Data-Driven Dynamic Modeling in Power Systems: A Fresh Look on Inverter-Based Resource Modeling
Lingling Fan, Zhixin Miao, Shahil Shah, Przemyslaw Koralewicz, Vahan Gevorgian, Jian Fu
Abstract
This article introduces ways to identify dynamic system models using measurement data. In power system analysis, a static model represents the time-invariant input–output relationship of a system, while a dynamic model describes the behavior of the system over time. For example, how will a system transit from one steady-state operation point to another?
Topics & Concepts
Electric power systemComputer scienceSystem dynamicsSystems modelingData modelingControl engineeringInverterSystem modelPower system simulationControl theory (sociology)Power (physics)EngineeringVoltageElectrical engineeringControl (management)PhysicsSoftware engineeringArtificial intelligenceDatabaseQuantum mechanicsPower System Optimization and StabilityReal-time simulation and control systemsSmart Grid Security and Resilience