional (2D) …