Affiliation:
1. School of Agricultural Engineering, Jiangsu University, Zhenjiang 212013, China
2. Jiangsu LINHAI Group, Taizhou 225310, China
3. Department of Agricultural and Biosystems Engineering, Kwame Nkrumah University of Science and Technology, Kumasi AK-039-5028, Ghana
4. College of Mechanical and Electrical Engineering, Shihezi University, Shihezi 832003, China
Abstract
Cold injury (CI) causes irreversible damage to tea plants, which results in decline in the quality of famous teas and huge economic loss. A new, quick, non-destructive method is provided to assess the CI of tea leaf based on terahertz (THz) spectroscopy. Absorbance of the samples was measured with THz spectroscopy in frequency bands from 0.1 to 1.6 THz under low temperature treatments of 4.0, 0, −2.5, −5.0, −7.5, and −10.0 °C. Fast Fourier transformation was explored to decompose the endpoint signal to improve the ratio of signal to air and convert the time-domain spectra to the corresponding frequency-domain spectra. To improve the separation of overlap signals caused by substantial scattering of injured cells in the leaf, two-dimensional correlation spectroscopy (2DCOS) and average intensity (AI) were introduced into the partial least squares regression (PLSR) to build 2DCOS–PLSR and AI–PLSR models. Quantitative assessments of the 2DCOS–PLSR and AI–PLSR models were conducted to evaluate the three models. The assessment results showed that the correlation coefficients of the 2DCOS–PLSR model (R2D) were 0.7873, 0.8305, and 0.9103, respectively. The root mean square errors of the 2DCOS–PLSR model (RMSE2D) were 0.6032, 0.5763, and 0.5221, respectively. For the AI–PLSR model, RAI values were 0.7477, 0.7691, and 0.8974, respectively. RMSEAI values were 0.6038, 0.5962, and 0.5797. The combination of THz spectroscopy with the 2DCOS–PLSR model provided a better benchmark for the input interval selection and improved the accuracy of cold-injury detection results.
Funder
China and Jiangsu Postdoctoral Science Foundation
the project of the Key Laboratory of Modern Agricultural Equipment and Technology, Jiangsu University
the project of the Jiangsu Province and Education Ministry Co-sponsored Synergistic Innovation Centre of Modern Agricultural Equipment
Natural Science Foundation of the Jiangsu Higher Education Institutions of China
the Natural Science Foundation of the Jiangsu Higher Education Institutions of China
the Postgraduate Innovation Project of Jiangsu Province
the Academic Programme Development of the Jiangsu Higher Education Institutions
Subject
Agronomy and Crop Science
Cited by
5 articles.
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