AirPolutionPrediction

PM 10 distribution prediction with Artificial Neural Network. Our team created the two models for daily and hourly estimation of air pollution in Cracow. We conducted this project as part of the Modelling of Physical Systems course.

Usage

Clone the repository and go to specific Jupypter Notebooks.

Data analysis

Before we jump into the prediction, we analized the dataset, preprocessed it and handled the missing values. The workflow is presented in Jupyter Notebooks:

• daily prediction
• hourly prediction

Data

Datasets for training and testing purpose:

• daily prediction
• hourly prediction

Prediction

The prediction workflow is presented in Jupyter Notebooks:

• daily prediction
• hourly prediction

Models

Trained models:

• daily prediction
• hourly prediction

Authors

• Bartosz Tyński
• Efe Ergun