Training sets for LearningTCLs

This repo collects the uncertainty samples used in the paper "Chance-constrained regulation capacity offering for HVAC systems under non-Gaussian signals with mixture-model-based convexification"

File descriptions

Three files contain historical samples for different uncertainties. All the samples are constructed based on the whole-year regD signal data in year 2020 in PJM. The original data can be found in https://www.pjm.com/-/media/markets-ops/ancillary/regulation-signal-posting.ashx

constructUncertainty.csv:
This csv file contains the uncertainty samples of $m_t$, $\overline s_t$ and $\underline s_t$

u_max.csv:
Uncertainty samples of $\overline u_{\tau}$

u_min.csv:
Uncertainty samples of $\underline u_{\tau}$