Research graph
References from Barrier-Function-Constrained Residual RL-Based Current Control for LCL-Filtered NPC Inverters under Weak-Grid Operation. Local targets link to admitted publications; unresolved targets remain external evidence.
Reactive power implications of penetrating inverter-based renewable and storage resources in future grids toward energy transition—A review
2025 · External reference
Stability-improved repetitive control for inverters considering PLLs under weak grid conditions
10.1007/s43236-024-00925-y · 2025 · External reference
Transient stability enhancement of a grid-connected large-scale PV system using fuzzy logic controller
10.3390/electronics10192437 · 2021 · External reference
A comprehensive review of multi-level inverters, modulation, and control for grid-interfaced solar PV systems
10.1038/s41598-024-84296-1 · 2025 · External reference
A novel two-level deep reinforcement learning enabled game approach for incentive-based distributed voltage regulation with participation of autonomous photovoltaic inverters
10.1016/j.energy.2025.135934 · 2025 · External reference
Safe reinforcement learning for power system control: A review
10.1016/j.rser.2025.116022 · 2025 · External reference
Impact of phase-locked loop on grid-connected inverter stability under weak grid conditions and suppression measures
10.1016/j.compeleceng.2025.110249 · 2025 · External reference
Frequency-domain small-signal stability analysis methods for grid-following converters systems—An overview
10.1016/j.rser.2024.115283 · 2025 · External reference
Small-signal stability in renewable-dominated grids: A comparative analysis of GFL and GFM storage for clustered PV mitigation
10.3389/fenrg.2025.1691710 · 2025 · External reference
Fuzzy Logic-Based LVRT Enhancement in Grid-Connected PV System for Sustainable Smart Grid Operation: A Unified Approach for DC-Link Voltage and Reactive Power Control
10.3390/su18052448 · 2026 · External reference
Enhanced ADRC With Selection Mechanism-Based PRC-ESO for Single-Phase Grid-Tied Inverters in a Weak Grid
2025 · External reference
Deep Reinforcement Learning Based Control of a Grid Connected Inverter With LCL-Filter for Renewable Solar Applications
10.1109/access.2024.3364058 · 2024 · External reference
Deep reinforcement learning for optimizing inverter control with fixed and adaptive gain tuning strategies for power system stability
10.1109/tsg.2025.3604554 · 2025 · External reference
Empowering Dynamic Active and Reactive Power Control: A Deep Reinforcement Learning Controller for Three-Phase Grid-Connected Electric Vehicles
10.1109/access.2024.3396449 · 2024 · External reference
Reinforcement Q-learning based current control for grid-connected three-phase inverters with unknown system dynamics
2022 · External reference
Reinforcement learning-based control study of three-phase LCL-type photovoltaic grid-connected inverter
2023 · External reference
Three-stage inverter-based peak shaving and Volt-VAR control in active distribution networks using online safe deep reinforcement learning
10.1109/tsg.2022.3166192 · 2022 · External reference
10.1109/tste.2024.3376369
10.1109/tste.2024.3376369 · External reference
Partially Observable Residual Reinforcement Learning for PV-Inverter-Based Voltage Control in Distribution Grids
2025 · External reference
A review on the applications of reinforcement learning control for power electronic converters
10.1109/tia.2024.3435170 · 2024 · External reference
Challenges in smartizing operational management of functionally-smart inverters for distributed energy resources: A review on machine learning aspects
10.3390/en16031330 · 2023 · External reference
Comparative analysis of reinforcement learning and artificial neural networks for inverter control in improving the performance of grid-connected photovoltaic systems
10.1038/s41598-025-09507-9 · 2025 · External reference
Deep Reinforcement Learning Enabled Inverters: Strengthening RES Integration in Grids With Electric Arc Furnaces
10.1109/tia.2024.3462918 · 2024 · External reference
Reinforcement Learning-Based Adaptation of Grid Following Inverter's Internal Controller to Networked Microgrids' Strengths
10.1049/stg2.70039 · 2025 · External reference
Navigating the landscape of deep reinforcement learning for power system stability control: A review
10.1109/access.2023.3337118 · 2023 · External reference
Reinventing power quality enhancement: deep reinforcement learning control for PV-UPQC in microgrids
10.1007/s00202-024-02778-x · 2025 · External reference
Reinforcement Learning-Based Control of Voltage-Forming Grid Inverters With Arbitrary Loads
10.1109/jestie.2026.3654784 · 2026 · External reference
Safe reinforcement learning for grid-forming inverter based frequency regulation with stability guarantee
10.35833/mpce.2023.000882 · 2024 · External reference
Two-stage three-phase photovoltaic grid-connected inverter control method based on off-policy integral reinforcement learning
10.1016/j.conengprac.2025.106313 · 2025 · External reference
Comprehensive overview of reward engineering and shaping in advancing reinforcement learning applications
10.1109/access.2024.3504735 · 2024 · External reference
Deep Reinforcement Learning for Power Converter Control: A Comprehensive Review of Applications and Challenges
10.1109/ojpel.2025.3619673 · 2025 · External reference
A novel reinforcement learning algorithm-based control strategy for grid-configured inverters
10.3390/en18030597 · 2025 · External reference
Reinventing power quality enhancement: deep reinforcement learning control for PV-UPQC in microgrids
10.1007/s00202-024-02778-x · ExternalCitation · doi-reference
Stability-improved repetitive control for inverters considering PLLs under weak grid conditions
10.1007/s43236-024-00925-y · ExternalCitation · doi-reference
Impact of phase-locked loop on grid-connected inverter stability under weak grid conditions and suppression measures
10.1016/j.compeleceng.2025.110249 · ExternalCitation · doi-reference
Two-stage three-phase photovoltaic grid-connected inverter control method based on off-policy integral reinforcement learning
10.1016/j.conengprac.2025.106313 · ExternalCitation · doi-reference
A novel two-level deep reinforcement learning enabled game approach for incentive-based distributed voltage regulation with participation of autonomous photovoltaic inverters
10.1016/j.energy.2025.135934 · ExternalCitation · doi-reference
Frequency-domain small-signal stability analysis methods for grid-following converters systems—An overview
10.1016/j.rser.2024.115283 · ExternalCitation · doi-reference
Safe reinforcement learning for power system control: A review
10.1016/j.rser.2025.116022 · ExternalCitation · doi-reference
A comprehensive review of multi-level inverters, modulation, and control for grid-interfaced solar PV systems
10.1038/s41598-024-84296-1 · ExternalCitation · doi-reference
Comparative analysis of reinforcement learning and artificial neural networks for inverter control in improving the performance of grid-connected photovoltaic systems
10.1038/s41598-025-09507-9 · ExternalCitation · doi-reference
Reinforcement Learning-Based Adaptation of Grid Following Inverter's Internal Controller to Networked Microgrids' Strengths
10.1049/stg2.70039 · ExternalCitation · doi-reference
Navigating the landscape of deep reinforcement learning for power system stability control: A review
10.1109/access.2023.3337118 · ExternalCitation · doi-reference
Deep Reinforcement Learning Based Control of a Grid Connected Inverter With LCL-Filter for Renewable Solar Applications
10.1109/access.2024.3364058 · ExternalCitation · doi-reference
Empowering Dynamic Active and Reactive Power Control: A Deep Reinforcement Learning Controller for Three-Phase Grid-Connected Electric Vehicles
10.1109/access.2024.3396449 · ExternalCitation · doi-reference
Comprehensive overview of reward engineering and shaping in advancing reinforcement learning applications
10.1109/access.2024.3504735 · ExternalCitation · doi-reference
Reinforcement Learning-Based Control of Voltage-Forming Grid Inverters With Arbitrary Loads
10.1109/jestie.2026.3654784 · ExternalCitation · doi-reference
Deep Reinforcement Learning for Power Converter Control: A Comprehensive Review of Applications and Challenges
10.1109/ojpel.2025.3619673 · ExternalCitation · doi-reference
A review on the applications of reinforcement learning control for power electronic converters
10.1109/tia.2024.3435170 · ExternalCitation · doi-reference
Deep Reinforcement Learning Enabled Inverters: Strengthening RES Integration in Grids With Electric Arc Furnaces
10.1109/tia.2024.3462918 · ExternalCitation · doi-reference
Three-stage inverter-based peak shaving and Volt-VAR control in active distribution networks using online safe deep reinforcement learning
10.1109/tsg.2022.3166192 · ExternalCitation · doi-reference
Deep reinforcement learning for optimizing inverter control with fixed and adaptive gain tuning strategies for power system stability
10.1109/tsg.2025.3604554 · ExternalCitation · doi-reference
10.1109/tste.2024.3376369
10.1109/tste.2024.3376369 · ExternalCitation · doi-reference
Small-signal stability in renewable-dominated grids: A comparative analysis of GFL and GFM storage for clustered PV mitigation
10.3389/fenrg.2025.1691710 · ExternalCitation · doi-reference
Transient stability enhancement of a grid-connected large-scale PV system using fuzzy logic controller
10.3390/electronics10192437 · ExternalCitation · doi-reference
Challenges in smartizing operational management of functionally-smart inverters for distributed energy resources: A review on machine learning aspects
10.3390/en16031330 · ExternalCitation · doi-reference
A novel reinforcement learning algorithm-based control strategy for grid-configured inverters
10.3390/en18030597 · ExternalCitation · doi-reference
Fuzzy Logic-Based LVRT Enhancement in Grid-Connected PV System for Sustainable Smart Grid Operation: A Unified Approach for DC-Link Voltage and Reactive Power Control
10.3390/su18052448 · ExternalCitation · doi-reference
Safe reinforcement learning for grid-forming inverter based frequency regulation with stability guarantee
10.35833/mpce.2023.000882 · ExternalCitation · doi-reference
