Molecular |
(RT-)(q)PCR |
disease (Korimbocus et al., 2002) |
reliable |
invasive, laborious |
DNA hybridization |
disease |
reliable |
invasive, laborious |
Serological |
ELISA |
disease |
reliable |
expensive, invasive, complex, laborious |
Chemical |
Kjeldahl digestion |
nutrition |
reliable (Muñoz-Huerta et al., 2013) |
invasive, slow, ex situ
|
Dumas combustion |
nutrition |
reliable (Muñoz-Huerta et al., 2013) |
invasive, slow, ex situ
|
soluble solid content |
sugar content and fruit maturity |
reliable |
invasive, ex situ
|
Optical |
VIS/IR spectroscopy/imaging |
water content (Zhang et al., 2012; Jin et al., 2017), nutrition, disease (Sankaran et al., 2011) |
non-invasive |
environment-sensitive |
quantum cascade lasers |
disease (Mur et al., 2011) |
reliable, quantitative |
complex, expensive, ex situ
|
FT-IR spectroscopy |
disease (Abramovic et al., 2007; Liaghat et al., 2014), abiotic stress (Yu et al., 2018), nutrition (Butler et al., 2017) |
in situ (Abramovic et al., 2007) |
environment-sensitive, expensive |
thermal imaging |
disease (Chaerle et al., 2006; Xu et al., 2006), drought stress (Hashimoto et al., 1984; Cseri et al., 2013), nutrition (Chaerle et al., 2007) |
non-invasive, large-scale |
environment-sensitive (Humplík et al., 2015) |
soil-plant analyses development |
nutrition (Yue et al., 2020) |
fast, non-invasive |
limited applicability, environment-sensitive |
hyper-/multispectral imaging |
water content (Kovar et al., 2019), disease (Schubert et al., 2001), fruit maturity (Gutiérrez et al., 2019), osmotic stress (El-Hendawy et al., 2019; Mishra et al., 2019; Pieters et al., 2020) |
non-destructive, broadly applicable |
complex, expensive |
Quickbird satellite |
nutrition (Wu et al., 2007; Bausch et al., 2008), disease (Jacobi et al., 2005) |
large scale |
environment-sensitive, expensive |
colorimetry |
nutrition (Hytönen and Wall, 2006; Sahrawat et al., 2016), ripeness (Gonçalves et al., 2007), sugar content (Buysse and Merckx, 1993), stress (Bacci et al., 1998) |
fast, cheap |
environment-sensitive, invasive |
digital image analysis |
disease (Mohanty et al., 2016; Tm et al., 2018; Singh et al., 2019; Liu and Wang, 2021; Nirmal et al., 2022), fruit quality (Benalia et al., 2016), nutrition (Chen et al., 2019) |
non-invasive |
environment-sensitive |
fluorescence spectroscopy/imaging |
disease (Lins et al., 2009; Bürling et al., 2012; Granum et al., 2015; Pérez-Bueno et al., 2015; Montero et al., 2016), mechanical stress (Belasque et al., 2008; Pérez-Bueno et al., 2019), nutrition (Agati et al., 2015) |
non-invasive |
non-robust (Li et al., 2014) |
Electrical |
ion-selective sensors |
nutrition |
fast |
invasive |
electronic nose |
fruit maturity (Di Natale et al., 2001; Li et al., 2009), disease (de Lacy Costello et al., 2000) |
portable, real-time, fast, non-invasive |
non-robust, environment-sensitive |
conductivity |
nutrition (Bodale et al., 2021) |
cheap |
invasive, qualitative |
resistance measurements |
abiotic stress (Mancuso, 2000) |
quick, easy and non-destructive |
non-robust |
capacitance measurements |
water uptake (Afzal et al., 2017; Cseresnyés et al., 2022), biomass (Dietrich et al., 2013; Cseresnyés et al., 2018) |
in situ, fast, non-invasive |
environment-sensitive |
resistivity tomography |
biomass (Paglis, 2013), water content |
non-invasive, broad applicability, in situ
|
complex, expensive |
Sonic |
sonic tomography |
disease (Ishaq et al., 2014) |
in-field, non-invasive, reliable |
complex |
Physical |
pressure bomb |
water potential |
reliable |
invasive |
penetrometry |
fruit maturity |
quantitative |
invasive |