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Artificial neural networks in the selection of shoe lasts for people with mild diabetes.

作者信息

Wang Chung-Chuan, Yang Ching-Hu, Wang Chung-Shing, Xu Dandan, Huang Bo-Shin

机构信息

Department of Multimedia and Game Science, Chung-Chou University of Science and Technology, 6, Lane 2, Sec. 3, Shanjiao Rd., Yuanlin, Chung-Hwa 510, Taiwan.

Department of Industrial Design, Tung-Hai University, P.O. Box 965, Taichung 407 Taiwan.

出版信息

Med Eng Phys. 2019 Feb;64:37-45. doi: 10.1016/j.medengphy.2018.12.014. Epub 2019 Jan 14.

DOI:10.1016/j.medengphy.2018.12.014
PMID:30655221
Abstract

This research addressed the selection of shoe lasts for footwear design to help relieve the pain associated with diabetic neuropathy and foot ulcers. A reverse engineering (RE) technique was used to convert point clouds corresponding to scanned shoe lasts and diabetic foot data into stereo lithograph (STL) meshes. A slicing algorithm was developed and was used to find relevant girth features of diabetic foot and the shoe lasts. An artificial neural network, termed self-organizing map (SOM), classified 60 sets of shoe lasts into similar groups. Foot shapes of three mild diabetic patients were entered into the SOM feature categories to match with suitable shoe lasts. By conducting expert questionnaire analysis of the characteristic girths featured data with analytic hierarchy process (AHP), the weights of the girths were obtained. Grey relational analysis (GRA) was then used to calculate the correlation between foot girth and the corresponding range of shoe lasts. The most suitable shoe last for each patient with a mild diabetic foot can be determined by calculating the relative fitness function for each patient. By correlating diabetic foot with suitable shoe lasts, this study demonstrated an effective strategy for designing shoes for patients with mild diabetes, which can then be manufactured to meet customized requirements.

摘要

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