Proceedings Article10.1109/icarm54641.2022.9959547
CTFF: An Efficient Strategy for Continuously Targeting Fire Fighting with Quadrotor
09 Jul 2022
TL;DR: In this article , the Gauss pseudo-pectral method is utilized to transform the optimal control problem into a nonlinear constrained quadratic programming problem, and then the control input can be generated analytically.
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Abstract: This paper considers the optimal control problem of continuously targeting for extinguishing a moving fire source with a quadrotor. It aims to enhance computational time-efficiency, and real-time targeting performance compared with generic optimizers onboard, even suffering from severe nonlinearities. To this end, an efficient strategy is proposed for this optimal control problem. First, the Gauss Pseudospectral Method is utilized to transform the optimal control problem into a nonlinear constrained quadratic programming problem. Then, via the Sequential Quadratic Programming (SQP) algorithm, the control input can be generated analytically. To further improve the computational efficiency, the techniques, separation of variables and prior gradient calculation, are applied. Through comparative simulations, it is verified that the proposed method has excellent targeting performance and high computing efficiency. Further analysis demonstrate that the proposed efficient strategy can complete the control plan in approximately 0.5 ms, which is 20 times faster than the generic optimizers.
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References
Fast Model Predictive Control Using Online Optimization
Yang Wang,Stephen Boyd +1 more
TL;DR: A collection of methods for improving the speed of MPC, using online optimization, which can compute the control action on the order of 100 times faster than a method that uses a generic optimizer.
Direct Trajectory Optimization and Costate Estimation via an Orthogonal Collocation Method
TL;DR: In this paper, a pseudospectral method for solving nonlinear optimal control problems is presented, where orthogonal collocation of the dynamics is performed at the Legendre-Gauss points.
Quadrotor Helicopter Trajectory Tracking Control
Gabriel M. Hoffmann,Steven L. Waslander,Claire J. Tomlin +2 more
- 18 Aug 2008
TL;DR: In this paper, a trajectory tracking controller for quadrotor helicopters is developed to decouple the complexity of the planned path with the rate of update of the control input, which can be updated frequently to accurately track the desired path, while the path planning occurs as a separate process on a slower timescale.
A prototype of an autonomous controller for a quadrotor UAV
Ian D. Cowling,Oleg A. Yakimenko,James F. Whidborne,Alastair K. Cooke +3 more
- 02 Jul 2007
TL;DR: In this article, a real-time control algorithm for autonomous collision-free operations of the quadrotor UAV is proposed for search and rescue, surveillance, and remote inspection.
UAV-based forest fire detection and tracking using image processing techniques
Chi Yuan,Zhixiang Liu,Youmin Zhang +2 more
- 09 Jun 2015
TL;DR: Experimental results show that the proposed methodology can effectively extract the fire pixels and track the fire zone.
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