학술논문

Risk-Based Hosting Capacity Analysis in Distribution Systems
Document Type
Periodical
Source
IEEE Transactions on Power Systems IEEE Trans. Power Syst. Power Systems, IEEE Transactions on. 39(1):355-365 Jan, 2024
Subject
Power, Energy and Industry Applications
Components, Circuits, Devices and Systems
Mathematical models
Planning
Distribution networks
Stochastic processes
Reactive power
Voltage
Renewable energy sources
Hosting capacity analysis
distributed solar
conditional value at risk
Language
ISSN
0885-8950
1558-0679
Abstract
Solar hosting capacity analysis (HCA) assesses the ability of a distribution network to host distributed solar generation without seriously violating distribution network constraints. In this paper, we consider risk-sensitive HCA that limits the risk of network constraint violations with a collection of scenarios of solar irradiance and nodal power demands, where risk is modeled via the conditional value at risk (CVaR) measure. First, we consider the question of maximizing aggregate installed solar capacities, subject to risk constraints and solve it as a second-order cone program (SOCP) with a standard conic relaxation of the feasible set of the power flow equations. Second, we design an incremental algorithm to decide whether a configuration of solar installations has acceptable risk of constraint violations, modeled via CVaR. The algorithm circumvents explicit risk computation by incrementally constructing inner and outer polyhedral approximations of the set of acceptable solar installation configurations from prior such tests conducted. Our numerical examples study the impact of risk parameters, the number of scenarios and the scalability of our framework.