MXenes and its composite structures: synthesis, properties, applications, 3D/4D printing, and artificial intelligence; machine learning integration

IF 33.6 1区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY Progress in Materials Science Pub Date : 2025-01-20 DOI:10.1016/j.pmatsci.2025.101433
Vimukthi Dananjaya, Nethmi Hansika, Sathish Marimuthu, Venkata Chevali, Yogendra Kumar Mishra, Andrews Nirmala Grace, Nisa Salim, Chamil Abeykoon
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Abstract

MXenes, a revolutionary class of two-dimensional transition metal carbides and nitrides, have emerged as exceptional materials for advanced composite applications due to their remarkable properties. MXene-based composites exhibit electrical conductivities exceeding 15,000 S/cm, thermal conductivities up to 60 W/m·K, and mechanical strengths surpassing 500 MPa, making them ideal for applications in energy storage, aerospace, and biomedical engineering. This review explores the synthesis of MXene-filled composites via chemical etching, intercalation (enhancing layer spacing by 20–50%), and functionalization (improving compatibility by 70%), and highlights how these processes shape the material’s properties. Applications are discussed, including lithium-ion batteries with capacities exceeding 300 mAh/g and supercapacitors achieving energy densities over 60 Wh/kg. Furthermore, the integration of MXene composites into 3D printing technology enables resolutions as fine as 100 microns, offering unprecedented customization and precision in manufacturing. Machine learning plays a pivotal role in optimizing synthesis protocols, accelerating material discovery by 30–50%, and achieving predictive modeling accuracies above 90%, thereby revolutionizing the design and performance of MXene-based materials. This review will also presents a data-driven perspective on the synthesis, properties, and applications of MXene-filled composites, bridging advanced research and practical innovation to inspire transformative advancements across multiple industries.

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MXenes及其复合结构:合成、性能、应用、3D/4D打印、人工智能机器学习集成
MXenes是一种革命性的二维过渡金属碳化物和氮化物,由于其卓越的性能,已成为先进复合材料应用的特殊材料。mxene基复合材料的电导率超过15,000 S/cm,导热系数高达60 W/m·K,机械强度超过500 MPa,使其成为储能,航空航天和生物医学工程应用的理想选择。本文探讨了通过化学蚀刻、插层(将层间距提高20-50%)和功能化(将相容性提高70%)合成mxene填充复合材料的方法,并强调了这些过程如何塑造材料的性能。讨论的应用包括容量超过300 mAh/g的锂离子电池和能量密度超过60 Wh/kg的超级电容器。此外,将MXene复合材料集成到3D打印技术中可以实现精确到100微米的分辨率,提供前所未有的定制和制造精度。机器学习在优化合成方案,加速材料发现30-50%,实现90%以上的预测建模精度方面发挥着关键作用,从而彻底改变了基于mxene的材料的设计和性能。本综述还将从数据驱动的角度介绍mxene填充复合材料的合成、性能和应用,将先进的研究和实际的创新联系起来,以激发多个行业的变革进步。
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来源期刊
Progress in Materials Science
Progress in Materials Science 工程技术-材料科学:综合
CiteScore
59.60
自引率
0.80%
发文量
101
审稿时长
11.4 months
期刊介绍: Progress in Materials Science is a journal that publishes authoritative and critical reviews of recent advances in the science of materials. The focus of the journal is on the fundamental aspects of materials science, particularly those concerning microstructure and nanostructure and their relationship to properties. Emphasis is also placed on the thermodynamics, kinetics, mechanisms, and modeling of processes within materials, as well as the understanding of material properties in engineering and other applications. The journal welcomes reviews from authors who are active leaders in the field of materials science and have a strong scientific track record. Materials of interest include metallic, ceramic, polymeric, biological, medical, and composite materials in all forms. Manuscripts submitted to Progress in Materials Science are generally longer than those found in other research journals. While the focus is on invited reviews, interested authors may submit a proposal for consideration. Non-invited manuscripts are required to be preceded by the submission of a proposal. Authors publishing in Progress in Materials Science have the option to publish their research via subscription or open access. Open access publication requires the author or research funder to meet a publication fee (APC). Abstracting and indexing services for Progress in Materials Science include Current Contents, Science Citation Index Expanded, Materials Science Citation Index, Chemical Abstracts, Engineering Index, INSPEC, and Scopus.
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