• DocumentCode
    656825
  • Title

    Risk limiting dispatch with ramping constraints

  • Author

    Junjie Qin ; Baosen Zhang ; Rajagopal, Ram

  • Author_Institution
    ICME, Stanford Univ., Stanford, CA, USA
  • fYear
    2013
  • fDate
    21-24 Oct. 2013
  • Firstpage
    791
  • Lastpage
    796
  • Abstract
    The increasing penetration of renewable resources poses a challenge to the reliable operation of power systems. In particular, operators face the risk of not scheduling enough traditional generators when renewable generation becomes lower than expected. This paper studies the optimal trade-off between the system risk and the cost of scheduling reserve generators. The problem is modeled as a multi-period stochastic control problem, and in particular the ramping constraints on the generators are explicitly considered. The structure of the optimal dispatch control is identified. Based on the derived structure results, two types of control policies are proposed to efficiently compute the optimal dispatch: (i) a chance constrained policy, and (ii) efficient look-ahead policies. Utilizing real system data, the chance constrained dispatch is shown to outperform the look-ahead policies and to be robust to changes in the probability distribution of the uncertainties involved in the problem.
  • Keywords
    power generation control; power generation dispatch; power generation scheduling; probability; renewable energy sources; stochastic processes; chance constrained policy; efficient look ahead policies; multiperiod stochastic control problem; optimal dispatch control; probability distribution; ramping constraints; renewable resources; reserve generators; risk limiting dispatch; system risk; Gaussian distribution; Hafnium; Probability distribution; Three-dimensional displays;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Smart Grid Communications (SmartGridComm), 2013 IEEE International Conference on
  • Conference_Location
    Vancouver, BC
  • Type

    conf

  • DOI
    10.1109/SmartGridComm.2013.6688056
  • Filename
    6688056