Wildfire Resilient Unit Commitment Under Uncertain Demand

IF 7.2 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC IEEE Transactions on Power Systems Pub Date : 2025-01-08 DOI:10.1109/TPWRS.2025.3527879
Ryan Greenough;Kohei Murakami;Michael R. Davidson;Jan Kleissl;Adil Khurram
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Abstract

Public safety power shutoffs (PSPS) are a common pre-emptive measure to reduce wildfire risk due to power system equipment failure. System operators use PSPS to de-energize electric grid elements that are either prone to failure or located in regions at a high risk of experiencing a wildfire. Successful power system operation during PSPS involves coordination across different time scales. Adjustments to generator commitments and transmission line de-energizations occur at day-ahead intervals while adjustments to load servicing occur at hourly intervals. Generator commitments and operational decisions have to be made under uncertainty in electric grid demand and wildfire potential forecasts. This paper presents deterministic and two-stage mean-CVaR stochastic frameworks to show how the likelihood of large wildfires near transmission lines affects generator commitment and transmission line de-energization strategies. The optimal costs of commitment, operation, and lost load on the IEEE 14-bus and 24-bus test systems are compared to the costs generated from prior optimal power shut-off (OPS) formulations. The proposed mean-CVaR stochastic program generates less total expected costs evaluated with respect to higher demand scenarios than costs generated by risk-neutral and deterministic methods.
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需求不确定条件下的野火弹性单元承诺
公共安全停电(PSPS)是一种常见的预防措施,以减少由于电力系统设备故障而导致的野火风险。系统操作员使用PSPS使容易发生故障或位于野火高风险地区的电网元件断电。在PSPS期间,电力系统的成功运行涉及不同时间尺度的协调。对发电机工作和输电线路断电的调整是在前一天进行的,而对负载服务的调整是每小时进行一次。发电机的承诺和运行决策必须在电网需求和野火潜在预测的不确定性下做出。本文提出了确定性和两阶段平均cvar随机框架,以显示输电线路附近大型野火的可能性如何影响发电机的承诺和输电线路的断电策略。将IEEE 14总线和24总线测试系统的承诺、运行和损失负载的最佳成本与先前的最佳电源关闭(OPS)公式产生的成本进行比较。与风险中性和确定性方法相比,所提出的平均cvar随机方案在高需求情景下产生的总预期成本更低。
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来源期刊
IEEE Transactions on Power Systems
IEEE Transactions on Power Systems 工程技术-工程:电子与电气
CiteScore
15.80
自引率
7.60%
发文量
696
审稿时长
3 months
期刊介绍: The scope of IEEE Transactions on Power Systems covers the education, analysis, operation, planning, and economics of electric generation, transmission, and distribution systems for general industrial, commercial, public, and domestic consumption, including the interaction with multi-energy carriers. The focus of this transactions is the power system from a systems viewpoint instead of components of the system. It has five (5) key areas within its scope with several technical topics within each area. These areas are: (1) Power Engineering Education, (2) Power System Analysis, Computing, and Economics, (3) Power System Dynamic Performance, (4) Power System Operations, and (5) Power System Planning and Implementation.
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