Научная статья на тему 'Estimation of chlorophyll content of barley and oats crops based on refl ectance spectra obtained by ground-based remote measurements'

Estimation of chlorophyll content of barley and oats crops based on refl ectance spectra obtained by ground-based remote measurements Текст научной статьи по специальности «Сельское хозяйство, лесное хозяйство, рыбное хозяйство»

CC BY
53
9
i Надоели баннеры? Вы всегда можете отключить рекламу.
Ключевые слова
ХЛОРОФИЛЛЬНЫЙ ФОТОСИНТЕТИЧЕСКИЙ ПОТЕНЦИАЛ / CHLOROPHYLL PHOTOSYNTHETIC POTENTIALS / ХЛОРОФИЛЛ / CHLOROPHYLL / ЯЧМЕНЬ И ОВЕС / BARLEY AND OATS

Аннотация научной статьи по сельскому хозяйству, лесному хозяйству, рыбному хозяйству, автор научной работы — Sid`Ko Alexander F., Pisman Tamara I., Botvich Irina Yu., Shevyrnogov Anatoly P.

The purpose of this study is analysis of relationship between chlorophyll content and chlorophyll photosynthetic potential of oats and barley cultivars. For this aim we used ground remote sensing and laboratory data. Ground data were obtained at the experimental fields, located in the Krasnoyarsk region. Experiments were carried out in different seasons, under various lighting conditions with the control of plants state. Spectral measurements were done by double-beam spectroradiometer. It is installed on the mobile work platform at heights of 5 to 18 m. The study showed good correlation between chlorophyll photosynthetic potential and chlorophyll content for different oats and barley cultivars. The value of chlorophyll photosynthetic potentials is different for barley and oats cultivars during the growing season.

i Надоели баннеры? Вы всегда можете отключить рекламу.
iНе можете найти то, что вам нужно? Попробуйте сервис подбора литературы.
i Надоели баннеры? Вы всегда можете отключить рекламу.

Оценка содержания хлорофилла посевов ячменя и овса на основе спектров отражения при наземном дистанционном зондировании

Целью данного исследования является анализ взаимосвязи между содержанием хлорофилла и хлорофилльным фотосинтетическим потенциалом посевов ячменя и овса. Для этого были использованы данные наземного дистанционного зондирования и лабораторные данные. Наземные данные были получены на экспериментальных полях, расположенных в Красноярском крае. Эксперименты проводились в разное время года при различных условиях освещения с контролем состояния посевов растений. Спектральные измерения проводили при использовании двухлучевого спектрорадиометра. Он был установлен на подвижной рабочей платформе на высоте от 5 до 18 м. Проведенное исследование показало хорошую корреляцию между хлорофилльным фотосинтетическим потенциалом и содержанием хлорофилла для различных сортов ячменя и овса. Показано, что величина хлорофилльного фотосинтетического потенциала различна для овса и ячменя в период вегетации.

Текст научной работы на тему «Estimation of chlorophyll content of barley and oats crops based on refl ectance spectra obtained by ground-based remote measurements»

Journal of Siberian Federal University. Engineering & Technologies, 2016, 9(8), 1333-1339

УДК 528. 855

Estimation of Chlorophyll Content of Barley

and Oats Crops Based on Reflectance Spectra Obtained

by Ground-Based Remote Measurements

Alexander F. Sid'ko*, Tamara I. Pisman, Irina Yu. Botvich and Anatoly P. Shevyrnogov

Institute of Biophysics of the SB RAS 50/50 Akademgorodok, Krasnoyarsk, 660036, Russia

Received 19.10.2016, received in revised form 09.11.2016, accepted 29.11.2016

The purpose of this study is analysis of relationship between chlorophyll content and chlorophyll photosynthetic potential of oats and barley cultivars. For this aim we used ground remote sensing and laboratory data. Ground data were obtained at the experimental fields, located in the Krasnoyarsk region. Experiments were carried out in different seasons, under various lighting conditions with the control of plants state. Spectral measurements were done by double-beam spectroradiometer. It is installed on the mobile work platform at heights of 5 to 18 m. The study showed good correlation between chlorophyll photosynthetic potential and chlorophyll content for different oats and barley cultivars. The value of chlorophyll photosynthetic potentials is different for barley and oats cultivars during the growing season.

Keywords: chlorophyll photosynthetic potentials, chlorophyll, barley and oats.

Citation: Sid'ko A.F., Pisman T.I., Botvich I.Yu., Shevyrnogov A.P. Estimation of chlorophyll content of barley and oatscrops based on reflectance spectra obtained by ground-based remote measurements, J. Sib. Fed. Univ. Eng. technol., 2016, 9(8), 13331339. DOI: 10.17516/1999-494X-2016-9-8-1333-1339.

© Siberian Federal University. All rights reserved

Corresponding author E-mail address: sidko@ibp.krasn.ru; pech@ibp.ru

*

Оценка содержания хлорофилла посевов ячменя

и овса на основе спектров отражения

при наземном дистанционном зондировании

А.Ф. Сидько, Т.И. Письман, И.Ю. Ботвич, А.П. Шевырногов

Институт биофизики СО РАН Россия, 660036, Красноярск, Академгородок, 50/50

Целью данного исследования является анализ взаимосвязи между содержанием хлорофилла и хлорофилльным фотосинтетическим потенциалом посевов ячменя и овса. Для этого были использованы данные наземного дистанционного зондирования и лабораторные данные. Наземные данные были получены на экспериментальных полях, расположенных в Красноярском крае. Эксперименты проводились в разное время года при различных условиях освещения с контролем состояния посевов растений. Спектральные измерения проводили при использовании двухлучевого спектрорадиометра. Он был установлен на подвижной рабочей платформе на высоте от 5 до 18 м. Проведенное исследование показало хорошую корреляцию между хлорофилльным фотосинтетическим потенциалом и содержанием хлорофилла для различных сортов ячменя и овса. Показано, что величина хлорофилльного фотосинтетического потенциала различна для овса и ячменя в период вегетации.

Ключевые слова: хлорофилльный фотосинтетический потенциал, хлорофилл, ячмень и овес.

Introduction

Considerable changes in reflection spectra of the crops during their growing season are associated with accumulation and destruction of plant pigments, basically chlorophyll [1, 2].

Determination of chlorophyll content of the plant by conventional methods in laboratory is costly and labor intensive. This makes it necessary the development of express remote optical methods for assessing the content of chlorophyll in crops. Thus, new methods are being developed which involve the use of different indices [3]. In Shibayama and Akiyama report [4] shown good correlation between reflection of rice leaves and their chlorophyll content on the wavelength 550 nm. There is index, termed the MERIS terrestrial chlorophyll index (MTCI), was evaluated using model spectra, field spectra and MERIS data [5]. Another authors used a vegetation index in different spectral regions - red and near infrared, green and red [6].

The classic method of assessing the state of the plant is the Normalized Difference Vegetation Index (NDVI) [7]. Strong correlations were observed between NDVI measurements and dry aboveground biomass, total green area, and aboveground Nitrogen content.

Basically these indices are used to estimate chlorophyll content [3, 8]. These vegetation indices do not always provide accurate data on the content of chlorophyll in the leaves of plants. The parameters specified above, basically calculated using the reflectivity of plants at two wavelengths.

The purpose of this study is the assessment of the content of chlorophyll of oats and barley cultivars by chlorophyll photosynthetic potential. For this aim we used ground remote sensing and laboratory data. Chlorophyll photosynthetic potential - is a difference of the reflectance factor integrals without chlorophyll absorption and with the absorption (in the 550 - 730 nm wavelength range).

Material and methods

Barley (Hordeum disticxon L.) cultivar Viner and oats (Owena sativa L.) cultivars Mutant and Orel were used as model crops. They have different chlorophyll content, yield and timing of maturation.

Field studies were performed on fields situated in the central and southern regions of Krasnoyarskii Krai (Russia) during the growing season from 2002 to 2012. The areas of the test plots were 200 -600 m2. The test plots differed in the amount of fertilizers added to the soil per square meter.

The calculation of the chlorophyll photosynthetic potential is based on registration of the reflectance factor, p crops using a PDSP double-beam spectrophotometer installed on the elevated work platform at heights of 5 to 18 m under sunny conditions [9].

The double-beam differential spectrophotometer was designed by the authors [10]. It records two fluxes - from the object studied and from the reference surface (etalon), which are used in the calculation of the reflectance factor, pl. As a reference surface, we used 1 m2 aluminum plate coated with magnesium oxide MgO. The spectra were taken every 2-4 days. The spectral resolution of the spectrophotometer is 2 nm in the range between 400 and 850 nm. The scanning rate in the spectral range from 400 to 850 nm was 60 s. The photometered area were0.5 - 2 m2. In generally, nadir measurements were taken. In order to obtain an accurate estimate of the distribution ofthe reflectance factor, pi over the canopy, we recorded 20 - 30 spectra and calculated their average values [11]. Every year, at least 10 test plots were studied.

From the values of the reflectance factor, pl calculated chlorophyll photosynthetic potential -parameter S (equation 1).

where 90 is the multiplier equal to the half-width of the chlorophyll absorption band between 550 and 730 nm, p550 and p730 are values of the reflectance factor of the wheat canopy at X = 550 nm and X= 730 nm.

Concentration of total chlorophyll (a and b) of the leaves in the laboratory was determined in the upper tiers of plants by a conventional spectrophotometric method, in ethanol extracts of 0.5-0.8-dm2 leaf sections, on a SPECORD UN VIS spectrophotometer Jena Carl Zeiss [12]. Content of chlorophyll was evaluated every 5-8 days throughout the growing season.

Figures 1 and 2 shows the comparative dynamics of the reflectance factor for barley and oats depending on the wavelength at different periods of the growing season. Analysis of the spectral data of barley and oats canopies showed that the reflectance factor in the wavelength range between 550 and 730 nm demonstrate the most considerable variations throughout the growing season. A change in the reflectance factor in this region of the spectrum is essentially determined by chlorophyll content of the plants. At the initial stage of the growing season (June, July) curves of spectra of the brightness have the largest decrease and then increase in the red region of the spectrum. This is caused by of chlorophyll accumulation in plant canopies. Figure 1 shows that shape dynamics curve of the reflectance factor during the active growth phase (middle of June) is the same for barley and oats. The values of the reflectance factor are the same for barley and oats at test wavelengths (460, 550, 680 and 800 nm).

730

(1)

550

Results and discussion

Green plant leaves typically display very low reflectance and transmittance in visible regions of the spectrum (i.e., 400 to 700 nm) due to strong absorptance by photosynthetic plant pigments. By contrast, reflectance and transmittance are both usually high in the near-infrared regions (NIR, 700 to 1300 nm) because there is very little absorptance by pigments [8, 13].

However, at the end of the growing season (beginning of August) curve dynamics of the reflectance factor barley rectified (Fig. 2). This is due to a decrease in chlorophyll content and the earlier period of ripening barley. Curve dynamics of the reflectance factor oats rectified later (end of August, September). Thus, shown the possibility of identification of crops with different maturation period (barley and oats) at the end of the growing season.

The main aim of the research was to study of the relationship between chlorophyll content of the leaves in the barley and oats upper layer and chlorophyll photosynthetic potential. For each

70

60

ge 50

o

o 40

£ 30

20

10

-O- BARLEY •O" OATS

400

500 600 700

Wavelength, nm

800

Fig. 1. The dynamics of the reflectance spectra of barley and oats crops at the beginning of the growing season (15.06)

70 60

ge 50

o

o 40

(D

ë 30

20

10

600 700

Wavelengs, nm

Fig. 2. The dynamics of the reflectance spectra of barley and oats crops at the end of the growing season (06.08)

cultivar of barley and oats during the growing season was remotely measured the dependence of the reflectance factor from the wavelength. On the basis of the brightness spectra of the crop calculated chlorophyll photosynthetic potential, S(t) by equation (1) during the growing season [14].

Fig. 3 show a graph of correlation dependence of chlorophyll content from chlorophyll photosynthetic potential for barley and oats canopy during the growing season. For the reliability of these parameters were measured and calculated for 10 years under different growing conditions. Our results showed a good correlation (R2 = 0.9) between chlorophyll content and chlorophyll photosynthetic potential of the barley and oats plants over the growing season.

Fig. 3. Relations between chlorophyll photosynthetic potential, S(t ) and chlorophyll content, Chl for barley (A) and oats (B) canopy during the growing season

It should be noted that the value of chlorophyll photosynthetic potential for barley more than the value of chlorophyll photosynthetic potential for oats with the same content of chlorophyll. This is due to the physiological characteristics of the studied crops. Width and area barley leaf are greater than the width and the area of oats. As a result the projective cover of barley more the projective cover of oats during the active phase of growth.

Thus, results showed the advantage represented by ground-based remote method. The study of chlorophyll photosynthetic potential showed that this parameter, which was calculated by using highresolution spectra (2 nm), was less variable over the growing season. At low spectral resolution is difficult to consider the influence of weather conditions. Chlorophyll photosynthetic potential defined as the area (S) makes it possible to estimate the chlorophyll content of barley and oats crops with good accuracy.

Conclusion

The work shows the high efficiency of chlorophyll photosynthetic potential in combination with traditional spectrophotometric measurements to assess chlorophyll content of crops. The efficiency of the method is confirmed by a large number of field measurements and their corresponding methods of statistical processing. The magnitude of chlorophyll photosynthetic potential makes possible to estimate the physiological condition of barley and oats crops and it allows for their identification at the end of the growing season.

The main results:

1. The study showed good correlation (R2 = 0.9) between chlorophyll content and chlorophyll photosynthetic potential for barley and oats canopy during the growing season.

2.Chlorophyll photosynthetic potential is different for barley and oats cultivars during the growing season.

References

[1] Jorgensen R. N., Hansen P. M., Bro R. Exploratory study of winter wheat reflectance during vegetative growth using three-mode component analysis.Int. J. Remote Sensing, 2006, 27(5), 919-937.

[2] Broge N.H., Mortensen J.V. Deriving green crop area index and canopy chlorophyll density of winter wheat from spectral reflectance data.Remote Sens. Environ.,2002,81, 45-57.

[3] Gitelson A. A., MerzlyakM. Remote estimation of chlorophyll content in higher plant leaves. Int. J. Remote Sens.,1997, 18, 291- 298.

[4] Shibayama M., Akiyama T. A. Exploring the usability of field measurements of middle infrared reflectance using a portable band-pass filter-type radiometer to assess paddy rice yields. International Journal of Remote Sensing, 32, 3589-3609.

[5] Dash J., Curran P.J. The MERIS terrestrial chlorophyll index.International Journal of Remote Sensing, 2004, 25 (23), 5403-5413.

[6] Gitelson A. A. et al. Remote estimation of canopy chlorophyll content in crops. Geophysical Research Letters, 2005, 32, 1-4.

[7] Gajjar R.B., ShekhA.M., Dave A.J., Patel C.T.et al. Assessment of crop growth parameters of wheat under stress condition through ground based spectral data. Journal of the Indian Society of Remote Sensing,.2005, 33 (1), 147-152.

[8] Chapelle E.W., Kim M.S., McMurtery J.E. Ratio analysis of reflectance spectra (RARS): an algorithm for the remote estimation of the concentrations of Chl a, b and carotenoids in soybean leaves. Remote Sensing of Environment, 1992, 39, 239-247.

[9] Sid'ko A. F., Botvich I. Yu., Pisman T.I., Shevyrnogov A. Analysis of polarization characteristics of plant canopies using ground-based remote sensing measurements. Journal of Quantitative Spectroscopy and Radiative Transfer, 2014, 144, 117-122.

[10] Sid'ko A. F., Filimonov V. C., Sid'ko F. Ya.Field differential spectrometer.Zhrn. Prikl. Spektroskopii, 1978, 29(5), 943-948 [in Russian]

[11] PugachevaI.Yu., Sid'ko A.F., Shevyrnogov A. P. A study of backscattered spectra dynamics of agricultural crops during growth period on the territory of the KrasnoyarskiiKrai. (Russia).Adv. Space Res, 2010, 45, 1224-1230.

[12] Andrianova Y.E., Tarchevsky I.A.Khlorofill I produktivnostrasteniy (Chlorophyll and plant productivity). Moscow: Nauka, 2000, [in Russian]

[13] Slaton M.R., HuntE.R. and Smith W.K. Estimating near-infrared leaf reflectance from leaf structural characteristics.American Journal of Botany, 2001, 88(2), 278 - 283.

[14] Botvich I.Yu.,Sid'ko A.F., Pisman T.I., Shevyrnogov A.P.Determination of chlorophyll photosynthetic potential in vegetation using ground-based and satellite methods. Journal of Siberian Federal University. Engineering & Technologies, 2012, 1, 87-97.

i Надоели баннеры? Вы всегда можете отключить рекламу.