Title :
Composite force sensing foot utilizing volumetric displacement of a hyperelastic polymer
Author :
Chuah, Meng Yee ; Estrada, Matthew ; Kim, Sangbae
Author_Institution :
Massachusetts Inst. of Technol., Cambridge, MA, USA
Abstract :
This paper illustrates the fabrication and characterization of a footpad based on an original principle of volumetric displacement sensing. It is intended for use in detecting ground contact forces in a running quadrupedal robot. The footpad is manufactured as a monolithic, composite structure composed of multi-graded polymers which are reinforced by glass fiber to increase durability and traction. The volumetric displacement sensing principle utilizes a hyperelastic gel-like pad with embedded magnets that are tracked with Hall-effect sensors. Normal and shear forces can be detected as contact with the ground which causes the gel-like pad to deform into rigid wells. This is all done without the need to expose the sensor. A one-time training process using an artificial neural network was used to relate the normal and shear forces with the volumetric displacement sensor output. The sensor was shown to predict normal forces in the Z-axis up to 80N with a root mean squared error of 6.04% as well as the onset of shear in the X and Y-axis. This demonstrates a proof-of-concept for a more robust footpad sensor suitable for use in all outdoor conditions.
Keywords :
Hall effect; force sensors; legged locomotion; magnets; mean square error methods; neurocontrollers; polymers; robust control; Hall-effect sensors; Z-axis; artificial neural network; composite force sensing foot; embedded magnets; glass fiber; ground contact forces; hyperelastic gel-like pad; multigraded polymers; one-time training process; robust footpad sensor; root mean squared error; running quadrupedal robot; shear forces; volumetric displacement sensing; volumetric hyperelastic polymer displacement; Foot; Force; Magnetic sensors; Robot sensing systems; Rubber;
Conference_Titel :
Intelligent Robots and Systems (IROS), 2012 IEEE/RSJ International Conference on
Conference_Location :
Vilamoura
Print_ISBN :
978-1-4673-1737-5
DOI :
10.1109/IROS.2012.6386239