Evidence map›Paper›PMID 41249381›Full record

ArticleScientific reports2025

Six degree of freedom quadcopter stabilization using self adaptive bonobo Pareto multi objective FLC with processor in the loop validation.

Aissa Benhammou, Mohamed Amine Hartani, Fatma A Hashim, Walaa Alayed

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. Not yet cited in PubMed.

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

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Aissa BenhammouSmart Grids & Renewable Energies Laboratory SGRE-L, Tahri Mohamed University, Bechar, Algeria. Benhammou.aissa@univ-bechar.dz.
Mohamed Amine HartaniSmart Grids & Renewable Energies Laboratory SGRE-L, Tahri Mohamed University, Bechar, Algeria.
Fatma A HashimFaculty of Engineering, Helwan University, Helwan, Egypt.
Walaa AlayedDepartment of Information Technology, College of Computer and Information Sciences, Princess Nourah Bint Abdulrahman University, P.O. Box 84428, 11671, Riyadh, Saudi Arabia.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This paper introduces a comprehensive and modular control strategy for a quadcopter employing six decoupled fuzzy logic controllers, each dedicated to controlling one degree of freedom: roll, pitch, yaw, altitude, and horizontal positions (x, y). The key novelty of this work lies in the integration of a novel multi-objective Self-Adaptive Bonobo optimizer to optimize eighteen controller gains simultaneously, leveraging Pareto-front principles for the first time in this context to effectively balance tracking accuracy with control effort. The proposed controllers robustly handle the nonlinear and coupled dynamics of the quadcopter while maintaining resilience against disturbances and model uncertainties. The obtained results validate the efficacy of this approach, demonstrating significant improvements, including up to a 51% reduction in root mean square error and 76% reduction in mean absolute error in lateral motion over baseline configurations, without compromising altitude stability and with enhanced response times compared to random gains selection. Furthermore, the control scheme is validated via real-time implementation on a dSPACE 1202 Processor-in-the-Loop platform under aggressive trajectory conditions. Finally, a novel conceptual framework is proposed for deploying these optimized fuzzy controllers directly on embedded flight hardware under aggressive trajectories, creating efficient autonomous onboard control and representing a practical step towards real-world Unmanned Aerial Vehicles applications.

Indexed as

Aggressive trajectoriesFuzzy logic controllerMulti-objective bonobo optimizerPareto frontQuadcopterStability

Identifiers

PMID41249381
PMCPMC12623842

What OpenQuestion holds

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LicenceCC BY-NC-ND
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Registered trials

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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.