no code implementations • 12 Apr 2024 • Hyeonjin Kim, Yi Hu, Kai Ye, Ning Lu
This paper introduces ViT4LPA, an innovative Vision Transformer (ViT) based approach for Load Profile Analysis (LPA).
no code implementations • 26 Oct 2023 • Yi Hu, Kai Ye, Hyeonjin Kim, Ning Lu
To adopt a standard Transformer model structure for profile inpainting, we segment the load and temperature profiles into line segments, treating each segment as a word and the entire profile as a sentence.
no code implementations • 16 Dec 2022 • Rongxing Hu, Kai Ye, Hyeonjin Kim, Hanpyo Lee, Ning Lu, Di wu, PJ Rehm
This paper presents a coordinative demand charge mitigation (DCM) strategy for reducing electricity consumption during system peak periods.
no code implementations • 9 Dec 2022 • Kai Ye, Hyeonjin Kim, Yi Hu, Ning Lu, Di wu, PJ Rehm
This paper presents a modified sequence-to-point (S2P) algorithm for disaggregating the heat, ventilation, and air conditioning (HVAC) load from the total building electricity consumption.
no code implementations • 19 Sep 2022 • Hyeonjin Kim, Kai Ye, Han Pyo Lee, Rongxing Hu, Ning Lu, Di wu, PJ Rehm
The residual load profiles are processed using ICA for HVAC load extraction.