Abstract
Accurate power system state estimation (PSSE) is an essential prerequisite for reliable operation of power systems. Different from static PSSE, dynamic PSSE can exploit past measurements based on a dynamical state evolution model, offering improved accuracy and state predictability. A key challenge is the nonlinear measurement model, which is often tackled using linearization, despite divergence and local optimality issues. In this work, a moving-horizon estimation (MHE) strategy is advocated, where model nonlinearity can be accurately captured with strong performance guarantees. To mitigate local optimality, a semidefinite relaxation approach is adopted, which often provides solutions close to the global optimum. Numerical tests show that the proposed method can markedly improve upon an extended Kalman filter (EKF)-based alternative.
| Original language | English |
|---|---|
| Title of host publication | 2014 IEEE PES General Meeting / Conference and Exposition |
| Publisher | IEEE Computer Society |
| Edition | October |
| ISBN (Electronic) | 9781479964154 |
| DOIs | |
| Publication status | Published - 29 Oct 2014 |
| Event | 2014 IEEE Power and Energy Society General Meeting - National Harbor, United States Duration: 27 Jul 2014 → 31 Jul 2014 |
Publication series
| Name | IEEE Power and Energy Society General Meeting |
|---|---|
| Number | October |
| Volume | 2014-October |
| ISSN (Print) | 1944-9925 |
| ISSN (Electronic) | 1944-9933 |
Conference
| Conference | 2014 IEEE Power and Energy Society General Meeting |
|---|---|
| Country/Territory | United States |
| City | National Harbor |
| Period | 27/07/14 → 31/07/14 |
UN SDGs
This output contributes to the following UN Sustainable Development Goals (SDGs)
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SDG 7 Affordable and Clean Energy
Keywords
- Dynamic power system state estimation
- moving-horizon state estimation
- semidefinite relaxation
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