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 inChinese journal of aeronautics Vol. 38; no. 1; pp. 103174 - 550
Main Authors SUN, Jing, XU, Guangtong, WANG, Zhu, LONG, Teng, SUN, Jingliang
Format Journal Article
LanguageEnglish
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
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ISSN1000-9361
2588-9230
DOI10.1016/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.
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
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Issue 1
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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Snippet Generating dynamically feasible trajectory for fixed-wing Unmanned Aerial Vehicles (UAVs) in dense obstacle environments remains computationally intractable....
Generating dynamically feasible trajectory for fixed-wing Unmanned Aerial Vehicles(UAVs)in dense obstacle environments remains computationally intractable.This...
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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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