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 …

Biopolymers based aerogels: A review on revolutionary solutions for smart therapeutics delivery

HPSA Khalil, EB Yahya, F Jummaat, AS Adnan… - Progress in Materials …, 2023 - Elsevier
Biopolymers-based aerogels have gained the attention of many scientists in medical and
pharmaceutical applications. Biopolymers-based aerogels are utilized extensively in the …

Machine learning: new ideas and tools in environmental science and engineering

S Zhong, K Zhang, M Bagheri, JG Burken… - … science & technology, 2021 - ACS Publications
The rapid increase in both the quantity and complexity of data that are being generated daily
in the field of environmental science and engineering (ESE) demands accompanied …

[HTML][HTML] A review of computational approaches used in the modelling, design, and manufacturing of biodegradable and biobased polymers

BG Laycock, CM Chan, PJ Halley - Progress in Polymer Science, 2024 - Elsevier
The design and manufacture of new biodegradable and bioderived polymeric materials has
traditionally taken place through experimentation and material characterisation. However …

Carbonyl-containing solid polymer electrolyte host materials: Conduction and coordination in polyketone, polyester, and polycarbonate systems

T Eriksson, H Gudla, Y Manabe, T Yoneda… - …, 2022 - ACS Publications
Research on solid polymer electrolytes (SPEs) is now moving beyond the realm of
polyethers that have dominated the field for several decades. A promising alternative group …

Bioplastic design using multitask deep neural networks

C Kuenneth, J Lalonde, BL Marrone… - Communications …, 2022 - nature.com
Non-degradable plastic waste jeopardizes our environment, yet our modern lifestyle and
current technologies are impossible to sustain without plastics. Bio-synthesized and …

Novel production methods of polyhydroxyalkanoates and their innovative uses in biomedicine and industry

G Fernandez-Bunster, P Pavez - Molecules, 2022 - mdpi.com
Polyhydroxyalkanoate (PHA), a biodegradable polymer obtained from microorganisms and
plants, have been widely used in biomedical applications and devices, such as sutures …

Effect of cooling rate on the phase formation of AlCoCrFeNi high-entropy alloy

P Sreeramagiri, A Roy, G Balasubramanian - Journal of Phase Equilibria …, 2021 - Springer
High-entropy alloys have received significant attention because of remarkable structural
properties exhibited by certain alloy compositions. However, these properties are strongly …

Materials designed to degrade: structure, properties, processing, and performance relationships in polyhydroxyalkanoate biopolymers

JN Lalonde, G Pilania, BL Marrone - Polymer Chemistry, 2025 - pubs.rsc.org
Conventional plastics pose significant environmental and health risks across their life cycle,
driving intense interest in sustainable alternatives. Among these, polyhydroxyalkanoates …

Ternary Siloxane Copolymers Based Tough Elastomer under Ultralow Temperatures Condition

Y Ji, B Huang, L Dai, Y Zhao, Q Wang… - ACS Applied Polymer …, 2024 - ACS Publications
The preparation of tough elastomer materials for use in ultralow temperature environments
(<− 100° C) has always been a challenge in materials science. Despite polydiethylsiloxane …