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Transient Stability Analysis and Enhancement Techniques of Renewable-Rich Power Grids

open access: yesEnergies, 2023
New techniques and approaches are constantly being introduced to analyze and enhance the transient stability of renewable energy-source-dominated power systems.
Albert Poulose, Soobae Kim
doaj   +3 more sources

Artificial Intelligence Techniques for Power System Transient Stability Assessment

open access: yesEnergies, 2022
The high penetration of renewable energy sources, coupled with decommissioning of conventional power plants, leads to the reduction of power system inertia. This has negative repercussions on the transient stability of power systems.
Göran Petrović   +2 more
exaly   +2 more sources

Analysis of power system transient stability characteristics with the application of massive transient stability simulation data

open access: yesEnergy Reports, 2021
A large number of simulation results will be generated during the calculation of the power system digital simulation. Manual analysis of massive numerical results is inefficient and error-prone. Besides, some imperceptible operating rules of power system
Haocheng Yang   +3 more
doaj   +3 more sources

XGBoost-Based Algorithm Interpretation and Application on Post-Fault Transient Stability Status Prediction of Power System

open access: yesIEEE Access, 2019
The artificial intelligence (AI) techniques have been widely used in the transient stability analysis of a power system. They are recognized as the most promising approaches for predicting the post-fault transient stability status with the use of phasor ...
Qunying Liu, Yicen Liu
exaly   +2 more sources

Using SHAP Values and Machine Learning to Understand Trends in the Transient Stability Limit [PDF]

open access: yesIEEE Transactions on Power Systems, 2023
Machine learning (ML) for transient stability assessment has gained traction due to the significant increase in computational requirements as renewables connect to power systems.
Robert I. Hamilton, P. Papadopoulos
semanticscholar   +1 more source

An Optimal Damping Design of Virtual Synchronous Generators for Transient Stability Enhancement

open access: yesIEEE Transactions on Power Electronics, 2021
Frede Blaabjerg, Peng Cheng, Chao Wu
exaly   +2 more sources

Power System Transient Stability Preventive Control Optimization Method Driven by Stacking Ensemble Learning

open access: yes发电技术, 2023
Aiming at the contradiction between the rapidity requirement of online calculation of transient stability preventive control and the computational complexity of time-domain equations, a stacking ensemable learning driven optimization method for power ...
PAN Xiaojie   +7 more
doaj   +3 more sources

Multi-task transient stability assessment of power system based on graph neural network with interpretable attribution analysis

open access: yesEnergy Reports, 2023
Transient power angle stability analysis and voltage stability analysis are the key basis of power system security and stability control. The diversified operation modes of power system put forward higher requirements for real-time and topology ...
Sili Gu   +5 more
doaj   +1 more source

Development of PMU-Based Transient Stability Detection Methods Using CNN-LSTM Considering Time Series Data Measurement

open access: yesEnergies, 2022
The development of electric power systems has become more complex. Consequently, electric power systems are operating closer to their limits and are more susceptible to instability when a disturbance occurs.
Izzuddin Fathin Azhar   +2 more
doaj   +1 more source

Equivalent Circuit Model of Grid-Forming Converters With Circular Current Limiter for Transient Stability Analysis

open access: yesIEEE Transactions on Power Systems, 2022
This letter develops an equivalent circuit model of a grid-forming (GFM) converter with a circular current limiter and analyzes its transient stability. It is revealed that the inner control loop can be simplified as a voltage source behind an equivalent
Bo Fan, Xiongfei Wang
semanticscholar   +1 more source

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