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Public Safety Power Shutoffs (PSPS) are a pre-emptive strategy to mitigate the wildfires caused by power system malfunction. System operators implement PSPS to balance wildfire mitigation efforts through de-energization of transmission…

Systems and Control · Electrical Eng. & Systems 2025-04-17 Ryan Greenough , Kohei Murakami , Jan Kleissl , Adil Khurram

In an effort to reduce power system-caused wildfires, utilities carry out public safety power shutoffs (PSPS) in which portions of the grid are de-energized to mitigate the risk of ignition. The decision to call a PSPS must balance reducing…

Optimization and Control · Mathematics 2022-11-03 Antoine Lesage-Landry , Félix Pellerin , Joshua A. Taylor , Duncan S. Callaway

Electric grid faults are increasingly the source of ignition for major wildfires. To reduce the likelihood of such ignitions in high risk situations, utilities use pre-emptive deenergization of power lines, commonly referred to as Public…

Systems and Control · Electrical Eng. & Systems 2023-04-28 Noah Rhodes , Carleton Coffrin , Line Roald

Public safety power shutoffs (PSPS) are a common pre-emptive measure to reduce wildfire risk due to power system equipment. System operators use PSPS to de-energize electric grid elements that are either prone to failure or located in…

Systems and Control · Electrical Eng. & Systems 2025-04-07 Ryan Greenough , Kohei Murakami , Michael Davidson , Jan Kleissl , Adil Khurram

Public utilities are faced with situations where high winds can bring trees and debris into contact with energized power lines and other equipments, which could ignite wildfires. As a result, they need to turn off power during severe…

Systems and Control · Electrical Eng. & Systems 2023-11-14 Aniruddha Rajendra Rao , Chandrasekar Venkatraman , Robert Ellis , Chetan Gupta

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…

Systems and Control · Electrical Eng. & Systems 2024-11-19 Ryan Greenough , Kohei Murakami , Jan Kleissl , Adil Khurram

Wildfires pose an increasing threat to the safety and reliability of power systems, particularly in distribution networks located in fire-prone regions. To mitigate ignition risk from electrical infrastructure, utilities often employ safety…

Systems and Control · Electrical Eng. & Systems 2026-04-09 Xinyi Zhao , Prasanna Raut , Chaoyue Zhao , Alexandre Moreira

The increasing number of wildfires in recent years consistently challenges the safe and reliable operations of power systems. To prevent power lines and other electrical components from causing wildfires under extreme conditions, electric…

Systems and Control · Electrical Eng. & Systems 2024-08-26 Yuqi Zhou , Ahmed Zamzam , Andrey Bernstein

Wildfires can severely damage electricity grids leading to long periods of power interruption. Climate change will exacerbate this threat by increasing the frequency of dry climate conditions. Under these climate conditions, human-related…

Optimization and Control · Mathematics 2023-06-13 Alexandre Moreira , Felipe Pianco , Bruno Fanzeres , Alexandre Street , Ruiwei Jiang , Chaoyue Zhao , Miguel Heleno

Wildfires pose a growing risk to public safety in regions like the western United States, and, historically, electric power systems have ignited some of the most destructive wildfires. To reduce wildfire ignition risks, power system…

Systems and Control · Electrical Eng. & Systems 2022-07-14 Alyssa Kody , Ryan Piansky , Daniel K. Molzahn

Wildfires pose a significant threat to the safe and reliable operations of the electric grid. To mitigate wildfire risk, system operators resort to public safety power shutoffs, or PSPS, that shed load for a subset of customers. As wildfire…

Systems and Control · Electrical Eng. & Systems 2024-08-09 Yuqi Zhou , Kaarthik Sundar , Deepjyoti Deka , Hao Zhu

Electric grid faults can cause catastrophic wildfires, particularly in regions with high winds and low humidity. In real-time operations, electric utilities are often left with few options for wildfire risk mitigation, leading to use of…

Systems and Control · Electrical Eng. & Systems 2020-11-17 Noah Rhodes , Lewis Ntaimo , Line Roald

Wildfires are a threat to public safety and have increased in both frequency and severity due to climate change. To mitigate wildfire ignition risks, electric power system operators proactively de-energize high-risk power lines during…

Systems and Control · Electrical Eng. & Systems 2022-11-03 Alyssa Kody , Amanda West , Daniel K. Molzahn

Public Safety Power Shutoffs (PSPS) force rapid topology changes that can render standard operating points infeasible, requiring operators to quickly identify corrective transmission switching actions that reduce load shedding while…

Systems and Control · Electrical Eng. & Systems 2026-02-18 Mohamad Chehade , Hao Zhu

The paradigm shift in the electric power grid necessitates a revisit of existing control methods to ensure the grid's security and resilience. In particular, the increased uncertainties and rapidly changing operational conditions in power…

Systems and Control · Electrical Eng. & Systems 2020-11-20 Thanh Long Vu , Sayak Mukherjee , Tim Yin , Renke Huang , and Jie Tan , Qiuhua Huang

Utilities in California conduct Public Safety Power Shut-offs (PSPSs) to eliminate the elevated chances of wildfire ignitions caused by power lines during extreme weather conditions. We propose Wildfire Risk Aware operation planning Problem…

Applications · Statistics 2022-07-15 Reza Bayani , Muhammad Waseem , Saeed D. Manshadi , Hassan Davani

Electric power infrastructure has ignited several of the most destructive wildfires in recent history. Preemptive power shutoffs are an effective tool to mitigate the risk of ignitions from power lines, but at the same time can cause…

Systems and Control · Electrical Eng. & Systems 2023-01-06 Noah Rhodes , Line Roald

Reinforcement learning is a promising approach to synthesizing policies for challenging robotics tasks. A key problem is how to ensure safety of the learned policy---e.g., that a walking robot does not fall over or that an autonomous car…

Machine Learning · Computer Science 2020-10-22 Osbert Bastani

The high penetration of renewable energy and power electronic equipment bring significant challenges to the efficient construction of adaptive emergency control strategies against various presumed contingencies in today's power systems.…

Systems and Control · Electrical Eng. & Systems 2024-05-28 Congbo Bi , Lipeng Zhu , Di Liu , Chao Lu

To mitigate acute wildfire ignition risks, utilities de-energize power lines in high-risk areas. The Optimal Power Shutoff (OPS) problem optimizes line energization statuses to manage wildfire ignition risks through de-energizations while…

Machine Learning · Computer Science 2026-04-03 Weimin Huang , Ryan Piansky , Bistra Dilkina , Daniel K. Molzahn
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