deep operator networks 1operator learning 1physics-informed neural networks 1spectral methods 1structural dynamics 1
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cs.LG2026
SpectONet: A Physics-Guided Spectral Deep Operator Network for Euler-Bernoulli Beam Dynamics
Shivani Saini, Ramesh Kumar Vats, Arup Kumar Sahoo
The paper introduces SpectONet, a physics‑guided spectral deep operator network that combines DeepONet with physics‑informed constraints and nonuniform Chebyshev‑Gauss‑Lobatto sens…
cs.LG2025
A-PINN: Auxiliary Physics-informed Neural Networks for Structural Vibration Analysis in Continuous Euler-Bernoulli Beam
Shivani Saini, Ramesh Kumar Vats, Arup Kumar Sahoo
Recent advancements in physics-informed neural networks (PINNs) and their variants have garnered substantial focus from researchers due to their effectiveness in solving both forwa…