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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Synthetic technologies, property enhancements and versatile applications of calcium copper titanate: A review

Nano Energy, Journal Year: 2023, Volume and Issue: 114, P. 108609 - 108609

Published: June 16, 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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Advances in smart materials soft actuators on mechanisms, fabrication, materials, and multifaceted applications: A review

Journal of Thermoplastic Composite Materials, Journal Year: 2024, Volume and Issue: unknown

Published: April 22, 2024

The soft actuators of smart materials have attracted significant attention in recent years due to their unique functions and distinctive characteristics. are composed that can demonstrate substantial alterations dimensions, shape, or mechanical characteristics when subjected external stimuli, including but not limited temperature, light, electricity, magnetic fields. These aforementioned render them highly advantageous for various applications, tissue engineering, prosthetics, surgical robots, drug delivery, robotics. A deeper understanding the principles is crucial development application expansion. This article provides a comprehensive analysis made from materials, explaining underlying concepts, operational mechanisms, material composition, production techniques, diverse range applications across fields, robotics, delivery systems, emerging field review further highlights current challenges prospects address these problems enable ability revolutionize into variety different technical

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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Recent advances in flexible self-oscillating actuators

eScience, Journal Year: 2024, Volume and Issue: 4(5), P. 100250 - 100250

Published: March 1, 2024

Soft actuators are constituted by a type of intelligent materials, and they can generate reversible mechanical motions under external stimuli. They usually achieve continuous actuation manual turning on or off the power supply, which significantly increases operation complexity. In contrast, self-oscillating autonomous constant stimuli, have recently attained great advancements, as well promoted development soft robotics. this review, latest achievements oscillators summarized. First, mechanisms mainly including oscillating chemical reactions self-shadowing-induced negative feedback loops discussed. The constructed with various materials configurations, driven different stimuli applied in fields then presented detail. Finally, difficulties hopes presented. Overall, stage vigorous development, we believe that future, will be used make many scenarios more autonomous.

Language: Английский

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

International Journal of Biological Macromolecules, Journal Year: 2024, Volume and Issue: unknown, P. 139151 - 139151

Published: Dec. 1, 2024

Language: Английский

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