Artificial Intelligence-Powered Materials Science

IF 36.3 1区材料科学 Q1 Engineering Nano-Micro Letters Pub Date : 2025-02-06 DOI:10.1007/s40820-024-01634-8

Xiaopeng Bai, Xingcai Zhang

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Abstract

The advancement of materials has played a pivotal role in the advancement of human civilization, and the emergence of artificial intelligence (AI)-empowered materials science heralds a new era with substantial potential to tackle the escalating challenges related to energy, environment, and biomedical concerns in a sustainable manner. The exploration and development of sustainable materials are poised to assume a critical role in attaining technologically advanced solutions that are environmentally friendly, energy-efficient, and conducive to human well-being. This review provides a comprehensive overview of the current scholarly progress in artificial intelligence-powered materials science and its cutting-edge applications. We anticipate that AI technology will be extensively utilized in material research and development, thereby expediting the growth and implementation of novel materials. AI will serve as a catalyst for materials innovation, and in turn, advancements in materials innovation will further enhance the capabilities of AI and AI-powered materials science. Through the synergistic collaboration between AI and materials science, we stand to realize a future propelled by advanced AI-powered materials.

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人工智能材料科学

材料的进步在人类文明的进步中发挥了关键作用，人工智能（AI）支持的材料科学的出现预示着一个新的时代，它具有巨大的潜力，可以以可持续的方式解决与能源、环境和生物医学相关的不断升级的挑战。可持续材料的探索和开发将在实现技术先进的解决方案方面发挥关键作用，这些解决方案既环保、节能，又有利于人类福祉。本文综述了人工智能驱动材料科学及其前沿应用的最新学术进展。我们预计人工智能技术将广泛应用于材料研发，从而加快新材料的发展和实施。人工智能将成为材料创新的催化剂，反过来，材料创新的进步将进一步增强人工智能和人工智能驱动的材料科学的能力。通过人工智能与材料科学的协同合作，我们将实现一个由先进的人工智能材料推动的未来。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

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来源期刊

Nano-Micro Letters NANOSCIENCE & NANOTECHNOLOGY-MATERIALS SCIENCE, MULTIDISCIPLINARY

CiteScore

32.60

自引率

4.90%

发文量

981

审稿时长

1.1 months

期刊介绍： Nano-Micro Letters is a peer-reviewed, international, interdisciplinary, and open-access journal published under the SpringerOpen brand. Nano-Micro Letters focuses on the science, experiments, engineering, technologies, and applications of nano- or microscale structures and systems in various fields such as physics, chemistry, biology, material science, and pharmacy.It also explores the expanding interfaces between these fields. Nano-Micro Letters particularly emphasizes the bottom-up approach in the length scale from nano to micro. This approach is crucial for achieving industrial applications in nanotechnology, as it involves the assembly, modification, and control of nanostructures on a microscale.