A Review of Graph Neural Networks and Their Applications in Power Systems

25 January 2021

Yusen Wang

Papers citing "A Review of Graph Neural Networks and Their Applications in Power Systems"

38 / 38 papers shown

Title
SenseFlow: A Physics-Informed and Self-Ensembling Iterative Framework for Power Flow Estimation Zhen Zhao Wenqi Huang Zicheng Wang Jiaxuan Hou Peng Li Lei Bai 12 0 0 18 May 2025
Edge Graph Intelligence: Reciprocally Empowering Edge Networks with Graph Intelligence Liekang Zeng Shengyuan Ye Xu Chen Xiaoxi Zhang Ju Ren Jian Tang Yang Yang Xuemin Shen 60 2 0 08 Jan 2025
Accelerating Quasi-Static Time Series Simulations with Foundation Models Alban Puech François Mirallès Jonas Weiss Vincent Mai Alexandre Blondin Massé M. D. Montigny Thomas Brunschwiler Hendrik F. Hamann 36 0 0 13 Nov 2024
Constraints and Variables Reduction for Optimal Power Flow Using Hierarchical Graph Neural Networks with Virtual Node-Splitting Thuan Phamh Xingpeng Li 32 1 0 09 Nov 2024
Graph Neural Network-Accelerated Network-Reconfigured Optimal Power Flow Thuan Pham Xingpeng Li 36 1 0 22 Oct 2024
xAI-Drop: Don't Use What You Cannot Explain Vincenzo Marco De Luca Antonio Longa Andrea Passerini Pietro Lio 53 0 0 29 Jul 2024
Distributed Backdoor Attacks on Federated Graph Learning and Certified Defenses Yuxin Yang Qiang Li Jinyuan Jia Yuan Hong Binghui Wang AAML FedML 65 11 0 12 Jul 2024
A Benchmark Study of Deep-RL Methods for Maximum Coverage Problems over Graphs Zhicheng Liang Yifan Yang Xiangyu Ke Xiaokui Xiao Yunjun Gao 38 0 0 20 Jun 2024
Predicting Fault-Ride-Through Probability of Inverter-Dominated Power Grids using Machine Learning Christian Nauck Anna Buttner Sebastian Liemann Frank Hellmann M. Lindner AI4CE 41 0 0 13 Jun 2024
A Dual Power Grid Cascading Failure Model for the Vulnerability Analysis Tianxin Zhou Xiang Li Haibing Lu 23 0 0 18 May 2024
Graph Neural Networks for Electric and Hydraulic Data Fusion to Enhance Short-term Forecasting of Pumped-storage Hydroelectricity Raffael Theiler Olga Fink AI4CE 34 1 0 04 Apr 2024
PowerFlowMultiNet: Multigraph Neural Networks for Unbalanced Three-Phase Distribution Systems Salah Ghamizi Jun Cao Aoxiang Ma Pedro Rodriguez AI4CE 34 2 0 01 Mar 2024
N-1 Reduced Optimal Power Flow Using Augmented Hierarchical Graph Neural Network Thuan Pham Xingpeng Li 16 3 0 09 Feb 2024
PowerGraph: A power grid benchmark dataset for graph neural networks Anna Varbella Kenza Amara B. Gjorgiev Mennatallah El-Assady G. Sansavini 23 8 0 05 Feb 2024
Stochastic Dynamic Power Dispatch with High Generalization and Few-Shot Adaption via Contextual Meta Graph Reinforcement Learning Bairong Deng Tao Yu Zhenning Pan Xuehan Zhang Yufeng Wu Qiaoyi Ding OffRL 16 3 0 19 Jan 2024
Solve Large-scale Unit Commitment Problems by Physics-informed Graph Learning Jingtao Qin Nanpeng Yu 11 2 0 26 Nov 2023
Power grid operational risk assessment using graph neural network surrogates Yadong Zhang Pranav M. Karve Sankaran Mahadevan 11 3 0 21 Nov 2023
PowerFlowNet: Power Flow Approximation Using Message Passing Graph Neural Networks Nan Lin Stavros Orfanoudakis Nathan Ordonez Cardenas Juan S. Giraldo Pedro P. Vergara 24 8 0 06 Nov 2023
Hierarchical Reinforcement Learning for Power Network Topology Control Blazej Manczak Jan Viebahn H. V. Hoof 34 7 0 03 Nov 2023
Linearization of ReLU Activation Function for Neural Network-Embedded Optimization:Optimal Day-Ahead Energy Scheduling Cunzhi Zhao Xingpeng Li 14 1 0 03 Oct 2023
Spectral Convergence of Complexon Shift Operators Purui Zhang Xingchao Jian Feng Ji Wee Peng Tay Bihan Wen 16 1 0 12 Sep 2023
A Survey on Graph Neural Networks for Time Series: Forecasting, Classification, Imputation, and Anomaly Detection Ming Jin Huan Yee Koh Qingsong Wen Daniele Zambon Cesare Alippi G. I. Webb Irwin King Shirui Pan AI4TS AI4CE 44 143 0 07 Jul 2023
Spatio-Temporal Deep Learning-Assisted Reduced Security-Constrained Unit Commitment A. Ramesh Xingpeng Li 25 21 0 02 Jun 2023
Graph Neural Networks for Text Classification: A Survey Kunze Wang Yihao Ding S. Han FaML GNN 31 25 0 23 Apr 2023
Deep Statistical Solver for Distribution System State Estimation Benjamin Habib Elvin Isufi Ward van Breda A. Jongepier J. Cremer 26 18 0 04 Jan 2023
Proximal Policy Optimization with Graph Neural Networks for Optimal Power Flow Ángela López-Cardona Guillermo Bernárdez Pere Barlet-Ros A. Cabellos-Aparicio 39 4 0 23 Dec 2022
Forecasting Unobserved Node States with spatio-temporal Graph Neural Networks Andreas Roth Thomas Liebig AI4TS AI4CE 29 10 0 21 Nov 2022
Graph-PHPA: Graph-based Proactive Horizontal Pod Autoscaling for Microservices using LSTM-GNN H. X. Nguyen Shaoshu Zhu Mingming Liu 14 7 0 06 Sep 2022
Complex-Value Spatio-temporal Graph Convolutional Neural Networks and its Applications to Electric Power Systems AI Tong Wu Anna Scaglione D. Arnold GNN 31 11 0 17 Aug 2022
Reduced Optimal Power Flow Using Graph Neural Network Thuan Pham Xingpeng Li 14 22 0 27 Jun 2022
Solving AC Power Flow with Graph Neural Networks under Realistic Constraints Luis Bottcher Hinrikus Wolf Bastian Jung Philipp Lutat M. Trageser Oliver Pohl Andreas Ulbig Martin Grohe 23 10 0 14 Apr 2022
Graph Neural Networks Designed for Different Graph Types: A Survey J. M. Thomas Alice Moallemy-Oureh Silvia Beddar-Wiesing Clara Holzhuter 26 29 0 06 Apr 2022
Fast Transient Stability Prediction Using Grid-informed Temporal and Topological Embedding Deep Neural Network Peiyuan Sun L. Huo Siyuan Liang Xin Chen 35 7 0 23 Jan 2022
Graph Attention Network For Microwave Imaging of Brain Anomaly Ahmed Al-Saffar L. Guo A. Abbosh 19 1 0 04 Aug 2021
Embedding Power Flow into Machine Learning for Parameter and State Estimation Laurent Pagnier Michael Chertkov 21 8 0 26 Mar 2021
Physics-Informed Graphical Neural Network for Parameter & State Estimations in Power Systems Laurent Pagnier Michael Chertkov 42 49 0 12 Feb 2021
Learning Multi-Agent Coordination through Connectivity-driven Communication E. Pesce Giovanni Montana 24 15 0 12 Feb 2020
Graph Convolutional Policy Network for Goal-Directed Molecular Graph Generation Jiaxuan You Bowen Liu Rex Ying Vijay S. Pande J. Leskovec GNN 206 885 0 07 Jun 2018