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Yinghua Liu

机构:Tsinghua University · ORCID:0000-0001-6750-763X

发表论文 225 篇 · 总被引 5279 次 · h-index 34

代表论文

  • Kolmogorov–Arnold-Informed neural network: A physics-informed deep learning framework for solving forward and inverse problems based on Kolmogorov–Arnold Networks (2024 · Computer Methods in Applied Mechanics and Engineering · 被引 197)
  • Transfer Learning in Physics‐Informed Neurals Networks: Full Fine‐Tuning, Lightweight Fine‐Tuning, and Low‐Rank Adaptation (2025 · International journal of mechanical system dynamics · 被引 53)
  • Kolmogorov–Arnold-Informed Neural Network: A Physics-Informed Deep Learning Framework for Solving Pdes Based on Kolmogorov–Arnold Networks (2024 · SSRN Electronic Journal · 被引 53)
  • DCEM: A deep complementary energy method for linear elasticity (2024 · International Journal for Numerical Methods in Engineering · 被引 47)
  • Life prediction of corrosion-fatigue based on a new crack growth rate model with damage and the extended finite element method (2023 · Engineering Fracture Mechanics · 被引 33)
  • Structural fatigue crack propagation simulation and life prediction based on improved XFEM-VCCT (2024 · Engineering Fracture Mechanics · 被引 32)