Multi-layer spectral clustering approach to intentional islanding in bulk power systems
- 1. University of Arkansas at Little Rock, Department of Systems Engineering (United States)
- 2. Louisiana State University, Department of Electrical and Computer Engineering (United States)
- 3. University of Pittsburgh, Department of Electrical and Computer Engineering (United States)
Description
Intentional controlled islanding (ICI) is a final resort for preventing a cascading failure and catastrophic power system blackouts. This paper proposes a controlled islanding algorithm that uses spectral clustering over multi-layer graphs to find a suitable islanding solution. The multi-criteria objective function used in this controlled islanding algorithm involves the correlation coefficients between bus frequency components and minimum active and reactive power flow disruptions. Similar to the previous studies, the algorithm is applied in two stages. In the first stage, groups of coherent buses are identified with the help of modularity clustering using correlation coefficients between bus frequency components. In the second stage, the ICI solution satisfying bus coherency with minimum active and reactive power flow disruptions is determined by grouping all nodes using spectral clustering on the multi-layer graph. Simulation studies on the IEEE 39-bus test system demonstrate the effectiveness of the method in determining an islanding solution in real time while addressing the generator coherency problem.
Additional details
Identifiers
Publishing Information
- Journal Title
- Journal of Modern Power Systems and Clean Energy (Print)
- Journal Volume
- 7
- Journal Issue
- 5
- Journal Page Range
- p. 1044-1055
- ISSN
- 2196-5625
INIS
- Country of Publication
- China
- Country of Input or Organization
- International Atomic Energy Agency (IAEA)
- INIS RN
- 54102592
- Subject category
- S24: POWER TRANSMISSION AND DISTRIBUTION; S97: MATHEMATICAL METHODS AND COMPUTING;
- Descriptors DEI
- ALGORITHMS; COMPUTERIZED SIMULATION; GRAPH THEORY; OUTAGES; POWER DISTRIBUTION SYSTEMS; POWER SYSTEMS
- Descriptors DEC
- ENERGY SYSTEMS; MATHEMATICAL LOGIC; MATHEMATICS; SIMULATION
Optional Information
- Copyright
- Copyright (c) 2019 The Author(s)