Evidence map›Paper›PMID 41184434›Full record

ArticleScientific reports2025

Comprehensive control strategy for standalone photovoltaic systems with integrated optimum power harvesting and voltage regulation through microcontroller in the loop experimentation.

Abdulaziz Almalaq, Ambe Harrison, Ibrahim Alsaleh, Abdullah Alassaf, Mashari Alangari

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Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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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

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4 · The record

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5 · Who and what money

Authors and funding

5 authors.

Abdulaziz AlmalaqDepartment of Electrical Engineering, University of Hail, 55211, Hail, Hail, Saudi Arabia.
Ambe HarrisonDepartment of Biosciences, Saveetha School of Engineering, Saveetha Institute of Medical and Technical Sciences, 602 105, Chennai, India. ambe.harrison@ubuea.cm.
Ibrahim AlsalehDepartment of Electrical Engineering, University of Hail, 55211, Hail, Hail, Saudi Arabia.
Abdullah AlassafDepartment of Electrical Engineering, University of Hail, 55211, Hail, Hail, Saudi Arabia.
Mashari AlangariDepartment of Electrical Engineering, University of Hail, 55211, Hail, Hail, Saudi Arabia.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This paper introduces a dual-objective control framework for standalone photovoltaic (PV) systems that uniquely integrates maximum power point tracking (MPPT) with precise DC load voltage regulation. Unlike existing approaches that concentrate almost exclusively on power optimization, the proposed system simultaneously ensures both efficient energy harvesting and robust output voltage stability under fluctuating climatic and load conditions. The novelty lies in the design of a reference voltage estimator (RVE)-a sensorless MPPT mechanism that fuses explicit irradiance estimation with a radial basis function neural network-combined with two Lyapunov-based nonlinear controllers supervising a two-stage Boost-Buck converter architecture. This coordinated design enables accurate real-time MPP prediction, finite-time load-side voltage stabilization, and decoupled handling of PV-side and load-side dynamics. The system is implemented through microcontroller-in-the-loop experimentation and validated under diverse and extreme disturbances. Results demonstrate exceptionally low mean absolute errors (0.1253 V for MPPT and 0.0793 V for load regulation) with rapid recovery times (< 3 ms), confirming superior efficiency, reliability, and resilience. This work bridges a critical research gap by experimentally proving that stable voltage regulation can be unified with optimal power harvesting in a single architecture, offering a deployable solution for standalone PV systems in real-world conditions.

Indexed as

DC loadMaximum power point tracking (MPPT)Microcontroller-in-the-loop experimentationNonlinear controlPhotovoltaic (PV) systemsPower systemsRadial basis function approximationReference voltage estimator (RVE)Renewable and green energy technologies

Identifiers

PMID41184434
PMCPMC12583634

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.