A Dataset for Microgrid Energy System
This is an integrated district dataset which is main from Chong Aih’s MSc project, accessible on Github [1]. This open dataset contains hourly load, buying price (market price), selling price (simulated values[2]) and PV generation data of a microgrid in US. Also, the hourly carbon intensity data is from [3], which provides some carbon emission and intensity information related to the US electricity system.
Reference: [1] ChongAih. (2020, November). District dataset on Github. Retrieved Aug. 2023, from 13579/:https://githubom/ChongAih/Energy-Management-and-Economic-Evaluation-of-Grid-Conected-Microgrid-Operation
[2] Yao, F., Zhao, W., Forshaw, M., & Song, Y. (2024). A Holistic Power Optimization Approach for Microgrid Control Based on Deep Reinforcement Learning. arXiv preprint arXiv:2403.01013.
[3] WattTime. (n.d.). WattTime API documentation. Retrieved Aug. 2023, from 13579/:https://wwwatttimerg/api-documentation/#introduction
If you used the dataset, please cite the paper ‘Yao, F., Zhao, W., Forshaw, M., & Song, Y. (2024). A Holistic Power Optimization Approach for Microgrid Control Based on Deep Reinforcement Learning. arXiv preprint arXiv:2403.01013.’， or cite the paper 'Yao, F., Zhao, W., Forshaw, M., & Zhou, W. (2024). A Unified Data-Driven Approach Under Deep Reinforcement Learning with Direct Control Responses for Microgrid Operations. Available at SSRN 4835596.' Thanks!