Visible-near infrared (Vis-NIR) spectroscopy is a rapid and nondestructive method used to characterize organic compounds in postharvest fruit and vegetable assessment. However, developing robust calibration models is a challenge as conventional spectrometers collect only the cumulative effects of light absorption and scattering. In this study, a multifiber-based Vis-NIR spatially resolved spectra measurement system was designed for simultaneous evaluation of soluble solid content (SSC) and firmness in apple. Thirty silica fibers separated into five groups at 1, 2, 3, 4, and 5 mm away from the light illumination point and connected to a cost-effective Vis-NIR hyperspectral imaging camera were used to acquire spectral data with an improved signal-to-noise ratio (S/N) by a two-step signal averaging process (i.e., 30 camera pixels per fiber and six optical fibers per group). Reflectance ratio spectra were then calculated by dividing the diffusely reflected light intensity detected at distanced d + Delta by that detected at distance d to realize a light reference-free approach. Finally, the useful explanatory variables were selected by competitive adaptive reweighted sampling (CARS) to construct individual calibration models for various regions. The coefficients of determination (R-cal(2)) and the root mean square errors (RMSEcal) of the best-performing calibration models were approximately 0.97 and 0.20 % for SSC and 0.96 and 0.37 N for firmness, respectively. Furthermore, the predicted results were 0.92 and 0.35 % for SSC and 0.87 and 0.71 N for firmness. Our method offers low-cost and portable detection of SSC and firmness for postharvest fruit evaluation.
机构:
School of Electrical and Automation Engineering, East China Jiaotong University, Jiangxi, Nanchang,330013, ChinaSchool of Electrical and Automation Engineering, East China Jiaotong University, Jiangxi, Nanchang,330013, China
Zhan, Baishao
Xiao, Xu
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School of Electrical and Automation Engineering, East China Jiaotong University, Jiangxi, Nanchang,330013, ChinaSchool of Electrical and Automation Engineering, East China Jiaotong University, Jiangxi, Nanchang,330013, China
Xiao, Xu
Pan, Fan
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External Liaison Office, East China Jiaotong University, Jiangxi, Nanchang,330013, ChinaSchool of Electrical and Automation Engineering, East China Jiaotong University, Jiangxi, Nanchang,330013, China
Pan, Fan
Luo, Wei
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School of Electrical and Automation Engineering, East China Jiaotong University, Jiangxi, Nanchang,330013, ChinaSchool of Electrical and Automation Engineering, East China Jiaotong University, Jiangxi, Nanchang,330013, China
Luo, Wei
Dong, Wentao
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School of Electrical and Automation Engineering, East China Jiaotong University, Jiangxi, Nanchang,330013, ChinaSchool of Electrical and Automation Engineering, East China Jiaotong University, Jiangxi, Nanchang,330013, China
Dong, Wentao
Tian, Peng
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School of Electrical and Automation Engineering, East China Jiaotong University, Jiangxi, Nanchang,330013, ChinaSchool of Electrical and Automation Engineering, East China Jiaotong University, Jiangxi, Nanchang,330013, China
Tian, Peng
Zhang, Hailiang
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School of Electrical and Automation Engineering, East China Jiaotong University, Jiangxi, Nanchang,330013, ChinaSchool of Electrical and Automation Engineering, East China Jiaotong University, Jiangxi, Nanchang,330013, China