Title :
Multi-scale stochastic optimization for Home Energy Management
Author :
Jia, Liyan ; Yu, Zhe ; Murphy-Hoye, Mary C. ; Pratt, Annabelle ; Piccioli, Ellen G. ; Tong, Lang
Author_Institution :
Sch. of Electr. & Comput. Eng., Cornell Univ., Ithaca, NY, USA
Abstract :
The problem of scheduling and control of appliances for Home Energy Management (HEM) is considered. A multi-time scale and multi-stage stochastic optimization framework is proposed for the control of the Heating, Ventilation, and Air Conditioning (HVAC) unit, the charging of Plug-in Hybrid Electric Vehicle (PHEV), and the scheduling of deferrable load such as washer/dryer operations. Formulated as a constrained stochastic optimization that incorporates thermal dynamics, temperature measurements, and the real time pricing signal, a model predictive control algorithm is proposed that minimizes customer´s discomfort level subject to cost and peak power constraints.
Keywords :
HVAC; energy management systems; stochastic processes; HVAC; PHEV; appliances control; deferrable load scheduling; heating ventilation and air conditioning unit control; home energy management; multi-scale stochastic optimization; multi-stage stochastic optimization framework; multi-time scale; plug-in hybrid electric vehicle; temperature measurements; thermal dynamics; washer/dryer operations; Energy management; Load modeling; Optimization; Pricing; Stochastic processes; Temperature measurement; Time measurement; HVAC control; Home energy management; PHEV charging; demand response; model predictive control; smart grid;
Conference_Titel :
Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP), 2011 4th IEEE International Workshop on
Conference_Location :
San Juan
Print_ISBN :
978-1-4577-2104-5
DOI :
10.1109/CAMSAP.2011.6135900