وب سایت تخصصی شرکت فرین
دسته بندی دوره ها

PINNs Using NVIDIA Modulus

سرفصل های دوره

Easy Simulations with AI


1. Introduction
  • 1. Introduction
  • 2. Course Structure
  • 3. Installing Anaconda
  • 4. Deep Learning Theory
  • 5. PINNs Theory

  • 2. Pytorch Basics
  • 1.1 links.txt
  • 1. Install PyTorch CUDA
  • 2.1 basic 1 main.zip
  • 2. PyTorch Tensors Basics
  • 3.1 basic 2 main.zip
  • 3. Tensors to NumPy arrays
  • 4. Backpropagation Theory
  • 5.1 basic bp main.zip
  • 5. Backpropagation using PyTorch

  • 3. PINNs Solution for 1D Burgers Equation with Pytorch
  • 1.1 burgers 1d main.zip
  • 1. Define the Neural Network
  • 2.1 burgers 1d main.zip
  • 2. Initial Conditions and Boundary Conditions
  • 3.1 burgers 1d main.zip
  • 3. Optimizer
  • 4.1 burgers 1d main.zip
  • 4. Loss Function
  • 5.1 burgers 1d main.zip
  • 5. Train the Model
  • 6.1 burgers 1d main.zip
  • 6. Results Evaluation

  • 4. 1D Wave Equation
  • 1.1 config main.zip
  • 1.2 post processing 1dwave main.zip
  • 1.3 wave 1d main.zip
  • 1.4 wave eq main.zip
  • 1.5 wave equation main.zip
  • 1. What is the Wave Equation
  • 2.1 config main.zip
  • 2.2 post processing 1dwave main.zip
  • 2.3 wave 1d main.zip
  • 2.4 wave eq main.zip
  • 2.5 wave equation main.zip
  • 2. Setting Up Google Colab
  • 3.1 config main.zip
  • 3.2 post processing 1dwave main.zip
  • 3.3 wave 1d main.zip
  • 3.4 wave eq main.zip
  • 3.5 wave equation main.zip
  • 3. Define the Wave Equation Function
  • 4.1 config main.zip
  • 4.2 post processing 1dwave main.zip
  • 4.3 wave 1d main.zip
  • 4.4 wave eq main.zip
  • 4.5 wave equation main.zip
  • 4. Define the Config File
  • 5.1 config main.zip
  • 5.2 post processing 1dwave main.zip
  • 5.3 wave 1d main.zip
  • 5.4 wave eq main.zip
  • 5.5 wave equation main.zip
  • 5. Import Needed Libraries
  • 6.1 config main.zip
  • 6.2 post processing 1dwave main.zip
  • 6.3 wave 1d main.zip
  • 6.4 wave eq main.zip
  • 6.5 wave equation main.zip
  • 6. Set Up the main RUN File
  • 7.1 config main.zip
  • 7.2 post processing 1dwave main.zip
  • 7.3 wave 1d main.zip
  • 7.4 wave eq main.zip
  • 7.5 wave equation main.zip
  • 7. Define the B.C, I.C, Interior Points
  • 8.1 config main.zip
  • 8.2 post processing 1dwave main.zip
  • 8.3 wave 1d main.zip
  • 8.4 wave eq main.zip
  • 8.5 wave equation main.zip
  • 8. Add Validator Functionality
  • 9.1 config main.zip
  • 9.2 post processing 1dwave main.zip
  • 9.3 wave 1d main.zip
  • 9.4 wave eq main.zip
  • 9.5 wave equation main.zip
  • 9. Solve
  • 10.1 config main.zip
  • 10.2 post processing 1dwave main.zip
  • 10.3 wave 1d main.zip
  • 10.4 wave eq main.zip
  • 10.5 wave equation main.zip
  • 10. Results Extraction
  • 11.1 config main.zip
  • 11.2 post processing 1dwave main.zip
  • 11.3 wave 1d main.zip
  • 11.4 wave eq main.zip
  • 11.5 wave equation main.zip
  • 11. Results Post Processing

  • 5. Cavity Flow
  • 1.1 cavity main.zip
  • 1.2 cavity post main.zip
  • 1.3 config.zip
  • 1.4 output main.csv
  • 1. Setting up env. in your personal computer
  • 2.1 cavity main.zip
  • 2.2 cavity post main.zip
  • 2.3 config.zip
  • 2.4 output main.csv
  • 2. Cavity Flow Problem
  • 3.1 cavity main.zip
  • 3.2 cavity post main.zip
  • 3.3 config.zip
  • 3.4 output main.csv
  • 3. Define the Config File
  • 4.1 cavity main.zip
  • 4.2 cavity post main.zip
  • 4.3 config.zip
  • 4.4 output main.csv
  • 4. Import Needed Libraries
  • 5.1 cavity main.zip
  • 5.2 cavity post main.zip
  • 5.3 config.zip
  • 5.4 output main.csv
  • 5. Set Up the main RUN File
  • 6.1 cavity main.zip
  • 6.2 cavity post main.zip
  • 6.3 config.zip
  • 6.4 output main.csv
  • 6. Define the Navier-Stokes equation and DNN
  • 7.1 cavity main.zip
  • 7.2 cavity post main.zip
  • 7.3 config.zip
  • 7.4 output main.csv
  • 7. Define the B.C, I.C, Interior Points
  • 8.1 cavity main.zip
  • 8.2 cavity post main.zip
  • 8.3 config.zip
  • 8.4 output main.csv
  • 8. Solve
  • 9.1 cavity main.zip
  • 9.2 cavity post main.zip
  • 9.3 config.zip
  • 9.4 output main.csv
  • 9. Results Extraction
  • 10.1 cavity main.zip
  • 10.2 cavity post main.zip
  • 10.3 config.zip
  • 10.4 output main.csv
  • 10. Results Post Processing
  • 11.1 cavity main.zip
  • 11.2 cavity post main inf.zip
  • 11.3 config.zip
  • 11.4 inf data.zip
  • 11. Pretrained Model Inference

  • 6. 2D Heat Sink
  • 1.1 config.zip
  • 1.2 flow out.csv
  • 1.3 force x.csv
  • 1.4 force y.csv
  • 1.5 heat out.csv
  • 1.6 heat sink main.zip
  • 1. 2d heat channel problem
  • 2.1 config.zip
  • 2.2 heat sink main.zip
  • 2. Define the Config File
  • 3.1 config.zip
  • 3.2 heat sink main.zip
  • 3. Import Needed Libraries
  • 4.1 config.zip
  • 4.2 heat sink main.zip
  • 4. Set Up the main RUN File
  • 5.1 config.zip
  • 5.2 heat sink main.zip
  • 5. Define the geometry
  • 6.1 config.zip
  • 6.2 heat sink main.zip
  • 6. Define the Navier-Stokes equation and DNN
  • 7.1 config.zip
  • 7.2 heat sink main.zip
  • 7. Define the B.C, I.C, Interior Points
  • 8.1 config.zip
  • 8.2 heat sink main.zip
  • 8. Add Monitor
  • 9.1 config.zip
  • 9.2 heat sink main.zip
  • 9. Solve
  • 10.1 config.zip
  • 10.2 config.zip
  • 10.3 flow out.csv
  • 10.4 force x.csv
  • 10.5 force y.csv
  • 10.6 heat out.csv
  • 10. Results Extraction
  • 11.1 config.zip
  • 11.2 flow out.csv
  • 11.3 flow out.csv
  • 11.4 force x.csv
  • 11.5 force y.csv
  • 11.6 heat sink main.zip
  • 11. Results Post Processing
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    تاریخ انتشار: ۶ تیر ۱۴۰۳
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