Safe flight corridor constrained sequential convex programming for efficient trajectory generation of fixed-wing UAVs
Generating dynamically feasible trajectory for fixed-wing Unmanned Aerial Vehicles (UAVs) in dense obstacle environments remains computationally intractable. This paper proposes a Safe Flight Corridor constrained Sequential Convex Programming (SFC-SCP) to improve the computation efficiency and relia...
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| Published in | Chinese journal of aeronautics Vol. 38; no. 1; pp. 103174 - 550 |
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| Main Authors | , , , , |
| Format | Journal Article |
| Language | English |
| Published |
Elsevier Ltd
01.01.2025
School of Aerospace Engineering,Beijing Institute of Technology,Beijing 100081,China%Huzhou Institute,Zhejiang University,Huzhou 313000,China%Department of Automation,North China Electric Power University(Baoding),Baoding 071003,China |
| Subjects | |
| Online Access | Get full text |
| ISSN | 1000-9361 2588-9230 |
| DOI | 10.1016/j.cja.2024.08.005 |
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| Abstract | Generating dynamically feasible trajectory for fixed-wing Unmanned Aerial Vehicles (UAVs) in dense obstacle environments remains computationally intractable. This paper proposes a Safe Flight Corridor constrained Sequential Convex Programming (SFC-SCP) to improve the computation efficiency and reliability of trajectory generation. SFC-SCP combines the front-end convex polyhedron SFC construction and back-end SCP-based trajectory optimization. A Sparse A* Search (SAS) driven SFC construction method is designed to efficiently generate polyhedron SFC according to the geometric relation among obstacles and collision-free waypoints. Via transforming the nonconvex obstacle-avoidance constraints to linear inequality constraints, SFC can mitigate infeasibility of trajectory planning and reduce computation complexity. Then, SCP casts the nonlinear trajectory optimization subject to SFC into convex programming subproblems to decrease the problem complexity. In addition, a convex optimizer based on interior point method is customized, where the search direction is calculated via successive elimination to further improve efficiency. Simulation experiments on dense obstacle scenarios show that SFC-SCP can generate dynamically feasible safe trajectory rapidly. Comparative studies with state-of-the-art SCP-based methods demonstrate the efficiency and reliability merits of SFC-SCP. Besides, the customized convex optimizer outperforms off-the-shelf optimizers in terms of computation time. |
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| AbstractList | Generating dynamically feasible trajectory for fixed-wing Unmanned Aerial Vehicles(UAVs)in dense obstacle environments remains computationally intractable.This paper proposes a Safe Flight Corridor constrained Sequential Convex Programming(SFC-SCP)to improve the computation efficiency and reliability of trajectory generation.SFC-SCP combines the front-end convex polyhedron SFC construction and back-end SCP-based trajectory optimization.A Sparse A*Search(SAS)driven SFC construction method is designed to efficiently generate polyhedron SFC according to the geometric relation among obstacles and collision-free waypoints.Via trans-forming the nonconvex obstacle-avoidance constraints to linear inequality constraints,SFC can mitigate infeasibility of trajectory planning and reduce computation complexity.Then,SCP casts the nonlinear trajectory optimization subject to SFC into convex programming subproblems to decrease the problem complexity.In addition,a convex optimizer based on interior point method is customized,where the search direction is calculated via successive elimination to further improve efficiency.Simulation experiments on dense obstacle scenarios show that SFC-SCP can generate dynamically feasible safe trajectory rapidly.Comparative studies with state-of-the-art SCP-based methods demonstrate the efficiency and reliability merits of SFC-SCP.Besides,the customized con-vex optimizer outperforms off-the-shelf optimizers in terms of computation time. Generating dynamically feasible trajectory for fixed-wing Unmanned Aerial Vehicles (UAVs) in dense obstacle environments remains computationally intractable. This paper proposes a Safe Flight Corridor constrained Sequential Convex Programming (SFC-SCP) to improve the computation efficiency and reliability of trajectory generation. SFC-SCP combines the front-end convex polyhedron SFC construction and back-end SCP-based trajectory optimization. A Sparse A* Search (SAS) driven SFC construction method is designed to efficiently generate polyhedron SFC according to the geometric relation among obstacles and collision-free waypoints. Via transforming the nonconvex obstacle-avoidance constraints to linear inequality constraints, SFC can mitigate infeasibility of trajectory planning and reduce computation complexity. Then, SCP casts the nonlinear trajectory optimization subject to SFC into convex programming subproblems to decrease the problem complexity. In addition, a convex optimizer based on interior point method is customized, where the search direction is calculated via successive elimination to further improve efficiency. Simulation experiments on dense obstacle scenarios show that SFC-SCP can generate dynamically feasible safe trajectory rapidly. Comparative studies with state-of-the-art SCP-based methods demonstrate the efficiency and reliability merits of SFC-SCP. Besides, the customized convex optimizer outperforms off-the-shelf optimizers in terms of computation time. |
| ArticleNumber | 103174 |
| Author | WANG, Zhu LONG, Teng SUN, Jingliang XU, Guangtong SUN, Jing |
| AuthorAffiliation | School of Aerospace Engineering,Beijing Institute of Technology,Beijing 100081,China%Huzhou Institute,Zhejiang University,Huzhou 313000,China%Department of Automation,North China Electric Power University(Baoding),Baoding 071003,China |
| AuthorAffiliation_xml | – name: School of Aerospace Engineering,Beijing Institute of Technology,Beijing 100081,China%Huzhou Institute,Zhejiang University,Huzhou 313000,China%Department of Automation,North China Electric Power University(Baoding),Baoding 071003,China |
| Author_xml | – sequence: 1 givenname: Jing surname: SUN fullname: SUN, Jing organization: School of Aerospace Engineering, Beijing Institute of Technology, Beijing 100081, China – sequence: 2 givenname: Guangtong surname: XU fullname: XU, Guangtong email: guangtong_xu@163.com organization: Huzhou Institute, Zhejiang University, Huzhou 313000, China – sequence: 3 givenname: Zhu surname: WANG fullname: WANG, Zhu organization: Department of Automation, North China Electric Power University (Baoding), Baoding 071003, China – sequence: 4 givenname: Teng surname: LONG fullname: LONG, Teng organization: School of Aerospace Engineering, Beijing Institute of Technology, Beijing 100081, China – sequence: 5 givenname: Jingliang surname: SUN fullname: SUN, Jingliang organization: School of Aerospace Engineering, Beijing Institute of Technology, Beijing 100081, China |
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| Cites_doi | 10.1109/TRO.2023.3279903 10.1109/CDC.2007.4434966 10.1109/MCS.2022.3187542 10.2514/1.G000218 10.1177/0278364914558017 10.2514/1.G005711 10.2514/1.G004446 10.1109/LRA.2023.3248377 10.1109/TAES.2016.150741 10.2514/1.G004549 10.2514/1.G004460 10.1177/0278364914558129 10.2514/1.39327 10.2514/1.G005443 10.2514/1.62110 10.1109/IROS47612.2022.9981518 10.2514/1.G001480 10.2514/1.G005825 10.1109/TRO.2020.2993215 10.1007/s10107-002-0349-3 10.1109/59.589693 10.1109/TRO.2019.2926390 10.1109/7.869506 10.1016/j.isatra.2021.11.043 10.2514/6.2016-5683 10.2514/1.G002349 10.1080/10556789908805766 10.1007/s11432-018-9887-5 10.2514/6.2018-3035 10.1109/LRA.2022.3152702 10.1137/1.9780898718577 10.1016/j.cja.2013.02.018 10.1109/ICRA.2019.8794205 10.2514/2.4231 10.1109/TRO.2021.3100142 10.1007/s10107-002-0347-5 10.1007/s10514-019-09863-2 10.2514/1.G004590 |
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| Keywords | Efficient trajectory planning Sequential convex programming Fixed-wing unmanned aerial vehicle Customized convex optimizer Safe flight corridor Sequential convex program-ming |
| Language | English |
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| SubjectTerms | Customized convex optimizer Efficient trajectory planning Fixed-wing unmanned aerial vehicle Safe flight corridor Sequential convex programming |
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| Title | Safe flight corridor constrained sequential convex programming for efficient trajectory generation of fixed-wing UAVs |
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