Title :
Using piezoelectric films for classification of upper arm motions: A preliminary report
Author :
Suzuki, Hajime ; Soma, H. ; Gonzalez, Jose ; Wenwei Yu
Author_Institution :
Grad. Sch. of Eng., Chiba Univ., Chiba, Japan
fDate :
Aug. 28 2012-Sept. 1 2012
Abstract :
Recently, it has been reported that finger motions could be recognized from the forearm signal detected by accelerometers. However, accelerometers are sensitive to vibration or unintended motions, which could cause large noise when classifying different hand motions. This is why our research group wanted to explore the usability of other kinds of sensors for upper arm motions classification. Therefore, the objective of this study was to examine the usefulness of a piezoelectric film for hand motion classification and its robustness to unintended motions. Experiments were conducted to record signals from the piezoelectric films for different hand motions, while the subject was asked to move the ipsilateral shoulder, the contralateral hand, or the legs. The results showed that the desired hand motion could be distinguished using a piezoelectric film despite of unintended motions.
Keywords :
biomechanics; biomedical equipment; electromyography; medical signal detection; medical signal processing; piezoelectric thin films; sensitivity; signal classification; thin film sensors; accelerometers; contralateral hand; electromyography; finger motions; forearm signal detection; hand motion classification; ipsilateral shoulder; legs; noise; piezoelectric films; signal recording; unintended motion sensitivity; upper arm motion classification; vibration sensitivity; Accelerometers; Electromyography; Feature extraction; Grasping; Piezoelectric films; Prosthetics; Sensors; Actigraphy; Arm; Equipment Design; Equipment Failure Analysis; Hand; Humans; Male; Membranes, Artificial; Micro-Electrical-Mechanical Systems; Movement; Pilot Projects; Reproducibility of Results; Sensitivity and Specificity; Young Adult;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2012 Annual International Conference of the IEEE
Conference_Location :
San Diego, CA
Print_ISBN :
978-1-4244-4119-8
Electronic_ISBN :
1557-170X
DOI :
10.1109/EMBC.2012.6346928