Robust optimal fractional-order interval-type-2 fuzzy integration with nonlinear PI controller of fixed-wing aerial robot.
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| Title: | Robust optimal fractional-order interval-type-2 fuzzy integration with nonlinear PI controller of fixed-wing aerial robot. |
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| Authors: | Yang, Yuecai1 (AUTHOR) Teach_yang@163.com |
| Source: | Mechanics Based Design of Structures & Machines. 2025, Vol. 53 Issue 7, p5037-5059. 23p. |
| Subjects: | Optimization algorithms, Fuzzy integrals, Membership functions (Fuzzy logic), Fuzzy systems, Robust control, Adaptive fuzzy control |
| Abstract: | This study presents a novel approach to achieve robust and optimal control of fixed-wing aerial robots. It combines fractional-order (FO) fuzzy interval-type-2 (IT2) integration with nonlinear Proportional-Integral (PI) control. The adaptive nature of the PI controller gains ensures a more effective control strategy. To enhance the performance of the fixed-wing robot, the Bat optimization algorithm is employed to effectively fine-tune both the controller parameters and membership function parameters of the fuzzy system. The fuzzy system implemented in this research incorporates Gaussian membership functions (MFs) and adopts the Mamdani min-max method for inference, with the centroid method employed for defuzzification. To evaluate the efficacy of the proposed controllers, a series of numerical simulations are conducted. These simulations involve subjecting the aircraft system to various disturbance conditions. By comparing the performance of the proposed controllers with that of classical Proportional-Integral-Derivative (PID) controllers demonstrates the effectiveness of the novel approach. [ABSTRACT FROM AUTHOR] |
| Copyright of Mechanics Based Design of Structures & Machines is the property of Taylor & Francis Ltd and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.) | |
| Database: | Engineering Source |
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| Header | DbId: egs DbLabel: Engineering Source An: 186208884 AccessLevel: 6 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Robust optimal fractional-order interval-type-2 fuzzy integration with nonlinear PI controller of fixed-wing aerial robot. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AR" term="%22Yang%2C+Yuecai%22">Yang, Yuecai</searchLink><relatesTo>1</relatesTo> (AUTHOR)<i> Teach_yang@163.com</i> – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22Mechanics+Based+Design+of+Structures+%26+Machines%22">Mechanics Based Design of Structures & Machines</searchLink>. 2025, Vol. 53 Issue 7, p5037-5059. 23p. – Name: Subject Label: Subjects Group: Su Data: <searchLink fieldCode="DE" term="%22Optimization+algorithms%22">Optimization algorithms</searchLink><br /><searchLink fieldCode="DE" term="%22Fuzzy+integrals%22">Fuzzy integrals</searchLink><br /><searchLink fieldCode="DE" term="%22Membership+functions+%28Fuzzy+logic%29%22">Membership functions (Fuzzy logic)</searchLink><br /><searchLink fieldCode="DE" term="%22Fuzzy+systems%22">Fuzzy systems</searchLink><br /><searchLink fieldCode="DE" term="%22Robust+control%22">Robust control</searchLink><br /><searchLink fieldCode="DE" term="%22Adaptive+fuzzy+control%22">Adaptive fuzzy control</searchLink> – Name: Abstract Label: Abstract Group: Ab Data: This study presents a novel approach to achieve robust and optimal control of fixed-wing aerial robots. It combines fractional-order (FO) fuzzy interval-type-2 (IT2) integration with nonlinear Proportional-Integral (PI) control. The adaptive nature of the PI controller gains ensures a more effective control strategy. To enhance the performance of the fixed-wing robot, the Bat optimization algorithm is employed to effectively fine-tune both the controller parameters and membership function parameters of the fuzzy system. The fuzzy system implemented in this research incorporates Gaussian membership functions (MFs) and adopts the Mamdani min-max method for inference, with the centroid method employed for defuzzification. To evaluate the efficacy of the proposed controllers, a series of numerical simulations are conducted. These simulations involve subjecting the aircraft system to various disturbance conditions. By comparing the performance of the proposed controllers with that of classical Proportional-Integral-Derivative (PID) controllers demonstrates the effectiveness of the novel approach. [ABSTRACT FROM AUTHOR] – Name: AbstractSuppliedCopyright Label: Group: Ab Data: <i>Copyright of Mechanics Based Design of Structures & Machines is the property of Taylor & Francis Ltd and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract.</i> (Copyright applies to all Abstracts.) |
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| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1080/15397734.2025.2458716 Languages: – Code: eng Text: English PhysicalDescription: Pagination: PageCount: 23 StartPage: 5037 Subjects: – SubjectFull: Optimization algorithms Type: general – SubjectFull: Fuzzy integrals Type: general – SubjectFull: Membership functions (Fuzzy logic) Type: general – SubjectFull: Fuzzy systems Type: general – SubjectFull: Robust control Type: general – SubjectFull: Adaptive fuzzy control Type: general Titles: – TitleFull: Robust optimal fractional-order interval-type-2 fuzzy integration with nonlinear PI controller of fixed-wing aerial robot. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Yang, Yuecai IsPartOfRelationships: – BibEntity: Dates: – D: 01 M: 07 Text: 2025 Type: published Y: 2025 Identifiers: – Type: issn-print Value: 15397734 Numbering: – Type: volume Value: 53 – Type: issue Value: 7 Titles: – TitleFull: Mechanics Based Design of Structures & Machines Type: main |
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