Stochastic Unit Commitment in Low-Inertia Grids

被引:105
|
作者
Paturet, Matthieu [1 ]
Markovic, Uros [1 ]
Delikaraoglou, Stefanos [2 ]
Vrettos, Evangelos [3 ]
Aristidou, Petros [4 ]
Hug, Gabriela [1 ]
机构
[1] Swiss Fed Inst Technol, Power Syst Lab, CH-8092 Zurich, Switzerland
[2] MIT, Lab Informat & Decis Syst, Cambridge, MA 02139 USA
[3] Swiss Elect Transmiss Syst Operator, CH-5001 Aarau, Switzerland
[4] Cyprus Univ Technol, Dept Elect Engn & Comp Engn & Informat, CY-3036 Iimassol, Cyprus
关键词
Generators; Frequency control; Damping; Stochastic processes; Power system dynamics; Turbines; Wind power generation; Unit commitment; low-inertia grid; frequency constraints; wind uncertainty; voltage source converter;
D O I
10.1109/TPWRS.2020.2987076
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
In this paper, the Unit Commitment (UC) problem in a power network with low levels of rotational inertia is studied. Frequency-related constraints, namely the limitation on Rate-of-Change-of-Frequency (RoCoF), frequency nadir and steady-state frequency error, are derived from a uniform system frequency response model that incorporates dynamics and controls of both synchronous generators and grid-forming inverters. These constraints are then included into a stochastic UC formulation that accounts for wind power and equipment contingency uncertainties using a scenario-tree approach. In contrast to the linear RoCoF and steady-state frequency error constraints, the nadir constraint is highly nonlinear. To preserve the mixed-integer linear formulation of the stochastic UC model, we propose a computationally efficient approach that allows to recast the nadir constraint by introducing appropriate bounds on relevant decision variables of the UC model. This method is shown to be generally more accurate and computationally more efficient for medium-sized networks than a piece-wise linearization method adapted from the literature. Simulation results for a modified IEEE RTS-96 system revealed that the inclusion of inertia-related constraints significantly influences the UC decisions and increases total costs, as more synchronous machines are forced to be online to provide inertial response.
引用
收藏
页码:3448 / 3458
页数:11
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