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physics.optics2026
Beyond Data-Driven: How Physics-Informed Neural Networks are Reshaping Multi-Physics Design and Discovery
Amir H. M. Labeb, Basmala Sallam, Abdelrahman W. Elsayed +3
Physics-informed neural networks (PINNs) constitute a rapidly maturing class of scientific machine learning models in which the governing equations of a physical system are embedde…
physics.optics2025
Terahertz Quasi-BIC Metasurfaces for Ultra-Sensitive Biosensing and High-Speed Wireless Communications
Islam I. Abdulaal, Abdelrahman W. A. Elsayed, Omar A. M. Abdelraouf
Bound states in the continuum (BICs) have emerged as a revolutionary paradigm in terahertz (THz) photonics, enabling metasurfaces with theoretically infinite quality factors (Q-fac…