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Photoreforming of waste polymers for sustainable hydrogen fuel and chemicals feedstock: waste to energy
Energy from renewable resources is central to environmental sustainability. Among the
renewables, sunlight-driven fuel synthesis is a sustainable and economical approach to …
renewables, sunlight-driven fuel synthesis is a sustainable and economical approach to …
Recent advances and applications of deep learning methods in materials science
Deep learning (DL) is one of the fastest-growing topics in materials data science, with
rapidly emerging applications spanning atomistic, image-based, spectral, and textual data …
rapidly emerging applications spanning atomistic, image-based, spectral, and textual data …
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 …
based dielectric film capacitors with high energy storage capability have become particularly …
Material-structure-performance integrated laser-metal additive manufacturing
BACKGROUND Metallic components are the cornerstone of modern industries such as
aviation, aerospace, automobile manufacturing, and energy production. The stringent …
aviation, aerospace, automobile manufacturing, and energy production. The stringent …
Uncertainty quantification in machine learning for engineering design and health prognostics: A tutorial
On top of machine learning (ML) models, uncertainty quantification (UQ) functions as an
essential layer of safety assurance that could lead to more principled decision making by …
essential layer of safety assurance that could lead to more principled decision making by …
Materials design for hypersonics
Hypersonic vehicles must withstand extreme conditions during flights that exceed five times
the speed of sound. These systems have the potential to facilitate rapid access to space …
the speed of sound. These systems have the potential to facilitate rapid access to space …
Two decades of Martini: Better beads, broader scope
The Martini model, a coarse‐grained force field for molecular dynamics simulations, has
been around for nearly two decades. Originally developed for lipid‐based systems by the …
been around for nearly two decades. Originally developed for lipid‐based systems by the …
Dynamic and reconfigurable materials from reversible network interactions
Polymer materials provide solutions to some of the most pressing environmental,
manufacturing and health-care challenges. Traditional thermoplastic and thermoset …
manufacturing and health-care challenges. Traditional thermoplastic and thermoset …
Combining machine learning and computational chemistry for predictive insights into chemical systems
Machine learning models are poised to make a transformative impact on chemical sciences
by dramatically accelerating computational algorithms and amplifying insights available from …
by dramatically accelerating computational algorithms and amplifying insights available from …
Towards realizing nano-enabled precision delivery in plants
Nanocarriers (NCs) that can precisely deliver active agents, nutrients and genetic materials
into plants will make crop agriculture more resilient to climate change and sustainable. As a …
into plants will make crop agriculture more resilient to climate change and sustainable. As a …