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. 2018 Sep 8;7(3):72. doi: 10.3390/plants7030072

Table 1.

Traits and parameters that are to be targeted in physiological breeding programs. Both non-invasive and invasive types of measurements are listed *.

Type of Measurement Traits/Parameters Equipment/Mode of Measurement
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)

* data provided in the table are adapted from References [17,18,33,34,35,36].