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# An AI-driven framework for time-series processing-microstructure-property prediction
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This repository contains the code for performing microstrucutre prediction using AI based on processing parameters as input. The code provides the following functions:
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- Train an autoencoder model on a given dataset.
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- Train an seq2seq model on a given dataset.
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- Simulator code for data generation.
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- Predict microstructure using a pre-trained autoencoder model.
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- Property calculation and linear bias model correction method for improveing predicted property accuracy.
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- Predict microstructure using a pre-trained model.
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## Installation Requirements
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The basic requirement for using the files is a Python 3.8.19 environment with PyTorch 2.3.0

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