Non-invasive |
Aboveground biomass, root architecture, seedling vigour, canopy structure and growth dynamics, normalized difference vegetative index (NDVI) |
2D and 3D Imaging using stereo camera systems and laser scanning instruments, NDVI GreenSeeker |
Photosynthetic parameters, quantum yield, non-photochemical quenching |
Fluorescence cameras |
Surface temperature |
Thermal imaging |
Water content, leaf and canopy water status and pigment composition |
Near-infrared cameras, thermal and hyperspectral cameras |
Nutrient status, pigment degradation, photosynthetic efficiency, water content, senescence and pollen viability |
RGB and multispectral cameras |
Water stress, fruit maturity |
Long-wave infrared and thermal cameras |
Photosystem II activity/Chlorophyll fluorescence |
Pulse amplitude modulated (PAM) fluorescence, hyper-spectral spectroradiometers |
Stomatal conductance |
Handheld porometer and Li-COR |
Chlorophyll content |
Portable optical soil plant analysis development (SPAD) meters |
Leaf area index (LAI) |
Conventional planimeter and leaf area meter |
Invasive |
Enzyme activity, hormone and metabolites estimation, carbon isotope discrimination |
Liquid chromatography, mass spectrometry and calorimetry |
Invasive and Non-invasive |
Root system architecture (RSA), root biomass |
Shovelomics, positron emission tomography (PET), magnetic resonance imaging (MRI) and radio detection and ranging (RADAR) |