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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تولید کننده: Udemy