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Erroneous human arm motion leads to inaccuracy in tool positioning which often affects the quality of many precision manipulation tasks.
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Figure 1 Spectrograms of three human arm motions for the first 10 sec of the recorded signal: (a) no-arm swing, (b) one-arm swing and (c) two-arm swing.
The role of the second stage is to learn the intrinsic features characterizing the different classes of arm motion during human walk.
A robot manipulator with a morphology which is very different from the human arm simply cannot copy a human motion, but has to execute its own version of the skill.
The various strategies adopted by humans are modelled by building a mapping from the state variables to actions, which are the motion of the human arm.
By analyzing high-speed video of both the professional roper and the robo-cowboy (essentially a couple of motorized, rotating joints that mimic the motion of a human arm and wrist) performing the flat loop, the scientists isolated the specific forces that govern the lasso's movement and wrote the first equations that accurately describe the behavior of the rope during the trick.
In contrast, the same two joints in Deinonychus allow up to 88 and 130 degrees of motion, respectively, while a human arm can rotate 360 degrees at the shoulder and move through 165 degrees at the elbow.
Altogether, it reproduces seven of the 20 to 30 types of motion possible with a human arm.
The main purpose of this project was to accurately mimic the full range of motion of a normal human arm and hand.
If you were rigging a human arm for example, you can define the range of motion that is possible for an arm, a wrist or a finger, but you'd also need to think about what would happen with the skin and muscles around the arm as you move it.
A human arm.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com