Harmonic Oscillator Pinn Workshop
Introductory workshop on PINNs using the harmonic oscillator
Install / Use
npx skills add benmoseley/harmonic-oscillator-pinn-workshopInstalls into whichever agent you are using.
README
Physics-informed neural networks (PINNs): an introductory crash-course
By Ben Moseley, 2022
This workshop builds upon my blog post on PINNs: https://benmoseley.blog/my-research/so-what-is-a-physics-informed-neural-network/.
View the recording of me giving this workshop to The Science Circle on YouTube.
Read the seminal PINN papers here and here.
Workshop goals
By the end of this workshop, you should be able to:
- code a PINN from scratch in PyTorch
- understand the different types of scientific tasks PINNs can be used for
- understand in more detail how PINNs are trained and how to improve their convergence
Task overview
We will be coding a PINN from scratch in PyTorch and using it solve simulation and inversion tasks related to the damped harmonic oscillator.
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