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Real-time Motion Planning of Curvature Continuous Trajectories for Urban UAV Operations in Wind | IEEE Conference Publication | IEEE Xplore

Real-time Motion Planning of Curvature Continuous Trajectories for Urban UAV Operations in Wind


Abstract:

A key challenge in enabling autonomous Un-manned Aerial Vehicles (UAVs) to operate in cluttered urban environments is to plan collision-free, smooth, dynamically feasible...Show More

Abstract:

A key challenge in enabling autonomous Un-manned Aerial Vehicles (UAVs) to operate in cluttered urban environments is to plan collision-free, smooth, dynamically feasible trajectories between two locations with the wind in real-time. This paper presents a novel path planning strategy using sampling-based planning that uses a two-point boundary value problem (BVP) to connect states in the presence of wind. Unlike most approaches that use a curvature discontinuous solution, the proposed BVP is formulated as a nonlinear constrained optimization problem with curvature and curvature-rate continuous profile to generate smoother trajectories. To achieve real-time performance, our method uses surrogate solutions from a pre-calculated library while solving the planning problem and then runs a repair routine to generate the final trajectory. To validate the feasibility of the offline-online strategy, simulation results on a 3D model of an actual city block with a realistic wind-field are presented. Results with a trochoid-based BVP solver are also presented for comparison. For the given simulation scenario, we could demonstrate a 93% success rate for the algorithm in finding a valid trajectory.
Date of Conference: 01-04 September 2020
Date Added to IEEE Xplore: 06 October 2020
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Conference Location: Athens, Greece
Robotics Institute, School of Computer Science at the Carnegie Mellon University, Pittsburgh, PA, USA
Robotics Institute, School of Computer Science at the Carnegie Mellon University, Pittsburgh, PA, USA
Robotics Institute, School of Computer Science at the Carnegie Mellon University, Pittsburgh, PA, USA
Robotics Institute, School of Computer Science at the Carnegie Mellon University, Pittsburgh, PA, USA

Robotics Institute, School of Computer Science at the Carnegie Mellon University, Pittsburgh, PA, USA
Robotics Institute, School of Computer Science at the Carnegie Mellon University, Pittsburgh, PA, USA
Robotics Institute, School of Computer Science at the Carnegie Mellon University, Pittsburgh, PA, USA
Robotics Institute, School of Computer Science at the Carnegie Mellon University, Pittsburgh, PA, USA

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