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  • Review
  • Open Access
186 Views
41 Pages

27 October 2026

Chalcogenides challenge materials artificial intelligence (AI) because their properties depend on defects, disorder, metastability, interfaces, processing history, and operating conditions, as well as composition and structure. This review examines A...

  • Perspective
  • Open Access
1,308 Views
12 Pages

Zentropy theory has emerged as a multiscale thermodynamic framework that bridges quantum mechanics, statistical mechanics, and macroscopic materials behavior by embedding internal degrees of freedom within configurational ensembles. This review summa...

  • Review
  • Open Access
1,712 Views
45 Pages

AI-Driven Optical Metamaterial Design: A Platform-Oriented Review

  • Guangyao Xu,
  • Xiaolong Wei,
  • Changhui Shen,
  • Tongtong Song and ,
  • Hongchen Chu,
  • Jie Luo and
  • Yun Lai
  • + 2 authors+ 0 author

Artificial intelligence (AI), particularly deep learning (DL), is revolutionizing optical metamaterial design by overcoming the fundamental challenges of multidimensional parameter spaces, nonlinear structure–property relationships, and the int...

  • Article
  • Open Access
1,787 Views
11 Pages

Lattice Thermal Conductivity of Janus WXY (X, Y = S, Se, Te) Monolayers: A Machine-Learning Based Study

  • Shengxiang Liu,
  • Jingfeng Wang,
  • Zihe Li,
  • Wenyan Jiao and ,
  • Fuyun Lv and
  • Huijun Liu
  • + 1 author+ 0 author

Due to their unique structures, intriguing electronic properties, and potential applications across various fields, Janus materials have attracted extensive attention from the science community. However, the thermal transport properties of Janus syst...

  • Article
  • Open Access
2 Citations
1,810 Views
18 Pages

Spatial Prediction of Electronic Wavefunctions from Reciprocal Lattices: Visualization of Electronic Properties of 2D Materials Using Deep Convolutional Neural Networks

  • Rubén Guerrero-Rivera,
  • Norma A. García-Vidaña,
  • Francisco J. Godínez-García,
  • Zhipeng Wang and ,
  • Morinobu Endo and
  • Josué Ortiz-Medina
  • + 1 author+ 0 author

13 February 2026

The representation of electronic wavefunctions in real space grids, which are directly related to molecular orbitals and electronic densities either in molecular or crystalline systems, is a fundamental part of many studies at ab initio levels, since...

  • Review
  • Open Access
11 Citations
5,583 Views
53 Pages

Machine Learning-Assisted Polymer and Polymer Composite Design for Additive Manufacturing

  • Kingsley Yeboah Gyabaah,
  • Bernard Mahoney,
  • Anthony Kwasi Martey,
  • Cheng Yan and ,
  • Patrick Mensah and
  • Guoqiang Li
  • + 1 author+ 0 author

17 January 2026

Additive manufacturing (AM) of polymers and polymer composites is changing how customized, lightweight, and complex parts are produced across various industries. However, predicting the final properties of printed parts remains challenging due to var...

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AI Mater. - ISSN 3042-6715