Abstract
System operators have to ensure an N-1 secure operation, while dealing with higher degrees of uncertainty. This paper proposes a semidefinite relaxation of the chance and security constrained optimal power flow (SCOPF). Our main contributions are the introduction of systematic methods to obtain zero relaxation gap, providing a tractable chance constrained SCOPF formulation, and addressing scalability. We introduce a systematic procedure to obtain zero relaxation gap
using a penalty term on power losses. To achieve tractability of the joint chance constraint, a piecewise affine approximation, and a combination of randomized and robust optimization is used. To address scalability, we propose an iterative solution algorithm to identify binding constraints, and we apply a chordal decomposition of the semidefinite constraints. We demonstrate the performance of our approach on IEEE 24 and IEEE 118 bus system using realistic day-ahead forecast data and obtain tight near-global optimality guarantees.
using a penalty term on power losses. To achieve tractability of the joint chance constraint, a piecewise affine approximation, and a combination of randomized and robust optimization is used. To address scalability, we propose an iterative solution algorithm to identify binding constraints, and we apply a chordal decomposition of the semidefinite constraints. We demonstrate the performance of our approach on IEEE 24 and IEEE 118 bus system using realistic day-ahead forecast data and obtain tight near-global optimality guarantees.
Original language | English |
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Title of host publication | Proceedings of 20th Power Systems Computation Conference |
Number of pages | 7 |
Publisher | IEEE |
Publication date | 2018 |
ISBN (Print) | 9781910963104 |
DOIs | |
Publication status | Published - 2018 |
Event | 20th Power Systems Computation Conference - O’Brien Centre for Science at University College Dublin, Dublin, Ireland Duration: 11 Jun 2018 → 15 Jun 2018 Conference number: 20 http://www.pscc2018.net/index.html |
Conference
Conference | 20th Power Systems Computation Conference |
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Number | 20 |
Location | O’Brien Centre for Science at University College Dublin |
Country/Territory | Ireland |
City | Dublin |
Period | 11/06/2018 → 15/06/2018 |
Internet address |
Keywords
- Chance constraints
- Contingency filtering
- Convex optimization
- Security constrained optimal power flow