This is the Linux app named DeepXDE whose latest release can be downloaded as DeepXDEv1.8.2.zip. It can be run online in the free hosting provider OnWorks for workstations.
Download and run online this app named DeepXDE with OnWorks for free.
Follow these instructions in order to run this app:
- 1. Downloaded this application in your PC.
- 2. Enter in our file manager https://www.onworks.net/myfiles.php?username=XXXXX with the username that you want.
- 3. Upload this application in such filemanager.
- 4. Start the OnWorks Linux online or Windows online emulator or MACOS online emulator from this website.
- 5. From the OnWorks Linux OS you have just started, goto our file manager https://www.onworks.net/myfiles.php?username=XXXXX with the username that you want.
- 6. Download the application, install it and run it.
SCREENSHOTS
Ad
DeepXDE
DESCRIPTION
DeepXDE is a library for scientific machine learning and physics-informed learning. DeepXDE includes the following algorithms. Physics-informed neural network (PINN). Solving different problems. Solving forward/inverse ordinary/partial differential equations (ODEs/PDEs) [SIAM Rev.] Solving forward/inverse integro-differential equations (IDEs) [SIAM Rev.] fPINN: solving forward/inverse fractional PDEs (fPDEs) [SIAM J. Sci. Comput.] NN-arbitrary polynomial chaos (NN-aPC): solving forward/inverse stochastic PDEs (sPDEs) [J. Comput. Phys.] PINN with hard constraints (hPINN): solving inverse design/topology optimization [SIAM J. Sci. Comput.] Residual-based adaptive sampling [SIAM Rev., arXiv] Gradient-enhanced PINN (gPINN) [Comput. Methods Appl. Mech. Eng.] PINN with multi-scale Fourier features [Comput. Methods Appl. Mech. Eng.]
Features
- Physics-informed neural network (PINN)
- Learning from multifidelity data
- Deep operator network
- Residual-based adaptive sampling
- PINN with multi-scale Fourier features
- Gradient-enhanced PINN (gPINN)
Programming Language
Python
Categories
This is an application that can also be fetched from https://sourceforge.net/projects/deepxde.mirror/. It has been hosted in OnWorks in order to be run online in an easiest way from one of our free Operative Systems.
