Plant Moisture Content Measurement System Based on Microwave Pseudo Waveguide

被引:0
|
作者
Zhou, Tao [1 ]
Guo, Zixuan [1 ]
Sun, Qiaoling [1 ]
Li, Yi [1 ]
Deng, Liangbin [1 ]
Jiang, Geng [1 ]
Yin, Bangyong [1 ]
Yang, Yuqiu [1 ]
Wu, Junyao [1 ]
Cai, Huan [1 ]
Jiang, Xi [2 ]
Yin, Jungang [1 ]
Deng, Linfeng [1 ]
机构
[1] Hunan Univ, Coll Elect & Informat Engn, Changsha 410082, Peoples R China
[2] Xidian Univ, Sch Microelect, Xian 710126, Peoples R China
基金
中国国家自然科学基金;
关键词
Moisture; Microwave measurement; Microwave theory and techniques; Electromagnetic waveguides; Moisture measurement; Microwave antennas; Antenna measurements; Long short-term memory (LSTM); moisture content (MC); multifrequency-swept measurement; scattering parameter; waveguide; TEA LEAVES; GRAIN; PERMITTIVITY; ATTENUATION; IMPEDANCE; SENSOR; CORN; WOOD;
D O I
10.1109/TIM.2024.3453311
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Moisture content (MC) is an important parameter of plant and matters in agriculture and forestry. In this article, microwave technology is used for the measurement of leaf MC. A moisture measurement system based on microwave pseudo waveguide is proposed. The system includes transmission antenna, pseudo waveguide structure, and receiver antenna. Scattering parameters with sweeping frequency are utilized to characterize the interaction between the microwave electromagnetic field and the leaves under test. The acquired microwave signals are then optimized with frequency band selection method. The data derived from the microwave method are compared with the standard gravitic method. The long short-term memory (LSTM) neural network algorithm is used to establish the MC prediction model and displays good predictive capability with the coefficient of determination (R-2 = 0.9178), root mean square error (RMSE = 0.0343), and mean absolute error (MAE = 0.0271). The data measured by the microwave method agree well with those by the standard gravitic method. The microwave pseudo waveguide sensing together with the data processing method is nondestructive and fast, which is promising for the measurement of the MC of plant leaves in agriculture, forestry, and food industry.
引用
收藏
页数:8
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