TY - GEN
T1 - Relationship between vegetation indices and SPAD values of waxy corn using an unmanned aerial vehicle
AU - Jermthaisong, Panath
AU - Kingpaiboon, Sununtha
AU - Chawakitchareon, Petchporn
AU - Kiyoki, Yasushi
N1 - Publisher Copyright:
© 2019 The authors and IOS Press. All rights reserved.
PY - 2019
Y1 - 2019
N2 - The amount of chlorophyll in a plant can indicate leaf N concentration, as chlorophyll is a major component of nitrogen. Identifying chlorophyll levels in plants, therefore, leads to appropriate nitrogen fertilizer recommendations for the plants and to their fertilization at the proper time, optimizing efficiency of agricultural production and helping to preserve the environment by reducing excess use of nitrogen fertilizer. Measuring leaf N concentration in a high accuracy laboratory is expensive and time consuming, whereas a SPAD chlorophyll handheld meter can be carried conveniently in the field and can assess rapidly. However, the handheld meter's capacity is limited, especially in large areas, where samples must be taken to represent an area. The use of vegetation indices calculated from UAV imagery and correlated with SPAD values enables better estimations of N leaf concentrations over large areas. The result showed that relationship between NDVI and SPAD value (chlorophyll contents) of waxy corn (Zea mays L. var. ceratina) at V6 and R1 stage in R 2 were 0.594 and 0.632, respectively. The results of this study are beneficial for knowing the amount of chlorophyll in plants, which can result in accurate nitrogen fertilizer requirements and better administration of management zones in precision agriculture.
AB - The amount of chlorophyll in a plant can indicate leaf N concentration, as chlorophyll is a major component of nitrogen. Identifying chlorophyll levels in plants, therefore, leads to appropriate nitrogen fertilizer recommendations for the plants and to their fertilization at the proper time, optimizing efficiency of agricultural production and helping to preserve the environment by reducing excess use of nitrogen fertilizer. Measuring leaf N concentration in a high accuracy laboratory is expensive and time consuming, whereas a SPAD chlorophyll handheld meter can be carried conveniently in the field and can assess rapidly. However, the handheld meter's capacity is limited, especially in large areas, where samples must be taken to represent an area. The use of vegetation indices calculated from UAV imagery and correlated with SPAD values enables better estimations of N leaf concentrations over large areas. The result showed that relationship between NDVI and SPAD value (chlorophyll contents) of waxy corn (Zea mays L. var. ceratina) at V6 and R1 stage in R 2 were 0.594 and 0.632, respectively. The results of this study are beneficial for knowing the amount of chlorophyll in plants, which can result in accurate nitrogen fertilizer requirements and better administration of management zones in precision agriculture.
KW - SPAD Chlorophyll Meter
KW - UAV
KW - Vegetation Indices
KW - Waxy Corn
UR - http://www.scopus.com/inward/record.url?scp=85059585447&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85059585447&partnerID=8YFLogxK
U2 - 10.3233/978-1-61499-933-1-312
DO - 10.3233/978-1-61499-933-1-312
M3 - Conference contribution
AN - SCOPUS:85059585447
T3 - Frontiers in Artificial Intelligence and Applications
SP - 312
EP - 318
BT - Information Modelling and Knowledge Bases XXX
A2 - Endrjukaite, Tatiana
A2 - Jaakkola, Hannu
A2 - Dudko, Alexander
A2 - Kiyoki, Yasushi
A2 - Thalheim, Bernhard
A2 - Yoshida, Naofumi
PB - IOS Press
ER -