[HTML][HTML] Machine learning for expediting next-generation of fire-retardant polymer composites

P Jafari, R Zhang, S Huo, Q Wang, J Yong… - Composites …, 2023 - Elsevier
Abstract Machine learning algorithms have emerged as an effective and popular decision-
making tool for solving complicated engineering problems and challenges. Although …

Rethinking the pathway to sustainable fire retardants

J Feng, L Liu, Y Zhang, Q Wang, H Liang, H Wang… - …, 2023 - Wiley Online Library
Flame retardants are currently used in a wide range of industry sectors for saving lives and
property by mitigating fire hazards. The growing fire safety requirements for materials boost …

CO2 pipelines release and dispersion: A review

CY Li, JAD Marquez, P Hu, Q Wang - Journal of Loss Prevention in the …, 2023 - Elsevier
Abstract Carbon Capture, Utilization, and Storage (CCUS) is an emerging industry in
response to climate change. With this, more pipelines are being built to transport CO 2 to …

Machine learning-enabled rational design of organic flame retardants for enhanced fire safety of epoxy resin composites

Z Chen, B Yang, N Song, Y Liu, F Rong… - Composites …, 2023 - Elsevier
This study proposed an approach utilizing machine learning (ML) to accelerate the design of
organic flame retardants (FRs) for epoxy resins (EPs), avoiding the limitations of traditional …

Flame Retardancy Index (FRI) for Polymer Materials Ranking

H Vahabi, E Movahedifar, BK Kandola, MR Saeb - Polymers, 2023 - mdpi.com
In 2019, we introduced Flame Retardancy Index (FRI) as a universal dimensionless index
for the classification of flame-retardant polymer materials (Polymers, 2019, 11 (3), 407). FRI …

[HTML][HTML] Flame retardant properties of metal hydroxide-based polymer composites: A machine learning approach

J Xiao, J Hobson, A Ghosh, M Haranczyk… - Composites …, 2023 - Elsevier
With increasing the practical applications of polymeric materials, surging demands for the
high-performance flame-retardant polymer composites are obvious. Accurately predicting …

Material genome approach-based design of multi-functional self-curing epoxy resin with intrinsic flame retardancy and ultra-high modulus

J He, J Zhou, J Tian, S Li, Y Gao, Z Heng… - Chemical Engineering …, 2023 - Elsevier
Data-driven methods or computational techniques have opened new paradigms for the
rational design of materials. The introduction of specific groups could largely enhance anti …

Recent advances in flame retardant polymers via thiol-ene click chemistry

E Çakmakçı - Journal of Macromolecular Science, Part A, 2023 - Taylor & Francis
Within the toolbox of click chemistry, the utilization of thiol-ene reactions for polymer
synthesis and modification is a current area of intense attention. Thiol-ene click reactions are …

Carbon‐based Flame Retardants for Polymers: A Bottom‐up Review

GH Yeoh, IM De Cachinho Cordeiro… - Advanced …, 2024 - Wiley Online Library
This state‐of‐the‐art review is geared towards elucidating the molecular understanding of
the carbon‐based flame‐retardant mechanisms for polymers via holistic characterisation …

ROBERT: Bridging the Gap between Machine Learning and Chemistry

D Dalmau, JVA Requena - 2023 - chemrxiv.org
Beyond addressing technological demands, the integration of machine learning (ML) into
human societies has also promoted sustainability through the adoption of digitalized …