![Algorithms | Free Full-Text | Physics-Informed Neural Networks (PINNs)-Based Traffic State Estimation: An Application to Traffic Network Algorithms | Free Full-Text | Physics-Informed Neural Networks (PINNs)-Based Traffic State Estimation: An Application to Traffic Network](https://www.mdpi.com/algorithms/algorithms-15-00447/article_deploy/html/images/algorithms-15-00447-g001.png)
Algorithms | Free Full-Text | Physics-Informed Neural Networks (PINNs)-Based Traffic State Estimation: An Application to Traffic Network
nn-PINNs: Non-Newtonian physics-informed neural networks for complex fluid modeling - Soft Matter (RSC Publishing)
![Frontiers | EP-PINNs: Cardiac Electrophysiology Characterisation Using Physics-Informed Neural Networks Frontiers | EP-PINNs: Cardiac Electrophysiology Characterisation Using Physics-Informed Neural Networks](https://www.frontiersin.org/files/Articles/768419/fcvm-08-768419-HTML/image_m/fcvm-08-768419-g002.jpg)
Frontiers | EP-PINNs: Cardiac Electrophysiology Characterisation Using Physics-Informed Neural Networks
![Physics-Informed Neural Networks (PINNs) for Sound Field Predictions with Parameterized Sources and Impedance Boundaries - Nweon Paper Physics-Informed Neural Networks (PINNs) for Sound Field Predictions with Parameterized Sources and Impedance Boundaries - Nweon Paper](https://paper.nweon.com/wp-content/uploads/2021/10/692aaace74fd49f33e77c5cf033e11f0.png)
Physics-Informed Neural Networks (PINNs) for Sound Field Predictions with Parameterized Sources and Impedance Boundaries - Nweon Paper
![B-PINNs: Bayesian physics-informed neural networks for forward and inverse PDE problems with noisy data - ScienceDirect B-PINNs: Bayesian physics-informed neural networks for forward and inverse PDE problems with noisy data - ScienceDirect](https://ars.els-cdn.com/content/image/1-s2.0-S0021999120306872-gr001.jpg)