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Design of grip strength measuring system using FSR and flex sensors using SVM algorithm

Biju, Soly MathewSheikh, Hashir ZahidMalek, Mohamed FareqOroumchian, FarhadBell, Alison
IAES International Journal of Artificial Intelligence (IJ-AI) (Sinta 1)Vol. 0 No. 01 September 2021
DOI10.11591/ijai.v10.i3.pp676-686

Abstrak

This paper proposes a design of a complete system to identify weak grip strength that is caused by multiple factors like ageing, diseases, or accidents. This paper presents a grip measurement system that comprises of force sensing resistor and flex sensor to evaluate the condition of the hand. The system is tested by gripping a pencil and a cylindrical object using the glove, to determine the condition of the hand. Force sensitive resistor (FSR) evaluates the force applied by the different parts of the palm on the object being grasped. Flex sensor evaluates the bending of the fingers and thumb. The data from the sensors is then compared with existing data to evaluate the state of the hand. The data from the sensors is stored on the personal computer (PC) through serial communication. A model is trained using the data from the sensors, which determine if the grip strength of the user is weak or strong. The model is also trained to differentiate between two modes that are pen mode and object mode. The model achieved an accuracy of 90.8 percent using support vector machine (SVM) algorithm. This glove can be deployed in medical centers to assist in grip strength measurement.

Kata Kunci

Machine learningFlex sensorFSRGrip forceHand grip strengthSensor device

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Design of grip strength measuring system using FSR and flex sensors using SVM algorithm | IAES International Journal of Artificial Intelligence (IJ-AI) | Publiora