Research on Quality Detection of Jujube (Ziziphus jujuba Mill.) Fruit Based on UAV Multi-Spectrum

被引:0
|
作者
Ma, Xueting [1 ,2 ,3 ]
Wang, Congying [1 ,2 ,3 ]
Luo, Huaping [1 ,2 ,3 ]
Guo, Ganggang [1 ,2 ,3 ]
机构
[1] Tarim Univ, Xinjiang Prod & Construct Corps Key Lab Protect &, Alar 843300, Peoples R China
[2] Tarim Univ, Coll Mech & Elect Engn, Alar 843300, Peoples R China
[3] Tarim Univ, Modern Agr Engn Key Lab Univ Educ Dept Xinjiang Uy, Alar 843300, Peoples R China
来源
APPLIED SCIENCES-BASEL | 2024年 / 14卷 / 07期
基金
中国国家自然科学基金;
关键词
UAV multispectral; jujube fruit; moisture content detection; soluble solids content detection; relative azimuth angle; MODEL; FIELD;
D O I
10.3390/app14072962
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
To enhance the accuracy of multispectral detection using unmanned aerial vehicles (UAVs), multispectral data of jujube fruit with different soluble solids content (SSC) and moisture content (MC) were obtained under different relative azimuth angles. Prediction models for SSC and MC of jujube fruit were established using partial least squares regression (PLSR) and support vector machines (SVM), respectively. The findings revealed that the MC of jujube fruit had the best prediction effect when the relative azimuth angle was 90 degrees, while the SSC of the jujube fruit had the best prediction effect at an azimuth angle of 180 degrees. Then, the spectral reflectance data corresponding to the eight relative azimuth angles were used as input variables to establish a jujube fruit quality detection model. The results showed that the prediction model for MC and SSC, established using the angle fusion method, had higher detection accuracy compared to the prediction model established at a single angle. This research provides a technical reference for improving the accuracy of outdoor jujube fruit quality detection using spectral technology.
引用
收藏
页数:13
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