TY - JOUR
T1 - Nondestructive Measurement Method of Leaf Area Index Using Near-infrared Radiation and Photosynthetically Active Radiation Transmitted through a Leafy Vegetable Canopy
AU - Yamaguchi, Hiromu
AU - Yasutake, Daisuke
AU - Hirota, Tomoyoshi
AU - Nomura, Koichi
N1 - Funding Information:
Received for publication 5 Jul 2022. Accepted for publication 14 Oct 2022. Published online 9 Dec 2022. This study was supported primarily by a Grant in Aid for Scientific Research (No. 21H02318) from the Japan Society for the Promotion of Science and was partially supported by a joint research project between Fujitsu Limited and Kyushu University and the Cabinet Office Grant in Aid, the Advanced Next-Generation Greenhouse Horticulture by IoP (Internet of Plants), Japan. Finally, we thank Dr. Kiyoshi Miyata (Faculty of Engineering, Kyushu University) for his helping calibration of the spectrometer used in this study. D.Y. is the corresponding author. E-mail: yasu-take@bpes.kyushu-u.ac.jp. This is an open access article distributed under the CC BY-NC-ND license (https://creativecommons. org/licenses/by-nc-nd/4.0/).
Publisher Copyright:
© 2023 American Society for Horticultural Science. All rights reserved.
PY - 2023/1
Y1 - 2023/1
N2 - Because the leaf area index (LAI) is an essential parameter for understanding the structure and growth status of plant canopies, nondestructive and continuous estimation methods have been required. Recently, an LAI estimation method using the ratio of near-infrared radiation (NIR; 700-1000 nm) to photosynthetically active radiation (PAR; 400-700 nm) (NIRin/PARin) transmitted through a canopy has been proposed. However, because previous studies on this NIRin/PARin-based LAI estimation method are limited to tall plants (e.g., forest and rice canopies), in this study, we applied this method to a short canopy (i.e., spinach) and investigated its validity. NIRin/PARin and three other traditional indices for indirect LAI estimation-relative PPF density (rPPFD), normalized difference vegetation index (NDVI), and simple ratio (SR)-were measured in 25 canopies with different LAI. NIRin/PARin showed better estimation sensitivity (R2 = 0.88) to the observed LAI than the other three indices, particularly when LAI was greater than 3 m2·m22. In addition, the LAI estimated from NIRin/PARin measured at 10-min intervals in the entire growth period could capture an increasing trend in the measured LAI throughout the entire growth stage (mean absolute error = 0.87 m2·m22). Errors in long-term LAI estimations may be caused by the sensor location and insufficient data due to unsuitable weather conditions for measuring NIRin/PARin. The current study demonstrates the merits and limitations of the NIRin/PARin-based LAI estimation method applied to low height canopies, thereby contributing to its practical use in horticultural crops.
AB - Because the leaf area index (LAI) is an essential parameter for understanding the structure and growth status of plant canopies, nondestructive and continuous estimation methods have been required. Recently, an LAI estimation method using the ratio of near-infrared radiation (NIR; 700-1000 nm) to photosynthetically active radiation (PAR; 400-700 nm) (NIRin/PARin) transmitted through a canopy has been proposed. However, because previous studies on this NIRin/PARin-based LAI estimation method are limited to tall plants (e.g., forest and rice canopies), in this study, we applied this method to a short canopy (i.e., spinach) and investigated its validity. NIRin/PARin and three other traditional indices for indirect LAI estimation-relative PPF density (rPPFD), normalized difference vegetation index (NDVI), and simple ratio (SR)-were measured in 25 canopies with different LAI. NIRin/PARin showed better estimation sensitivity (R2 = 0.88) to the observed LAI than the other three indices, particularly when LAI was greater than 3 m2·m22. In addition, the LAI estimated from NIRin/PARin measured at 10-min intervals in the entire growth period could capture an increasing trend in the measured LAI throughout the entire growth stage (mean absolute error = 0.87 m2·m22). Errors in long-term LAI estimations may be caused by the sensor location and insufficient data due to unsuitable weather conditions for measuring NIRin/PARin. The current study demonstrates the merits and limitations of the NIRin/PARin-based LAI estimation method applied to low height canopies, thereby contributing to its practical use in horticultural crops.
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U2 - 10.21273/HORTSCI16761-22
DO - 10.21273/HORTSCI16761-22
M3 - Article
AN - SCOPUS:85145321768
SN - 0018-5345
VL - 58
SP - 16
EP - 22
JO - Hortscience: A Publication of the American Society for Hortcultural Science
JF - Hortscience: A Publication of the American Society for Hortcultural Science
IS - 1
ER -