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  1. Probabilistic Representation and Inverse Design of Metamaterials Based

    Jul 1, 2019 · Probabilistic Representation and Inverse Design of Metamaterials Based on a Deep Generative Model with Semi-Supervised Learning Strategy

  2. Design-based learning in higher education: Its effects on students ...

    Sep 1, 2024 · Design-Based learning (DBL) is a valuable resource for educators and researchers, as it offers insights into fostering the creative performance of students within the field of art and design …

  3. Design of high performance Cu-Ni-Si alloys via a multiobjective ...

    Jun 1, 2024 · Abstract Herein, the ultimate tensile strength and electrical conductivity of precipitation-strengthened Cu-Ni-Si alloys were simultaneously improved by utilizing a machine learning-based …

  4. Design-Based Learning as a Pedagogical Approach in an Online Learning

    May 16, 2022 · Abstract Design-based learning (DBL) is a learning strategy that requires students to use their theoretical knowledge to develop an artifact or system to tackle a real-life problem.

  5. Active learning-based alloy design strategy for improving the …

    Apr 1, 2025 · Consequently, strategies for leveraging machine learning to guide materials design with small datasets still require further exploration. Currently, active learning is the primary strategy for …

  6. Frontiers | Design-Based Learning as a Pedagogical Approach in an ...

    May 16, 2022 · Abstract Design-based learning (DBL) is a learning strategy that requires students to use their theoretical knowledge to develop an artifact or system to tackle a real-life problem. DBL has …

  7. Anti-machine-learning-attack strong PUF design based on multi-path ...

    Nov 1, 2024 · This study proposes an anti-machine-learning-attack strong PUF based on a multi-path delay selection strategy through research on the entropy source of a strong PUF and the delay signal …

  8. Optimal design of composite grid/skin structures based on deep learning

    Apr 1, 2024 · This study introduces a novel two-stage optimization framework combining deep learning and genetic algorithms for the design of composite grid/skin structures. Firstly, an image dataset of …

  9. Design-Based Learning in Higher Education: Its Effects on Students ...

    Aug 1, 2024 · Design-based learning (DBL) is a learning strategy that requires students to use their theoretical knowledge to develop an artifact or system to tackle a real-life problem.

  10. Novel machine learning driven design strategy for high strength Zn ...

    Jun 6, 2025 · In this study, a rapid and effective ML-based design strategy for Zn alloys is proposed to achieve performance-driven compositional design.