All Papers - DRACOS GNN Review

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This page contains all papers from our DRACOS GNN study, focusing on Graph Neural Networks applications in power systems. The papers are presented with their titles, authors, publication year, and citation counts.

Total Papers: 570

Years Covered: 2015 - 2024

Total Citations: 6358

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Title Authors Year Citations Categories Search
A Neighborhood Reconstruction-Based Cyber Attack Detection Method for Smart Grid Security Ren, W.; Peng, J.; Li, S.; Zhang, R.; Rong, J.; Li, H. 2024 0 Cybersecurityprivacy ๐Ÿ” Search
Mining latent patterns with multi-scale decomposition for electricity demand and price forecasting using modified deep graph convolutional neural networks Rawal, K.; Ahmad, A. 2024 4 Forecastingprediction ๐Ÿ” Search
Enhancing Electrical Network Vulnerability Assessment with Machine Learning and Deep Learning Techniques Rahman, M.M.; Akash, A.S.; Pirim, H.; Le, C.; Le, T.Q.; Yadav, O.P. 2024 2 Reliabilityresilience ๐Ÿ” Search
Personnel Factors-Based Safety Risk Assessment Method for Dispatching Automation Master Station System* Qian, Jianguo; Zhang, Jing; Hu, Zhenyu; Qian, Haifeng; Chu, Fei 2023 0 Reliabilityresilience ๐Ÿ” Search
Spatio-Temporal Advanced Persistent Threat Detection and Correlation for Cyber-Physical Power Systems using Enhanced GC-LSTM Presekal, Alfan; ลžtefanov, Alexandru; Semertzis, Ioannis; Palensky, Peter 2024 4 Cybersecurityprivacy ๐Ÿ” Search
CANOS: A Fast and Scalable Neural AC-OPF Solver Robust To N-1 Perturbations Piloto, Luis; Liguori, Sofia; Madjiheurem, Sephora; Zgubic, Miha; Lovett, Sean; Tomlinson, Hamish; Elster, Sophie; Apps, Chris; Witherspoon, Sims 2024 8 Planningoptimization ๐Ÿ” Search
Comparison of Empirical and Data Driven Digital Twins for a PV+Battery Fleet Pierce, B.G.; Wieser, R.J.; Ciardi, T.G.; Yao, A.D.; French, R.H.; Bruckman, L.S.; Li, M. 2024 0 Datainfrastructuredecisionsupport ๐Ÿ” Search
Constraints and Variables Reduction for Optimal Power Flow Using Hierarchical Graph Neural Networks with Virtual Node-Splitting Phamh, Thuan; Li, Xingpeng 2024 0 Planningoptimization ๐Ÿ” Search
Graph Neural Network-Accelerated Network-Reconfigured Optimal Power Flow Pham, Thuan; Li, Xingpeng 2024 1 Planningoptimization ๐Ÿ” Search
N-1 Reduced Optimal Power Flow Using Augmented Hierarchical Graph Neural Network Pham, Thuan; Li, Xingpeng 2024 2 Planningoptimization ๐Ÿ” Search
Distributed Photovoltaic Power Prediction Based on Spatio-Temporal Diffusion Graph Convolution with Dynamic Graph Networks Peijie, Liu; Shuiqiang, Zou; Huanhuan, Ye; Wensi, Lai; Simiao, Yu; Chunyu, Tao; Chunhui, Dong 2024 0 Forecastingprediction ๐Ÿ” Search
Physics-Informed Graphical Neural Network for Parameter & State Estimations in Power Systems Pagnier, Laurent; Chertkov, Michael 2021 48 PlanningoptimizationOperationcontrol ๐Ÿ” Search
Unsupervised Optimal Power Flow Using Graph Neural Networks Owerko, Damian; Gama, Fernando; Ribeiro, Alejandro 2024 13 Planningoptimization ๐Ÿ” Search
Unsupervised Optimal Power Flow Using Graph Neural Networks Owerko, Damian; Gama, Fernando; Ribeiro, Alejandro 2022 13 Planningoptimization ๐Ÿ” Search
Physics-informed graphical neural network for power system state estimation Ngo, Quang-Ha; Nguyen, Bang L. H.; Vu, Tuyen V.; Zhang, Jianhua; Ngo, Tuan 2024 21 Operationcontrol ๐Ÿ” Search
Graph Neural Network and Koopman Models for Learning Networked Dynamics: A Comparative Study on Power Grid Transients Prediction Nandanoori, Sai Pushpak; Guan, Sheng; Kundu, Soumya; Pal, Seemita; Agarwal, Khushbu; Wu, Yinghui; Choudhury, Sutanay 2022 20 Forecastingprediction ๐Ÿ” Search
Topology-Aware Neural Networks for Fast Contingency Analysis of Power Systems Nakiganda, Agnes M.; Cheylan, Catherine; Chatzivasileiadis, Spyros 2023 2 Planningoptimization ๐Ÿ” Search
A multi-rate sampling PMU-based event classification in active distribution grids with spectral graph neural network MansourLakouraj, Mohammad; Gautam, Mukesh; Livani, Hanif; Benidris, Mohammed 2022 18 Reliabilityresilience ๐Ÿ” Search
Graph Convolutional Networks based short-term load forecasting: Leveraging spatial information for improved accuracy Mansoor, Haris; Gull, Muhammad Shuzub; Rauf, Huzaifa; Shaikh, Inam ul Hasan; Khalid, Muhammad; Arshad, Naveed 2024 7 Forecastingprediction ๐Ÿ” Search
Multi-Scales Hybrid Graph Attention Neural Network with Jaccard Correlation Embedding for Link Prediction Mai, C.; Lin, J.; Zheng, H.; Zhang, H.; Bi, J.; Zhou, J. 2024 0 Forecastingprediction ๐Ÿ” Search
Multi-Scope Spectral Graph Neural Network for Link Scheduling Mai, C.; Lin, J.; Zhang, W. 2024 0 Planningoptimization ๐Ÿ” Search
Bi-Order Graph Attention Neural Network with Neighbor Node Correlation Embedding for Link Prediction Mai, C.; Lin, J.; Zhang, W. 2024 0 Forecastingprediction ๐Ÿ” Search
Graph Neural Network Based Deep Reinforcement Learning for Volt - Var Control in Distribution Grids MA, Aoxiang; CAO, Jun; CORTES, Pedro RODRIGUEZ 2024 0 Operationcontrol ๐Ÿ” Search
A Graph Neural Network and Transformer Encoder Technique for Anomaly and Cyber Threat Detection in Smart Grids M, Lakshmanan; Adnan, Myasar Mundher; Reddy, R. Archana; Vasukidevi, G; G, Aarthy 2024 0 ReliabilityresilienceCybersecurityprivacy ๐Ÿ” Search
Power flow analysis via typed graph neural networks Lopez-Garcia, Tania B.; Domรญnguez-Navarro, Josรฉ A. 2023 21 Planningoptimization ๐Ÿ” Search
Proximal Policy Optimization with Graph Neural Networks for Optimal Power Flow Lรณpez-Cardona, รngela; Bernรกrdez, Guillermo; Barlet-Ros, Pere; Cabellos-Aparicio, Albert 2022 4 Planningoptimization ๐Ÿ” Search
Research on Power Balance and Measurement of New Energy Power System Based on Graph Neural Network Liyan, K.; He, C.; Leiyang, Z. 2024 0 General ๐Ÿ” Search
A GNN-Based Generative Model for Generating Synthetic Cyber-Physical Power System Topology Liu, Yigu; Xie, Haiwei; Presekal, Alfan; Stefanov, Alexandru; Palensky, Peter 2023 6 Cybersecurityprivacy ๐Ÿ” Search
Research on the Application of Graph Neural Network in Topology Optimization of Distribution Network Liu, Y.; Wang, X.; Guo, Y.; Wang, R. 2024 1 Planningoptimization ๐Ÿ” Search
Graph Neural Networks for Learning Real-Time Prices in Electricity Market Liu, Shaohui; Wu, Chengyang; Zhu, Hao 2021 10 Forecastingprediction ๐Ÿ” Search
Security Constrained Unit Commitment Optimization Based on Graph Reinforcement Learning Liu, J.; Pan, L.L.; Xu, P.; Sun, P. 2024 0 Planningoptimization ๐Ÿ” Search
Enhancing Power Distribution System Resilience with Fusion-GNN: A Dynamic Graph Representation Learning Approach Liu, B.; Zhang, C.; Dong, J.; Balaprakash, P.; Liu, Y.; Eiffert, B. 2024 0 Reliabilityresilience ๐Ÿ” Search
Spatial-Temporal Residential Short-Term Load Forecasting via Graph Neural Networks Lin, Weixuan; Wu, Di; Boulet, Benoit 2021 134 Forecastingprediction ๐Ÿ” Search
Fault Diagnosis of Power Transformers Using Graph Convolutional Network Liao, Wenlong; Yang, Dechang; Wang, Yusen; Ren, Xiang 2021 92 Reliabilityresilience ๐Ÿ” Search
A Review of Graph Neural Networks and Their Applications in Power Systems Liao, Wenlong; Bak-Jensen, Birgitte; Pillai, Jayakrishnan Radhakrishna; Wang, Yuelong; Wang, Yusen 2022 198 Survey ๐Ÿ” Search
Power data analysis and mining technology in smart grid Li, Xinjia; Zhu, Zixu; Zhang, Chongchao; Zhang, Yangrui; Liu, Mengjia; Wang, Liming 2024 0 Datainfrastructuredecisionsupport ๐Ÿ” Search
A Transient Angle Stability Assessment Method for DFIG Grid-Connected Systems Based on Heterogeneous Graph Attention Networks Li, Xianzhen; Qin, Wenping; Zhu, Zhilong; Lu, Ruipeng; Qin, Penghui; Cui, Junjie 2024 0 Operationcontrol ๐Ÿ” Search
SFLGNN: Power Load Forecasting Based on Spectral-Frequency Learning and Graph Neural Network Li, X.; Wei, X.; Liu, Z.; Xie, S.; Sun, J.; Qin, H.; Wei, Z. 2024 0 Forecastingprediction ๐Ÿ” Search
Type Information Utilized Event Detection via Multi-Channel GNNs in Electrical Power Systems Li, Qian; Li, Jianxin; Wang, Lihong; Ji, Cheng; Hei, Yiming; Sheng, Jiawei; Sun, Qingyun; Xue, Shan; Xie, Pengtao 2022 8 Reliabilityresilience ๐Ÿ” Search
A Novel State Estimation Method Based on Cross-Track Graph Neural Network Li, P.; Huang, W.; Li, X.; Dai, Z.; Hou, J.; Feng, Q. 2024 0 Operationcontrol ๐Ÿ” Search
An interpretable graph convolutional neural network based fault diagnosis method for building energy systems Li, G.; Yao, Z.; Chen, L.; Li, T.; Xu, C. 2024 4 Reliabilityresilience ๐Ÿ” Search
Optimal Power Flow in a highly renewable power system based on attention neural networks Li, Chen; Kies, Alexander; Zhou, Kai; Schlott, Markus; Sayed, Omar El; Bilousova, Mariia; Stรถcker, Horst 2024 8 Planningoptimization ๐Ÿ” Search
PDHG-Unrolled Learning-to-Optimize Method for Large-Scale Linear Programming Li, Bingheng; Yang, Linxin; Chen, Yupeng; Wang, Senmiao; Chen, Qian; Mao, Haitao; Ma, Yao; Wang, Akang; Ding, Tian; Tang, Jiliang; Sun, Ruoyu 2024 4 Planningoptimization ๐Ÿ” Search
Reinforcement Learning Optimizes Power Dispatch in Decentralized Power Grid Lee, Yongsun; Choi, Hoyun; Pagnier, Laurent; Kim, Cook Hyun; Lee, Jongshin; Jhun, Bukyoung; Kim, Heetae; Kurths, Juergen; Kahng, B. 2024 0 Planningoptimization ๐Ÿ” Search
A graph policy network approach for Volt-Var Control in power distribution systems Lee, Xian Yeow; Sarkar, Soumik; Wang, Yubo 2022 28 Operationcontrol ๐Ÿ” Search
State Estimation in Electric Power Systems Leveraging Graph Neural Networks Kundacina, Ognjen; Cosovic, Mirsad; Vukobratovic, Dejan 2022 23 Operationcontrol ๐Ÿ” Search
Robust and Fast Data-Driven Power System State Estimator Using Graph Neural Networks Kundacina, Ognjen; Cosovic, Mirsad; Vukobratovic, Dejan 2022 1 Operationcontrol ๐Ÿ” Search
Distributed Nonlinear State Estimation in Electric Power Systems using Graph Neural Networks Kundacina, Ognjen; Cosovic, Mirsad; Miskovic, Dragisa; Vukobratovic, Dejan 2022 4 Operationcontrol ๐Ÿ” Search
Fault Detection in Solar Power System with Internet of Things using Multi resolution Sinusoidal Neural Network - Snow Geese Optimization Approach Kumar, P.; Purushothaman, K.E.; Arunmozhi, R.V.; Jayachitra, S.; Rani, D.L.; Kaliappan, S. 2024 0 PlanningoptimizationReliabilityresilience ๐Ÿ” Search
Real-Time Small-Signal Security Assessment Using Graph Neural Networks Justin, Glory; Paternain, Santiago 2024 1 Cybersecurityprivacy ๐Ÿ” Search
Short-Term Power Load Forecasting Under COVID-19 Based on Graph Representation Learning With Heterogeneous Features Yu, Z.; Yang, J.; Wu, Y.; Huang, Y. 2021 9 Forecastingprediction ๐Ÿ” Search
Question Answering Algorithm for Grid Fault Diagnosis based on Graph Neural Network Yu, Y.; Wang, Y.; Zhang, G.; Yang, Y.; Wang, J. 2022 0 Reliabilityresilience ๐Ÿ” Search
Self-Supervised State Calculation for Distribution Network via Masked Graph Reconstruction Yu, T.; Wang, Q.; Chu, H.; Xiong, X.; Huang, K.; Qiu, R.; Hu, B.; Yan, H.; Wang, F.; Bai, Y.; Wang, S.; Qi, J.; Liu, S.; Shi, D.; IEEE 2023 0 Operationcontrol ๐Ÿ” Search
A Graph Reinforcement Learning-Based Handover Strategy for Low Earth Orbit Satellites under Power Grid Scenarios Yu, H.; Gao, W.; Zhang, K. 2024 0 General ๐Ÿ” Search
Advancing Cyber-Attack Detection in Power Systems: A Comparative Study of Machine Learning and Graph Neural Network Approaches Yin, T.; Naqvi, S.A.R.; Nandanoori, S.P.; Kundu, S. 2024 2 Cybersecurityprivacy ๐Ÿ” Search
Switching Convolution of Node Graph and Line Graph-driven Method for Fast Static Security Analysis Ye, X.; Chen, Z.; Huang, Y.; Zhu, T.; Wei, W.; Liao, B.; Jiang, A.; Chongqing Society of Electrical Engineering; Sichuan University; Southwest Jiaotong University; State Grid Sichuan Electric Power Company 2023 4 Cybersecurityprivacy ๐Ÿ” Search
Forecasting day-ahead electricity prices with spatial dependence Yang, Y.; Guo, J.; Li, Y.; Zhou, J. 2023 5 Forecastingprediction ๐Ÿ” Search
Transient Voltage Prediction Method Based on Spatial-Temporal Graph Convolutional Network Yang, X.; Dong, Y.; Wang, J.; Wang, C.; IEEE 2022 0 Forecastingprediction ๐Ÿ” Search
Advanced Persistent Threat Detection in Smart Grid Clouds Using Spatiotemporal Context-Aware Graph Embedding Yang, W.; Gao, P.; Huang, H.; Wei, X.; Zhang, H.; Qu, Z. 2022 5 Cybersecurityprivacy ๐Ÿ” Search
Transient stability assessment of power systems with graph neural networks considering global features Yang, S.; Ding, M.; Wtuan, Z.; Yang, H.; Liu, Y.; Fan, W. 2023 1 Operationcontrol ๐Ÿ” Search
Data-Driven Priors for Robust PSSE via Gauss-Newton Unrolled Neural Networks Yang, Q.; Sadeghi, A.; Wang, G. 2022 13 Operationcontrol ๐Ÿ” Search
Wind Power Forecasting Based on a Spatial-Temporal Graph Convolution Network with Limited Engineering Knowledge Yang, L.; Tsung, F.; Wang, K.; Zhou, J. 2024 2 ForecastingpredictionDatainfrastructuredecisionsupport ๐Ÿ” Search
Multi-label image recognition for electric power equipment inspection based on multi-scale dynamic graph convolution network Yan, Y.; Han, Y.; Qi, D.; Lin, J.; Yang, Z.; Jin, L. 2023 10 Datainfrastructuredecisionsupport ๐Ÿ” Search
Rapid Active Power Support by Regional PV Aggregation Considering Physical Topological Correlation and Communication Delay Yan, T.; Dou, C.; Yue, D.; Guo, W.; He, Z. 2024 3 Datainfrastructuredecisionsupport ๐Ÿ” Search
Predicting Power System Voltage Health Index with PMUs and Graph Convolutional Networks Yamashita, K.; Qin, J.; Yu, N.; Farantatos, E.; Zhu, L. 2023 4 Forecastingprediction ๐Ÿ” Search
Anomaly detection based on a deep graph convolutional neural network for reliability improvement Xu, G.; Hu, J.; Qie, X.; Rong, J. 2024 0 Reliabilityresilience ๐Ÿ” Search
Graph-Based Time Series Edge Anomaly Detection in Smart Grid Xu, A.; Wu, T.; Zhang, Y.; Hu, Z.; Jiang, Y.; IEEE; IEEE Computer Society; IEEE STC Smart Computing; IEEE TCSC; Longxiang High Tech; North America Chinese Talents Association 2021 11 Reliabilityresilience ๐Ÿ” Search
Detection of Fittings Based on the Dynamic Graph CNN and U-Net Embedded with Bi-Level Routing Attention Xie, Z.; Fu, M.; Liu, X. 2023 1 Method ๐Ÿ” Search
Graph neural network approach for anomaly detection Xie, L.; Pi, D.; Zhang, X.; Chen, J.; Luo, Y.; Yu, W. 2021 56 Reliabilityresilience ๐Ÿ” Search
Deep Learning in Power Grid Enterprises to Help the Construction of New Energy Industry Chain Path Analysis Xiao, S.; Li, Q.; Yuan, Y. 2023 0 Operationcontrol ๐Ÿ” Search
Locational Detection of False Data Injection Attacks in the Edge Space via Hodge Graph Neural Network for Smart Grids Xia, W.; Li, Y.; Yu, L.; He, D. 2024 7 Cybersecurityprivacy ๐Ÿ” Search
State Estimation for Power System Based on Graph Neural Network Wu, Z.; Wang, Q.; Liu, X.; China Electrotechnical Society (CES); Institute of Electrical nd Electronics Engineers (IEEE) Beijing Section; Southeast University (SEU) 2022 6 Operationcontrol ๐Ÿ” Search
Integrating model-driven and data-driven methods for fast state estimation Wu, Z.; Wang, Q.; Hu, J.; Tang, Y.; Zhang, Y. 2022 12 Operationcontrol ๐Ÿ” Search
Spatialโ€“temporal short-term load forecasting framework via K-shape time series clustering method and graph convolutional networks Wu, Z.; Mu, Y.; Deng, S.; Li, Y. 2022 0 Forecastingprediction ๐Ÿ” Search
Attentive multi-scale aggregation based action recognition and its application in power substation operation training Wu, Y.; Ren, G.; Jiang, B.; Dai, W.; Ji, N.; Chen, X. 2023 0 Operationcontrol ๐Ÿ” Search
Spatio-Temporal Graph Convolutional Neural Networks for Physics-Aware Grid Learning Algorithms Wu, T.; Carreno, I.L.; Scaglione, A.; Arnold, D. 2023 19 Method ๐Ÿ” Search
Identification and correction of abnormal measurement data in power system based on graph convolutional network and gated recurrent unit Wu, L.; Zhang, S.; Chen, W.; Hao, X. 2023 7 PlanningoptimizationReliabilityresilience ๐Ÿ” Search
Unrolled Spatiotemporal Graph Convolutional Network for Distribution System State Estimation and Forecasting Wu, H.; Xu, Z.; Wang, M. 2023 22 ForecastingpredictionOperationcontrol ๐Ÿ” Search
Graph Attention Enabled Convolutional Network for Distribution System Probabilistic Power Flow Wu, H.; Wang, M.; Xu, Z.; Jia, Y. 2022 20 Planningoptimization ๐Ÿ” Search
Adaptive Graph Convolutional Network-Based Distribution System State Estimation Wu, H.; Jia, Y.; Xu, Z. 2022 1 Operationcontrol ๐Ÿ” Search
Detecting False Data Injection Attacks using Spatial-temporal Graph Neural Network Wei, X.; Liu, W.; Zhou, J.; Zhou, X.; Zhang, W.; Cao, Y.; Beijing Information Science and Technology University; CAA; et al.; IEEE Beijing Section; Qingdao University; Technical Committee on Data Driven Control, Learning and Optimization (DDCLO) 2023 1 Cybersecurityprivacy ๐Ÿ” Search
Research on Attack Behaviour Detection Based on Dynamic Graph Neural Network in Power IoT System Wei, X.; Gao, P.; Xu, J.; Zhang, H.; Tian, Q.; Ma, Z.; Academic Exchange Information Center 2022 0 Cybersecurityprivacy ๐Ÿ” Search
A novel spatial electric load forecasting method based on LDTW and GCN Wei, M.; wen, M.; Zhang, Y. 2024 3 Forecastingprediction ๐Ÿ” Search
Parameter Identification in Power Transmission Systems Based on Graph Convolution Network Wang, Z.; Xia, M.; Lu, M.; Pan, L.; Liu, J. 2022 56 Planningoptimization ๐Ÿ” Search
Application of Multiattention Mechanism in Power System Branch Parameter Identification Wang, Z.; Weng, L.; Lu, M.; Liu, J.; Pan, L. 2021 9 Planningoptimization ๐Ÿ” Search
Temporal Graph Super Resolution on Power Distribution Network Measurements Wang, Z.; Chen, Y.; Huang, S.; Zhang, X.; Liu, X. 2021 13 Datainfrastructuredecisionsupport ๐Ÿ” Search
Graph Learning-Based Voltage Regulation in Distribution Networks With Multi-Microgrids Wang, Y.; Qiu, D.; Wang, Y.; Sun, M.; Strbac, G. 2024 24 Operationcontrol ๐Ÿ” Search
Research and application of automatic mapping method of distribution network protection power supply based on knowledge graph and graph convolution network Wang, Y.; Mo, L.; Wang, W.; Wei, J.; Yang, J. 2024 0 Datainfrastructuredecisionsupport ๐Ÿ” Search
Spatio-Temporal Convolutional Network Based Identification of Voltage-Coupling Commutation Failures in Multi-Infeed HVDC Systems Wang, X.; Lin, R.; Song, K.; Han, J. 2022 0 PlanningoptimizationReliabilityresilience ๐Ÿ” Search
Wind Power Prediction Based on Spatio-Temporal Characteristics Wang, W.; Zhang, T.; Chinese Society for Electrical Engineering; IEEE Power and Energy Society; State Grid Corporation of China 2023 0 Forecastingprediction ๐Ÿ” Search
Predict Locational Marginal Greenhouse Gas Emission Factors of Electricity with Spatial-Temporal Graph Convolutional Networks Wang, W.; Li, Y.; Yu, N.; ENEDIS; et al.; GreenAlp; Le Reseau de Transport d'electricite (RTE); Schneider Electric; Think Smartgrids 2023 2 Forecastingprediction ๐Ÿ” Search
Comprehensive evaluation of power flow and adjustment method to restore solvability based on GCRNN and DDQN Wang, T.; Tang, Y. 2021 3 Planningoptimization ๐Ÿ” Search
Predicting electric vehicle charging demand using a heterogeneous spatio-temporal graph convolutional network Wang, S.; Chen, A.; Wang, P.; Zhuge, C. 2023 45 Forecastingprediction ๐Ÿ” Search
Risk Early Warning of Power Systems With Partial State Observations Based on the Graph Attention Neural Network Wang, Q.; Li, D.; Zhang, X.; Fan, X.; et al.; Huawei; IEEE; IEEE Circuits and Systems Society (CAS); Samsung Semiconductor; Synopsys 2023 0 ReliabilityresilienceOperationcontrol ๐Ÿ” Search
Synchronous Condenser Reactive Power Output Model Based on DAG-CNN Wang, L.; Wang, H.; Lu, T.; Wang, C.; IEEE 2021 1 Forecastingprediction ๐Ÿ” Search
M2STAN: Multi-modal multi-task spatiotemporal attention network for multi-location ultra-short-term wind power multi-step predictions Wang, L.; He, Y. 2022 49 Forecastingprediction ๐Ÿ” Search
GCNInformer: A combined deep learning model based on GCN and Informer for wind power forecasting Wang, H.-K.; Li, D.; Chen, F.; Du, J.; Song, K. 2023 3 Forecastingprediction ๐Ÿ” Search
Real-time small-signal security assessment using graph neural networks Justin, G.; Paternain, S. 2024 1 Cybersecurityprivacy ๐Ÿ” Search
Graph Neural Networks for Power System Security Assessment Justin, G.; Paternain, S. 2024 0 Cybersecurityprivacy ๐Ÿ” Search
Physics-Informed Heterogeneous Graph Neural Networks for DC Blocker Placement Jin, Hongwei; Balaprakash, Prasanna; Zou, Allen; Ghysels, Pieter; Krishnapriyan, Aditi S.; Mate, Adam; Barnes, Arthur; Bent, Russell 2024 1 Datainfrastructuredecisionsupport ๐Ÿ” Search
Applications of Graph Computing and Graph Neural Networks in Power Systems: A Survey Jiangang, Lu; Huijuan, Tan; Ruifeng, Zhao; Wenxin, Guo; Zhen, Dai; Ping, Li 2024 0 General ๐Ÿ” Search
Prediction and mitigation of nonlocal cascading failures using graph neural networks Jhun, Bukyoung; Choi, Hoyun; Lee, Yongsun; Lee, Jongshin; Kim, Cook Hyun; Kahng, B. 2023 8 Reliabilityresilience ๐Ÿ” Search
Power System Transient Stability Assessment Method Based on Optimized Time-Spectral Graphical Neural Network Huangfu, H.; Wang, Y.; Lin, H. 2024 0 PlanningoptimizationOperationcontrol ๐Ÿ” Search
Study of Total Transfer Capability Based on Deep Learning Theory Huang, Y.; Chen, J.; Cai, D.; Wang, E. 2024 0 Operationcontrol ๐Ÿ” Search
A Power Forecasting Method in Multiple Time Scales Based on Attention Mechanism and Spatiotemporal Correlation Graph Convolutional Neural Network Huang, Wei; Yin, Shaoyang; Shi, Jianfeng; Zhou, Hanyu; Ding, Ruoyang; Tian, Xing; Tang, Mingfu; Gao, Lengshan; Wu, Jiayu 2024 0 Forecastingprediction ๐Ÿ” Search
A Knowledge Graph Completion Method for the Power Transformer Based on Graph Neural Network and TransR He, Hongying; Luo, Guangwei; Zhu, Jizhong; Luo, Diansheng; Liang, Wenju; Liu, Nan 2024 0 Datainfrastructuredecisionsupport ๐Ÿ” Search
Resilient Temporal GCN for Smart Grid State Estimation Under Topology Inaccuracies Haghshenas, Seyed Hamed; Naeini, Mia 2024 0 Operationcontrol ๐Ÿ” Search
Deep Statistical Solver for Distribution System State Estimation Habib, Benjamin; Isufi, Elvin; van Breda, Ward; Jongepier, Arjen; Cremer, Jochen L. 2024 15 Operationcontrol ๐Ÿ” Search
Power System Transient Stability Assessment Based on Graph Neural Network with Interpretable Attribution Analysis Gu, Sili; Qiao, Ji; Zhao, Zixuan; Zhu, Qiongfeng; Han, Fujia 2022 4 Operationcontrol ๐Ÿ” Search
PowerFlowMultiNet: Multigraph Neural Networks for Unbalanced Three-Phase Distribution Systems Ghamizi, Salah; Cao, Jun; Ma, Aoxiang; Rodriguez, Pedro 2024 2 Planningoptimization ๐Ÿ” Search
SafePowerGraph: Safety-aware Evaluation of Graph Neural Networks for Transmission Power Grids Ghamizi, Salah; Bojchevski, Aleksandar; Ma, Aoxiang; Cao, Jun 2024 2 Cybersecurityprivacy ๐Ÿ” Search
Knowledge- and Data-driven Services for Energy Systems using Graph Neural Networks Fusco, Francesco; Eck, Bradley; Gormally, Robert; Purcell, Mark; Tirupathi, Seshu 2021 14 Datainfrastructuredecisionsupport ๐Ÿ” Search
A Frequency Stability Prediction Method Using Spatial Temporal Graph Convolutional Networks and Self-attention Mechanism Feng, K.; Zhou, H.; Qin, W.; Han, S.; Rong, N.; Du, D.; He, Y.; Yang, C. 2024 0 Operationcontrol ๐Ÿ” Search
Short-term Charging Quantity Prediction of Charging Stations Based on Graph Neural Networks Feng, B.; Li, X.; Hou, Z.; Mao, J.; Liu, W. 2024 0 Forecastingprediction ๐Ÿ” Search
Fault Location Method of Distribution Network Based on VGAE-GraphSAGE Fan, M.; Xia, J.; Zhang, H.; Zhang, X. 2024 0 Reliabilityresilience ๐Ÿ” Search
Generalized FDIA Detection in Power Dependent Electrified Transportation Systems Fahim, Shahriar Rahman; Atat, Rachad; Kececi, Cihat; Takiddin, Abdulrahman; Ismail, Muhammad; Davis, Katherine R.; Serpedin, Erchin 2024 0 Cybersecurityprivacy ๐Ÿ” Search
Improved Physics-Informed Neural Network based AC Power Flow for Distribution Networks Eeckhout, V.; Fani, H.; Hashmi, M.U.; Deconinck, G. 2024 0 Planningoptimization ๐Ÿ” Search
Graph Neural Network-Based Node Clustering for Dual-Focused Power Network Partitioning Eddin, M.E.; Massaoudi, M.; Abu-Rub, H.; Shadmand, M.; Abdallah, M. 2024 1 General ๐Ÿ” Search
Graph Neural Solver for Power Systems Donon, Balthazar; Donnot, Benjamin; Guyon, Isabelle; Marot, Antoine 2019 57 Planningoptimization ๐Ÿ” Search
Controlled Islanding of Power Systems Based on Structural Deep Clustering Network Ding, Lijie; Shi, Huabo; Wang, Yongcan; Wang, Xi; Liu, Tingjian; Duan, Longxiang 2024 0 Operationcontrol ๐Ÿ” Search
An interpretable graph neural network for real-world satellite power system anomaly detection based on graph filtering Di, Y.; Wang, F.; Zhao, Z.; Zhai, Z.; Chen, X. 2024 5 Reliabilityresilience ๐Ÿ” Search
Graph Neural Network Framework for Security Assessment Informed by Topological Measures Dezvarei, Mojtaba; Tomsovic, Kevin; Sun, Jinyuan Stella; Djouadi, Seddik M. 2023 2 Cybersecurityprivacy ๐Ÿ” Search
Initial estimate of AC optimal power flow with graph neural networks Deihim, A.; Apostolopoulou, D.; Alonso, E. 2024 2 Planningoptimization ๐Ÿ” Search
Physics-informed geometric deep learning for inference tasks in power systems de Jongh, Steven; Gielnik, Frederik; Mueller, Felicitas; Schmit, Loris; Suriyah, Michael; Leibfried, Thomas 2022 9 Operationcontrol ๐Ÿ” Search
Solar Power Prediction Based on Satellite Measurements โ€“ A Graphical Learning Method for Tracking Cloud Motion Cheng, Lilin; Zang, Haixiang; Wei, Zhinong; Ding, Tao; Sun, Guoqiang 2022 39 Forecastingprediction ๐Ÿ” Search
Three-Phase Unbalance Control Method in Distribution Network Based on Model Predictive Control Cheng, Cheng; Zhou, Guizhen; Ye, Chao; Ma, Yue; Lu, Haipeng 2024 1 ForecastingpredictionOperationcontrol ๐Ÿ” Search
Learning Power System Vulnerabilities through Multi-View Topological Neural Networks Chen, Y.; Wang, S.; Du, L. 2024 0 Reliabilityresilience ๐Ÿ” Search
Graph Neural Network-Based Wind Farm Cluster Speed Prediction Chen, Ruifeng; Liu, Jiaming; Wang, Fei; Ren, Hui; Zhen, Zhao 2020 9 Forecastingprediction ๐Ÿ” Search
Real-time Multi-stability Risk Assessment and Visualization of Power Systems: A Graph Neural Network-based Method Chen, Q.; Bu, S.; Wang, H.; Lei, C. 2024 0 ReliabilityresilienceOperationcontrol ๐Ÿ” Search
A Method for Anomaly Detection in Power Energy Topology Graph Data Based on Domain Knowledge Graph and Graph Neural Networks Chen, M.; Yang, S.; Dai, W.; Wang, Z.; Xu, J. 2024 0 ReliabilityresilienceDatainfrastructuredecisionsupport ๐Ÿ” Search
Powerformer: A Section-adaptive Transformer for Power Flow Adjustment Chen, Kaixuan; Luo, Wei; Liu, Shunyu; Wei, Yaoquan; Zhou, Yihe; Qing, Yunpeng; Zhang, Quan; Song, Jie; Song, Mingli 2024 2 Planningoptimization ๐Ÿ” Search
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A Temporal Ensembling Based Semi-Supervised Graph Convolutional Network for Power Quality Disturbances Classification Cai, J.; Wang, H.; Jiang, H. 2024 1 Other ๐Ÿ” Search
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Robust Sampling Methods for Accurate Power Flow Time-Sweep Approximations with Graph Neural Networks Bolz, Valentin; Rueฮฒ, Johannes; Zell, Andreas 2024 0 Planningoptimization ๐Ÿ” Search
Power Flow Approximation Based on Graph Convolutional Networks Bolz, Valentin; RueรŸ, Johannes; Zell, Andreas 2019 42 Planningoptimization ๐Ÿ” Search
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Real-time AI-based Line-Line Fault Detection and Localization in Power Electronics Dominated Grids Baker, M.; Shadmand, M.B. 2024 0 Reliabilityresilience ๐Ÿ” Search
Anomaly Detection of Electrical Load in Power Systems Based on Graph Neural Networks Bai, S. 2024 0 Reliabilityresilience ๐Ÿ” Search
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Physics-informed Graph Neural Network for Dynamic Reconfiguration of power systems Authier, J.; Haider, R.; Annaswamy, A.; Dรถrfler, F. 2024 3 Operationcontrol ๐Ÿ” Search
Determining Feasibility of DC Power Flow Using Graph Neural Networks Alduaij, H.; Zhang, B.; Weng, Y. 2024 0 Planningoptimization ๐Ÿ” Search
Forecasting of Short-Term Load Using the MFF-SAM-GCN Model Zou, Y.; Feng, W.; Zhang, J.; Li, J. 2022 17 Forecastingprediction ๐Ÿ” Search
A short-term voltage stability online prediction method based on graph convolutional networks and long short-term memory networks Wang, G.; Zhang, Z.; Bian, Z.; Xu, Z. 2021 65 Operationcontrol ๐Ÿ” Search
Power System Network Topology Identification Based on Knowledge Graph and Graph Neural Network Wang, Changgang; An, Jun; Mu, Gang 2021 33 PlanningoptimizationDatainfrastructuredecisionsupport ๐Ÿ” Search
Power system emergency control strategy based on severely disturbed units identification and STGCN-DDQN Wang, B.; Tang, Y.; Huang, Y.; Wang, T. 2024 2 PlanningoptimizationOperationcontrol ๐Ÿ” Search
A Lightweight Graph-based Convolutional Neural Network for Fault Correlation Analysis in Power Systems Wang, B.; Feng, L.; Tan, Y.; Xu, H.; Xu, J.; IEEE 2023 0 Reliabilityresilience ๐Ÿ” Search
Research on vulnerability assessment method of electric power network based on graph neural Wan, Z.; Liu, X.; Zhang, Y.; Wang, Y.; Zeng, Y. 2023 0 Reliabilityresilience ๐Ÿ” Search
A graph neural network based fault diagnosis strategy for power communication networks Wan, Z.; Lin, L.; Huang, Y.; Wang, X. 2024 2 Reliabilityresilience ๐Ÿ” Search
Reinforcement Learning-Empowered Graph Convolutional Network Framework for Data Integrity Attack Detection in Cyber-Physical Systems Vincent, E.; Korki, M.; Seyedmahmoudian, M.; Stojcevski, A.; Mekhilef, S. 2024 6 Cybersecurityprivacy ๐Ÿ” Search
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Power system topological node tamper detection method based on fuzzy graph theory Tan, H.; Guo, W.; Li, S.; Zheng, W.; Li, Q. 2024 0 Cybersecurityprivacy ๐Ÿ” Search
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Graph Autoencoder-Based Detection of Unseen False Data Injection Attacks in Smart Grids Takiddin, A.; Ismail, M.; Atat, R.; Davis, K.R.; Serpedin, E. 2024 0 Cybersecurityprivacy ๐Ÿ” Search
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End-to-end deep graph convolutional neural network approach for intentional islanding in power systems considering load-generation balance Sun, Z.; Spyridis, Y.; Lagkas, T.; Sesis, A.; Efstathopoulos, G.; Sarigiannidis, P. 2021 11 Planningoptimization ๐Ÿ” Search
An ultra-fast optimization algorithm for unit commitment based on neural branching Sun, Y.; Wu, J.; Zhang, G.; Zhang, L.; Li, R. 2023 4 Planningoptimization ๐Ÿ” Search
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A Short-term PV Power Forecasting Method based on NWP Correction Considering Meteorological Coupling Correlation Su, Y.; Sun, Y.; Yang, H.; Ren, H.; Zhen, Z.; Wang, F. 2023 3 Forecastingprediction ๐Ÿ” Search
Multi-task Transient Contingency Screening with Temporal Graph Convolutional Network in Power Systems Su, Y.; Huang, J.; Yao, H.; Guan, L.; Guo, M.; Zhong, Z. 2021 1 Planningoptimization ๐Ÿ” Search
Power System Small-signal Stability Assessment Model Based on Residual Graph Convolutional Networks Su, Y.; Guo, M.; Yao, H.; Guan, L.; Huang, J.; Zhu, S.; Zhong, Z. 2021 4 Operationcontrol ๐Ÿ” Search
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Application of Physics-based Graph Convolutional Network in Real-time State Estimation of Under-determined Distribution Grids Stock, S.; Dressel, M.; Babazadeh, D.; Becker, C. 2022 1 Operationcontrol ๐Ÿ” Search
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Load Forecasting of Electric Vehicle Charging Stations: Attention Based Spatiotemporal Multi-Graph Convolutional Networks Shi, J.; Zhang, W.; Bao, Y.; Gao, D.W.; Wang, Z. 2024 25 Forecastingprediction ๐Ÿ” Search
Integrated advance assessment of power system transient voltage and transient angle stability based on two-stage ensemble spatio-temporal graph neural network Shi, F.; Wu, J.; Wang, Y.; Li, L.; Zheng, Y. 2023 7 Operationcontrol ๐Ÿ” Search
Graph Convolutional Networks for probabilistic power system operational planning Sheikh-Mohamed, Y.B.; Jakobsen, S.H.; Bรธdal, E.F.; Haugseth, F.M.; Kiel, E.S.; Riemer-Sรธrensen, S.; DIG Silent; EMTP; et al.; Opal-RT Technologies; RTDS Technologies; Saturn Electric 2023 0 PlanningoptimizationOperationcontrol ๐Ÿ” Search
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Spatiotemporal Graph Convolutional Neural Network-Based Forecasting-Aided State Estimation Using Synchrophasors Lin, J.; Tu, M.; Hong, H.; Lu, C.; Song, W. 2024 3 ForecastingpredictionOperationcontrol ๐Ÿ” Search
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An adaptive spatiotemporal fusion graph neural network for short-term power forecasting of multiple wind farms Li, D.; Yang, F.; Miao, S.; Gan, Y.; Yang, B.; Zhang, Y. 2023 3 Forecastingprediction ๐Ÿ” Search
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Short-Term Wind Power Output Prediction Based on Temporal Graph Convolutional Networks Ji, X.; Li, Z.; Jiang, X.; Yang, D.; Shandong University; Tsinghua University 2022 1 Forecastingprediction ๐Ÿ” Search
Graph Neural Network Based Prediction of Data Traffic in Cyber-Physical Smart Power Grids Islam, M.A.; Ismail, M.; Boyaci, O.; Atat, R.; Shannigrahi, S. 2022 2 Cybersecurityprivacy ๐Ÿ” Search
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Risk-averse stochastic dynamic power dispatch based on deep reinforcement learning with risk-oriented Graph-Gan sampling Huang, W.; Dai, Z.; Hou, J.; Liang, L.; Chen, Y.; Chen, Z.; Pan, Z. 2023 0 PlanningoptimizationReliabilityresilience ๐Ÿ” Search
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GCN-LSTM spatiotemporal-network-based method for post-disturbance frequency prediction of power systems Huang, D.; Liu, H.; Bi, T.; Yang, Q. 2022 11 Forecastingprediction ๐Ÿ” Search
Multidimensional Feature-Based Graph Attention Networks and Dynamic Learning for Electricity Load Forecasting Huang, C.; Du, N.; He, J.; Li, N.; Feng, Y.; Cai, W. 2023 1 Forecastingprediction ๐Ÿ” Search
Time Series Anomaly Detection Based on Graph Convolutional Networks Hu, Z.; Wu, T.; Zhang, Y.; Li, J.; Jiang, L. 2020 4 Reliabilityresilience ๐Ÿ” Search
Wind Power Forecasting Based on Adaptive Spatio-Temporal Graph Neural Network Hu, N.; Wang, G.; Yang, Y.; IEEE; Lanzhou Jiaotong University; School of New Energy and Power Engineering 2023 0 Forecastingprediction ๐Ÿ” Search
Knowledge reasoning in power grid infrastructure projects based on deep multi-view graph convolutional network Hu, J.; Xu, G.; Qi, L.; Qie, X. 2023 2 PlanningoptimizationDatainfrastructuredecisionsupport ๐Ÿ” Search
Graph Convolutional Neural Networks for Optimal Load Shedding under Line Contingency Kim, Cheolmin; Kim, Kibaek; Balaprakash, Prasanna; Anitescu, Mihai 2019 43 Planningoptimization ๐Ÿ” Search
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High Impedance Fault Detection in Electrical Power Feeder by Wavelet and GNN Jamil, Majid; Sharma, Rajveer Singh and S. K. 2015 0 Reliabilityresilience ๐Ÿ” Search
Fault Diagnostics in Shipboard Power Systems using Graph Neural Networks Jacob, Roshni Anna; Senemmar, Soroush; Zhang, Jie 2021 18 Reliabilityresilience ๐Ÿ” Search
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Deep Spatio-Temporal Forecasting of Electrical Vehicle Charging Demand Hรผttel, Frederik Boe; Peled, Inon; Rodrigues, Filipe; Pereira, Francisco C. 2021 13 Forecastingprediction ๐Ÿ” Search
Non-intrusive power load decomposition method based on message passing graph neural network Huangfu, Hancong; Wang, Yongcai; Guan, Zhaoxiong 2024 0 General ๐Ÿ” Search
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Topology-Aware Reliability Assessment by Graph Neural Networks Zhu, Y.; Singh, C.; Burns and McDonnell; Imperix 2022 2 Reliabilityresilience ๐Ÿ” Search
Robust Representation Learning for Power System Short-Term Voltage Stability Assessment Under Diverse Data Loss Conditions Zhu, L.; Wen, W.; Qu, Y.; Shen, F.; Li, J.; Song, Y.; Liu, T. 2024 7 Operationcontrol ๐Ÿ” Search
Structure-Aware Recurrent Learning Machine for Short-Term Voltage Trajectory Sensitivity Prediction Zhu, L.; Wen, W.; Li, J.; Zhang, C.; Shen, Y.; Hou, Y.; Liu, T. 2024 6 Forecastingprediction ๐Ÿ” Search
Integrated Data-Driven Power System Transient Stability Monitoring and Enhancement Zhu, L.; Wen, W.; Li, J.; Hu, Y. 2024 23 Operationcontrol ๐Ÿ” Search
Spatial-Temporal Electric Vehicle Charging Demand Forecasting: A GTrans Approach Zhu, L.; Ge, Y.; Wang, K.; Fan, Y.; Ma, X.; Zhang, L. 2023 0 Forecastingprediction ๐Ÿ” Search
Deep Reinforcement Learning-Based Optimal PMU Placement Considering the Degree of Power System Observability Zhou, X.; Wang, Y.; Shi, Y.; Jiang, Q.; Zhou, C.; Zheng, Z. 2024 8 Planningoptimization ๐Ÿ” Search
Transient Stability Assessment Based on Gated Graph Neural Network With Imbalanced Data in Internet of Energy Zhou, X.; Guan, X.; Sun, D.; Jiang, H.; Peng, J.; Jin, Y.; Zhang, Y. 2022 21 Operationcontrol ๐Ÿ” Search
A Novel Semi-supervised Learning Method for Power Transformer Fault Diagnosis with Limited Labeled Data Zhou, G.; Wang, D.; Tian, Y.; Wang, J.; Cao, S.; Academic Exchange Information Centre; Guangdong Polytechnic Institute 2023 1 Reliabilityresilience ๐Ÿ” Search
A method of multivariate short-term voltage stability assessment based on heterogeneous graph attention deep network Zhong, Z.; Guan, L.; Su, Y.; Yu, J.; Huang, J.; Guo, M. 2022 16 Operationcontrol ๐Ÿ” Search
Spatiotemporal Correlation Analysis for Predicting Current Transformer Errors in Smart Grids Zhong, Y.; Li, T.; Przystupa, K.; Lin, C.; Yang, G.; Yang, S.; Kochan, O.; Sikora, J. 2024 2 Forecastingprediction ๐Ÿ” Search
Graph spatiotemporal process for multivariate time series anomaly detection with missing values Zheng, Y.; Koh, H.Y.; Jin, M.; Chi, L.; Wang, H.; Phan, K.T.; Chen, Y.-P.P.; Pan, S.; Xiang, W. 2024 12 ReliabilityresilienceDatainfrastructuredecisionsupport ๐Ÿ” Search
Correlation-Aware Spatialโ€“Temporal Graph Learning for Multivariate Time-Series Anomaly Detection Zheng, Y.; Koh, H.Y.; Jin, M.; Chi, L.; Phan, K.T.; Pan, S.; Chen, Y.P.; Xiang, W. 2023 20 Reliabilityresilience ๐Ÿ” Search
A hybrid physical-data approach for solving dynamic optimal power flow considering uncertainties and different topology configurations Zheng, L.; Bai, X.; Weng, Z.; Jia, Y. 2023 3 Planningoptimization ๐Ÿ” Search
Transient Stability Evaluation of Independent Microgrid based on Message Passing Graph Neural Network Zhen, J.; Huang, S.; Jia, X.; Du, H.; IEEE; Sichuan Institute of Electronics 2023 1 Operationcontrol ๐Ÿ” Search
Short-term Wind Power Prediction Method Based on GCN-LSTM Zhao, Y.; Pu, H.; Dai, Y.; Cong, S. 2023 5 Forecastingprediction ๐Ÿ” Search
On the Use of Spatial-temporal Feature Graph Convolutional Network for Ultra-Short Term Prediction of Wind Power Generation Zhao, W.; Chen, Y.; Ru, C.; Qian, W.; Shi, C.; Yang, Q.; Chengdu University of Technology; Chinese Society for Electrical Engineering; et al.; IEEE Power and Energy Society; Tsinghua University Dept. of Electrical Engineering; University of Electronic Science and Technology of China 2022 0 Forecastingprediction ๐Ÿ” Search
Learning Sequential Distribution System Restoration via Graph-Reinforcement Learning Zhao, T.; Wang, J. 2022 48 Reliabilityresilience ๐Ÿ” Search
A Regional Short-term Load Forecasting Method Based on Adaptive Graph Construction and Kernel Size Selection Zhao, J.; Dai, H.; Zhen, Z.; Wang, F. 2024 0 Forecastingprediction ๐Ÿ” Search
Ultra-short-term Power Forecasting of Wind Farm Cluster Based on Spatio-temporal Graph Neural Network Pattern Prediction Zhao, H.; Li, G.; Chen, R.; Zhen, Z.; Wang, F. 2022 3 Forecastingprediction ๐Ÿ” Search
Spatial correlation learning based on graph neural network for medium-term wind power forecasting Zhao, B.; He, X.; Ran, S.; Zhang, Y.; Cheng, C. 2024 13 Forecastingprediction ๐Ÿ” Search
Multi-Agent Graph-Attention Deep Reinforcement Learning for Post-Contingency Grid Emergency Voltage Control Zhang, Y.; Yue, M.; Wang, J.; Yoo, S. 2024 12 PlanningoptimizationOperationcontrol ๐Ÿ” Search
Chinese Electric Power Equipment Fault Recognition Based on Graph Convolutional Networks Zhang, Y.; Lu, M.; Liu, L.; Li, Z.; Jiao, F.; Xiong, Y.; Tang, Q.; Li, R.; China Computer Federation, Chinese Association for Artificial Intelligence 2021 1 Reliabilityresilience ๐Ÿ” Search
Graph Convolution Network for Carbon Emission Factor Forecast of Power Grid Zhang, Y.; Guo, B.; Liu, C.; Li, H.; Xu, W.; Energy Storage and Electrotechnics Department in China Electric Power Research Institute; IEEE; IEEE Power and Energy Society (PES); North China Electric Power University; Tianjin University 2023 1 Forecastingprediction ๐Ÿ” Search
Modeling Long- and Short-term Project Relationships for Project Management Systems Zhang, Y.; Bai, G.; Gao, Z.; Zhu, P.; Li, S. 2024 0 Planningoptimization ๐Ÿ” Search
Research on Anomaly Monitoring Algorithm of Smart Grid Based on Graph Neural Network Zhang, Y. 2023 0 Reliabilityresilience ๐Ÿ” Search
Distributed PV Power Forecasting Considering Spatio-temporal Dependence Zhang, X.; Wen, M.; Li, J.; Huang, H.; IEEE; Lanzhou Jiaotong University; School of New Energy and Power Engineering 2023 0 Forecastingprediction ๐Ÿ” Search
GCN-based Entity Relation Extraction Method for Power Marketing Data Zhang, X.; Meng, Q.; Tan, Q.; Dong, Y.; Chen, Y.; Tan, Z. 2023 0 Datainfrastructuredecisionsupport ๐Ÿ” Search
Ultra-short-term prediction of regional photovoltaic power based on dynamic graph convolutional neural network Zhang, X.; Gao, R.; Zhu, C.; Liu, C.; Mei, S. 2024 8 Forecastingprediction ๐Ÿ” Search
A Method and System for Power Grid Engineering Error Diagnosis Based on Improved Graph Convolutional Networks Zhang, S.; Gao, H.; Shan, X.; Wu, H.; Sun, S. 2023 0 Reliabilityresilience ๐Ÿ” Search
A graph attention networks-based model to distinguish the transient rotor angle instability and short-term voltage instability in power systems Zhang, R.; Yao, W.; Shi, Z.; Zeng, L.; Tang, Y.; Wen, J. 2022 30 Operationcontrol ๐Ÿ” Search
PSGformer: A novel multivariate net load forecasting model for the smart grid Zhang, Q.; Zhou, S.; Xu, B.; Shen, Z.; Chang, W. 2024 2 Forecastingprediction ๐Ÿ” Search
TransformGraph: A novel short-term electricity net load forecasting model Zhang, Q.; Chen, J.; Xiao, G.; He, S.; Deng, K. 2023 33 Forecastingprediction ๐Ÿ” Search
Graph Neural Network based Short-term Solar Irradiance Forcasting Model Considering Surrounding Meteorological Factors Zhang, M.; Sun, Y.; Feng, C.; Zhen, Z.; Wang, F.; Li, G.; Liu, D.; Wang, H. 2022 3 Forecastingprediction ๐Ÿ” Search
State Estimation Method for Few-Measurements Power Distribution Network Based on Improved Deep Graph Convolutional Network Zhang, L.; Zhou, L.; Hou, Y.; Guo, T.; Wang, X. 2023 1 Operationcontrol ๐Ÿ” Search
MNGAN: Multi-Branch Parameter Identification Based onย Dynamic Weighting Zhang, L.; Lei, Z.; Peng, Z.; Xia, M.; Zou, G.; Liu, J. 2023 0 Planningoptimization ๐Ÿ” Search
Combined Wind Speed Prediction Model Considering the Spatio-Temporal Features of Wind Farm Zhang, J.; Yang, C.; Niu, F.; Sun, Y.; Wang, R. 2022 3 Forecastingprediction ๐Ÿ” Search
Interpretable Wind Power Short-Term Power Prediction Model Using Deep Graph Attention Network Zhang, J.; Li, H.; Cheng, P.; Yan, J. 2024 5 Forecastingprediction ๐Ÿ” Search
Fault Diagnosis of Energy Networks Based on Improved Spatialโ€“Temporal Graph Neural Network With Massive Missing Data Zhang, J.; Cheng, Y.; He, X. 2023 7 ReliabilityresilienceDatainfrastructuredecisionsupport ๐Ÿ” Search
Fault Diagnosis of Energy Networks: A Graph Embedding Learning Approach Zhang, J.; Cheng, Y.; He, X. 2022 9 Reliabilityresilience ๐Ÿ” Search
Low Frequency Oscillation Mode Estimation Using Synchrophasor Data Zhang, J.; An, H.; Wu, N. 2020 9 Operationcontrol ๐Ÿ” Search
Intelligent Detection Model for Power Grids Based on Graph Neural Networks Zhang, G.; Zhang, Y.; Du, Z.; Zhang, X.; Wang, L.; He, Z.; IEEE 2022 1 Operationcontrol ๐Ÿ” Search
Graph Convolution Network Considering Edge Node Feature Aggregation Zhang, D.; Guo, H.; Wang, B.; Chu, Z.; Jia, Y.; Ye, M.; Beijing Sihuida Electric Power Technology Co., Ltd.; Electric Power Engineering Technology; Tebian Electric Apparatus Stock Co. Ltd. 2021 0 General ๐Ÿ” Search
An end-to-end power knowledge extraction method based on convolutional neural networks and multi-headed attention mechanisms Zhang, B.; Zhou, Y.; Qin, L.; Li, S.; Academic Exchange Information Centre (AEIC); Universiti Malaysia Perlis 2023 0 Datainfrastructuredecisionsupport ๐Ÿ” Search
Physics-Informed Multi-Agent deep reinforcement learning enabled distributed voltage control for active distribution network using PV inverters Zhang, B.; Cao, D.; Hu, W.; Ghias, A.M.Y.M.; Chen, Z. 2024 11 Operationcontrol ๐Ÿ” Search
Intelligent Predetermination of Generator Tripping Scheme: Knowledge Fusion-based Deep Reinforcement Learning Framework Zeng, L.; Yao, W.; Hu, Z.; Shuai, H.; Li, Z.; Wen, J.; Cheng, S. 2024 0 Datainfrastructuredecisionsupport ๐Ÿ” Search
Learning Latent Interactions for Event Classification via Graph Neural Networks and PMU Data Yuan, Y.; Wang, Z.; Wang, Y. 2023 18 Reliabilityresilience ๐Ÿ” Search
Toward dynamic stability assessment of power grid topologies using graph neural networks Nauck, Christian; Lindner, Michael; Schรผrholt, Konstantin; Hellmann, Frank 2023 0 Operationcontrol ๐Ÿ” Search
Power System Sparse Matrix Statistics Safdarian, F.; Mao, Z.; Jang, W.; Overbye, T. J. 2022 2 General ๐Ÿ” Search

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