Preparation of PVDF films by electrospinning and their application in a human posture recognition system
This study prepared polyvinylidene fluoride/zinc oxide (PVDF/ZnO) piezoelectric films using electrospinning. The films were characterized using scanning electron microscopy (SEM) and X-ray diffraction (XRD), and their performance was tested to determine the optimal ZnO doping ratio of 15 wt%. Sensor sensitive elements were created using screen printing, and a non-array sensor layout was designed, resulting in a tactile sensor cushion. A pressure data acquisition system was developed using a microcontroller to collect sitting posture data. A posture recognition system was built using a support vector machine (SVM) classification algorithm, achieving a recognition accuracy of 88.33% with different kernel functions. Finally, the pressure distribution on the sensor array was displayed through a graphical interface.
Authors
- Guowei Gao (ORCID: https://orcid.org/0000-0003-3437-4265)
- Dabiao Lu (ORCID: https://orcid.org/0009-0006-5489-2835)
- Yansheng Li (ORCID: https://orcid.org/0000-0002-1242-7584)
- Jingfang Hu (ORCID: https://orcid.org/0009-0001-2514-1200)
- Zhongxiao Lu
Institutions
- Beijing Information Science & Technology University (CN)
Publication Details
- Journal
- IET conference proceedings.
- Published
- 2025-01-01
- DOI
- https://doi.org/10.1049/icp.2024.2748
- Primary Topic
- Advanced Sensor and Energy Harvesting Materials
- Type
- article
- Field-Weighted Citation Impact
- 0.00