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Nanomaterials, Volume 15, Issue 21

November-1 2025 - 82 articles

Cover Story: Predicting the thermal properties of nanoporous materials remains a significant challenge, influencing their use in thermal insulation and energy storage. This review examines the application of machine learning to nanoporous materials such as covalent organic frameworks, metal–organic frameworks, aerogels, and zeolites. It highlights advances in predictive and efficient models, including convolutional, graph, and physics-informed neural networks, while discussing data scarcity, physical consistency, and generalization challenges. The study also explores multimodal and transfer learning for cost reduction and emphasizes interpretable machine learning for uncovering underlying physical mechanisms. Overall, it offers practical guidelines for applying machine learning to design nanoporous materials. View this paper
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Articles (82)

  • Article
  • Open Access
498 Views
15 Pages

Effective Pore Distribution and Mechanism of CO2/CH4 Dynamic Separation by Carbon Molecular Sieves

  • Jianhong Gu,
  • Ran Xu,
  • Zhenlong Song,
  • Zejun Xiao,
  • Shengli Guo,
  • Weile Geng and
  • Xuefu Xian

6 November 2025

Addressing the pressing demand for biogas and landfill-gas upgrading within the global energy transition, this work strategically combines thermodynamic and kinetic separation principles to identify, from a cooperative-separation perspective, the eff...

  • Article
  • Open Access
672 Views
11 Pages

6 November 2025

The development of durable and efficient catalysts capable of driving both hydrogen and oxygen evolution reactions is essential for advancing sustainable hydrogen production through overall water electrolysis. In this study, we developed a corrosion-...

  • Article
  • Open Access
475 Views
13 Pages

6 November 2025

Atomically precise control of metal adatoms on metal surfaces is critical for designing novel low-dimensional materials, and the Sn-Cu(111) system is of particular interest due to the potential of stanene in topological physics. However, conflicting...

  • Article
  • Open Access
501 Views
18 Pages

6 November 2025

Composites of lyotropic liquid crystals with biocompatible luminescent nanoparticles represent multifunctional materials with high potential for application in molecular diagnostics and biomedicine. Their integration with microfluidics is a new and s...

  • Article
  • Open Access
426 Views
10 Pages

Printed Ag Mesh Electrodes with Enhanced Adhesion on Diverse Substrates for Transparent Heater Applications

  • Han-Jung Kim,
  • Se Yong Park,
  • Jeongmin Park,
  • Yohan Ko,
  • Changjoo Shin,
  • Dong-Woo Man and
  • Yoonkap Kim

5 November 2025

Digital printing technologies—including inkjet printing, aerosol jet printing, and electrohydrodynamic jet printing—have emerged as promising strategies for next-generation electronic devices. However, the weak adhesion between printed el...

  • Article
  • Open Access
523 Views
15 Pages

Multiscale Ion-Electron Transport in 3D-Printed Hierarchically Porous Full Batteries

  • Teng Wang,
  • Lei Feng,
  • Bohua Su,
  • Xiaocong Tian and
  • Yan Zhao

5 November 2025

The rapid advancement of next-generation energy storage technologies demands advanced manufacturing strategies that offer structural precision, scalability, and compositional tunability. Three-dimensional (3D) printing has emerged as a transformative...

  • Review
  • Open Access
634 Views
20 Pages

5 November 2025

Graphene, owing to its unique atomic structure, exhibits a set of outstanding physical and chemical properties, including ultrahigh carrier mobility, excellent thermal conductivity, superior mechanical strength, and high optical transparency. However...

  • Correction
  • Open Access
232 Views
3 Pages

5 November 2025

In our published paper [1], we have identified misprints and errors in the values of the k·p model parameters, which were obtained by fitting the results of the density function theory (DFT) band structure calculations [...]

  • Article
  • Open Access
390 Views
17 Pages

5 November 2025

In systemic diseases, controlling oral bacteria and cancer is an important issue. As biomaterials, recently, carbon dots (DSs) are the focus of a variety of studies owing to their extensive applicability in life sciences. In this study, the effective...

  • Article
  • Open Access
556 Views
17 Pages

Pack Cementation Route to Ag2Se: Correlating Structure, Phase Formation, and Thermoelectric Performance

  • Aikaterini Teknetzi,
  • Dimitrios Stathokostopoulos,
  • Savvas Hadjipanteli,
  • Isaak Vasileiadis,
  • Evangelia Tarani,
  • Nikolaos Hastas,
  • Eleni Pavlidou,
  • Thomas Kehagias,
  • Theodora Kyratsi and
  • George Vourlias

4 November 2025

Silver selenide (Ag2Se) is a promising thermoelectric material for near-room-temperature applications, yet its scalable fabrication remains challenging due to limitations in conventional synthesis routes and the strong dependence of its properties on...

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Nanomaterials - ISSN 2079-4991