[HTML][HTML] Synthesis, properties, applications, 3D printing and machine learning of graphene quantum dots in polymer nanocomposites

V Dananjaya, S Marimuthu, R Yang, AN Grace… - Progress in Materials …, 2024 - Elsevier
This comprehensive review discusses the recent progress in synthesis, properties,
applications, 3D printing and machine learning of graphene quantum dots (GQDs) in …

Recent progress and future prospects on all-organic polymer dielectrics for energy storage capacitors

QK Feng, SL Zhong, JY Pei, Y Zhao, DL Zhang… - Chemical …, 2021 - ACS Publications
With the development of advanced electronic devices and electric power systems, polymer-
based dielectric film capacitors with high energy storage capability have become particularly …

Designing tailored combinations of structural units in polymer dielectrics for high-temperature capacitive energy storage

R Wang, Y Zhu, J Fu, M Yang, Z Ran, J Li, M Li… - Nature …, 2023 - nature.com
Many mainstream dielectric energy storage technologies in the emergent applications, such
as renewable energy, electrified transportations and advanced propulsion systems, are …

Design of functional and sustainable polymers assisted by artificial intelligence

H Tran, R Gurnani, C Kim, G Pilania, HK Kwon… - Nature Reviews …, 2024 - nature.com
Artificial intelligence (AI)-based methods continue to make inroads into accelerated
materials design and development. Here, we review AI-enabled advances made in the …

Spiral‐Structured Dielectric Polymers Exhibiting Ultrahigh Energy Density and Charge–Discharge Efficiency at High Temperatures

Z Ran, R Wang, J Fu, M Yang, M Li, J Hu… - Advanced …, 2023 - Wiley Online Library
The growing need for high‐power and compact‐size energy storage in modern electronic
and electrical systems demands polymer film capacitors with excellent temperature …

Engineering the dielectric constants of polymers: from molecular to mesoscopic scales

J Chen, Z Pei, B Chai, P Jiang, L Ma, L Zhu… - Advanced …, 2024 - Wiley Online Library
Polymers are essential components of modern‐day materials and are widely used in various
fields. The dielectric constant, a key physical parameter, plays a fundamental role in the light …

[HTML][HTML] 3D printing of biodegradable polymers and their composites–Current state-of-the-art, properties, applications, and machine learning for potential future …

SAV Dananjaya, VS Chevali, JP Dear, P Potluri… - Progress in Materials …, 2024 - Elsevier
This review paper comprehensively examines the dynamic landscape of 3D printing and
Machine Learning utilizing biodegradable polymers and their composites, presenting a …

Polymer-based dielectrics with high permittivity for electric energy storage: A review

JW Zha, MS Zheng, BH Fan, ZM Dang - Nano Energy, 2021 - Elsevier
Polymer-based dielectrics (PDs) with improved permittivity (k) have considerable
applications including capacitors, actuator devices and electrical power systems due to their …

AI-assisted discovery of high-temperature dielectrics for energy storage

R Gurnani, S Shukla, D Kamal, C Wu, J Hao… - Nature …, 2024 - nature.com
Electrostatic capacitors play a crucial role as energy storage devices in modern electrical
systems. Energy density, the figure of merit for electrostatic capacitors, is primarily …

Structure prediction drives materials discovery

AR Oganov, CJ Pickard, Q Zhu, RJ Needs - Nature Reviews Materials, 2019 - nature.com
Progress in the discovery of new materials has been accelerated by the development of
reliable quantum-mechanical approaches to crystal structure prediction. The properties of a …