Title :
Hierarchical task ordering for time reduction on KINARM assessment protocol
Author :
Mostafavi, S.M. ; Dukelow, S.P. ; Scott, S.H. ; Mousavi, Parvin
Author_Institution :
Sch. of Comput., Queen´s Univ., Kingston, ON, Canada
Abstract :
Advances in robotic technologies offer objective, highly reliable tools for assessment of brain function following stroke. KINARM is an exoskeleton device that uses a number of behavioral tasks to objectively quantify sensorimotor, proprioceptive and cognitive brain function. As more tasks are developed to more broadly assess different aspects of behavior using the robot, different strategies are required to reduce the overall assessment time. The present study investigates how non-linear hierarchical ordering theory can be applied to determine the ordering on a set of four tasks on the KINARM exoskeleton robot. Evaluation is based on task discretization, which determines whether an individual passes or fails a certain task on the robot. Results of the study suggest an ordering which determines the results of success or failure on a sensorimotor task for the unaffected arm of stroke survivors based on the assessment results of a ball drop object-hit task with 97% confidence. This can be used to reduce the assessment time by over eight minutes for a subgroup of stroke survivors compared to the current KINARM assessment protocol.
Keywords :
brain; cognition; medical robotics; neurophysiology; KINARM assessment protocol; KINARM exoskeleton robot; ball drop object-hit task; behavioral tasks; cognitive brain function; exoskeleton device; hierarchical task ordering; nonlinear hierarchical ordering theory; proprioceptive brain function; sensorimotor task; stroke survivors; task discretization; time reduction; Educational institutions; Exoskeletons; Presses; Protocols; Robot kinematics; Robot sensing systems; Hierarchical Ordering; KINARM; Stroke Assessment;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2014 36th Annual International Conference of the IEEE
Conference_Location :
Chicago, IL
DOI :
10.1109/EMBC.2014.6944134