• DocumentCode
    3104912
  • 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
  • fYear
    2011
  • fDate
    13-16 Dec. 2011
  • Firstpage
    113
  • Lastpage
    116
  • 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;
  • fLanguage
    English
  • Publisher
    ieee
  • 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
  • Type

    conf

  • DOI
    10.1109/CAMSAP.2011.6135900
  • Filename
    6135900