Handwritten Digits Recognition From sEMG: Electrodes Location and Feature Selection

• Published in: IEEE access Vol. 11; pp. 58006 - 58015
• Main Authors: Tigrini, Andrea, Verdini, Federica, Scattolini, Mara, Barbarossa, Federico, Burattini, Laura, Morettini, Micaela, Fioretti, Sandro, Mengarelli, Alessandro
• Format: Journal Article
• Language: English
• Published: Piscataway IEEE 2023; The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
• Subjects: Cognitive tasks; Digits; Discriminant analysis; Electrodes; Electromyography; Feature extraction; Forearm; Gesture recognition; Hand (anatomy); Handwriting; Handwriting recognition; Human computer interaction; human-machine interface; Man-machine interfaces; Myoelectric control; myoelectric pattern recognition; Myoelectricity; Pattern recognition; Rehabilitation; Support vector machines; Task analysis; Wrist

Despite hand gesture recognition is a widely investigated field, the design of myoelectric architectures for detecting finer motor task, like the handwriting, is less studied. However, writing tasks involving cognitive loads represent an important aspect toward the generalization of myoelectric-base...