학술논문

Real-Time Estimation of Support Provision Capability for Poor-Observable Distribution Networks
Document Type
Periodical
Source
IEEE Transactions on Power Systems IEEE Trans. Power Syst. Power Systems, IEEE Transactions on. 38(2):1806-1819 Mar, 2023
Subject
Power, Energy and Industry Applications
Components, Circuits, Devices and Systems
Distribution networks
Real-time systems
Estimation
Training
Optimization
Probabilistic logic
Reactive power
Active distribution network
data-driven
distributed energy resources
flexibility
predictive models
support provision capability
tso<%2Fsc>%2Fdso<%2Fsc>+interface%22">tso/dso interface
Language
ISSN
0885-8950
1558-0679
Abstract
An indispensable step towards coordinating the actions of distribution and transmission system operators (dsos-tso) is to estimate the range of flexibility that can be offered to the tso by dsos. Within this context, a data-driven probabilistic approach is proposed to evaluate the capability of a distribution network in providing active and reactive power support in real-time. To this end, in an offline phase, a linear discriminant analysis model, together with a piecewise linear model of the distribution network are trained to delineate the boundary of a region representing the adherence to distribution network operational constraints. In the implementation phase, this region comprises the feasible set of a series of optimization problems, formulated to determine the support provision capability. These optimization problems are of iterative linear programming type, which allows for real-time applicability. The evaluated support capability can be deemed as the available reserve in real-time transmission operation, which enables providing a coordinated response towards unexpected events, and facilitates the participation of distributed resources in the balancing market by granting an up-to-date estimation of available supports. This approach is tested on the IEEE 123-node system and verified through comparison with an AC optimal power flow technique.