Title :
Modeling uncertainties in aggregated thermostatically controlled loads using a State queueing model
Author :
Lu, Ning ; Chassin, David P. ; Widergren, Steve E.
Author_Institution :
Energy Sci. & Technol. Div., Pacific Northwest Nat. Lab., Richland, WA, USA
fDate :
5/1/2005 12:00:00 AM
Abstract :
To study the impacts of price responsive demand on the electric power system requires better load models. This paper discusses the modeling of uncertainties in aggregated thermostatically controlled loads using a state queueing (SQ) model. The cycling times of thermostatically controlled appliances (TCAs) vary with the TCA types and sizes, as well as the ambient temperatures. The random consumption of consumers, which shortens or prolongs a specific TCA cycling period, introduces another degree of uncertainty. By modifying the state transition matrix, these random factors can be taken into account in a discrete SQ model. The impacts of considering load diversity in the SQ model while simulating TCA setpoint response are also studied.
Keywords :
demand side management; load regulation; matrix algebra; queueing theory; aggregated thermostatistically controlled loads; demand side management program; electric power system; load synthesis; price responsive demand; state queueing model; state transition matrix; uncertainty modeling; water heater load; Energy consumption; Home appliances; Load modeling; Power system modeling; Refrigerators; Resistance heating; Temperature control; Uncertainty; Water heating; Water storage; Demand-side management program; load model; load synthesis; state queueing model; thermostatically controlled appliance; water heater load;
Journal_Title :
Power Systems, IEEE Transactions on
DOI :
10.1109/TPWRS.2005.846072