Ambulation Mode Classification of Individuals with Transfemoral Amputation through A-Mode Sonomyography and Convolutional Neural Networks - Murray, Rosemarie; Mendez, Joel; Gabert, Lukas; Fey, Nicholas P.; Liu, Honghai; Lenzi, Tommaso (Sensors (Basel, Switzerland), 2022)
Keywords: A-mode ultrasound; above-knee amputee; Accuracy; ambulation mode classification; Amputation; Amputees; Analysis; Artificial Limbs; Biomechanical Phenomena; Classification; Discriminant analysis; Electromyography; Gait - physiology; Humans; Implants, Artificial; lower-limb powered prosthesis; Machine learning; Muscle function; Neural networks; Neural Networks, Computer; Physically disabled persons; Prostheses; Prosthesis; Reproducibility of Results; Sensors; transfemoral amputee; Ultrasonic imaging; Ultrasonic transducers; user intent recognition; Walking; Walking - physiology; United States; A-mode ultrasound; lower-limb powered prosthesis; user intent recognition; above-knee amputee; ambulation mode classification; neural signals; sonomyography; transfemoral amputee