TY - GEN
T1 - Hierarchical Model-Free Transactive Control of Residential Building Loads
T2 - 2022 IEEE Power and Energy Society Innovative Smart Grid Technologies Conference, ISGT 2022
AU - Amasyali, Kadir
AU - Winstead, Christopher
AU - Chen, Yang
AU - Munk, Jeffrey
AU - Olama, Mohammed
AU - Hill, Justin
N1 - Publisher Copyright:
© 2022 IEEE.
PY - 2022
Y1 - 2022
N2 - The transformation of electricity systems into more sustainable configurations brought some new challenges. The uncertain, intermittent, and variable nature of renewable energy sources require a significant amount of load demand flexibility, in which grid-interactive buildings (GEBs) are important flexible assets for electricity systems. In this regard, many demand response (DR) tools have been developed to harness this demand flexibility. However, such tools are mostly simulation-based or deal with a single load, which may not be sufficient to demonstrate their effectiveness. Towards this end, this paper presents a real-world field implementation and testing of a hierarchical model-free transactive DR control approach on actual GEBs. The control implementation incorporates elements of virtual battery, game theory, and model-free control mechanisms. The proposed approach was tested using a total of five GEBs, each having three zones. The results show that the proposed approach can mostly achieve all intended objectives, including flexibility estimation, peak load reduction, power tracking, and controlling GEBs while maintaining occupants' comfort.
AB - The transformation of electricity systems into more sustainable configurations brought some new challenges. The uncertain, intermittent, and variable nature of renewable energy sources require a significant amount of load demand flexibility, in which grid-interactive buildings (GEBs) are important flexible assets for electricity systems. In this regard, many demand response (DR) tools have been developed to harness this demand flexibility. However, such tools are mostly simulation-based or deal with a single load, which may not be sufficient to demonstrate their effectiveness. Towards this end, this paper presents a real-world field implementation and testing of a hierarchical model-free transactive DR control approach on actual GEBs. The control implementation incorporates elements of virtual battery, game theory, and model-free control mechanisms. The proposed approach was tested using a total of five GEBs, each having three zones. The results show that the proposed approach can mostly achieve all intended objectives, including flexibility estimation, peak load reduction, power tracking, and controlling GEBs while maintaining occupants' comfort.
KW - Demand response
KW - Stackelberg game
KW - model-free control
KW - transactive control
KW - virtual battery model
UR - http://www.scopus.com/inward/record.url?scp=85134886698&partnerID=8YFLogxK
U2 - 10.1109/ISGT50606.2022.9817561
DO - 10.1109/ISGT50606.2022.9817561
M3 - Conference contribution
AN - SCOPUS:85134886698
T3 - 2022 IEEE Power and Energy Society Innovative Smart Grid Technologies Conference, ISGT 2022
BT - 2022 IEEE Power and Energy Society Innovative Smart Grid Technologies Conference, ISGT 2022
PB - Institute of Electrical and Electronics Engineers Inc.
Y2 - 24 April 2022 through 28 April 2022
ER -