An investigation on effects of amputee’s physiological parameters on maximum pressure developed at the prosthetic socket interface using artificial neural network
Affiliations: [a] Department of Mechanical Engineering, Malaviya National Institute of Information Technology, Jaipur, Rajasthan, India | [b] Department of Mechanical-Mechatronics Engineering, The LNM Institute of Information Technology, Jaipur, Rajasthan, India
Correspondence:
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Corresponding author: Chitresh Nayak, Department of Mechanical Engineering, Malaviya National Institute of Information Technology, Jaipur, Rajasthan 302017, India. Tel.: +91 9983278831; E-mail: [email protected].
Abstract: Technological advances in prosthetics have attracted the curiosity of researchers in monitoring design and developments of the sockets to sustain maximum pressure without any soft tissue damage, skin breakdown, and painful sores. Numerous studies have been reported in the area of pressure measurement at the limb/socket interface, though, the relation between amputee’s physiological parameters and the pressure developed at the limb/socket interface is still not studied. Therefore, the purpose of this work is to investigate the effects of patient-specific physiological parameters viz. height, weight, and stump length on the pressure development at the transtibial prosthetic limb/socket interface. Initially, the pressure values at the limb/socket interface were clinically measured during stance and walking conditions for different patients using strain gauges placed at critical locations of the stump. The measured maximum pressure data related to patient’s physiological parameters was used to develop an artificial neural network (ANN) model. The effects of physiological parameters on the pressure development at the limb/socket interface were examined using the ANN model. The analyzed results indicated that the weight and stump length significantly affects the maximum pressure values. The outcomes of this work could be an important platform for the design and development of patient-specific prosthetic socket which can endure the maximum pressure conditions at stance and ambulation conditions.
