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Update 2023-02-26-Framework-Oil-and-Gas-industrial-sites.md
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fd-col committed Feb 28, 2024
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<p>The framework created is responsible for automating the tasks of monitoring and surveillance of safety conditions
within an Oil & Gas construction site. Drones are the tool used for collecting photos by capturing the current state
of work at a certain moment over time.

![drone](/assets/img/senseFly.jpeg)
</p>

Through the use of [QGIS software](https://qgis.org/en/site/) and specific python classes, these images are
then processed in the pre-processing phase. It aims to create DSM profiles, that is a digital model of the surface relative
to the flight considered. The dataset for training models of one-dimensional convolutional neural networks (1D CNN)
consists of some of the flights already carried out by drones, and which present greater heterogeneity between classes.
![drone](/assets/img/senseFly.jpeg)

<p>
Through the use of <a href="https://qgis.org/en/site/">QGIS software</a> and specific python classes, these images are
then processed in the pre-processing phase. It aims to create DSM profiles, that is a digital model of the surface relative
to the flight considered. The dataset for training models of one-dimensional convolutional neural networks (1D CNN)
consists of some of the flights already carried out by drones, and which present greater heterogeneity between classes.
</p>

<p>The ultimate goal is to create models that identify three different classes along the entire extension of the track works: open-trench pipeline, closed-trench pipeline and pipe laying. Therefore, thanks to data augmentation techniques, customization
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