Automated synthesis and processing of functional nanomaterials: Advances and perspectives

M Negahdary, S Mabbott - Coordination Chemistry Reviews, 2025 - Elsevier
Integration of nanotechnology and information technology has seen an enormous leap in
growth with the invention of automated systems capable of synthesizing and processing …

Machine learning-assisted carbon dots synthesis and analysis: state of the art and future directions

F Yan, R Bai, J Huang, X Bian, Y Fu - TrAC Trends in Analytical Chemistry, 2025 - Elsevier
Carbon dots (CDs) are considered to be one of the key nanomaterials for novel sensors and
detection platforms. While the limitations, including long synthesis cycles and complex data …

Machine Learning-Driven Multidomain Nanomaterial Design: From Bibliometric Analysis to Applications

H Wang, H Cao, L Yang - ACS Applied Nano Materials, 2024 - ACS Publications
Machine learning (ML), as an advanced data analysis tool, simulates the learning process of
the human brain, enabling the extraction of features, discovery of patterns, and making …

Machine Learning‐Enabled Nanoscale Phase Prediction in Engineered Poly (Vinylidene Fluoride)

A Babu, BM Abraham, S Naskar, S Ranpariya… - Small, 2024 - Wiley Online Library
Engineered poly (vinylidene fluoride)(PVDF) with its diverse crystalline phases plays a
crucial role in determining the performance of devices in piezo‐, pyro‐, ferro‐and tribo …

Emerging devices based on chiral nanomaterials

J Lv, R Sun, X Gao - Nanoscale, 2025 - pubs.rsc.org
As advanced materials, chiral nanomaterials have recently gained vast attention due to their
specially geometry-based physical and chemical properties. The fast development of related …

Toward Machine-Learning-Accelerated Design of All-Dielectric Magnetophotonic Nanostructures

WOF Carvalho, MT Aiex Taier Filho… - … Applied Materials & …, 2024 - ACS Publications
All-dielectric magnetophotonic nanostructures are promising for integrated nanophotonic
devices with high resolution and sensitivity, but their design requires computationally …

Chiral Engineered Biomaterials: New Frontiers in Cellular Fate Regulation for Regenerative Medicine

Y Wang, X Zhang, D **e, C Chen… - Advanced Functional …, 2024 - Wiley Online Library
Chirality, the property of objects that are nonsuperimposable on their mirror images, plays a
crucial role in biological processes and cellular behaviors. Chiral engineered biomaterials …

Can Deep Learning Search for Exceptional Chiroptical Properties? The Halogenated [6] Helicene Case

RG Uceda, A Gijón, S Míguez‐Lago… - Angewandte …, 2024 - Wiley Online Library
The relationship between chemical structure and chiroptical properties is not always clearly
understood. Nowadays, efforts to develop new systems with enhanced optical properties …

Bio‐Informed Porous Mineral‐Based Composites

R Zhao, E Amstad - Small, 2024 - Wiley Online Library
Certain biominerals, such as sea sponges and echinoderm skeletons, display a fascinating
combination of mechanical properties and adaptability due to the well‐defined structures …

Nanosensor based approaches for quantitative detection of heparin

A Pathak, N Verma, S Tripathi, A Mishra, KM Poluri - Talanta, 2024 - Elsevier
Heparin, being a widely employed anticoagulant in numerus clinical complications, requires
strict quantification and qualitative screening to ensure the safety of patients from potential …