Machine learning applications in nanomaterials: Recent advances and future perspectives

Chemical Engineering Journal, Journal Year: 2024, Volume and Issue: unknown, P. 156687 - 156687

Published: Oct. 1, 2024

Language: Английский

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Large deformation, high energy density dielectric elastomer actuators: Principles, factors, optimization, applications, and prospects

Chemical Engineering Journal, Journal Year: 2024, Volume and Issue: 489, P. 151402 - 151402

Published: April 17, 2024

Language: Английский

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High-performance electrically responsive artificial muscle materials for soft robot actuation

Acta Biomaterialia, Journal Year: 2024, Volume and Issue: 185, P. 24 - 40

Published: July 23, 2024

Language: Английский

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Self-healing cellulose-based hydrogels: From molecular design to multifarious applications

Carbohydrate Polymers, Journal Year: 2024, Volume and Issue: 347, P. 122738 - 122738

Published: Sept. 13, 2024

Language: Английский

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Highly flexible, large-deformation ionic polymer metal composites for artificial muscles: Fabrication, properties, applications, and prospects

Chemical Engineering Journal, Journal Year: 2023, Volume and Issue: 469, P. 143976 - 143976

Published: June 9, 2023

Language: Английский

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Research progress on energy storage performance enhancement strategies for polyvinylidene fluoride-based composites

Journal of Alloys and Compounds, Journal Year: 2023, Volume and Issue: 960, P. 170831 - 170831

Published: June 2, 2023

Language: Английский

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Applications of injectable hemostatic materials in wound healing: principles, strategies, performance requirements, and future perspectives

Theranostics, Journal Year: 2023, Volume and Issue: 13(13), P. 4615 - 4635

Published: Jan. 1, 2023

Uncontrolled traumatic bleeding can lead to death due excessive blood loss within minutes.Early intervention is crucial save lives, making timely and effective hemostasis a major global challenge.Injectable hemostatic materials (IHMs) have been proposed improve the effectiveness of hemostasis, facilitate wound healing, enhance survival rates in emergency situations.The superior performance IHMs has garnered significant attention.However, there are relatively few comprehensive reviews on IHMs.This paper aims provide review latest research progress recent years.Firstly, physiological process underlying principles analyzed.Subsequently, synthesis strategies for different discussed.The requirements then summarized, including high efficiency, biocompatibility, degradability, manipulability, stability antibacterial ability.Finally, development prospects challenges presented.This serves as necessary systematic summary IHMs, providing valuable reference new high-performance their practical clinical applications.

Language: Английский

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

ACS Applied Nano Materials, Journal Year: 2024, Volume and Issue: unknown

Published: Nov. 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.

Language: Английский

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Optimizing sintering conditions and microstructure for enhanced dielectric and humidity sensing properties of Na1/3Ca1/3Tb1/3Cu3Ti4O12 ceramics

Materials Chemistry and Physics, Journal Year: 2024, Volume and Issue: 318, P. 129320 - 129320

Published: April 10, 2024

Language: Английский

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Advanced humidity sensing properties of CuO ceramics

Scientific Reports, Journal Year: 2024, Volume and Issue: 14(1)

Published: April 27, 2024

Abstract This research explores the capacitive humidity sensing properties of CuO ceramic, selected for its simplicity as an oxide and ease fabrication, in addition to remarkable dielectric properties. The sample was fabricated by sintering at 980 °C 5 h. A microstructure with a relative density 88.9% obtained. X-ray diffraction confirmed formation pure phase. Broadband spectroscopy revealed that observed giant room temperature (RT) were attributed extrinsic effects, including internal barrier layer capacitor sample-electrode contact effects. key focus this study examine ceramic function (RH) RT frequencies 10 2 3 Hz. It capacitance continuously increased rising RH levels, ranging from 30 95%. Notably, maximum hysteresis errors constrained 2.3 3.3% Hz, respectively. Additionally, demonstrated very fast response recovery times, approximately 2.8 0.95 min, repeatability also established. Overall, highlights high potential material application sensors.

Language: Английский

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