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  1. Prospective on methods of design of experiments for limited data scenarios in materials design and engineering

    Machine Learning (ML) is transforming materials discovery and material systems development. Generally, ML methods are best suited to projects with a...

    Emily Ryan, Athar Roshandelpoor, ... Pirooz Vakili in MRS Communications
    Article 13 September 2023
  2. New frontiers in supramolecular design of materials

    The powerful functions of materials in the living world utilize supramolecular systems in which molecules self-assemble through noncovalent...

    Samuel I. Stupp, Liam C. Palmer in MRS Bulletin
    Article 28 February 2024
  3. MLMD: a programming-free AI platform to predict and design materials

    Accelerating the discovery of advanced materials is crucial for modern industries, aerospace, biomedicine, and energy. Nevertheless, only a small...

    Jiaxuan Ma, Bin Cao, ... Sheng Sun in npj Computational Materials
    Article Open access 21 March 2024
  4. Materials consideration for the design, fabrication and operation of microscale robots

    Microscale robots have been the focus of extensive research efforts resulting in various innovative developments that broaden their capabilities and...

    Chuanrui Chen, Shichao Ding, Joseph Wang in Nature Reviews Materials
    Article 08 February 2024
  5. Interpretable machine learning for materials design

    Fueled by the widespread adoption of machine learning and the high-throughput screening of materials, the data-centric approach to materials design...

    James Dean, Matthias Scheffler, ... Timur Bazhirov in Journal of Materials Research
    Article 12 October 2023
  6. Computational Design of Battery Materials

    This book presents an essential survey of the state of the art in the application of diverse computational methods to the interpretation, prediction,...

    Dorian A. H. Hanaor in Topics in Applied Physics
    Book 2024
  7. A snapshot review on soft materials assembly design utilizing machine learning methods

    Since the surge of data in materials-science research and the advancement in machine learning methods, an increasing number of researchers are...

    Maya M. Martirossyan, Hong** Du, ... Chrisy **yu Du in MRS Advances
    Article 03 May 2024
  8. JARVIS-Leaderboard: a large scale benchmark of materials design methods

    Lack of rigorous reproducibility and validation are significant hurdles for scientific development across many fields. Materials science, in...

    Kamal Choudhary, Daniel Wines, ... Francesca Tavazza in npj Computational Materials
    Article Open access 07 May 2024
  9. Materials design and preparation of ultrathin two-dimensional metal halide perovskites

    Metal halide perovskites (MHPs) have emerged as highly promising candidates for the next generation of photonics and optoelectronic devices, owing to...

    **aomin Zhang, Sihan Zhao, ... Lin Wang in Nano Research
    Article 25 April 2024
  10. Design and optimization of carbon materials as anodes for advanced potassium-ion storage

    With the swift advancement of renewable energy and escalating demands for energy storage, potassium-ion batteries (PIBs) are increasingly recognized...

    **ang Liu, Jian-Hua Chu, ... Wei Wang in Rare Metals
    Article 02 July 2024
  11. A Continuous Action Space Tree search for INverse desiGn (CASTING) framework for materials discovery

    Material properties share an intrinsic relationship with their structural attributes, making inverse design approaches crucial for discovering new...

    Suvo Banik, Troy Loefller, ... Subramanian K. R. S. Sankaranarayanan in npj Computational Materials
    Article Open access 30 September 2023
  12. Glass and Glass Materials for Environmental Design Objects

    Abstract

    The requirements of ecological design for materials for various environmental objects are considered. The types of glasses and glass-ceramic...

    E. A. Lazareva, G. Yu. Lazareva, ... V. I. Antyushina in Glass Physics and Chemistry
    Article 01 October 2022
  13. Structural design of organic battery electrode materials: from DFT to artificial intelligence

    Abstract

    Redox-active organic materials are emerging as the new playground for the design of new exciting battery materials for rechargeable batteries...

    Ting-Ting Wu, Gao-Le Dai, ... Yu-Min Qian in Rare Metals
    Article 28 August 2023
  14. Design of Battery Materials via Defects and Do**

    This chapter illustrates the use of defect physics as a conceptual and theoretical framework for understanding and designing battery materials. It...
    Chapter 2024
  15. Emerging Circuit Design with New Materials for Memory Semiconductor Industry

    This chapter explores the emerging trends in circuit design for the memory semiconductor industry, focusing on the integration of new materials. The...
    Reference work entry 2024
  16. Inverse design of truss lattice materials with superior buckling resistance

    Manipulating the architecture of materials to achieve optimal combinations of properties (inverse design) has always been the dream of materials...

    Marco Maurizi, Chao Gao, Filippo Berto in npj Computational Materials
    Article Open access 29 November 2022
  17. Spectral simulation and materials design for camouflage textiles coloration against materials of multidimensional combat backgrounds in visible and near infrared spectrums

    Visible and near infrared spectra of “sixteen materials for textile coloration/finishing/patterning” such as titanium dioxide, calcium oxide,...

    Md. Anowar Hossain in MRS Communications
    Article 03 April 2023
  18. A review on the rational design and fabrication of nanosized high-entropy materials

    High-entropy materials are mainly composed of high-entropy alloys (HEAs) and their derivates. Among them, HEAs account for a big part. As a new kind...

    Yuanbo Zhou, **aowei Shen, ... Jianmei Lu in Nano Research
    Article 27 February 2023
  19. Investigation on improving the comprehensive performance of environmental barrier coating materials by high-entropy multiphase design

    It is difficult to obtain a single-phase environmental barrier coating material that simultaneously offers the advantages of low thermal...

    Zeyu Chen, Yongzhe Wang, ... Yi Zeng in npj Materials Degradation
    Article Open access 10 April 2024
  20. End-to-end differentiability and tensor processing unit computing to accelerate materials’ inverse design

    Numerical simulations have revolutionized material design. However, although simulations excel at map** an input material to its output property,...

    Han Liu, Yuhan Liu, ... Mathieu Bauchy in npj Computational Materials
    Article Open access 13 July 2023
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