Obálka

Wildfire Risk Metric Impact on Public Safety Power Shut-off Cost Savings

Uloženo v:
Vydáno v:arXiv.org (Nov 17, 2024), p. n/a
Hlavní autor: Greenough, Ryan
Další autoři: Murakami, Kohei, Kleissl, Jan, Adil Khurram
Vydáno:
Cornell University Library, arXiv.org
Témata:
Load shedding
Hazard mitigation
Sums
Random variables
Public safety
Ignition
Transmission lines
Mapping
Wildfires
Electric power grids
Unit commitment
Real time
Flammability
Cost control
Constraints
Fire hazards
Power dispatch
Electric power systems
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Abstrakt:Public Safety Power Shutoffs (PSPS) are a proactive strategy to mitigate fire hazards from power system infrastructure failures. System operators employ PSPS to deactivate portions of the electric grid with heightened wildfire risks to prevent wildfire ignition and redispatch generators to minimize load shedding. A measure of vegetation flammability, called the Wildland Fire Potential Index (WFPI), has been widely used to evaluate the risk of nearby wildfires to power system operation. However, the WFPI does not correlate as strongly to historically observed wildfire ignition probabilities (OWIP) as WFPI-based the Large Fire Probability (WLFP).Prior work chose not to incorporate wildfire-driven failure probabilities, such as the WLFP, because constraints with Bernoulli random variables to represent wildfire ignitions could require non-linear or non-convex constraints. This paper uses a deterministic equivalent of an otherwise complicating line de-energization constraint by quantifying the wildfire risk of operating transmission line as a sum of each energized line's wildfire ignition log probability (log(WIP)) rather than as a sum of each energized line's WFPI. A day-ahead unit commitment and line de-energization PSPS framework is used to assess the cost differences driven by the choice between the WFPI and WLFP risk metrics. Training the optimization on scenarios developed by mapping WLFP to log(WIP) rather than mapping the WFPI to log(WIP) leads to reductions in the total real-time costs. For the IEEE RTS 24-bus test system, mapping transmission line WLFP values to log(WIP) resulted in a 14.8 % (on average) decrease in expected real-time costs.
ISSN:2331-8422
Zdroj:Engineering Database