Deep Learning and Wavelet Transform for Air Quality Forecasting (ICIAP2023)

Details

• Dataset: https://www.kaggle.com/datasets/fedesoriano/air-quality-data-set

Installation

pip install -r requirements.txt

2D dataset generation

./generate_datasets.sh

Training and evaluation

• Baseline approach: ./run_train_1D.sh

• Proposed method:

  • different input parameters combinations (table 1): ./run_train_2D_combos.sh

  • different mother wavelets (table 2): ./run_train_2D_wavelets.sh