Design and application research of a flexible array plantar sensor based on P(VDF-TrFE)/SnO2NPS/GR for Parkinson's disease diagnosis

被引:1
|
作者
Luo, Yi [1 ]
Su, Peinan [2 ]
Wu, Ying [3 ]
Zhao, Zhidong [4 ]
机构
[1] Hangzhou DIANZI Univ, Sch Elect & Informat Engn, Hangzhou, Peoples R China
[2] Hangzhou DIANZI Univ, Sch Commun Engn, Hangzhou, Peoples R China
[3] Hangzhou DIANZI Univ, Acad Affairs Off, Hangzhou, Peoples R China
[4] Hangzhou DIANZI Univ, Sch Cyberspace Secur, Hangzhou 310018, Peoples R China
来源
关键词
Flexible array sensor; high-voltage electrospinning; KNN algorithm; nanoelectrospun piezoelectric film; P(VDF-TrFE); DURABLE FLAME-RETARDANT; COTTON FABRICS SYNTHESIS; SOL-GEL COATINGS; THERMAL-DEGRADATION; FIRE RETARDANCY; FLAMMABILITY; PHOSPHORUS; TOXICITY; CHITOSAN; PHOSPHORAMIDATE;
D O I
10.1080/25740881.2024.2365278
中图分类号
O63 [高分子化学(高聚物)];
学科分类号
070305 ; 080501 ; 081704 ;
摘要
This paper introduces a flexible array Plantar sensor fabricated through the high-voltage electrospinning process of poly(vinylidene fluoride-trifluoroethylene) (P(VDF-TrFE)) , incorporating stannic oxide nanoparticles (SnO2NPS) and graphene (GR) composite nanofilm. The surface morphology, beta-phase crystal content, piezoelectric performance, composition, and structure of the composite piezoelectric films were evaluated using Scanning Electron Microscopy (SEM), X-ray Diffraction (XRD), Fourier Transform Infrared Spectroscopy (FTIR), Raman Spectroscopy, and a vibration platform. Experimental findings reveal that P(VDF-TrFE)/SnO2NPS/GR composite films containing 5% SnO2NPS and 0.1% GR exhibit superior open-circuit voltage and short-circuit current, measuring 22.43 V and 12.95 uA, respectively. These values are approximately 1.59 times and 1.34 times higher than those of the 5% P(VDF-TrFE) composite film and about 2.37 and 2.16 times higher than those of pure P(VDF-TrFE). A flexible piezoelectric sensor was fabricated using this composite film, and the mechanical properties and electrical impedance behavior of the sensor were investigated and analyzed. A multi-channel foot pressure collection and classification system was established based on this sensor, and a Parkinson's disease machine learning model for multi-channel foot pressure collection was investigated. Various machine learning models for Parkinson's disease were compared, and a fine K Nearest Neighbors (KNN) Parkinson's disease classification model with an accuracy of 97.1% was proposed. This offers a novel solution for Parkinson's disease diagnosis and holds significant reference value. [GRAPHICS] .
引用
收藏
页码:1975 / 1999
页数:25
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