Projects per year
Abstract
Leaf area index (LAI) is an important biophysical variable for understanding the radiation use efficiency of field crops and their potential yield. On a large scale, LAI can be estimated with the help of imaging spectroscopy. However, recent studies have revealed that the leaf angle greatly affects the spectral reflectance of the canopy and hence imaging spectroscopy data. To investigate the effects of the leaf angle on LAI-sensitive narrowband vegetation indices, we used both empirical measurements from field crops and model-simulated data generated by the PROSAIL canopy reflectance model. We found the relationship between vegetation indices and LAI to be notably affected, especially when the leaf mean tilt angle (MTA) exceeded 70 degrees. Of the indices used in the study, the modified soil-adjusted vegetation index (MSAVI) was most strongly affected by leaf angles, while the blue normalized difference vegetation index (BNDVI), the green normalized difference vegetation index (GNDVI), the modified simple ratio using the wavelength of 705 nm (MSR705), the normalized difference vegetation index (NDVI), and the soil-adjusted vegetation index (SAVI) were only affected for sparse canopies (LAI < 3) and MTA exceeding 60°. Generally, the effect of MTA on the vegetation indices increased as a function of decreasing LAI. The leaf chlorophyll content did not affect the relationship between BNDVI, MSAVI, NDVI, and LAI, while the green atmospherically resistant index (GARI), GNDVI, and MSR705 were the most strongly affected indices. While the relationship between SR and LAI was somewhat affected by both MTA and the leaf chlorophyll content, the simple ratio (SR) displayed only slight saturation with LAI, regardless of MTA and the chlorophyll content. The best index found in the study for LAI estimation was BNDVI, although it performed robustly only for LAI > 3 and showed considerable nonlinearity. Thus, none of the studied indices were well suited for across-species LAI estimation: information on the leaf angle would be required for remote LAI measurement, especially at low LAI values. Nevertheless, narrowband indices can be used to monitor the LAI of crops with a constant leaf angle distribution.
Original language | English |
---|---|
Article number | 1435 |
Journal | Applied sciences (Basel) |
Volume | 8 |
Issue number | 9 |
Number of pages | 17 |
ISSN | 2076-3417 |
DOIs | |
Publication status | Published - Sep 2018 |
MoE publication type | A1 Journal article-refereed |
Fields of Science
- 1171 Geosciences
- 4111 Agronomy
- LAI
- leaf inclination angle
- vegetation indices
- imaging spectroscopy
- field crops
- IN-FIELD CROPS
- AREA INDEX
- CHLOROPHYLL CONTENT
- PRECISION AGRICULTURE
- CANOPY REFLECTANCE
- REMOTE ESTIMATION
- TILT ANGLE
- CORN
- MODEL
- RETRIEVAL
Projects
- 2 Finished
-
TAITAFOREST - Remote sensing of water harvesting and carbon sequestration by forests in the Taita Hills, Kenya.
Pellikka, P., Heiskanen, J., Adhikari, H., Piiroinen, R., Liu, J., Siljander, M., Hurskainen, P., Rinne, J., Rikkinen, J., Räsänen, M. & Starr, M.
01/01/2016 → 31/08/2017
Project: Research project
-
AISARES: Graduate school in airborne imaging spectroscopy application and research in Earth sciences
Pellikka, P., Heinilä, A. M. K., Takala, T., Mõttus, M., Zou, X., Leppäranta, M., Hyyppä, J., Sucksdorff, Y., Hyvärinen, T., Kirsikka, H. & Zou, X.
01/03/2010 → 31/12/2014
Project: Research project
Equipment
-
Viikki Research Farm, including resources in Muddusjärvi and Suitia
Tapani Jokiniemi (Manager)
Faculty of Agriculture and ForestryFacility/equipment: Equipment