Results 181 to 190 of about 354,343 (344)

AI‐Driven Optimization Techniques for Power Quality Improvement in Microgrids: Trends, Techniques, and Future Directions

open access: yesEnergy Science &Engineering, EarlyView.
Decentralized energy systems are gaining momentum, and microgrids have become a vital component of the modern power landscape. Yet, maintaining power quality within these systems presents ongoing challenges due to the presence of nonlinear loads, variable renewable energy sources, and frequent switching operations.
Mahnoor Zahid   +5 more
wiley   +1 more source

Enhancing Hybrid Microgrid Dynamics Using an Agent‐Based Reinforcement Learning (RL) Framework

open access: yesEnergy Science &Engineering, EarlyView.
Overview of (RL) framework ABSTRACT Hybrid microgrids, integrating renewable, and conventional energy sources are critical for sustainable and resilient power systems. Their dynamic performance is affected by uncertainties in load demand, generation variability, and control strategies.
Sudhakiran Ponnuru   +8 more
wiley   +1 more source

Enhancing MPPT Performance Using Adaptive Population Size and Run Length Distribution Analysis: A Simulation and Experimental Study

open access: yesEnergy Science &Engineering, EarlyView.
Direct duty‐cycle modulation for fast Maximum Power Point tracking under partial shading conditions. Social only Particle Swarm Optimization (PSO) variant with Adaptive swarm size and overlapping condition balances exploration and exploitation. Run‐length distribution (RLD) analysis confirms robustness: 100% success rate across 100 runs.
Saba Javed   +3 more
wiley   +1 more source

Deep Learning‐Based Fault Classification in Extra High Voltage Transmission Lines: A Comparative Study Using Simulated and Real‐Time Sequential Data

open access: yesEnergy Science &Engineering, EarlyView.
This study describes the performance of BiLSTM, GRU, and TCN as deep learning models for the detection and classification of faults in transmission lines through synthetic and real‐time sequential datasets of 500 kV transmission line between Jamshoro and Karachi (NKI), in Sindh, Pakistan.
Nadeem Ahmed Tunio   +5 more
wiley   +1 more source

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