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Article: Coordinate Descent Optimization for Winged-UAV Design

TitleCoordinate Descent Optimization for Winged-UAV Design
Authors
KeywordsCoordinate descent method
Optimization based design
UAV
Issue Date2019
PublisherSpringer Verlag Dordrecht. The Journal's web site is located at http://springerlink.metapress.com/openurl.asp?genre=journal&issn=0921-0296
Citation
Journal of Intelligent and Robotic Systems, 2019, v. 97 n. 1, p. 109-124 How to Cite?
AbstractIn this paper, a powerful optimization framework is proposed to design highly efficient winged unmanned aerial vehicle (UAV) that is powered by electric motors. In the proposed approach, the design of key UAV parameters including both aerodynamic configurations, (e.g. wing span, sweep angle, chord, taper ratio, cruise speed and angle of attack) and the propulsion systems (e.g. propeller, motor and battery) are cast into an unified optimization problem, where the optimization objective is the design goal (e.g. flight range, endurance). Moreover, practical constraints are naturally incorporated into the design procedures as constraints of the optimization problem. These constraints may arise from the preliminary UAV shape and layout determined by industrial design, weight constraints, etc. The backend of the optimization based UAV design framework are highly accurate aerodynamic models and propulsion system models proposed in this paper and verified by actual experiment data. The optimization framework is inherently non-convex and involves both continuous variables (e.g. the aerodynamic configuration parameters) and discrete variables (e.g. propulsion system combinations). To solve this problem, a novel coordinate descent method is proposed. Trial designs show that the proposed method works rather efficiently, converging in a few iterations. And the returned solution is rather stable with different initial conditions. Finally, the entire approach is applied to design a quadrotor tail-sitter VTOL UAV. The designed UAV is validated by both CFD simulations and intensive real-world flight tests.
Persistent Identifierhttp://hdl.handle.net/10722/270086
ISSN
2021 Impact Factor: 3.129
2020 SCImago Journal Rankings: 0.631
ISI Accession Number ID

 

DC FieldValueLanguage
dc.contributor.authorGu, H-
dc.contributor.authorLyu, X-
dc.contributor.authorLi, Z-
dc.contributor.authorZhang, F-
dc.date.accessioned2019-05-20T05:09:15Z-
dc.date.available2019-05-20T05:09:15Z-
dc.date.issued2019-
dc.identifier.citationJournal of Intelligent and Robotic Systems, 2019, v. 97 n. 1, p. 109-124-
dc.identifier.issn0921-0296-
dc.identifier.urihttp://hdl.handle.net/10722/270086-
dc.description.abstractIn this paper, a powerful optimization framework is proposed to design highly efficient winged unmanned aerial vehicle (UAV) that is powered by electric motors. In the proposed approach, the design of key UAV parameters including both aerodynamic configurations, (e.g. wing span, sweep angle, chord, taper ratio, cruise speed and angle of attack) and the propulsion systems (e.g. propeller, motor and battery) are cast into an unified optimization problem, where the optimization objective is the design goal (e.g. flight range, endurance). Moreover, practical constraints are naturally incorporated into the design procedures as constraints of the optimization problem. These constraints may arise from the preliminary UAV shape and layout determined by industrial design, weight constraints, etc. The backend of the optimization based UAV design framework are highly accurate aerodynamic models and propulsion system models proposed in this paper and verified by actual experiment data. The optimization framework is inherently non-convex and involves both continuous variables (e.g. the aerodynamic configuration parameters) and discrete variables (e.g. propulsion system combinations). To solve this problem, a novel coordinate descent method is proposed. Trial designs show that the proposed method works rather efficiently, converging in a few iterations. And the returned solution is rather stable with different initial conditions. Finally, the entire approach is applied to design a quadrotor tail-sitter VTOL UAV. The designed UAV is validated by both CFD simulations and intensive real-world flight tests.-
dc.languageeng-
dc.publisherSpringer Verlag Dordrecht. The Journal's web site is located at http://springerlink.metapress.com/openurl.asp?genre=journal&issn=0921-0296-
dc.relation.ispartofJournal of Intelligent and Robotic Systems-
dc.rightsThis is a post-peer-review, pre-copyedit version of an article published in Journal of Intelligent and Robotic Systems. The final authenticated version is available online at: http://dx.doi.org/10.1007/s10846-019-01020-2-
dc.subjectCoordinate descent method-
dc.subjectOptimization based design-
dc.subjectUAV-
dc.titleCoordinate Descent Optimization for Winged-UAV Design-
dc.typeArticle-
dc.identifier.emailZhang, F: fuzhang@hku.hk-
dc.identifier.authorityZhang, F=rp02460-
dc.description.naturepostprint-
dc.identifier.doi10.1007/s10846-019-01020-2-
dc.identifier.scopuseid_2-s2.0-85064846886-
dc.identifier.hkuros297718-
dc.identifier.volume97-
dc.identifier.issue1-
dc.identifier.spage109-
dc.identifier.epage124-
dc.identifier.isiWOS:000512052700009-
dc.publisher.placeNetherlands-
dc.identifier.issnl0921-0296-

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