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Indeed, when motion patterns are represented using a finite set of trajectories it would take a very large number of prototypes to model the large variation in the execution of a motion pattern.
Another way to account for the variations in the execution of a motion pattern is to have several prototypes for each class, e.g. a subset of the training samples [[31]].
The main advantages of GPs are their robustness to noise in the observed trajectories (compared to the approaches presented above) and their ability to represent the variations in the execution of a motion pattern in a consistent and probabilistic manner.
The user periodically receives in the phone screen video frames from the robot camera that depict the camera input before and after the execution of a motion command by the robot.
For example, it has been widely known that the motion planning is associated with a decrease in EEG energy in the mu rhythm (8 12 Hz) over sensorimotor cortex, that is, event-related desynchronization (ERD), and after the execution of a motion there will be a rebound in the EEG power around 20 Hz, that is, event-related synchronization (ERS) [ 82].
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This paper presents the performance analysis of a motion planning algorithm to optimize trajectories in terms of clearance, smoothness and execution time in cluttered scenarios.
America's politicians were as enthusiastic about capital punishment then as they are now, however: "A very large majority of Congress were determined on his execution, and a motion was made for a resolution positively ordering the immediate execution".Then, on the day of the vote, completely by chance, Vergennes's letter arrived, forwarded by Washington.
The spine testing facility used in this study was based on a 6° of freedom robotic arm (KUKA/KR125, Kuka Augsburg, Germany) which enabled execution of complex motion patterns.
Specifically, we aim at reactive execution of planned motion.
A nonlinear feedback control based on inverse dynamics is proposed for redundant robots with rigid or flexible joints during the execution of constrained motion tasks.
In addition, movement deviations would more likely be found during execution of the primary motion which from a motor control perspective is more complicated.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com