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20242026
most citedInterpretable Machine Learning of Nanoparticle Stability through Topological Layer Embeddings

1 citations · 1 across the 4 of their papers we have counts for

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cond-mat.mtrl-sci2026

CARBON-2D Topological Descriptor (C2DTD): An Interpretable and Physics-Informed Representation for Two-Dimensional Carbon Networks

Felipe Hawthorne, Marcelo Lopes Pereira Junior, Fabiano Manoel de Andrade +2

Two-dimensional (2D) carbon networks, from pristine graphene to defect-rich and amorphous monolayers, exhibit a complex structure-energy landscape governed not only by local bondin…

cond-mat.mtrl-sci20261 cited

Interpretable Machine Learning of Nanoparticle Stability through Topological Layer Embeddings

Felipe Hawthorne, Leandro Seixas, James M. Almeida +2

The stability of chemically complex nanoparticles is governed by an immense configurational space arising from heterogeneous local atomic environments across surface and interior r…

cond-mat.mtrl-sci2025

Hexa-Graphyne: A Transparent and Semimetallic 2D Carbon Allotrope with Distinct Optical Properties

Jhionathan de Lima, Cristiano Francisco Woellner

Herein, we conduct a comprehensive investigation of Hexa-graphyne (HXGY), a planar carbon allotrope formed by distorted hexagonal and rectangular rings incorporating sp and sp-…

cond-mat.mtrl-sci2025

Cyclo-Graphyne: A Highly Porous and Semimetallic 2D Carbon Allotrope with Dirac Cones

Jhionathan de Lima, Cristiano Francisco Woellner

We present a comprehensive characterization of Cyclo-graphyne (CGY), an emerging 2D carbon allotrope with a porous structure of sp/sp-hybridized carbon atoms. Using density fun…

cond-mat.mtrl-sci2025

Melanin-Based Compounds as Low-Cost Sensors for Nitroaromatics: Theoretical Insights on Molecular Interactions and Optoelectronic Responses

Jo{ã}o Paulo Cachaneski-Lopes, Felipe Hawthorne, Cristiano Woellner +5

Nitroaromatic compounds (NACs) are used in various industrial applications including dyes, inks, herbicides, pharmaceuticals, and explosives. Due to their toxicity and environmenta…

cond-mat.mtrl-sci2025

On the Electronic, Mechanical and Optical Properties of Superhard Cross-Linked Carbon Nanotubes (Tubulanes)

Raphael M. Tromer, Bruno Ipaves, Marcelo L. Pereira Junior +3

We have investigated the electronic, optical, and mechanical properties of six structures belonging to the Tubulanes-cross-linked carbon nanotube family. Our results highlight the…