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Decision-Dependent Uncertainty Modeling in Power System Operational Reliability Evaluations
- Source :
- IEEE Transactions on Power Systems. 36:5708-5721
- Publication Year :
- 2021
- Publisher :
- Institute of Electrical and Electronics Engineers (IEEE), 2021.
-
Abstract
- The integration of the variable renewable energies makes the operation conditions of the power system ever-changeable. Consequently, the power system operational reliability evaluation is increasingly important. This paper introduces the concept of decision-dependent uncertainty (DDU) in the operational reliability evaluation. Unlike the exogenous uncertainties, DDU reveals that the decisions of the system operation could significantly affect the resolution of the uncertainties which influence the reliability metrics. In this paper, the proposed DDU modeling method links the device reliability indices, i.e., the forced outage rate, and the operational-decision variables. The impacts of DDU on operational reliability are analyzed based on a reliability-constrained stochastic unit commitment (UC) model. An adaptive reliability improvement UC (ARIUC) algorithm is proposed to efficiently solve the problem. Case studies underline the necessity of considering DDU in power system operational reliability evaluations.
- Subjects :
- Computer science
Stochastic process
business.industry
Energy Engineering and Power Technology
Reliability engineering
Renewable energy
Operational reliability
Variable (computer science)
Electric power system
Power system simulation
Forced outage
Electrical and Electronic Engineering
business
Reliability (statistics)
Subjects
Details
- ISSN :
- 15580679 and 08858950
- Volume :
- 36
- Database :
- OpenAIRE
- Journal :
- IEEE Transactions on Power Systems
- Accession number :
- edsair.doi...........79475f9d0cbd00928e1a753fdaaeaecd
- Full Text :
- https://doi.org/10.1109/tpwrs.2021.3081765