TY - GEN
T1 - On aggregating thermostatically controlled loads based on energy losses
AU - Hreinsson, Kari
AU - Scaglione, Anna
N1 - Publisher Copyright:
© 2017 IEEE.
PY - 2018/1/29
Y1 - 2018/1/29
N2 - In this paper we revisit the problem of modeling a large population of residential thermostatically controlled loads (TCLs) as a single reserve, from the perspective of an Aggregator. Our model tracks and controls individual TCLs based on the heat stored in their thermal capacity and their corresponding thermal resistive losses, using the heat pump to compensate for lost energy in order to maintain TCLs around desired reference temperatures. We show that, under reasonable approximations, the energy loss dynamics can be easily tied to a common outside temperature, whose random fluctuations are in one to one correspondence with the available reserve capacity. This approach greatly simplifies any stochastic optimization of the TCLs as an aggregate resource compared to the state of the art.
AB - In this paper we revisit the problem of modeling a large population of residential thermostatically controlled loads (TCLs) as a single reserve, from the perspective of an Aggregator. Our model tracks and controls individual TCLs based on the heat stored in their thermal capacity and their corresponding thermal resistive losses, using the heat pump to compensate for lost energy in order to maintain TCLs around desired reference temperatures. We show that, under reasonable approximations, the energy loss dynamics can be easily tied to a common outside temperature, whose random fluctuations are in one to one correspondence with the available reserve capacity. This approach greatly simplifies any stochastic optimization of the TCLs as an aggregate resource compared to the state of the art.
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U2 - 10.1109/PESGM.2017.8273842
DO - 10.1109/PESGM.2017.8273842
M3 - Conference contribution
AN - SCOPUS:85046363915
T3 - IEEE Power and Energy Society General Meeting
SP - 1
EP - 5
BT - 2017 IEEE Power and Energy Society General Meeting, PESGM 2017
PB - IEEE Computer Society
T2 - 2017 IEEE Power and Energy Society General Meeting, PESGM 2017
Y2 - 16 July 2017 through 20 July 2017
ER -