Title :
Coordinated sea rescue system based on unmanned air vehicles and surface vessels
Author :
Ramírez, Francisco Fernández ; Benitez, David Sánchez ; Portas, Eva Besada ; Orozco, José A López
Author_Institution :
Dipt. Arquitectura de Comput. y Autom., Univ. Complutense de Madrid, Madrid, Spain
Abstract :
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.
Keywords :
aerospace robotics; aircraft; boats; control engineering computing; emergency services; learning (artificial intelligence); mobile robots; particle filtering (numerical methods); remotely operated vehicles; ANN training; artificial neural network; castaways position; computational power; coordinated sea rescue system; particle filter; sea wind; unmanned aerial vehicle; unmanned surface vessel; Artificial neural networks; Mathematical model; Predictive models; Sea measurements; Sensors; Vehicles; Visual system; Artificial Neural Network; Particle Filters Unmanned Vehicles; Search and rescue; Shipwreck;
Conference_Titel :
OCEANS, 2011 IEEE - Spain
Conference_Location :
Santander
Print_ISBN :
978-1-4577-0086-6
DOI :
10.1109/Oceans-Spain.2011.6003509