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3,214 Results Found

  • Article
  • Open Access
1,234 Views
17 Pages

31 October 2024

Across the power grid infrastructure, deployed power transmission systems are susceptible to incipient faults that interrupt standard operations. These incipient faults can range from being benign in impact to causing massive hardware damage and even...

  • Article
  • Open Access
12 Citations
3,632 Views
13 Pages

Data-Driven Prediction Method for Power Grid State Subjected to Heavy-Rain Hazards

  • Seongmun Oh,
  • Junhyuk Kong,
  • Minhee Choi and
  • Jaesung Jung

8 July 2020

This study presents a machine learning-based method for predicting the power grid state subjected to heavy-rain hazards. Machine learning models can recognize key knowledge from a dataset without any preliminary knowledge about the dataset. Hence, ma...

  • Article
  • Open Access
7 Citations
2,737 Views
15 Pages

Data Fusion and Situation Awareness for Smart Grid and Power Communication Network Based on Tensor Computing and Deep Reinforcement Learning

  • Qiusheng Yu,
  • Xiaoyong Wang,
  • Depin Lv,
  • Bin Qi,
  • Yongjing Wei,
  • Lei Liu,
  • Pu Zhang,
  • Weihong Zhu and
  • Wensheng Zhang

With the large-scale deployment of sensors, both the smart grid and the power communication network should jointly deal with different kinds of big data. The fusion of both networks should bring unpredictable accidents, even leading a catastrophic de...

  • Article
  • Open Access
1 Citations
2,680 Views
35 Pages

Technical Challenges of AI Data Center Integration into Power Grids—A Survey

  • Elinor Ginzburg-Ganz,
  • Pavel Lifshits,
  • Ram Machlev,
  • Juri Belikov,
  • Ziv Krieger and
  • Yoash Levron

26 December 2025

The rapid expansion of Artificial Intelligence is fueling the growth of hyperscale data centers, which introduces significant challenges to existing power systems. This paper aims to provide a comprehensive survey of these integration challenges, spe...

  • Article
  • Open Access
7 Citations
3,431 Views
16 Pages

22 December 2020

Events detection is a key challenge in power grid frequency disturbances analysis. Accurate detection of events is crucial for situational awareness of the power system. In this paper, we study the problem of events detection in power grid frequency...

  • Perspective
  • Open Access
1,801 Views
29 Pages

Power for AI Data Centers: Energy Demand, Grid Impacts, Challenges and Perspectives

  • Yu Sheng,
  • Chenxuan Zhang,
  • Zixuan Zhu,
  • Hongyi Xu,
  • Junqi Wen,
  • Ruoheng Wang,
  • Jianjun Yang,
  • Qin Wang and
  • Siqi Bu

29 January 2026

The demand for computing power has increased at a rate never seen before due to the quick development of artificial intelligence (AI) technologies and applications. Consequently, AI data centers, referring to computing facilities specifically designe...

  • Article
  • Open Access
9 Citations
3,022 Views
24 Pages

Fault Diagnosis System of Power Grid Based on Multi-Data Sources

  • Jinjie Ji,
  • Qing Chen,
  • Lei Jin,
  • Xiaotong Zhou and
  • Wei Ding

20 August 2021

In order to complete the function of power grid fault diagnosis accurately, rapidly and comprehensively, the power grid fault diagnosis system based on multi-data sources is proposed. The integrated system uses accident-level information, warning-lev...

  • Article
  • Open Access
5 Citations
3,614 Views
21 Pages

Power Grid Dynamic Performance Enhancement via STATCOM Data-Driven Control

  • David Rivera,
  • Daniel Guillen,
  • Jonathan C. Mayo-Maldonado,
  • Jesus E. Valdez-Resendiz and
  • Gerardo Escobar

23 September 2021

This work proposes a data-driven approach to controlling the alternating current (AC) voltage via a static synchronous compensator (STATCOM). This device offers a fast dynamic response injecting reactive power to compensate the voltage profile, not o...

  • Article
  • Open Access
1 Citations
1,605 Views
22 Pages

Disruptive events and the rapid evolution of urban energy systems highlight the need for robust methods to reconstruct critical infrastructure networks. Comprehensive, up-to-date power grid representations are essential for both researchers developin...

  • Article
  • Open Access
2 Citations
1,613 Views
12 Pages

A Grid Status Analysis Method with Large-Scale Wind Power Access Using Big Data

  • Dan Liu,
  • Yiqun Kang,
  • Heng Luo,
  • Xiaotong Ji,
  • Kan Cao and
  • Hengrui Ma

19 June 2023

Targeting the problem of the power grid facing greater risks with the connection of large-scale wind power, a method for power grid state analysis using big data is proposed. First, based on the big data, the wind power matrix and the branch power ma...

  • Article
  • Open Access
13 Citations
3,042 Views
15 Pages

28 July 2020

This study presents the phasor measurement unit (PMU) placement strategy in the presence of false data injection attacks which is one of the most serious security threats against power grid. It is focused on applications related to supervisory contro...

  • Article
  • Open Access
3 Citations
3,004 Views
18 Pages

4 February 2025

The efficient management of the green power grid supply chain is of great significance in addressing global energy transformation and achieving sustainable development goals. However, traditional methods struggle to effectively cope with the complexi...

  • Article
  • Open Access
4 Citations
2,393 Views
18 Pages

9 February 2025

As global warming continues to intensify, typhoon disasters will more frequently occur in East and Southeast Asia, posing a high risk of causing large-scale power outages in the power system. To investigate the impact of typhoon disasters on high-vol...

  • Article
  • Open Access
7 Citations
3,002 Views
15 Pages

20 January 2023

For data-driven dynamic stability assessment (DSA) in modern power grids, DSA models generally have to be learned from scratch when faced with new grids, resulting in high offline computational costs. To tackle this undesirable yet often overlooked p...

  • Article
  • Open Access
6 Citations
2,539 Views
16 Pages

20 March 2023

Bulk power grid interconnection and the access of various smart devices make the current grid highly complex. Timely and accurately identifying the power grid operation state is crucial for monitoring the operation stability of the power grid. For th...

  • Article
  • Open Access
10 Citations
3,424 Views
14 Pages

Data Centers as Active Multi-Energy Systems for Power Grid Decarbonization: A Technical and Economic Analysis

  • Pio Alessandro Lombardi,
  • Kranthi Ranadheer Moreddy,
  • André Naumann,
  • Przemyslaw Komarnicki,
  • Carmine Rodio and
  • Sergio Bruno

1 November 2019

Power system decarbonization will be one of the main challenges confronting society over the next twenty to thirty years. Renewable energy sources (RES), such as wind and solar, will be the main resources supplying the power grid. Given their volatil...

  • Article
  • Open Access
6 Citations
8,951 Views
10 Pages

18 October 2010

Power grids deal with the business of generation, transmission, and distribution of electric power. Current systems monitor basic electrical quantities such as voltage and current from major pole transformers using their temperature. We improve the c...

  • Review
  • Open Access
8 Citations
4,087 Views
26 Pages

15 December 2023

Significant amounts of data need to be transferred in order to optimize the operation of power grids. The development of advanced metering and control infrastructure ensures a growth in the amount of data transferred within smart grids. Data compress...

  • Article
  • Open Access
10 Citations
2,084 Views
20 Pages

10 April 2025

The internet data center (IDC) has experienced rapid growth recently. Computing power tasks have the characteristic of flexible adjustment and can participate in demand-side response; thus, they are suitable for balancing stochastic wind and solar po...

  • Article
  • Open Access
12 Citations
2,900 Views
16 Pages

Detection of Potentially Compromised Computer Nodes and Clusters Connected on a Smart Grid, Using Power Consumption Data

  • Mohammed Almshari,
  • Georgios Tsaramirsis,
  • Adil Omar Khadidos,
  • Seyed Mohammed Buhari,
  • Fazal Qudus Khan and
  • Alaa Omar Khadidos

7 September 2020

Monitoring what application or type of applications running on a computer or a cluster without violating the privacy of the users can be challenging, especially when we may not have operator access to these devices, or specialized software. Smart gri...

  • Article
  • Open Access
42 Citations
5,083 Views
13 Pages

Effective Electricity Theft Detection in Power Distribution Grids Using an Adaptive Neuro Fuzzy Inference System

  • Konstantinos V. Blazakis,
  • Theodoros N. Kapetanakis and
  • George S. Stavrakakis

16 June 2020

Electric power grids are a crucial infrastructure for the proper operation of any country and must be preserved from various threats. Detection of illegal electricity power consumption is a crucial issue for distribution system operators (DSOs). Mini...

  • Review
  • Open Access
4 Citations
2,172 Views
15 Pages

29 July 2024

With the rapid development of artificial intelligence (AI), AI has been widely applied in anomaly analysis detection and fault location in power grid data and has made significant research progress. Through looking back on traditional methods and dee...

  • Review
  • Open Access
61 Citations
9,922 Views
21 Pages

Watt’s up at Home? Smart Meter Data Analytics from a Consumer-Centric Perspective

  • Benjamin Völker,
  • Andreas Reinhardt,
  • Anthony Faustine and
  • Lucas Pereira

30 January 2021

The key advantage of smart meters over traditional metering devices is their ability to transfer consumption information to remote data processing systems. Besides enabling the automated collection of a customer’s electricity consumption for billing...

  • Article
  • Open Access
12 Citations
4,118 Views
17 Pages

Do Gridded Weather Datasets Provide High-Quality Data for Agroclimatic Research in Citrus Production in Brazil?

  • Júlia Boscariol Rasera,
  • Roberto Fray da Silva,
  • Sônia Piedade,
  • Francisco de Assis Alves Mourão Filho,
  • Alexandre Cláudio Botazzo Delbem,
  • Antonio Mauro Saraiva,
  • Paulo Cesar Sentelhas and
  • Patricia Angélica Alves Marques

Agrometeorological models are great tools for predicting yields and improving decision-making. High-quality climatic data are essential for using these models. However, most developing countries have low-quality data with low frequency and spatial co...

  • Article
  • Open Access
27 Citations
13,188 Views
56 Pages

Artificial Intelligence and Mathematical Models of Power Grids Driven by Renewable Energy Sources: A Survey

  • Sabarathinam Srinivasan,
  • Suresh Kumarasamy,
  • Zacharias E. Andreadakis and
  • Pedro G. Lind

14 July 2023

To face the impact of climate change in all dimensions of our society in the near future, the European Union (EU) has established an ambitious target. Until 2050, the share of renewable power shall increase up to 75% of all power injected into nowada...

  • Article
  • Open Access
1,541 Views
17 Pages

30 October 2024

In power grid surveying, it is often necessary to fuse panchromatic and multispectral imagery for the design of power lines. Despite the abundance of deep learning networks for fusing these images, the results often suffer from spectral information l...

  • Article
  • Open Access
11 Citations
4,382 Views
23 Pages

18 December 2018

More and more countries and utilities are trying to develop smart grid projects to make transformation of their power infrastructure towards future grids with increased share of renewable energy production and near zero emissions. The intermittent na...

  • Article
  • Open Access
21 Citations
3,664 Views
20 Pages

2 January 2023

This study proposes a data-driven methodology for modeling power and hydrogen generation of a sustainable energy converter. The wave and hydrogen production at different wave heights and wind speeds are predicted. Furthermore, this research emphasize...

  • Article
  • Open Access
9 Citations
2,807 Views
20 Pages

17 January 2023

Modern societies need a constant and stable electrical supply. After relying primarily on formal mathematical modeling from operations research, control theory, and numerical analysis, power systems analysis has changed its attention toward AI predic...

  • Review
  • Open Access
43 Citations
8,973 Views
36 Pages

Enhancing Cybersecurity in Smart Grids: False Data Injection and Its Mitigation

  • Derya Betul Unsal,
  • Taha Selim Ustun,
  • S. M. Suhail Hussain and
  • Ahmet Onen

6 May 2021

Integration of information technologies with power systems has unlocked unprecedented opportunities in optimization and control fields. Increased data collection and monitoring enable control systems to have a better understanding of the pseudo-real-...

  • Article
  • Open Access
17 Citations
3,896 Views
18 Pages

18 December 2020

This paper centers on the design and installation of a robust photovoltaic (PV)-based microgrid data acquisition system (DAS) that can monitor different PV systems simultaneously. The PV-based microgrid consists of three solar systems: off-grid, hybr...

  • Article
  • Open Access
12 Citations
3,201 Views
11 Pages

An Energy Aware Grid-Based Clustering Power Efficient Data Aggregation Protocol for Wireless Sensor Networks

  • Neng-Chung Wang,
  • Young-Long Chen,
  • Yung-Fa Huang,
  • Ching-Mu Chen,
  • Wei-Cheng Lin and
  • Chao-Yang Lee

30 September 2022

A wireless sensor network (WSN) is made up of multiple sensors deployed in a specific sensing area to identify the occurrence of events and quickly transmit useful information back to the base station (BS). In WSNs, schemes to reduce energy consumpti...

  • Feature Paper
  • Article
  • Open Access
3 Citations
3,101 Views
20 Pages

Investigating the Possibilities for Simulation of the Interconnected Electric Power and Communication Infrastructures

  • Matej Vrtal,
  • Jan Benedikt,
  • Radek Fujdiak,
  • David Topolanek,
  • Petr Toman and
  • Jiri Misurec

25 November 2022

In recent years, we have seen an increasing dependency between different urban critical infrastructures, which raises the demands on their analysis and cybersecurity. Current open-source solutions do not provide simulations of interconnected data net...

  • Review
  • Open Access
31 Citations
5,387 Views
25 Pages

Interaction Graphs for Cascading Failure Analysis in Power Grids: A Survey

  • Upama Nakarmi,
  • Mahshid Rahnamay Naeini,
  • Md Jakir Hossain and
  • Md Abul Hasnat

2 May 2020

Understanding and analyzing cascading failures in power grids have been the focus of many researchers for years. However, the complex interactions among the large number of components in these systems and their contributions to cascading failures are...

  • Article
  • Open Access
488 Views
23 Pages

Data-Driven Probabilistic Power Flow for Energy-Storage Planning Considering Interconnected Grids

  • Tingting Cheng,
  • Xirui Jiang,
  • Zheng Fan,
  • Yanan Wu,
  • Ying Mu,
  • Dashun Guan,
  • Dongliang Zhang and
  • Ying Bai

18 December 2025

As renewable energy penetration increases, the volatility and uncertainty of photovoltaic generation and load demand pose significant challenges to power-system stability. This paper proposes a data-driven probabilistic load-flow method that employs...

  • Article
  • Open Access
4 Citations
1,805 Views
18 Pages

Fault Diagnosis Based on Tensor Computing and Meta-Learning for Smart Grid and Power Communication Network

  • Qiusheng Yu,
  • Ti Guan,
  • Anqi Tian,
  • Mingyue Si,
  • Bin Qi,
  • Yingjie Jiang,
  • Yan Zhang,
  • Li Li and
  • Wensheng Zhang

Fault diagnosis (FD) is a critical challenge for the smart grid and the power communication network, especially when both heterogeneous networks are exponentially becoming enormous and complicated. Consequently, some conventional FD schemes based on...

  • Review
  • Open Access
1 Citations
1,636 Views
25 Pages

The Usage of Big Data in Electric Vehicle Charging: A Comprehensive Review

  • Liu Wu,
  • Min Liu,
  • Ke Gong,
  • Liudan Jiao,
  • Xiaosen Huo,
  • Yu Zhang and
  • Hao Wang

23 September 2025

With major effects on power grids and people’s lifestyles, the quick uptake of electric vehicles (EVs) poses serious problems for the robustness of charging infrastructure. By enabling spatiotemporally optimal charging strategies that optimize...

  • Review
  • Open Access
2 Citations
1,475 Views
20 Pages

6 April 2025

With recent technological advancements, advanced communication technology, sensors and distributed generation (DG), it is an undeniable fact that modern power systems are flooded with massive amounts of data. These vast amount of generated data are d...

  • Article
  • Open Access
12 Citations
4,567 Views
26 Pages

26 October 2024

Cyber-physical power systems (CPPS) integrate information and communication technology into conventional electric power systems to facilitate bidirectional communication of information and electric power between users and power grids. Despite its ben...

  • Article
  • Open Access
649 Views
20 Pages

Data Flow Forecasting for Smart Grid Based on Multi-Verse Expansion Evolution Physical–Social Fusion Network

  • Kun Wang,
  • Bentao Hu,
  • Jiahao Zhang,
  • Ruqi Zhang,
  • Hongshuo Zhang,
  • Sunxuan Zhang and
  • Xiaomei Chen

12 June 2025

The accurate forecasting of financial flow data in power-grid operations is critical for improving operational efficiency. To tackle the challenges of low forecasting accuracy and high error rates caused by the long sequences, nonlinearity, and multi...

  • Article
  • Open Access
1 Citations
706 Views
20 Pages

Research on the Enhancement of Provincial AC/DC Ultra-High Voltage Power Grid Security Based on WGAN-GP

  • Zheng Shi,
  • Yonghao Zhang,
  • Zesheng Hu,
  • Yao Wang,
  • Yan Liang,
  • Jiaojiao Deng,
  • Jie Chen and
  • Dingguo An

With the advancement in the “dual carbon” strategy and the integration of high proportions of renewable energy sources, AC/DC ultra-high-power grids are facing new security challenges such as commutation failure and multi-infeed coupling...

  • Article
  • Open Access
12 Citations
2,721 Views
17 Pages

16 September 2024

Amidst the accelerating growth of intelligent power systems, the integrity of vast and complex datasets has become essential to promoting sustainable energy management, ensuring energy security, and supporting green living initiatives. This study int...

  • Article
  • Open Access
170 Views
28 Pages

4 March 2026

In the power grid scheduling process, load forecasting serves as the foundation for ensuring stability and economic dispatch. It not only optimizes resource allocation but also strengthens the system’s productivity and stability, helps prevent...

  • Article
  • Open Access
5 Citations
1,529 Views
22 Pages

6 January 2025

Electrical data analysis based on smart grids has become a fundamental tool used by electrical grid stakeholders to understand the energy consumption patterns of users, although many proposals in this area do not consider reactive energy as another s...

  • Article
  • Open Access
12 Citations
5,670 Views
26 Pages

31 July 2025

As a key enabling technology for energy transition, the smart grid is propelling the global power system to evolve toward greater efficiency, reliability, and sustainability. Based on the three-dimensional analysis framework of “technology&ndas...

  • Article
  • Open Access
10 Citations
2,564 Views
17 Pages

Resiliency Improvement of an AC/DC Power Grid with Embedded LCC-HVDC Using Robust Power System State Estimation

  • Abdulwahab A. Aljabrine,
  • Abdallah A. Smadi,
  • Yacine Chakhchoukh,
  • Brian K. Johnson and
  • Hangtian Lei

23 November 2021

The growth of renewable energy generation in the power grid brings attention to high-voltage direct current (HVDC) transmission as a valuable solution for stabilizing the system. Robust hybrid power system state estimation could enhance the resilienc...

  • Article
  • Open Access
11 Citations
3,419 Views
13 Pages

6 January 2023

Renewable energy systems design using average year weather data is a standard approach that works well for grid-tied systems, but for stand-alone ones, it leads to dramatic mistakes. We considered the effect of meteorological data temporal resolution...

  • Article
  • Open Access
7 Citations
1,845 Views
25 Pages

Accurate Power Consumption Predictor and One-Class Electricity Theft Detector for Smart Grid “Change-and-Transmit” Advanced Metering Infrastructure

  • Atef Bondok,
  • Omar Abdelsalam,
  • Mahmoud Badr,
  • Mohamed Mahmoud,
  • Maazen Alsabaan,
  • Muteb Alsaqhan and
  • Mohamed I. Ibrahem

12 October 2024

The advanced metering infrastructure (AMI) of the smart grid plays a critical role in energy management and billing by enabling the periodic transmission of consumers’ power consumption readings. To optimize data collection efficiency, AMI empl...

  • Article
  • Open Access
37 Citations
7,513 Views
16 Pages

Cybersecurity Enhancement of Smart Grid: Attacks, Methods, and Prospects

  • Usman Inayat,
  • Muhammad Fahad Zia,
  • Sajid Mahmood,
  • Tarek Berghout and
  • Mohamed Benbouzid

23 November 2022

Smart grid is an emerging system providing many benefits in digitizing the traditional power distribution systems. However, the added benefits of digitization and the use of the Internet of Things (IoT) technologies in smart grids also poses threats...

  • Article
  • Open Access
10 Citations
2,679 Views
25 Pages

A Review of the Enabling Methodologies for Knowledge Discovery from Smart Grids Data

  • Fabrizio De Caro,
  • Amedeo Andreotti,
  • Rodolfo Araneo,
  • Massimo Panella,
  • Antonello Rosato,
  • Alfredo Vaccaro and
  • Domenico Villacci

14 December 2020

The large-scale deployment of pervasive sensors and decentralized computing in modern smart grids is expected to exponentially increase the volume of data exchanged by power system applications. In this context, the research for scalable and flexible...

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