Title :
Online modulation of the level of assistance in shared control systems
Author :
Carlson, Tom ; Leeb, Robert ; Chavarriaga, Ricardo ; Del R Millan, Jose
Author_Institution :
Non-invasive Brain-Machine Interface (CNBI), Ecole Polytech. Fed. de Lausanne (EPFL), Lausanne, Switzerland
Abstract :
In this paper we propose a method to modulate the level of assistance provided by a shared controller, not only given the environmental context, but also according to the context of the user´s current behaviour. We show that the enhanced situational context can be adequately captured by using online performance metrics (such as those more usually found in the evaluation of shared control systems). The resultant controller not only allows the user to perform better in the primary task (like many shared control systems), but has also has increased the level of user acceptance, due to the personalised dynamics of the control policy.
Keywords :
human-robot interaction; mobile robots; performance index; telerobotics; control policy; environmental context; mobile robot; online assistance level modulation; online performance metrics; personalised dynamics; shared control systems; situational context; user acceptance; user current behaviour; user-centric approach; Collision avoidance; Measurement; Modulation; Rats; Robot kinematics; Robot sensing systems; Human Factors; Human Robot Interaction; Shared Control;
Conference_Titel :
Systems, Man, and Cybernetics (SMC), 2012 IEEE International Conference on
Conference_Location :
Seoul
Print_ISBN :
978-1-4673-1713-9
Electronic_ISBN :
978-1-4673-1712-2
DOI :
10.1109/ICSMC.2012.6378307