Data-driven control;
Inference;
Model-less;
Robust voltage control;
Recursive least squares;
Least squares;
IDENTIFICATION;
GENERATION;
D O I:
10.1016/j.epsr.2022.108547
中图分类号:
TM [电工技术];
TN [电子技术、通信技术];
学科分类号:
0808 ;
0809 ;
摘要:
Measurement-rich power distribution networks may enable distribution system operators (DSOs) to adopt model-less and measurement-based monitoring and control of distributed energy resources (DERs) for mitigating grid issues such as over/under voltages and lines congestions. However, measurement-based monitoring and control applications may lead to inaccurate control decisions due to measurement errors. In particular, estimation models relying on regression-based schemes result in significant errors in the estimates (e.g., nodal voltages) especially for measurement devices with high Instrument Transformer (IT) classes. The consequences are detrimental to control performance since this may lead to infeasible decisions. This work proposes a modelless robust voltage control accounting for the uncertainties of measurement-based estimated voltage sensitivity coefficients. The coefficients and their uncertainties are obtained using a recursive least squares (RLS)-based online estimation, updated whenever new measurements are available. This formulation is applied to control distributed controllable photovoltaic (PV) generation in a distribution network to restrict the voltage within prescribed limits. The proposed scheme is validated by simulating a CIGRE low-voltage network interfacing multiple controllable PV plants.
机构:
MIT, Alfred P Sloan Sch Management, Cambridge, MA 02139 USA
MIT, Ctr Operat Res, Cambridge, MA 02139 USAMIT, Alfred P Sloan Sch Management, Cambridge, MA 02139 USA
Bertsimas, Dimitris
Brown, David B.
论文数: 0引用数: 0
h-index: 0
机构:
Duke Univ, Fuqua Sch Business, Durham, NC 27708 USAMIT, Alfred P Sloan Sch Management, Cambridge, MA 02139 USA
Brown, David B.
Caramanis, Constantine
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas Austin, Dept Elect & Comp Engn, Austin, TX 78712 USAMIT, Alfred P Sloan Sch Management, Cambridge, MA 02139 USA
机构:
MIT, Alfred P Sloan Sch Management, Cambridge, MA 02139 USA
MIT, Ctr Operat Res, Cambridge, MA 02139 USAMIT, Alfred P Sloan Sch Management, Cambridge, MA 02139 USA
Bertsimas, Dimitris
Brown, David B.
论文数: 0引用数: 0
h-index: 0
机构:
Duke Univ, Fuqua Sch Business, Durham, NC 27708 USAMIT, Alfred P Sloan Sch Management, Cambridge, MA 02139 USA
Brown, David B.
Caramanis, Constantine
论文数: 0引用数: 0
h-index: 0
机构:
Univ Texas Austin, Dept Elect & Comp Engn, Austin, TX 78712 USAMIT, Alfred P Sloan Sch Management, Cambridge, MA 02139 USA