Birotor Coaxial Model Estimation using Different Influence Function of Cultural Algorithm

This work investigates the estimation of a coaxial birotor UAV’s model parameters by utilizing four influence function of Cultural Algorithm (CA). The CA is regarded as a strong algorithm that can adapt to a variety of problems. In this case, we are utilizing Situational and Normative knowledge sour...

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Main Authors: Azegmout Mohamed, Mjahed Mostafa, El Kari Abdeljalil, Ayad Hassan
Format: Article
Language:English
Published: EDP Sciences 2024-01-01
Series:ITM Web of Conferences
Online Access:https://www.itm-conferences.org/articles/itmconf/pdf/2024/12/itmconf_maih2024_01012.pdf
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author Azegmout Mohamed
Mjahed Mostafa
El Kari Abdeljalil
Ayad Hassan
author_facet Azegmout Mohamed
Mjahed Mostafa
El Kari Abdeljalil
Ayad Hassan
author_sort Azegmout Mohamed
collection DOAJ
description This work investigates the estimation of a coaxial birotor UAV’s model parameters by utilizing four influence function of Cultural Algorithm (CA). The CA is regarded as a strong algorithm that can adapt to a variety of problems. In this case, we are utilizing Situational and Normative knowledge sources, evaluating the efficacy of the proposed techniques is believed to depend on applying these tactics to uncover the coaxial birotor’s autonomous complicated and nonlinear dynamics. The coaxial birotor model’s parameters are retrieved using intelligent CA-(NS), CA-(SD), CA-(SD+NS), and CA-(ND+NS) techniques after the birotor dynamic modeling is defined using the Newton-Euler formalism. Ultimately, simulation results demonstrate the superior efficiency of CA-(SD+NS) in birotor identification parameter optimization.
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institution Kabale University
issn 2271-2097
language English
publishDate 2024-01-01
publisher EDP Sciences
record_format Article
series ITM Web of Conferences
spelling doaj-art-6d75d96ff295453987674834bcc826132025-01-08T10:58:54ZengEDP SciencesITM Web of Conferences2271-20972024-01-01690101210.1051/itmconf/20246901012itmconf_maih2024_01012Birotor Coaxial Model Estimation using Different Influence Function of Cultural AlgorithmAzegmout Mohamed0Mjahed Mostafa1El Kari Abdeljalil2Ayad Hassan3Laboratory of Electrical Systems, Energy Efficiency And Telecommunications (LSEEET), Faculty of Science and Technology, Cadi Ayyad UniversityDepartement of Mathematics and Systems Royal School of AeronauticsLaboratory of Electrical Systems, Energy Efficiency And Telecommunications (LSEEET), Faculty of Science and Technology, Cadi Ayyad UniversityLaboratory of Electrical Systems, Energy Efficiency And Telecommunications (LSEEET), Faculty of Science and Technology, Cadi Ayyad UniversityThis work investigates the estimation of a coaxial birotor UAV’s model parameters by utilizing four influence function of Cultural Algorithm (CA). The CA is regarded as a strong algorithm that can adapt to a variety of problems. In this case, we are utilizing Situational and Normative knowledge sources, evaluating the efficacy of the proposed techniques is believed to depend on applying these tactics to uncover the coaxial birotor’s autonomous complicated and nonlinear dynamics. The coaxial birotor model’s parameters are retrieved using intelligent CA-(NS), CA-(SD), CA-(SD+NS), and CA-(ND+NS) techniques after the birotor dynamic modeling is defined using the Newton-Euler formalism. Ultimately, simulation results demonstrate the superior efficiency of CA-(SD+NS) in birotor identification parameter optimization.https://www.itm-conferences.org/articles/itmconf/pdf/2024/12/itmconf_maih2024_01012.pdf
spellingShingle Azegmout Mohamed
Mjahed Mostafa
El Kari Abdeljalil
Ayad Hassan
Birotor Coaxial Model Estimation using Different Influence Function of Cultural Algorithm
ITM Web of Conferences
title Birotor Coaxial Model Estimation using Different Influence Function of Cultural Algorithm
title_full Birotor Coaxial Model Estimation using Different Influence Function of Cultural Algorithm
title_fullStr Birotor Coaxial Model Estimation using Different Influence Function of Cultural Algorithm
title_full_unstemmed Birotor Coaxial Model Estimation using Different Influence Function of Cultural Algorithm
title_short Birotor Coaxial Model Estimation using Different Influence Function of Cultural Algorithm
title_sort birotor coaxial model estimation using different influence function of cultural algorithm
url https://www.itm-conferences.org/articles/itmconf/pdf/2024/12/itmconf_maih2024_01012.pdf
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AT mjahedmostafa birotorcoaxialmodelestimationusingdifferentinfluencefunctionofculturalalgorithm
AT elkariabdeljalil birotorcoaxialmodelestimationusingdifferentinfluencefunctionofculturalalgorithm
AT ayadhassan birotorcoaxialmodelestimationusingdifferentinfluencefunctionofculturalalgorithm