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Updated: May 21, 2025

Fabrication of Surface Acoustic Wave Devices on Lithium Niobate
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科学机器学习用于引导波和表面声波 (SAW) 传播:PgNN,PeNN,PINN和神经操作员

Nafisa Mehtaj1, Sourav Banerjee1

  • 1Integrated Material Assessment and Predictive Simulation Laboratory (iMAPS), Department of Mechanical Engineering, Molinaroli College of Engineering and Computing, University of South Carolina, Columbia, SC 29201, USA.

Sensors (Basel, Switzerland)
|March 17, 2025
PubMed
概括

科学机器学习 (SciML),特别是物理信息神经网络 (PINNs),为波传播建模提供了强大的解决方案. 在模拟声波,弹性和引导波方面,PINNs有效地克服了传统的计算挑战.

关键词:
神经操作员的神经操作员物理编码的神经网络物理指导的神经网络.基于物理学的神经网络.科学机器学习 机器学习波浪的传播波浪的传播.

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