Assessing the comprehensive importance of power grid nodes based on DEA

IF 4.1 3区 工程技术 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS International Journal of Critical Infrastructure Protection Pub Date : 2023-09-01 DOI:10.1016/j.ijcip.2023.100614
Xin Gao , Yunxia Ye , Wenxin Su , Linyan Chen
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Abstract

The safe and stable operation of the power grid is crucial to guarantee basic human demands and promote sustainable economic and social development. To better maintain the sound operation of the power grid, it is meaningful to analyse node importance and identify critical nodes based on the topology of the grid and its performance under cascading failure scenarios. Based on complex network theory, this paper proposes four node importance assessment metrics from static and dynamic perspectives. It performs a comprehensive importance assessment of power grid nodes based on data envelopment analysis (DEA) technology and then further identifies critical nodes in the system. A case study is conducted to validate the methodology. Results show that the suggested strategy may successfully identify the grid's key nodes with high accuracy and differentiation degree. This study is of great value for formulating reasonable emergency plans and improving power grid resilience.

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基于DEA的电网节点综合重要性评估
电网的安全稳定运行对保障人类基本需求、促进经济社会可持续发展至关重要。为了更好地保持电网的良好运行,根据电网拓扑结构及其在级联故障场景下的性能,分析节点重要性并识别关键节点是有意义的。基于复杂网络理论,本文从静态和动态两个角度提出了四个节点重要性评估指标。它基于数据包络分析(DEA)技术对电网节点进行综合重要性评估,然后进一步识别系统中的关键节点。进行了一个案例研究以验证该方法。结果表明,所提出的策略可以成功地识别网格的关键节点,具有较高的精度和区分度。本研究对制定合理的应急预案、提高电网恢复能力具有重要价值。
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来源期刊
International Journal of Critical Infrastructure Protection
International Journal of Critical Infrastructure Protection COMPUTER SCIENCE, INFORMATION SYSTEMS-ENGINEERING, MULTIDISCIPLINARY
CiteScore
8.90
自引率
5.60%
发文量
46
审稿时长
>12 weeks
期刊介绍: The International Journal of Critical Infrastructure Protection (IJCIP) was launched in 2008, with the primary aim of publishing scholarly papers of the highest quality in all areas of critical infrastructure protection. Of particular interest are articles that weave science, technology, law and policy to craft sophisticated yet practical solutions for securing assets in the various critical infrastructure sectors. These critical infrastructure sectors include: information technology, telecommunications, energy, banking and finance, transportation systems, chemicals, critical manufacturing, agriculture and food, defense industrial base, public health and health care, national monuments and icons, drinking water and water treatment systems, commercial facilities, dams, emergency services, nuclear reactors, materials and waste, postal and shipping, and government facilities. Protecting and ensuring the continuity of operation of critical infrastructure assets are vital to national security, public health and safety, economic vitality, and societal wellbeing. The scope of the journal includes, but is not limited to: 1. Analysis of security challenges that are unique or common to the various infrastructure sectors. 2. Identification of core security principles and techniques that can be applied to critical infrastructure protection. 3. Elucidation of the dependencies and interdependencies existing between infrastructure sectors and techniques for mitigating the devastating effects of cascading failures. 4. Creation of sophisticated, yet practical, solutions, for critical infrastructure protection that involve mathematical, scientific and engineering techniques, economic and social science methods, and/or legal and public policy constructs.
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