Coordinated sea rescue system based on unmanned air vehicles and surface vessels

被引:0
作者
Fernandez Ramirez, Francisco [1 ]
Sanchez Benitez, David [1 ]
Besada Portas, Eva [1 ]
Lopez Orozco, Jose A. [1 ]
机构
[1] Univ Complutense Madrid, Dpto Arquitectura Comp & Automat, Madrid, Spain
来源
2011 IEEE - OCEANS SPAIN | 2011年
关键词
Shipwreck; Artificial Neural Network; Particle Filters Unmanned Vehicles; Search and rescue;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper presents a sea rescue system based on a coordinated team of a sensing/monitoring Unmanned Aerial Vehicle (UAV) and a rescuing Unmanned Surface Vessel (USV) that exploits the measurements provided by the UAV to estimate the castaways position. The system models the castaway location evolution using an Artificial Neural Network (ANN) that is trained before the rescue starts using a map of the sea wind and currents. The UAV predicts the position of the castaways with the prediction ANN and searches the castaways using a controller implemented with another ANN trained with searching behaviors. The USV, with a bigger computational power, incorporates a Particle Filter (PF) to estimate the castaway location. This PF uses the prediction ANN to predict the position of the particles and the measurements of the UAV and USV to update their weights. Finally, the paper presents some simulated experiments that show the whole system performance under different situations.
引用
收藏
页数:10
相关论文
共 14 条
[1]  
Alvarez Fanjul E., 2005, REV PUERTOS ESTADO, P57
[2]  
Besada-Portas E., 2010, P ECML 2010
[3]  
Besada-Portas E., 2009, P ECML 2009
[4]   Evolutionary Trajectory Planner for Multiple UAVs in Realistic Scenarios [J].
Besada-Portas, Eva ;
de la Torre, Luis ;
de la Cruz, Jesus M. ;
de Andres-Toro, Bonifacio .
IEEE TRANSACTIONS ON ROBOTICS, 2010, 26 (04) :619-634
[5]  
Doucet A, 2001, STAT ENG IN, P3
[6]  
Fossen T.I., 1994, GUIDANCE CONTROL OCE, P173
[7]  
Haykin S., 1999, Neural Networks: A Comprehensive Foundation, DOI DOI 10.1017/S0269888998214044
[8]  
Howden D., 2008, Proceedings of the 10th annual conference on Genetic and evolutionary computation, P41
[9]  
Kamrani Farzad, 2009, UAV PATH PLANNING SE
[10]  
Lahoz M.G., 2005, Journal of Atmospheric Ocean Science, V10, P389, DOI [10.1080/17417530601127522, DOI 10.1080/17417530601127522]