DocumentCode :
260010
Title :
Human sit-to-stand transfer modeling for optimal control of assistive robots
Author :
Geravand, Milad ; Korondi, Peter Zeno ; Peer, Angelika
Author_Institution :
Inst. of Autom. Control Eng., Tech. Univ. Munchen, Munich, Germany
fYear :
2014
fDate :
12-15 Aug. 2014
Firstpage :
670
Lastpage :
676
Abstract :
Sit-to-stand (STS) transfers are a common human task which involves very complex sensorimotor processes to control the highly nonlinear musculoskeletal system. In this paper, typical unassisted and assisted human STS transfers are formulated as optimal feedback control problem that finds a compromise between task end-point accuracy, human balance, jerk, effort, and torque change and takes further human biomechanical control constraints into account. Differential dynamic programming is employed, which allows taking the full, nonlinear human dynamics into consideration. The biomechanical dynamics of the human is modeled by a six link rigid body including leg, trunk and arm segments. Accuracy of the proposed modelling approach is evaluated for different human healthy subjects by comparing simulations and experimentally collected data. Acceptable model accuracy is achieved with a generic set of constant weights that prioritize the different criteria. The proposed STS model is finally used to determine optimal assistive strategies to be performed by a robotic mobility assistant suitable for either a person with specific body segment weakness or a more general weakness.
Keywords :
assisted living; feedback; gait analysis; handicapped aids; human-robot interaction; medical robotics; mobile robots; nonlinear dynamical systems; optimal control; robot dynamics; service robots; torque control; assisted human STS transfer; assistive robots; differential dynamic programming; effort; human balance; human biomechanical control constraints; human biomechanical dynamics; human sit-to-stand transfer modeling; jerk; nonlinear human dynamics; nonlinear musculoskeletal system; optimal feedback control problem; rigid body; robotic mobility assistant; task end-point accuracy; torque change; unassisted human STS transfer; very complex sensorimotor processes; Biological system modeling; Biomechanics; Cost function; Data models; Joints; Torque; Trajectory;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Biomedical Robotics and Biomechatronics (2014 5th IEEE RAS & EMBS International Conference on
Conference_Location :
Sao Paulo
ISSN :
2155-1774
Print_ISBN :
978-1-4799-3126-2
Type :
conf
DOI :
10.1109/BIOROB.2014.6913855
Filename :
6913855
Link To Document :
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