Samarjith Biswas, PhD
Scientist III | Topological Acoustics | Quantum Analogies | Advanced Materials | Energy Harvesting | AI-Driven Computational Simulation
Highlights
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AcousticPINN
AcousticPINN PublicPhysics-informed neural network for the 1D acoustic wave equation: forward solve + wave-speed recovery, validated against the exact solution (PyTorch, tested)
Python
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FEMSurrogateToolkit
FEMSurrogateToolkit PublicFast surrogate models of expensive simulations: Latin-hypercube DoE, POD compression, ridge regression (NumPy, tested)
Python
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PhononicBands
PhononicBands PublicBloch-Floquet band structure solver for 2D periodic elastic media (pure NumPy/SciPy, physics-tested)
Python
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SAWDeviceSim
SAWDeviceSim PublicAnalytic IDT + transfer-matrix models for SAW devices, validated to 0.3% against a measured LiNbO3 device
Python 1
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