Machine learning applications in nanomaterials: Recent advances and future perspectives

Chemical Engineering Journal, Год журнала: 2024, Номер unknown, С. 156687 - 156687

Опубликована: Окт. 1, 2024

Язык: Английский

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

ACS Applied Nano Materials, Год журнала: 2024, Номер unknown

Опубликована: Ноя. 21, 2024

Machine learning (ML), as an advanced data analysis tool, simulates the process of human brain, enabling extraction features, discovery patterns, and making accurate predictions or decisions from complex data. In field nanomaterial design, application ML technology not only accelerates performance optimization nanomaterials but also promotes innovation materials science research methods. Bibliometrics, a method based on quantitative analysis, provides us with macro perspective to observe understand in design by statistically analyzing various indicators scientific literature. This paper quantitatively analyzes literature related ML-driven seven dimensions, revealing importance necessity design. It systematically diversified applications combination suitable algorithms being key enhancing nanomaterials. addition, this discusses current challenges future development directions, including quality set construction, algorithm optimization, deepening interdisciplinary cooperation. review researchers state trends ideas suggestions for research. is significant value promoting progress fostering in-depth research, accelerating innovative material technologies.

Язык: Английский

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A review of sodium alginate-based hydrogels: Structure, mechanisms, applications, and perspectives

International Journal of Biological Macromolecules, Год журнала: 2024, Номер unknown, С. 139151 - 139151

Опубликована: Дек. 1, 2024

Язык: Английский

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Glutathione-responsive FA-CMC-GNA nanoparticles: a novel approach for enhanced delivery of gambogenic acid in lung cancer treatment

Advanced Composites and Hybrid Materials, Год журнала: 2025, Номер 8(1)

Опубликована: Фев. 1, 2025

Язык: Английский

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Moisture Harvesting by the Structure Regulation of Hygroscopic Hydrogel for Energy and Water Sustainability

Advanced Electronic Materials, Год журнала: 2025, Номер unknown

Опубликована: Фев. 9, 2025

Abstract Water and energy are the cornerstones of human development, with more than half world's population facing water scarcity issues. Atmospheric moisture is widely distributed around globe, rational utilization can create tremendous value. Here, sources hygroscopic materials, methods manufacturing hydrogels, properties these potential applications concluded. To make hydrogels high hydrophilicity, ultrasonic oscillation, freeze drying, spin coating be used as synthesis strategies. The main focus on characteristic parameters uptake, dehydration temperature, conductivity, mechanical stability, swelling behaviors, heat transfer coefficient. These unique features will affect performances assembles, devices, instruments. Subsequently, summarized, such harvesting splitting fuel production, dehumidification, thermal management in electronic solar evaporation, electricity production. Finally, future directions issues interest proposed to promote diverse development relational systems.

Язык: Английский

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Multifunctional natural starch-based hydrogels: Critical characteristics, formation mechanisms, various applications, future perspectives

Carbohydrate Polymers, Год журнала: 2025, Номер 357, С. 123458 - 123458

Опубликована: Март 2, 2025

Язык: Английский

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Interface-Engineered Porous PDMS-MWCNTs Composites Through HPC-Mediated 'Sponge Pump Absorption' Strategy for High-Performance Triboelectric Nanogenerators

Опубликована: Янв. 1, 2025

Язык: Английский

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Interface-Engineered Porous PDMS-MWCNTs Composites through HPC-Mediated “Sponge Pump Absorption” Strategy for High-Performance Triboelectric Nanogenerators

Materials Today Communications, Год журнала: 2025, Номер unknown, С. 112192 - 112192

Опубликована: Март 1, 2025

Язык: Английский

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Preparation and characterization of thermosensitive phase-transition hydrogel based on decanoic acid-modified chitosan and methyl cellulose for wound healing

International Journal of Biological Macromolecules, Год журнала: 2025, Номер unknown, С. 142725 - 142725

Опубликована: Апрель 1, 2025

Язык: Английский

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A sustainable solution for environmental purification: A review of high-performance hydrogels based on chitosan

International Journal of Biological Macromolecules, Год журнала: 2025, Номер unknown, С. 142834 - 142834

Опубликована: Апрель 1, 2025

Язык: Английский

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