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A Novel Accurate Insecticidal Counting Method Based on Solar Insecticidal Lamp Using Machine Learning

文献类型： 外文期刊

作者： Huang, Kai 1 ; Shu, Lei 1 ; Li, Kailiang 1 ; Feng, Yuyu 1 ; Yang, Xing 5 ; Liu, Ye 1 ; Yang, Fan 7 ; Zhu, Yan 8 ;

作者机构： 1.Nanjing Agr Univ, Coll Artificial Intelligence, Nanjing 210095, Peoples R China

2.Nanjing Agr Univ, Natl Engn & Technol Ctr Informat Agr, Nanjing 210095, Peoples R China

3.Jiangsu Acad Agr Sci, Inst Agr Facil & Equipment, Nanjing 210014, Peoples R China

4.Univ Lincoln, Sch Engn, Lincoln LN6 7TS, England

5.Nanjing Agr Univ, Coll Engn, Nanjing 210095, Peoples R China

6.Macau Univ Sci & Technol, Sch Comp Sci & Engn, Macau, Peoples R China

7.Jiangsu Normal Univ, Sch Math & Stat, Xuzhou 221008, Peoples R China

8.Nanjing Agr Univ, Coll Agr, Nanjing 210095, Peoples R China

关键词： Discharges (electric); Voltage; Metals; Monitoring; Costs; Image recognition; Sociology; Insecticidal counting; solar insecticidal lamp; machine learning

期刊名称：IEEE TRANSACTIONS ON CONSUMER ELECTRONICS （ 影响因子：4.3； 五年影响因子：3.9 ）

ISSN： 0098-3063

年卷期： 2023 年 69 卷 4 期

页码：

收录情况： SCI

摘要： Carrying out comprehensive green prevention and control on pests and plant diseases is important for improving quality of agricultural products, reducing usage of agricultural pesticides, and controlling losses. As an important approach of physical control, Solar Insecticidal Lamp has the counting function by killing pests during its working period, further obtaining the information of pest population density in the area covered by the SIL. Motivated by the current voltage recognition and counting technology, which cannot cope with the situation of killing a pest by continuous discharge, thus cannot provide an accurate insecticidal quantity, we proposed a novel accurate insecticidal counting method from the aspect of hardware and software. In the aspect of hardware, the SIL testbed is modified by changing high voltage package, and adding voltage comparator module and sound sensor module, further collecting the data Pulse Number of Insecticidal Discharges and Pulse Number of Insecticidal Sounds. In the aspect of software, we experimentally validated the relationship between PNID and PNIS as well as insecticidal quantity by seven different machine learning algorithms. Finally, we provide compelling experimental results and discuss strong evidence that points to a future need for lightweight edge computing on SIL, as a valuable consumer electronics.

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