lecture 18: Import Needed Libraries

lecture 18: Import Needed Libraries

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Physics-Nemo [Modulus ] : Advanced Topics

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Section 1: Introduction

lecture 1: Introduction

lecture 2: Course Structure

ref.txt

Nvidia-modulus To Physicsnemo

Section 2: Inverse PINNs

Section-2 Files

lecture 3: Inverse PINNs Theory

lecture 4: Define the Problem

lecture 5: Define the Data

lecture 6: Define the Config File

lecture 7: Import Needed Libraries

lecture 8: Define the Governing Equation

lecture 9: Define the Deep Neural Network

lecture 10: Add the Data

lecture 11: Add Inverse Value Monitor

lecture 12: Solve

lecture 13: Results Post Processing

Section 3: Deep Neural Operator (DeepONet)

Section-3 Files

Lecture 14: Deep Neural Operators Theory

lecture 15: Define the Problem

lecture 16: Define the Data

lecture 17: Define the Config File

lecture 18: Import Needed Libraries

lecture 19: Define the Deep Neural Network

lecture 20: Load the Data

lecture 21: Add the Data Constraint

lecture 22: Add Results Validator

lecture 23: Solve

lecture 24: Results Post Processing

Section 4: Deep Neural Operator (FNO - Fourier Neural Operator)

Section-4 Files

lecture 25: Fourier Neural Operator (FNO) Theory

lecture 26: Darcy Flow Problem

lecture 27: Define the Config File

lecture 28: Import Needed Libraries

lecture 29: Define the Data

lecture 30: Define the Deep Neural Network

lecture 31: Add the Data Constraint

lecture 32: Add Validator

lecture 33: Solve

lecture 34: Results View

Section 5: 3D Bracket Stress Analysis

Section-5 Files

lecture 35: 3D Stress Analysis Problem

lecture 36: Define the Config File

lecture 37: Import Needed Libraries

lecture 38: Define the Gov. Eq.

lecture 39: Define the DNN

lecture 40: Define the geometry - part a

lecture 41: Define the geometry - part b

lecture 42: Define the B.C, Interior Constraints

lecture 43: Solve

lecture 44: Results Post Processing

Section 6: PINNs Multi Domain Calculation

Section-6 Files

lecture 45: 3D Flow Solid Multi Domain Problem

lecture 46: Flow configuration file

lecture 47: Define the geometry - part A

lecture 48: Define the geometry - part B

lecture 49: Define the geometry - part C

lecture 50: Flow: Import Needed Libraries

lecture 51: Flow: Define the Gov. Eq. / DNN

lecture 52: Flow: Define the B.C, Interior Constraints

lecture 53: Flow: Add Monitor

lecture 54: Thermal : configuration file

lecture 55: Thermal : Import Needed Libraries

lecture 56: Thermal : Define the Gov. Eq. / DNN

lecture 57: Thermal : Define the B.C, Interior Constraints

lecture 58: Run Flow Code

lecture 59: Run Thermal Code

lecture 60: Results Review

Section 7: Geometric Optimization using PINNs

Section-7 Files

lecture 61: Parameterized 3D Geometry

lecture 62: Geometry Update

lecture 63: Flow Network Update

lecture 64: Thermal Networks Updated

lecture 65: Run (Retrain All)

lecture 66: Results view