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Commit 0c114258 authored by noels's avatar noels
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This repository contains: This repository contains:
* Data generated by simulation of synthetic volume elements (SVE) constructed using lattices under investigation in MOAMMM project. * A spectral generator of random fields (RF).
* Code to visualize and generate further SVE data. * Scripts to vizualize of the random fields.
* Recurrent Neural Network (RNN) based surrogate models, trained on the SVE data. * 2 test cases of Monte-Carlo (MC) stochastic finite element simulations (SFEM).
* Code to train surrogate model and visualize its predictions against the testing data.
## Table of Contents ## Table of Contents
1. [Dependencies and Prerequisites](#dependencies-and-prerequisites) 1. [Spectral Generator of RF](#spectral-generator)
2. [Structure of Repository](#structure-of-repository) 2. [RF vizualization](#rf-vizualization)
3. [Data Parameters](#data-parameters) 3. [Test Cases of MC SFEM](#mc-sfem)
4. [Data Generation](#data-generation)
5. [Database and Visualization](#database-and-visualization)
6. [Surrogate Training](#surrogate-modelling)
7. [Surrogate Testing](#surrogate-testing)
## Dependencies and Prerequisites ## Dependencies and Prerequisites
[![python - >=3.11](https://img.shields.io/badge/python->=3.11-2ea44f?logo=python)](https://www.python.org/downloads/) [![pandas - >=1.5.3](https://img.shields.io/badge/pandas->=1.5.3-2ea44f?logo=pandas)](https://github.com/pandas-dev/pandas) [![PyTorch - >=2.10](https://img.shields.io/badge/PyTorch->=2.10-2ea44f?logo=pytorch)](https://pytorch.org/get-started/locally/#linux-pip) [![matplotlib - >-3.5.2](https://img.shields.io/badge/matplotlib->--3.5.2-2ea44f)](https://matplotlib.org/) [![python - >=3.11](https://img.shields.io/badge/python->=3.11-2ea44f?logo=python)](https://www.python.org/downloads/) [![pandas - >=1.5.3](https://img.shields.io/badge/pandas->=1.5.3-2ea44f?logo=pandas)](https://github.com/pandas-dev/pandas) [![matplotlib - >-3.5.2](https://img.shields.io/badge/matplotlib->--3.5.2-2ea44f)](https://matplotlib.org/)
Python, pandas, matplotlib, texttabble and latextable are pre requisites for visualizing and navigating the data. Python, pandas, matplotlib, texttabble and latextable are pre requisites for visualizing and navigating the data.
For data generation and training / testing surrogate model, Pytorch and lattice libraries are required. For generating mesh and for vizualization, gmsh (www.gmsh.info) is required.
For running simulations, cm3Libraries (www.ltas-cm3L) is required.
### Instructions using apt & pip3 package manager ### Instructions using apt & pip3 package manager
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