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

Chemical Engineering Journal, Год журнала: 2024, Номер 489, С. 151402 - 151402

Опубликована: Апрель 17, 2024

Язык: Английский

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

Acta Biomaterialia, Год журнала: 2024, Номер 185, С. 24 - 40

Опубликована: Июль 23, 2024

Язык: Английский

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

Carbohydrate Polymers, Год журнала: 2024, Номер 347, С. 122738 - 122738

Опубликована: Сен. 13, 2024

Язык: Английский

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

Nano Energy, Год журнала: 2023, Номер 114, С. 108609 - 108609

Опубликована: Июнь 16, 2023

Язык: Английский

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

Theranostics, Год журнала: 2023, Номер 13(13), С. 4615 - 4635

Опубликована: Янв. 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.

Язык: 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, Год журнала: 2024, Номер unknown

Опубликована: Апрель 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

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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Recent advances in flexible self-oscillating actuators

eScience, Год журнала: 2024, Номер 4(5), С. 100250 - 100250

Опубликована: Март 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.

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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