Title :
Experiments in dynamic control of autonomous marine vehicles using acoustic modems
Author :
Gilbertson, Eric ; Reed, Brooks L. ; Leighton, Jon ; Mei Yi Cheung ; Hover, Franz S.
Abstract :
Marine robots are an increasingly attractive means for observing and monitoring in the ocean, but underwater acoustic communication (“acomms”) remains a major challenge, especially for real-time control. Packet loss occurs widely, bit rates are low, and there are significant delays. We consider here strategies for feedback control with acomms links in either the sensor-controller channel, or the controller-actuator channel. On the controller-actuator side we implement sparse packetized predictive control (S-PPC), which simultaneously addresses packet-loss and the data rate limit. For the sensor-controller channel we study a modified information filter (MIF) in a Linear Quadratic Gaussian (LQG) control scheme. Field experiments were carried out with both approaches, regulating crosstrack error in a robotic kayak using acomms. Outcomes with both the S-PPC and MIF LQG confirm that good performance is achievable.
Keywords :
actuators; delays; feedback; linear quadratic Gaussian control; marine control; mobile robots; predictive control; remotely operated vehicles; sensors; underwater acoustic communication; LQG control scheme; MIF; S-PPC; acomms links; acoustic modems; autonomous marine vehicles; controller-actuator channel; crosstrack error regulation; data rate limit; delays; dynamic control; feedback control strategies; linear quadratic Gaussian control scheme; low bit rates; marine robots; modified information filter; packet loss; real-time control; robotic kayak; sensor-controller channel; sparse packetized predictive control; underwater acoustic communication; Acoustics; Delays; Packet loss; Sensors; Trajectory; Vehicles;
Conference_Titel :
Robotics and Automation (ICRA), 2013 IEEE International Conference on
Conference_Location :
Karlsruhe
Print_ISBN :
978-1-4673-5641-1
DOI :
10.1109/ICRA.2013.6631310