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Rice Identification and Classification System Based on SVM Algorithm

  • Jiaxin Xu
  • , Xuetian Wang*
  • , Hongmin Gao
  • , Ziming Zhai
  • , Runchao Li
  • *此作品的通讯作者
  • Beijing Institute of Technology

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

Based on the spectral sensing and analysis technology, we designed and developed a rapid identification system for rice varieties based on the spectral characteristics analysis of rice of different varieties and origins, and integrated original parts such as light source, miniature spectral sensor, hardware development board, printer and display. The spectral data were filtered and classified using a support vector machine (SVM, support vector machine) classifier, and the recognition accuracy reached 98.41% when using the portable spectrometer in the device. The system includes two parts: software algorithm design and hardware device development. The final system realized the acquisition, transmission, processing and storage of spectral data. The operator interface of the rice type identification device was also designed and developed for real-time display of the spectral data measured by the microspectrometer and the rice type identification results.

源语言英语
主期刊名2022 International Conference on Microwave and Millimeter Wave Technology, ICMMT 2022 - Proceedings
出版商Institute of Electrical and Electronics Engineers Inc.
ISBN(电子版)9781665467520
DOI
出版状态已出版 - 2022
活动14th International Conference on Microwave and Millimeter Wave Technology, ICMMT 2022 - Harbin, 中国
期限: 12 8月 202215 8月 2022

出版系列

姓名2022 International Conference on Microwave and Millimeter Wave Technology, ICMMT 2022 - Proceedings

会议

会议14th International Conference on Microwave and Millimeter Wave Technology, ICMMT 2022
国家/地区中国
Harbin
时期12/08/2215/08/22

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