© The Authors, 2023, Published by the Universidad del Zulia
*Corresponding author: fjrincon@espam.edu.ec
Jennifer Alexandra Orejuela-Romero
1
Juan Gabriel Chipantiza-Masabanda
2*
Pablo Danilo Carrera-Oscullo
1
Ana Ximena Salguero-Cajo
2
Rev. Fac. Agron. (LUZ). 2023, 40(2): e234012
ISSN 2477-9407
DOI: https://doi.org/10.47280/RevFacAgron(LUZ).v40.n2.02
Crop production
Associate editor: Dr. Jorge Vilchez-Perozo
University of Zulia, Faculty of Agronomy
olivarian Republic of Venezuela
Keywords:
Water stress
Thermography
Plant physiology
Eect of decit irrigation on Helianthus annuus L. plants in containers
Efecto del riego decitario en plantas de Helianthus annuus L. en contenedores
Efeito da irrigação decitária nas plantas de Helianthus annuus L. em contentores
1
Group YASUNI-SDC, Escuela Superior Politécnica de
Chimborazo, Sede Orellana.
2
Group Causana Yachay-Escuela Superior Politecnica de
Chimborazo, Sede Orellana Ecuador.
Received: 31-01-2023
Accepted: 22-03-2023
Published: 06
-04-2023
Abstract
In order to evaluate changes related to plant physiology, infrared
thermography has been chosen as a non-invasive complement. The research
objective was to analyze the eect of decit irrigation on Helianthus
annuus L. plants in containers by means of IR thermography in a controlled
experimental population at the University of Seville.
The experiment consisted
of three irrigation treatments to sunower plants; one treatment received full
irrigation (C-100) and two treatments received decit irrigation: 70 % (R-70)
and 50 % (R-50). A randomized block design was used. In the initial stage,
polystyrene seedling trays of 54 cells (square) were used for the cultivation
of sunowers. The dimension of the trays was 700 x 400 x 70 mm. The cell
size was 65 x 70 mm and the capacity was 135 cm
3
. For the development
stage, plastic pots with a capacity of 4 L and a dimension of 21 x 16.4 cm
were used. The sunower plants used in this study did not exhibit signicant
dierences in temperature and physiological analyses as a function of the
irrigation treatment applied. However, there was a strong tendency for
the plants to better resist water stress under a restrictive irrigation of 70 %.
This scientic publication in digital format is a continuation of the Printed Review: Legal Deposit pp 196802ZU42, ISSN 0378-7818.
Rev. Fac. Agron. (LUZ). 2023, 40(2): e234012 Abril-Junio. ISSN 2477-9408.
2-6 |
Resumen
Para evaluar los cambios relacionados con la siología de la
planta, se ha elegido la termografía infrarroja como complemento no
invasivo. El objetivo de la investigación fue analizar el efecto del
riego decitario en plantas de Helianthus annuus L. en contenedores
mediante termografía IR en una población experimental controlada
en la Universidad de Sevilla. El experimento consistió en tres
tratamientos de riego a plantas de girasol; un tratamiento recibió riego
completo (C-100) y dos tratamientos recibieron riego decitario: 70
% (R-70) y 50 % (R-50). Se utilizó un diseño de bloques al azar. En
la etapa inicial, se utilizaron bandejas de poliestireno de 54 celdas
(cuadradas) para el cultivo del girasol. La dimensión de las bandejas
era de 700 x 400 x 70 mm. El tamaño de las celdas era de 65 x 70
mm y la capacidad de 135 cm
3
. Para la fase de desarrollo se utilizaron
macetas de plástico con una capacidad de 4 L y una dimensión de 21 x
16,4 cm. Las plantas de girasol utilizadas en este estudio no mostraron
diferencias signicativas en temperatura y análisis siológicos en
función del tratamiento de riego aplicado. Sin embargo, se observó
una fuerte tendencia de las plantas a resistir mejor el estrés hídrico
bajo un riego restrictivo del 70 %.
Palabras clave: estrés hídrico, termografía, siología de las plantas.
Resumo
A m de avaliar as alterações relacionadas com a siologia
vegetal, a termograa infravermelha foi escolhida como um
complemento não invasivo. O objectivo da investigação foi Analisar o
efeito da irrigação decitária nas plantas de Helianthus annuus L. em
recipientes utilizando termograa IR numa população experimental
controlada na Universidade de Sevilha. A experiência consistiu em
três tratamentos de irrigação a plantas de girassol; um tratamento
recebeu irrigação completa (C-100) e dois tratamentos receberam
irrigação decitária: 70 % (R-70) e 50 % (R-50). Foi utilizado
um desenho de blocos aleatórios. Na fase inicial, foram utilizados
tabuleiros de poliestireno de 54 células (quadrado) para o cultivo de
girassóis. A dimensão dos tabuleiros era de 700 x 400 x 70 mm. A
dimensão da célula era de 65 x 70 mm e a capacidade era de 135
cm
3
. Para a fase de desenvolvimento, foram utilizados vasos de
plástico com uma capacidade de 4 L e uma dimensão de 21 x 16,4
cm. As plantas de girassol utilizadas neste estudo não apresentaram
diferenças signicativas de temperatura e análises siológicas em
função do tratamento de irrigação aplicado. No entanto, houve uma
forte tendência para as plantas resistirem melhor ao stress hídrico sob
uma irrigação restritiva de 70 %.
Palavras-chave: estresse hídrico, termografía, siologia vegetal.
Introduction
To evaluate changes related to plant physiology, infrared
thermography has been chosen as a non-invasive complement,
because temperature is an important environmental parameter
(Tattersall, 2016). Being important to employ this system as it allows
timely detection of diseases, dehydration, in plants (Yang et al.,
2019); therefore, infrared thermography can be widely applied in the
non-invasive examination of seed vigor and allows fast and ecient
seed detection for agricultural and silvicultural purposes in the future
(Liu et al., 2020), in this sense, thermography has provided great
advances in eld applications and agriculture.
Due to what has been raised, surface temperature measurement
through thermographic cameras has been widely used in various
elds in recent years (Budzier and Gerlach, 2018). Among the various
benets provided by thermography, its easy handling at the time of
capturing the thermal image stands out, as well as its wide spatial
resolution in one or several objects simultaneously (Harrap et al.,
2018), this involves detecting plant water stress in time, a situation
that helps to optimize irrigation with the intention of enhancing the
plant to an optimal production, this in the medium term, leads to the
economic performance of the plantation, as well as sustainability
until the harvest is achieved (Al Aasmi et al. 2022).
In agreement, Shehzad et al. (2020), indicates that drought stress
is one of the extreme eects of climate change that causes great
losses in crop plant production, applying for sunower plants, foliar
spray K + Ct, (spray with chitosan nanoparticle properties to control
stress in plants ), helping to signicantly improve the gas exchange
characteristics of the leaf, which increased proline, soluble proteins
and free amino acids and increased the antioxidant defense system,
helping to maintain the water status of the plant in sunowers
exposed to drought stress, being functional in this case, to apply IR
thermography for the early detection of water stress in sunowers with
the intention of provoking a timely intervention where intervening
treatments can be applied for the repair of the plant.
It is important to note that water stress decreases growth rates,
photosynthetic pigments, osmoprotectants, yield components, oil
and carbohydrates (%) compared to 100 % irrigation requirements
(Abdallah et al. 2020). Being that the use of IR thermography
contributes to obtain accurate information on plant biology during the
process of water stress, being an important tool to know the impact
and possible consequences, being highly recommended its use,
especially in populations under controlled environments (Harrap and
Rands, 2021).
Based on the above, the research objective is to analyze the eect
of decit irrigation on Helianthus annuus L. plants in containers by
means of IR thermography in a controlled experimental population at
the University of Seville.
Materials and method
Experimental design
In 2020, an experiment was carried out under controlled conditions
in the plant physiology laboratory of the Faculty of Biology of the
University of Seville, Spain. The experiment consisted of three
irrigation treatments to sunower plants; one treatment received full
irrigation (C-100) and two treatments received decit irrigation: 70 %
(R-70) and 50 % (R-50). A randomized block design was used.
Experiment procedure
Sunower seeds (Helianthus annuus L.) of the dwarf variety were
planted under controlled conditions of humidity and temperature. The
culture chamber had an initial temperature of 16.02 ºC during the
rst week, when planting took place. In the following weeks it was
maintained at an average temperature of 24 ºC with slight variations
of ± 2 ºC. The average relative humidity was between 73 % - 84 %.
Peat was used as substrate for the cultivation of sunowers, due to
its chemical characteristics such as nutrient content, cation exchange
capacity (CEC), pH, electrical conductivity (EC) and C/N ratio.
Considering the importance of maintaining EC and pH in optimal
This scientic publication in digital format is a continuation of the Printed Review: Legal Deposit pp 196802ZU42, ISSN 0378-7818.
Orejuela-Romero et al. Rev. Fac. Agron. (LUZ). 2023 40(2): e234012
3-6 |
ranges to avoid low water potential, which could result in water loss
of the plant. The content of salts presents in the peat used was 2
dS.m
-1
and pH of 6.8 respectively.
In the initial stage, polystyrene seedling trays of 54 cells (square)
were used for the cultivation of sunowers. The dimension of the
trays was 700 x 400 x 70 mm. The cell size was 65 x 70 mm and the
capacity was 135 cm
3
. For the development stage, plastic pots with a
capacity of 4 L and a dimension of 21 x 16.4 cm were used.
The dry mass in grams of stems and leaves of the three treatments
was obtained, for which the fresh weight (FW) of the sample leaves
was recorded and then the leaves were immersed for 1h in distilled
water. The leaves were removed, and excess water was removed, and
the turgent weight (WW) was recorded. The samples were placed in
an oven at 70 ºC for 48 h to obtain the dry weight (DW). The same
procedure was used to calculate the values obtained in the treatments,
C-100 showed root dry mass values higher than R-70 but lower than
R-50.
According to Córdova-Téllez, (2018) between 60,000 and 70,000
seeds can be sown in one hectare, with a loss percentage of 10 %. Due
to the above, the water consumption was established based on the
water need of 55,000 L.ha
-1
considered 50,000 plants in 10,000 m
2
.
The
water demand per plant was established based on the calculated
eld capacity of 11 L in a complete cycle.
The initial seedling stage in the seedbed lasted 28 days, until a
minimum of three true leaves were obtained. Once the sunowers were
transplanted to the pot, the development stage lasted 35 days, where
the plants acquired more than 8 unfolded leaves. In the intermediate
stage of 24 days, the inorescence was produced and 26 days lasted
the nal stage where black seeds were evidenced inside the owers.
At the beginning of the experimental phase the sunowers were 85
days old and once concluded 113 days.
The photosynthetic activity (A) was measured through the
quantication of CO
2
and atmospheric w ater vapor using an open-
circuit infrared gas analyzer (IRGA) and to calculate the water use
eciency (WUE), the photosynthesis values obtained per treatment
and the stomatal conductance data (gs) were used in the formula:
WUE A.gs
-1
Five plants were used for each experimental unit, for a total of
15 plants in the experiment. The selected sunowers had between
9-12 leaves of similar shape and size. From the experimental
phase onwards, irrigation was programmed every three days. The
sunowers were supplied with water and fertilizer using a watering
can. The volume supplied was 300 mL for full irrigation (R-100).
Deficit irrigation of 70 % to 210 mL of water per sunflower and
deficit irrigation of 50 % to 150 mL respectively.
Allen et al. (1998), established the Kc of sunower at 0.35 in the
initial stage. With the development of the plant, the Kc increases until
it reaches a value of 1.15. After some time, the crop ages and withers,
producing a decrease in Kc to 0.35.
Viridis N30 mixed nitrogen fertilizer was used. With a formula
characterized by its high content of nitrogen, fulvic acids and
microelements that benets plant growth. With a pH of 7.5 according
to the manufacturers recommendations, 30 mL of fertilizer were
used for every 10 L of water (table 1).
Table 1. Fertilizers used for evaluation of eect of decit irrigation
on Helianthus annuus L. plants in containers.
Viridis N30 % weight.weight
-1
% weight.volume
-1
Total nitrogen 24.00 29.56
Ammonia nitrogen 6.00 7.31
Nitric nitrogen 5.00 6.27
Urea 13.5 14.9
Also contains: Boron (B); Cop-
per (Cu); Manganese (Mn);
Molybdenum (Mo) and Zinc (Zn).
≤ 0.1%
pH 7.8
Note: Fertilizers used in % weight and volume during the experiment.
Thermal Imaging
Thermographic images were recorded per individual of each
treatment, using a portable infrared thermal camera that was
incorporated into a Samsung Tablet model Galaxy Tab A (2019,
10.1”). The camera model used was FLIR ONE (Flir Systems,
Wilsonville, OR, USA). With resolution of 80 x 60 pixels, whose
spectral range is 8-14 μm. The temperature range measured by the
camera is -20 °C to 120 °C with a thermal sensitivity of 150 mK and
frame rate of 8.7 Hz. The thermal images were taken between 11:00 -
13:00 and were examined using the free software package “Flir One”
and then the data was analyzed by means of the Flir Tools application
for smartphones with Android operating system.
For temperature calculation, the emissivity was set to 1.0 based
on the radiation temperature of a crumpled aluminum foil sheet. The
emissivity for the sunower canopy was set to 0.95. The distance
between the camera and the target was less than 1 meter. Three areas
of dierent circumference were selected within each thermal image to
determine the average temperature per leaf. The selected areas were
exported to Excel to calculate the average temperature per treatment,
as well as the standard error of the data. The sampling days were
February 06, 12, 14, 18 and 27. The thermal images were taken under
the same conditions, except for February 12, when the images were
obtained prior to irrigation.
Statistical analysis
SPSS Statistics version 25.0 (IBM Corp., 2017) was used to
calculate the statistical analysis. They were processed by statistical
design of comparison of means, by application of Duncan’s method
at a margin of error of (p<0.05), which allowed comparison of all
pairs of means used in the experiment, supported by an ANOVA
analysis, after a review of the normal distribution of the data series
and homogeneous variance.
Results and discussion
From the temperatures obtained by thermography, no signicant
dierences (p=0.054) were found between the dierent treatments by
means of the analysis of variance. However, there was a tendency to
increase the temperature from the rst measurement in the treatments
subjected to decit irrigation. To which Iseki and Olaleye, (2020),
point out that through thermal imaging it is possible to determine
canopy and leaf surface temperatures.
Likewise, recent studies show that the plant hormone abscisic
acid (ABA) plays a central role in the regulation of stomatal
movements under water decit conditions (Hsu et al. 2021), ABA
This scientic publication in digital format is a continuation of the Printed Review: Legal Deposit pp 196802ZU42, ISSN 0378-7818.
Rev. Fac. Agron. (LUZ). 2023, 40(2): e234012 Abril-Junio. ISSN 2477-9408.
4-6 |
is actively synthesized in the vascular tissues of roots and leaves
and transported to the protective cells. Consequently, when there
is water stress, stomatal closure occurs in the sunower leaf,
which generates an increase in its temperature, in addition to the
fact that plants detect the water decit signal mainly through the
leaves and roots. In consideration, gure 1 is presented, where
the leaf temperature obtained by IR thermography is identied.
Mean temperature per treatment per day on the x axis given to the
measurement periods.
Figure 2. Dierences were obtained for photosynthesis among
the dierent treatments. C-100: full irrigation (100%),
R-70: 70 % of irrigation, R-50: 50 % irrigation. Irrigation
was carried out every three days. The sampling days were
in February 1:06, 2:12 and 3:14. 5:27.
View complemented by the study of Killi et al. (2017), who
reported similar aectation in photosynthesis and growth of
sunowers directly by water decit and temperature. Although
temperatures were higher at R-70 photosynthesis is higher at R-50.
A peak is observed in the data for the third measurement and then
a steep drop for decit irrigation (both cases), with time as water
stress develops it becomes more accentuated. This may have
contributed to the degradation of physiology in the sunower plants
of the R-50 treatment.
Water use eciency for this experiment was not statistically
signicant (p=0.53). WUE was higher for the R-70 treatment, which
may be associated with the high temperatures exhibited by this
decit irrigation, possibly due to osmotic adjustment, as sunower
are consistent with an ABA-mediated hormonal stomatal response
to vapour pressure decit (VPD) rather than a hydraulically driven
stomatal response to VPD (Cardoso et al. 2020). The above is
presented in gure 3.
25
26
27
28
29
30
1 2 3 4 5
IR THERMOGRAPHY.
AVERAGE TEMPERATURE PER
TREATMENT
MEASUREMENT PERIOD PER DAY
C-100 R-70 R-50
Figure 1. Leaf temperature obtained by IR thermography.
C-100: full irrigation (100%), R-70: 70 % of irrigation, R-50: 50 %
irrigation. Irrigation was carried out every three days. The sampling
days were in February 1:06, 2:12, 3:14, 4:18 and 5:27.
The R-70 treatment, despite not being the most restrictive
irrigation, leads to a greater increase in leaf temperature on all
days sampled. This could indicate the tendency of sunowers to
regulate water loss by closing the stomata for a decit irrigation
of 70 % and resist water stress, which is similar to the study
conducted by Mostafa and Afy, (2022), where it was shown that
sunower plants are resistant and productive in the presence of an
intermediate irrigation. The plants that were subjected to the R-50
treatment presented temperatures between 1 and 2
o
C below the
R-70 treatment, but despite this dierence, two of the ve plants
died, which could indicate the low tolerance of sunowers to a
restrictive irrigation of 50 %.
Jones (2004), points out that, in the plant, the increase or decrease
of temperature are not limiting for biochemical interactions (around
the optimum temperature), but can become determinant under
severe restrictive conditions, although they are reected in small
variations of temperature.
At the beginning of the experimental phase, the sunower plants
were robust, with an intense green color in leaves and stem, with a
length of more than 40 cm. They had several leaves of appropriate
shape and size. Some plants had small owers, the rst temperature
data taken from the beginning of the experimental phase, under the
conditions mentioned above. Almost at the end of the experimental
phase, the plants had lost their vigor, which could be described as
the characteristic intense green color of leaves and stems. Leaf spots
and necrotic areas on the edges of the leaves were clearly visible in
the treatments subjected to decit irrigation.
Andrade et al. (2017), it is always related stomatal conductance
to leaf water status. As well as the opening and closing of the
stomata are regulated through the integration of environmental
signals and stimuli.
In this research, no signicant dierences were obtained for
photosynthesis among the dierent treatments (p=0.59). As leaf
temperature increased with decit irrigation in R-70 and R-50, so
did photosynthesis values, which may have been due to reductions
in CO
2
solubility. The above is presented in gure 2.
0,5
0,6
0,7
0,8
0,9
1
1,1
1,2
1 2 3
PHOTOSYNTHESIS AMONG THE
DIFFERENT TREATMENTS (P=0.59)
MEASUREMENT PERIOD PER DAY
C-100 R-70 R-50
0
0,1
0,2
0,3
1 2 3 4 5 6
DRY HIGHER ROOT DRY MASS
VALUES MASS IN GRAMS
MEASUREMENT PERIOD PER DAY
C-100 R-70 R-50
Figure 3. Water eciency. C-100: full irrigation (100%), R-70: 70
% Irrigation was carried out every three days. The sampling days
were in February 1:06, 2:12 and 3:14.
This scientic publication in digital format is a continuation of the Printed Review: Legal Deposit pp 196802ZU42, ISSN 0378-7818.
Orejuela-Romero et al. Rev. Fac. Agron. (LUZ). 2023 40(2): e234012
5-6 |
Generating the best utilization of water content by plants exposed
to water stress under the R-70 treatment. Although the values fall in
the fourth sampling (R-70), they return to be the highest at the end of
the experiment. WUE for C-100 from the second data collection is
reported below the two decit irrigation treatments, which may have
been inuenced by external factors such as the location of the plants
in the growth chamber. Both WUE and biomass of the R-70 treatment
were the highest recorded, which relates to the research of Killi et
al. (2017), where he points out that WUE is associated with biomass
production in sunowers and can be seen to inuence it directly.
Once the experiment was concluded, the dry mass in grams
of stems and leaves of the three treatments was obtained. In the
statistical analysis, there were no signicant dierences (p=0.971)
in the root biomass of the dierent irrigations applied. It is possible
that the number of individuals per treatment may have caused non-
determinant results. The above is presented in gure 4.
0
2
4
6
8
10
12
14
16
18
1 2 3 4 5 6
DRY MASS IN GRAMS
MEASUREMENT PERIOD PER DAY
C-100 R-70 R-50
Figure 4. Dry mass in grams of stems and leaves of the three
treatments. C-100: full irrigation (100%), R-70: 70 %
Irrigation was carried out every three days. The sampling
days were in February 1:06, 2:12, 3:14, 4:18 and 5:27.
Of the values obtained in the treatments, C-100 presented higher
root dry mass values than R-70 but lower than R-50. According to
Killi et al. (2017), sunowers under water stress present an increased
investment in root systems, propitiating a greater use of available soil
water. What could have generated the increase of the root system in
R-50 due to the high decit irrigation to which it had been subjected.
A more extensive root network can cause plants to make better use of
the available water. The above is presented in gure 5.
Therefore, periods of drought will have a negative impact on the
growth of sunower crops, being that García-Tejero et al. (2017),
reported relationships between thermal indicators and physiological
parameters in plants. What would be correlated in our experiment
by manifesting elevated temperatures in sunower plants and
physiological parameters reported in plants. While R-70 had the
highest values in stem biomass, followed by C-100 and nally R-50.
Dierences in stem biomass were not signicant (p=0.745) for the
three treatments.
Conclusions
The temperatures obtained by thermography; no signicant
dierences (p=0.054) were found between the dierent treatments by
means of the analysis of variance. However, there was a tendency to
increase the temperature from the rst measurement in the treatments
subjected to decit irrigation. The R-70 treatment, despite not being
the most restrictive irrigation, leads to a greater increase in leaf
temperature on all days sampled. This could indicate the tendency of
sunowers to regulate water loss by closing the stomata for a decit
irrigation of 70 % and resist water stress.
Generating the best use of water content by plants exposed to
water stress under the R-70 treatment, sunowers under water stress
show an increased investment in root systems, leading to a greater
use of available soil water. This may have led to an increase in the
root system in R-50 due to the high decit irrigation to which it had
been subjected. A more extensive root network may cause the plants
to make better use of the available water.
Having an eect that R-70 had the highest values in stem biomass,
followed by C-100 and nally R-50. The dierences in stem biomass
were not signicant (p=0.745) for the three treatments.
Literature cited
Abdallah, M. M. S., Bakry, B. A., El-Bassiouny, H. M. S., & El-Monem, A. A.
A. (2020). Growth, Yield and Biochemical Impact of Anti-transpirants
on Sunower Plant Grown under Water Decit. Pakistan journal of
biological sciences: PJBS
, 23(4), 454–466. https://doi.org/10.3923/
pjbs.2020.454.466
Al Aasmi, A., Alordzinu, K. E., Li, J., Lan, Y., Appiah, S. A., & Qiao, S.
(2022). Rapid Estimation of Water Stress in Choy Sum (Brassica
chinensis
var. parachinensis) Using Integrative Approach. Sensors
(Basel, Switzerland)
, 22(5), 1695. https://doi.org/10.3390/s22051695
Allen, R. G., Pereira, L. S., Raes, D., & Smith, M. (1998). Crop evapotranspiration-
Guidelines for computing crop water requirements-FAO Irrigation and
drainage paper 56. FAO, Rome, 300(9), D05109. https://www.fao.org/3/
x0490e/x0490e00.htm
Andrade, A., Escalante, M., Vigliocco, A., del Carmen Tordable, M., & Alemano,
S. (2017). Involvement of jasmonates in responses of sunower
(Helianthus annuus) seedlings to moderate water stress. Plant Growth
Regulation, 83(3), 501–511. https://doi.org/10.1007/s10725-017-0317-9
Budzier, H., and G. Gerlach. (2018). Grenzen der thermischen, räumlichen und
zeitlichen Auösung ungekühlter Thermograekameras. tm-Technisches
Messen, 85(1), 65-69. https://doi.org/10.1515/teme-2017-0064.
Cardoso, A. A., Brodribb, T. J., Kane, C. N., DaMatta, F. M., & McAdam, S.
A. M. (2020). Osmotic adjustment and hormonal regulation of stomatal
responses to vapour pressure decit in sunower. AoB PLANTS, 12(4),
plaa025. https://doi.org/10.1093/aobpla/plaa025
Córdova-Téllez, L. (2018). Acciones del Servicio Nacional de Inspección
y Certicación de Semillas (SNICS-SAGARPA) para el desarrollo
del campo mexicano. Agro Productividad, 11(3), 3-8. https://
revista-agroproductividad.org/index.php/agroproductividad/article/
download/231/174
García-Tejero, Iván Francisco, Hernández-Cotán, A., Apolo, O. E., Durán-Zuazo,
V. H., Portero, M. A., & Rubio-Casal, A. E. (2017). Infrared thermography
to select commercial varieties of maize in relation to drought adaptation.
Quantitative InfraRed Thermography Journal, 14(1), 54–67. https://doi.
org/10.1080/17686733.2016.1229327
Harrap, M. J. M., and Rands, S. A. (2021). Floral infrared emissivity estimates
using simple tools. Plant methods, 17(1), 23. https://doi.org/10.1186/
s13007-021-00721-w
10
30
50
70
90
1 2 3 4 5 6
DRY HIGHER ROOT DRY MASS
VALUES MASS IN GRAMS
MEASUREMENT PERIOD PER DAY
C-100 R-70 R-50
Figure 5. The treatments, C-100 presented higher root dry mass
values than R-70 but lower than R-50. C-100: full
irrigation (100%), R-70: 70 % Irrigation was carried out
every three days. The sampling days were in February
1:06, 2:12, 3:14, 4:18 and 5:27.
This scientic publication in digital format is a continuation of the Printed Review: Legal Deposit pp 196802ZU42, ISSN 0378-7818.
Rev. Fac. Agron. (LUZ). 2023, 40(2): e234012. Abril-Junio. ISSN 2477-9408.
6-6 |
Harrap, M. J. M., De Ibarra, N. H., Whitney, H. M., & Rands, S. A. (2018).
Reporting of thermography parameters in biology: A systematic review
of thermal imaging literature. Royal Society Open Science, 5(12), 9-11.
https://doi.org/10.1098/rsos.181281
Hsu, P. K., Dubeaux, G., Takahashi, Y., & Schroeder, J. I. (2021). Signaling
mechanisms in abscisic acid-mediated stomatal closure. The Plant
journal: for cell and molecular biology
, 105(2), 307-321. https://doi.
org/10.1111/tpj.15067
IBM Corp. Released 2017. IBM SPSS Statistics for Windows, Version 25.0.
Armonk, NY: IBM Corp.
Iseki, K., and Olaleye, O. (2020). A new indicator of leaf stomatal conductance based
on thermal imaging for eld grown cowpea. Plant Production Science,
23(1), 136-147. https://doi.org/10.1080/1343943X.2019.1625273
Jones, H. G. (2004). Aplication of thermal imaging and infrared sensing in
plant. Physiology and Ecophysiology. Advances in Plant Ecophysiology
Techniques, 41, 135-151. https://doi.org/10.1007/978-3-319-93233-0_8
Killi, D., Bussotti, F., Raschi, A., & Haworth, M. (2017). Adaptation to high
temperature mitigates the impact of water decit during combined
heat and drought stress in C3 sunower and C4 maize varieties with
contrasting drought tolerance. Physiologia Plantarum, 159(2), 130-147.
https://doi.org/10.1111/ppl.12490
Liu, H., Song, S., Zhang, H., Li, Y., Niu, L., Zhang, J., & Wang, W. (2022).
Signaling Transduction of ABA, ROS, and Ca
2+
in Plant Stomatal
Closure in Response to Drought. International journal of molecular
sciences
, 23(23), 14824. https://doi.org/10.3390/ijms232314824
Mostafa, H., and Afy, M.T. (2022). Inuence of water stress on engineering
characteristics and oil content of sunower seeds. Scientic Reports 12,
12418. https://doi.org/10.1038/s41598-022-16271-7
Shehzad, M. A., Nawaz, F., Ahmad, F., Ahmad, N., & Masood, S. (2020). Protective
eect of potassium and chitosan supply on growth, physiological
processes and antioxidative machinery in sunower (Helianthus annuus
L.) under drought stress. Ecotoxicology and environmental safety, 187,
109841. https://doi.org/10.1016/j.ecoenv.2019.109841
Tattersall, G. J. (2016). Infrared thermography: A non-invasive window into
thermal physiology. In Comparative Biochemistry and Physiology
A-molecular & Integrative Physiology, 202, 78-98. https://doi.
org/10.1016/j.cbpa.2016.02.022
Yang, N., Yuan, M., Wang, P., Zhang, R., Sun, J., & Mao, H. (2019). Tea
diseases detection based on fast infrared thermal image processing
technology. Journal of the science of food and agriculture, 99(7), 3459-
3466. https://doi.org/10.1002/jsfa.9564
Liu, L., Wang, Z., Li, J., Zhang, X., & Wang, R. (2020). A Non-Invasive Analysis of
Seed Vigor by Infrared Thermography. Plants (Basel, Switzerland), 9(6),
768. https://doi.org/10.3390/plants9060768