FusionSF: Fuse Heterogeneous Modalities in a Vector Quantized Framework for Robust Solar Power Forecasting

Description

This is the official repository to the paper "FusionSF: Fuse Heterogeneous Modalities in a Vector Quantized Framework for Robust Solar Power Forecasting" by Ziqing Ma*, Wenwei Wang*, Tian Zhou*, Chao Chen, Bingqing Peng, Liang Sun and Rong Jin. (* equal contribution)

Dataset

You can access the dataset as follows:

Folder: https://drive.google.com/drive/folders/1qGVOw-hAVQlO3n-1d4ZNHvL42L9PkdBK?usp=drive_link

Zip File: https://drive.google.com/file/d/18Y-kwNUkT9t5EBugWxtDoE5HnMfaFG2D/view?usp=drive_link

The dataset is supposed to be organized as follows: ./data/nwp/nwp.csv ./data/satellite/satellite.npy ./data/satellite/satellite_coords.npy ./data/satellite/satellite_times.npy ./data/solar_power/solar_power.csv

Installation

Pip

# clone project
git clone https://github.com/MAZiqing/FusionSF.git
cd FusionSF

# [OPTIONAL] create conda environment
conda create -n MyEnvName python=3.10
conda activate MyEnvName

# install requirements
pip install -r requirements.txt

Experiments

To help the users reproduce our results, we released the sbatch scripts that we used.

FusionSF (145M): scripts/fusionSF.sh

License

CrossViVit is licensed under the MIT License.

MIT License

Copyright (c) (2023) Ghait Boukachab

Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.