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A new method for stability assessment of inverter-based microgrids is presented in this paper. It leverages the notion of critical clusters -- a localized group of inverters with parameters having the highest impact on the system stability.…

系统与控制 · 电气工程与系统科学 2020-07-21 Andrey Gorbunov , Petr Vorobev , Jimmy Chih-Hsien Peng

Power grids are one of the most important components of infrastructure in today's world. Every nation is dependent on the security and stability of its own power grid to provide electricity to the households and industries. A malfunction of…

系统与控制 · 计算机科学 2017-11-13 Biswarup Bhattacharya , Abhishek Sinha

System identification plays a crucial role in physics and machine learning for discovering governing equations directly from data. A powerful approach is the Sparse Identification of Nonlinear Dynamics (SINDy) method, which assumes that…

系统与控制 · 电气工程与系统科学 2026-05-05 Xinyi Wen , Xiao Li , Leonardo Rydin Gorjão , Veit Hagenmeyer , Benjamin Schäfer

The assessment of voltage stability margins is a promising direction for wide-area monitoring systems. Accurate monitoring architectures for long-term voltage instability are typically centralized and lack scalability, while completely…

最优化与控制 · 数学 2017-09-21 John W. Simpson-Porco , Francesco Bullo

Grid-following and grid-forming inverters are integral components of microgrids and for integration of renewable energy sources with the grid. For grid following inverters, which need to emulate controllable current sources, a significant…

系统与控制 · 电气工程与系统科学 2022-07-07 Soham Chakraborty , Sourav Patel , Murti V Salapaka

Power electronic converters for integrating renewable energy resources into power systems can be divided into grid-forming and grid-following inverters. They possess certain similarities, but several important differences, which means that…

系统与控制 · 电气工程与系统科学 2022-01-28 Yitong Li , Yunjie Gu , Timothy C. Green

High penetration of distributed generators (DG) in modern power grids creates angle, voltage, and frequency instabilities. Most of the work in the literature has focused on small-signal stability analysis of single grid-connected inverters…

系统与控制 · 电气工程与系统科学 2023-04-07 Ramkrishna Mishan

Nonhierarchical clustering depending on unsupervised algorithms may not retrieve the optimal partition of datasets. Determining if clusters fit ``natural partitions`` can be achieved using cluster validity indices (CVIs). Most existing CVIs…

统计方法学 · 统计学 2019-06-04 Anri Mutoh , Masamichi Wada , Kou Amano

The dynamics of power-grid networks is becoming an increasingly active area of research within the physics and network science communities. The results from such studies are typically insightful and illustrative, but are often based on…

物理与社会 · 物理学 2021-09-24 Takashi Nishikawa , Adilson E. Motter

With the rapid adoption of emerging inverter-based resources, it is crucial to understand their dynamic interactions across the network and ensure stability. This paper proposes a systematic and efficient method to determine the optimal…

系统与控制 · 电气工程与系统科学 2024-12-23 Sushobhan Chatterjee , Sijia Geng

This paper presents a novel approach to distinguish driving styles with respect to their energy efficiency. A distinct property of our method is that it relies exclusively on Global Positioning System (GPS) logs of drivers. This setting is…

其他计算机科学 · 计算机科学 2016-10-11 Michael Breuß , Laurent Hoeltgen , Ali Sharifi Boroujerdi , Ashkan Mansouri Yarahmadi

Power grids increasingly need real-time situational awareness under the ever-evolving cyberthreat landscape. Advances in snapshot-based system identification approaches have enabled accurately estimating states and topology from a snapshot…

系统与控制 · 电气工程与系统科学 2025-10-17 Shimiao Li , Guannan Qu , Bryan Hooi , Vyas Sekar , Soummya Kar , Larry Pileggi

Whether class labels in a given data set correspond to meaningful clusters is crucial for the evaluation of clustering algorithms using real-world data sets. This property can be quantified by separability measures. The central aspects of…

机器学习 · 统计学 2025-04-11 Jana Gauss , Fabian Scheipl , Moritz Herrmann

Investigations have been performed into using clustering methods in data mining time-series data from smart meters. The problem is to identify patterns and trends in energy usage profiles of commercial and industrial customers over 24-hour…

机器学习 · 统计学 2016-03-25 Alexander Lavin , Diego Klabjan

Power systems decarbonization are at the focal point of the clean energy transition. While system operators and utility companies increasingly publicize system-level carbon emission information, it remains unclear how emissions from…

系统与控制 · 电气工程与系统科学 2025-09-09 Yuqing Shen , Yuanyuan Shi , Daniel Kirschen , Yize Chen

The smart grid combines the classical power system with information technology, leading to a cyber-physical system. In such an environment the malicious injection of data has the potential to cause severe consequences. Classical…

信号处理 · 电气工程与系统科学 2019-08-26 Elisabeth Drayer , Tirza Routtenberg

Detecting faults in electrical power grids is of paramount importance, either from the electricity operator and consumer viewpoints. Modern electric power grids (smart grids) are equipped with smart sensors that allow to gather real-time…

人工智能 · 计算机科学 2015-07-01 Enrico De Santis , Lorenzo Livi , Alireza Sadeghian , Antonello Rizzi

DC microgrids are converter-based electrical networks that are increasingly being used in various applications, including data centers and industrial distribution systems. A central challenge in their operation is maintaining the DC-bus…

系统与控制 · 电气工程与系统科学 2026-04-30 Jovan Krajacic , Ognjen Stanojev , Mario Schweizer , Orcun Karaca , Gabriela Hug , Vladan Lazarević

Microgrids (MGs) play a crucial role in utilizing distributed energy resources (DERs) like solar and wind power, enhancing the sustainability and flexibility of modern power systems. However, the inherent variability in MG topology, power…

系统与控制 · 电气工程与系统科学 2026-05-14 Mohan Du , Xiaozhe Wang

The segmentation of large scale power grids into zones is crucial for control room operators when managing the grid complexity near real time. In this paper we propose a new method in two steps which is able to automatically do this…

应用统计 · 统计学 2018-04-02 Antoine Marot , Sami Tazi , Benjamin Donnot , Patrick Panciatici