A unified strategy for real-time event detection for enhanced power system protection through robust situational awareness

IF 5.2 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY
Divya Rishi Shrivastava , Shahbaz Ahmed Siddiqui
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引用次数: 0

Abstract

Real-time data collection, analysis to improve situational awareness, and post-event assessment and control are critical for supporting a functional power system. The Phasor Measurement Units (PMUs) estimates the synchronized wide area measurements, which are then used to ascertain an event’s signature. This paper proposes an efficient placement strategy for phasor measurement units (PMUs) across the power grid. The developed PMU placement framework is an Integer Linear Programming (ILP) based method such that, the system can be observed even in the wake of severe and credible severities. The generated synchronized data is then utilized to design an Innovative Event Detector (IED). The developed IED enhances the situational awareness and hence provide critical information to the operator for protecting power system infrastructure against severe and credible contingencies. The innovative Event Signature (ES), which employs synchronized frequency measurements, is incorporated into the IED to identify a system response to an event. The trained classifier model then assesses the event’s occurrence in real time by using the ES as features. The developed comprehensive approach can provide support the protection schemes in the power system by providing accurate and timely information of unstable operation scenarios. The standard IEEE 39 Bus test power system and relatively larger, IEEE 118 Bus test system are utilized to test the efficiency of the proposed integrated approach.
实时事件检测统一战略,通过强大的态势感知加强电力系统保护
实时数据收集、分析以提高态势感知能力,以及事后评估和控制对于支持电力系统的功能至关重要。相量测量单元(pmu)估计同步的广域测量,然后用于确定事件的特征。本文提出了一种有效的相量测量单元(pmu)在电网中的放置策略。所开发的PMU放置框架是基于整数线性规划(ILP)的方法,这样,即使在严重和可信的严重事件之后,系统也可以被观察到。然后利用生成的同步数据来设计创新事件检测器(IED)。开发的IED增强了态势感知能力,从而为运营商提供关键信息,以保护电力系统基础设施免受严重和可信的突发事件的影响。采用同步频率测量的创新事件签名(ES)被整合到IED中,以识别系统对事件的响应。训练后的分类器模型通过使用ES作为特征来实时评估事件的发生。所开发的综合方法可以提供准确、及时的不稳定运行场景信息,为电力系统的保护方案提供支持。使用标准的IEEE 39总线测试电源系统和相对较大的IEEE 118总线测试系统来测试所提出的集成方法的效率。
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来源期刊
Measurement
Measurement 工程技术-工程:综合
CiteScore
10.20
自引率
12.50%
发文量
1589
审稿时长
12.1 months
期刊介绍: Contributions are invited on novel achievements in all fields of measurement and instrumentation science and technology. Authors are encouraged to submit novel material, whose ultimate goal is an advancement in the state of the art of: measurement and metrology fundamentals, sensors, measurement instruments, measurement and estimation techniques, measurement data processing and fusion algorithms, evaluation procedures and methodologies for plants and industrial processes, performance analysis of systems, processes and algorithms, mathematical models for measurement-oriented purposes, distributed measurement systems in a connected world.
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