Research – CEADS

Software, Computer Code, and Datasets

DSWE R Package: CRAN site, HELP Document (examples and use cases)
DSWE Python Package: PyPI site, HELP Document (examples and use cases)
Wind Energy Open Datasets: DSWE Dataset; EDP Open Data; Elia Belgium Open Data; NREL Wind Integration Data;

L. Xie, X. Zheng, Y. Sun, T. Huang, and T. Bruton, “Massively Digitized Power Grid: Opportunities and Challenges of Use-inspired AI,” Proceedings of the IEEE, 2022, DOI: 10.1109/JPROC.2022.3175070 [paper]
Zheng, X., Xu, N., Trinh, L. et al. “A multi-scale time-series dataset with benchmark for machine learning in decarbonized energy grids,” Sci Data 9, 359, 2022. [paper]
L. Xie, C. Singh, S. K. Mitter, M. A. Dahleh, S. S. Oren, “Toward carbon-neutral electricity and mobility: Is the grid infrastructure ready?,” Joule, Vol. 5, Issue 8, 2021. [paper]
G. Ruan, D. Wu, X. Zheng, H. Zhong, C. Kang, M. A. Dahleh, S. Sivaranjani, L. Xie, “A Cross-Domain Approach to Analyzing the Short-Run Impact of COVID-19 on the US Electricity Sector,” Joule, Vol. 4, Issue 11, 2020. [paper]
L. Xie et al., “Wind Integration in Power Systems: Operational Challenges and Possible Solutions,” in Proceedings of the IEEE, vol. 99, no. 1, pp. 214-232, Jan. 2011. [paper]

Y. Ding, Data Science for Wind Energy, Chapman & Hall/CRC Press, Boca Raton, FL, 2019. [booksite]
Y. Ding, N. Kumar, A. Prakash, A. Kio, X. Liu, L. Liu, and Q. Li. “A case study of space-time performance comparison of wind turbines on a wind farm,” Renewable Energy, Vol. 171, pp. 735-746, 2021. [preprint][code&data][reproducibility report]
E. Latiffianti, S. Sheng and Y. Ding. “Wind turbine gearbox failure detection through cumulative sum of multivariate time series data,” Frontiers in Energy Research, section Wind Energy, Vol. 10, pp. 904622, 2022. [paper][code][reproducibility report][data is from EDP Open Data.]
E. Latiffianti, Y. Ding, S. Sheng, L. Williams, M. Morshedizadeh, and M. Rodgers. “Analysis of leading edge protection application on wind turbine performance through energy and power decomposition approaches,” Wind Energy, Vol. 25(7), pp. 1203-1221, 2022. [paper][code][reproducibility report][data is under an NDA and cannot be released]
A. Prakash, R. Tuo, and Y. Ding. “The temporal overfitting problem with applications in wind power curve modeling,” Technometrics, online published, 2022. [preprint][supplemental materials][code][data]