Rational Design of High-Energy-Density Polymer Composites by Machine Learning Approach

2021 ◽  
Vol 4 (2) ◽  
pp. 1449-1458
Author(s):  
Ming-Xiao Zhu ◽  
Qiu-Cheng Yu ◽  
Heng-Gao Song ◽  
Ting-Xin Chen ◽  
Ji-Ming Chen
Keyword(s):  
Machine Learning ◽  
Energy Density ◽  
Polymer Composites ◽  
Rational Design ◽  
High Energy ◽  
High Energy Density ◽  
Learning Approach ◽  
Machine Learning Approach

A rational design for reconciling high permittivity and breakdown strength in layered PVDF composites from TaB2@Ta2O5 nanofiller induced Schottky barrier effect

2019 ◽  
Vol 7 (32) ◽  
pp. 9975-9983 ◽  
Author(s):  
Qihuang Deng ◽  
Qin Wu ◽  
Yefeng Feng ◽  
Cheng Peng ◽  
Ben Qin ◽  
...  
Keyword(s):  
Energy Density ◽  
Polymer Composites ◽  
Schottky Barrier ◽  
Rational Design ◽  
Breakdown Strength ◽  
High Energy ◽  
High Energy Density ◽  
Barrier Effect ◽  
High Permittivity

A contradiction between high permittivity and breakdown strength has long been problematic for obtaining high energy density in conductor/polymer composites.

Rational design of Na(Li1/3Mn1/2Cr1/6)O2 exhibiting cation–anion-coupled redox reactions with superior electrochemical, thermodynamic, atomic, and chemomechanical properties for advanced sodium-ion batteries

2018 ◽  
Vol 6 (37) ◽  
pp. 18036-18043 ◽  
Author(s):  
Duho Kim ◽  
Maenghyo Cho ◽  
Kyeongjae Cho
Keyword(s):  
Energy Density ◽  
Redox Reactions ◽  
Rational Design ◽  
High Energy ◽  
Sodium Ion ◽  
High Energy Density ◽  
Sodium Ion Batteries

Based on a cation–anion-coupled redox paradigm, Na(Li1/3Mn1/2Cr1/6)O2 is systematically designed to use rational anion redox reactions (O2−/O−) for high energy density cathodes in sodium-ion batteries.

Multilayered ferroelectric polymer composites with high energy density at elevated temperature

2021 ◽  
Vol 202 ◽  
pp. 108594
Author(s):  
Yushu Li ◽  
Sang Cheng ◽  
Shaojie Wang ◽  
Chao Yuan ◽  
Zhen Luo ◽  
...  
Keyword(s):  
Elevated Temperature ◽  
Energy Density ◽  
Polymer Composites ◽  
High Energy ◽  
High Energy Density ◽  
Ferroelectric Polymer

Rational Design of 2D h-BAs Monolayer as Advanced Sulfur Host for High Energy Density Li–S Batteries

2020 ◽  
Vol 3 (8) ◽  
pp. 7306-7317
Author(s):  
Nabil Khossossi ◽  
Pritam Kumar Panda ◽  
Deobrat Singh ◽  
Vivekanand Shukla ◽  
Yogendra Kumar Mishra ◽  
...  
Keyword(s):  
Energy Density ◽  
Rational Design ◽  
High Energy ◽  
High Energy Density ◽  
Sulfur Host

Boosting High Energy Density Lithium-Ion Storage via the Rational Design of an FeS-Incorporated Sulfurized Polyacrylonitrile Fiber Hybrid Cathode

2019 ◽  
Vol 11 (33) ◽  
pp. 29924-29933 ◽  
Author(s):  
Anupriya K. Haridas ◽  
Jungwon Heo ◽  
Ying Liu ◽  
Hyo-Jun Ahn ◽  
Xiaohui Zhao ◽  
...  
Keyword(s):  
Energy Density ◽  
Rational Design ◽  
Lithium Ion ◽  
High Energy ◽  
High Energy Density ◽  
Polyacrylonitrile Fiber ◽  
Ion Storage

scholarly journals Machine learning applied to proton radiography of high-energy-density plasmas

2017 ◽  
Vol 95 (4) ◽  
Author(s):  
Nicholas F. Y. Chen ◽  
Muhammad Firmansyah Kasim ◽  
Luke Ceurvorst ◽  
Naren Ratan ◽  
James Sadler ◽  
...  
Keyword(s):  
Machine Learning ◽  
Energy Density ◽  
High Energy ◽  
High Energy Density ◽  
Proton Radiography ◽  
High Energy Density Plasmas

scholarly journals A Machine Learning Approach for Metal Oxide based Polymer Composites as Charge Selective Layers in Perovskite Solar Cells

ChemPlusChem ◽  
2021 ◽  
Author(s):  
Ayşegül Uygun Öksüz ◽  
Murat Onur Yildirim ◽  
Elif Ceren Gok ◽  
Naveen Harindu Hemasiri ◽  
Esin Eren ◽  
...  
Keyword(s):  
Machine Learning ◽  
Solar Cells ◽  
Metal Oxide ◽  
Polymer Composites ◽  
Perovskite Solar Cells ◽  
Learning Approach ◽  
Machine Learning Approach
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