Multiscale prediction of functional self-assembled materials using machine learning: high-performance surfactant molecules

Nanoscale ◽  
2018 ◽  
Vol 10 (34) ◽  
pp. 16013-16021 ◽  
Author(s):  
Takuya Inokuchi ◽  
Na Li ◽  
Kei Morohoshi ◽  
Noriyoshi Arai

We determined whether multiscale data can be predicted using machine learning via a self-assembly functional material system.

2015 ◽  
Vol 3 (4) ◽  
pp. 1540-1548 ◽  
Author(s):  
Sheng Zhu ◽  
Hui Zhang ◽  
Ping Chen ◽  
Lin-Hui Nie ◽  
Chuan-Hao Li ◽  
...  

A facile protocol for the self-assembly of the rGO/β-MnO2 hybrid hydrogel with ultrafine structure and precise control of mass-loading for high performance supercapacitors is reported.


2003 ◽  
Vol 772 ◽  
Author(s):  
Emmanuel Valentin ◽  
Stephane Auvray ◽  
Arianna Filoramo ◽  
Aline Ribayrol ◽  
Marcelo Goffman ◽  
...  

AbstractWe describe the realization of high quality self-assembled single wall carbon nanotube field effect transistors (CNTFET). A method using self-assembled monolayers (SAMs) is used to obtain high yield selective deposition placement of single wall carbon nanotubes (SWNTs) on predefined regions of a substrate. This is achieved with individual or small bundles of SWNTs and with high densities suitable for fabrication of integrated devices. We show that such positioned SWNTs can be electrically contacted to realize high performance transistors, which very well compare with state-of-the-art CNTFETs. We therefore validate the self-assembly approach to reliably fabricate efficient carbon nanotube based devices.


2014 ◽  
Vol 50 (61) ◽  
pp. 8335-8338 ◽  
Author(s):  
Yulong Duan ◽  
Shihai Yan ◽  
Xinhong Zhou ◽  
Wei Xu ◽  
Hongxia Xu ◽  
...  

Two helical nanostructures, helical nanofibers and helical nanotubes, are self-assembled from a diarylethene compound.


CrystEngComm ◽  
2016 ◽  
Vol 18 (37) ◽  
pp. 7021-7028 ◽  
Author(s):  
Laura R. Blackholly ◽  
Helena J. Shepherd ◽  
Jennifer R. Hiscock

The effects of hydrogen bond donor acidity and counter cation within a ‘frustrated’ self-assembled, hydrogen bonded system.


2020 ◽  
Vol 13 (1) ◽  
pp. 246-257 ◽  
Author(s):  
Ruizheng Zhao ◽  
Haoxiang Di ◽  
Xiaobin Hui ◽  
Danyang Zhao ◽  
Rutao Wang ◽  
...  

The novel PDDA-NPCNs/Ti3C2 hybrids via an electrostatic attraction self-assembly approach effectively accelerate reaction kinetics and improve electrochemical performance as PIBs anodes.


2017 ◽  
Vol 53 (28) ◽  
pp. 3967-3970 ◽  
Author(s):  
Takuya Sagami ◽  
Yuhei O. Tahara ◽  
Makoto Miyata ◽  
Hiroyuki Miyake ◽  
Satoshi Shinoda

Perchlorate anions in water could be sensed by luminescence decrease of europium(iii) using a self-assembly system.


2020 ◽  
Vol 8 (5) ◽  
pp. 838-851 ◽  
Author(s):  
Xiujuan Zhao ◽  
Changren Zhou ◽  
Mingxian Liu

This article reviewed the self-assembly methods of HNTs and biomedical applications of HNT self-assembly patterns.


2020 ◽  
Vol 22 (4) ◽  
pp. 2157-2163 ◽  
Author(s):  
Huilan Li ◽  
Xiaofei Wang ◽  
Chu Qi ◽  
Chengcheng Zhao ◽  
Cuimei Fu ◽  
...  

A self-assembled MoO3-decorated carbon nanofiber interlayer is effectively integrated into the Li–S battery with high performance.


Soft Matter ◽  
2019 ◽  
Vol 15 (18) ◽  
pp. 3733-3739 ◽  
Author(s):  
Eric S. Harper ◽  
Brendon Waters ◽  
Sharon C. Glotzer

Machine-learning analysis of local motifs of hard cube derivatives explains the self-assembly behaviour of hierarchical self-assembled cubic crystal.


MRS Advances ◽  
2020 ◽  
Vol 5 (64) ◽  
pp. 3507-3520
Author(s):  
Chunhui Dai ◽  
Kriti Agarwal ◽  
Jeong-Hyun Cho

AbstractNanoscale self-assembly, as a technique to transform two-dimensional (2D) planar patterns into three-dimensional (3D) nanoscale architectures, has achieved tremendous success in the past decade. However, an assembly process at nanoscale is easily affected by small unavoidable variations in sample conditions and reaction environment, resulting in a low yield. Recently, in-situ monitored self-assembly based on ion and electron irradiation has stood out as a promising candidate to overcome this limitation. The usage of ion and electron beam allows stress generation and real-time observation simultaneously, which significantly enhances the controllability of self-assembly. This enables the realization of various complex 3D nanostructures with a high yield. The additional dimension of the self-assembled 3D nanostructures opens the possibility to explore novel properties that cannot be demonstrated in 2D planar patterns. Here, we present a rapid review on the recent achievements and challenges in nanoscale self-assembly using electron and ion beam techniques, followed by a discussion of the novel optical properties achieved in the self-assembled 3D nanostructures.


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