TY - GEN
T1 - Applicability of digital color imaging for monitoring nitrogen uptake and fertilizer requirements in crops
AU - Zilberman, Arkadi
AU - Ben Asher, Jiftah
AU - Sarig, Shlomo
AU - Dudai, Mordecai
AU - Shlevin, Eli
AU - Kopeika, Natan S.
N1 - Publisher Copyright:
© SPIE. Downloading of the abstract is permitted for personal use only.
PY - 2018/1/1
Y1 - 2018/1/1
N2 - The advancements in remote sensing in combination with sensor technology, both passive and active, enable growers to analyze an entire crop field, its local features and crop conditions. Nutrient deficiency, and in particular nitrogen deficiency, may cause substantial crop losses. This deficiency needs to be identified immediately. A faster the detection and correction, a lesser the damage to the crop yield. In the present work, an applicability of digital color imaging to monitor nitrogen uptake in crops is demonstrated. The measurements were performed in a carrot and wheat fields as well as in a greenhouse. The images of canopy were taken during the entire growing season by use a hand held digital color (RGB) camera together with plants collection for lab analysis. The nitrogen weight in plant leaves, kg/ha, was obtained by image processing and compared with the standard laboratory analysis. Applicability of digital color imaging to monitor N uptake in crops instead of laboratory test is successfully demonstrated. The availability of RGB image-based data for N uptake is faster, timely and less expensive than that of laboratory test and can be obtained by low-cost ground-based imaging devices, unmanned aerial vehicles (UAV) and satellites.
AB - The advancements in remote sensing in combination with sensor technology, both passive and active, enable growers to analyze an entire crop field, its local features and crop conditions. Nutrient deficiency, and in particular nitrogen deficiency, may cause substantial crop losses. This deficiency needs to be identified immediately. A faster the detection and correction, a lesser the damage to the crop yield. In the present work, an applicability of digital color imaging to monitor nitrogen uptake in crops is demonstrated. The measurements were performed in a carrot and wheat fields as well as in a greenhouse. The images of canopy were taken during the entire growing season by use a hand held digital color (RGB) camera together with plants collection for lab analysis. The nitrogen weight in plant leaves, kg/ha, was obtained by image processing and compared with the standard laboratory analysis. Applicability of digital color imaging to monitor N uptake in crops instead of laboratory test is successfully demonstrated. The availability of RGB image-based data for N uptake is faster, timely and less expensive than that of laboratory test and can be obtained by low-cost ground-based imaging devices, unmanned aerial vehicles (UAV) and satellites.
KW - artificial neural network
KW - crop greenness
KW - digital color imaging
KW - nitrogen uptake
UR - http://www.scopus.com/inward/record.url?scp=85056460834&partnerID=8YFLogxK
U2 - 10.1117/12.2325765
DO - 10.1117/12.2325765
M3 - Conference contribution
AN - SCOPUS:85056460834
T3 - Proceedings of SPIE - The International Society for Optical Engineering
BT - Remote Sensing for Agriculture, Ecosystems, and Hydrology XX
A2 - Neale, Christopher M.U.
A2 - Neale, Christopher M.U.
A2 - Maltese, Antonino
PB - SPIE
T2 - Remote Sensing for Agriculture, Ecosystems, and Hydrology XX 2018
Y2 - 10 September 2018 through 13 September 2018
ER -