Evidence map›Paper›PMID 41125637›Full record

ArticleScientific reports2025

Robust load frequency control in renewable integrated Multi Area grids using hybrid SA and QIO tuned PIDF controller.

Waqar Younis, Muhammad Zubair Yameen, Abdul Khalique Junejo, Mohammad A Abido, Muhammad Khalid

Abstract read
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

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0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

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3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

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5 · Who and what money

Authors and funding

5 authors.

Waqar YounisSchool of Electrical Engineering, Yanshan University, Qinhuangdao, 066004, Hebei, China.
Muhammad Zubair YameenSchool of Electrical Engineering, Yanshan University, Qinhuangdao, 066004, Hebei, China.
Abdul Khalique JunejoElectrical Engineering Department, King Fahd University of Petroleum & Minerals (KFUPM), Dhahran, 31261, Saudi Arabia. abdulkhalique.junejo@kfupm.edu.sa.
Mohammad A AbidoElectrical Engineering Department, King Fahd University of Petroleum & Minerals (KFUPM), Dhahran, 31261, Saudi Arabia.
Muhammad KhalidElectrical Engineering Department, King Fahd University of Petroleum & Minerals (KFUPM), Dhahran, 31261, Saudi Arabia.

Funding

This study is supported via funding from King Fahd University of Petroleum and Minerals University, Dhahran 31261, Saudi Arabia, funding project number INSE2514. project number INSE2514
6 · The paper itself

Abstract

Frequency stability in renewable-integrated power systems faces critical challenges from load fluctuations, solar/wind intermittency, and nonlinear dynamics. Conventional Proportional-Integral-Derivative (PID) controllers exhibit poor disturbance rejection during concurrent solar irradiance drops and load steps, while optimization algorithms like Genetic Algorithm (GA), Particle Swarm Optimization (PSO), Artificial Neural Network (ANN), and Support Vector Machine (SVM) controllers suffer from premature convergence or computational inefficiency. To address this, we propose a hybrid Simulated Annealing-Quadratic Interpolation Optimizer (hsa-QIO)-tuned filtered PID (PID-F) controller for robust load frequency control in two-area grids with wind, photovoltaic (PV), and thermal generation. The hsa-QIO synergizes global exploration (quadratic interpolation) and probabilistic refinement (simulated annealing), overcoming solution space stagnation. Validated through MATLAB/Simulink simulations under dynamic solar irradiance fluctuations and random load perturbations (0.1-0.4 pu), our approach achieves: 55.7% reduction in Integral Time-weighted Absolute Error (ITAE) versus QIO; 25% lower overshoot (0.9% vs. ANN-PID's 1.2%) and 50% faster settling (0.1 s vs. GA-PID's 0.2 s) in Area 1; superior tie-line regulation (0.3% overshoot/0.4% undershoot vs. SVM's 0.5% and PSO-PID's 0.8%); and statistical robustness with 98.8% lower ITAE deviation (σ = 0.010578) across 30 runs. This computationally efficient solution enables stringent frequency stability (± 0.2 Hz) in high-renewable penetration grids.

Indexed as

ITAE minimizationLoad frequency ControlMulti-area power grid stabilityPIDF controller tuningQuadratic Interpolation optimizerRenewable integrated power systemsSimulated annealing algorithmSmart grid frequency regulation

Identifiers

PMID41125637
PMCPMC12546905

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