Title :
Autonomous eFAST ultrasound scanning by a robotic manipulator using learning from demonstrations
Author :
Mylonas, George P. ; Giataganas, Petros ; Chaudery, Muzzafer ; Vitiello, Valentina ; Darzi, Ara ; Guang-Zhong Yang
Author_Institution :
Hamlyn Centre for Robotic Surg., Imperial Coll. London, London, UK
Abstract :
We propose a learning-based controller to enable autonomous execution of the eFAST scanning by a lightweight robotic manipulator according to expert demonstrations. The benefits of this approach are two-fold. Firstly, the automatically acquired USS images can be sent to the expert radiologist from a remote location without the need for complex robotic tele-operation. Secondly, the application of learning by demonstration alleviates the complexity of robotic programming and allows extracting operator-specific knowledge in situ in a natural and intuitive way. The provision of incorporating force information can further improve the versatility of the system, allowing easy adaptation to different dynamic environments.
Keywords :
biomedical ultrasonics; knowledge acquisition; learning (artificial intelligence); manipulators; medical robotics; USS image acquisition; autonomous eFAST ultrasound scanning; extended focused assessment with sonography in trauma; force information; learning-based controller; learning-from-demonstrations; lightweight robotic manipulator; operator-specific knowledge extraction; robotic programming; robotic teleoperation; Force; Phantoms; Probes; Robot sensing systems; Trajectory; Ultrasonic imaging;
Conference_Titel :
Intelligent Robots and Systems (IROS), 2013 IEEE/RSJ International Conference on
Conference_Location :
Tokyo
DOI :
10.1109/IROS.2013.6696818