SlideShare a Scribd company logo
10
Most read
11
Most read
13
Most read
1
PRESENTED BY,
Ch. Allaylay Devi
PhD. (Hort.) 1st Year
Dept. of FSc.
Introduction
• Remote sensing is the acquisition of information about an object or
phenomenon without making physical contact with the object and
thus in contrast to on-site observation.
• Remote sensing is used in numerous fields, including geography,
land surveying and most Earth Science disciplines (for example,
hydrology, ecology, oceanography, glaciology, geology)
• It also has military, intelligence, commercial, economic, planning,
and humanitarian applications.
2
Remote sensing
• “Remote sensing" generally refers to the use of satellite- or aircraft-based
sensor technologies to detect and classify objects on Earth, including on the
surface and in the atmosphere and oceans, based on propagated signals
(e.g. electromagnetic radiation).
• It may be split into active and passive remote sensing
• “Active" remote sensing (i.e., when a signal is emitted by a satellite or
aircraft and its reflection by the object is detected by the sensor).
• “Passive" remote sensing (i.e., when the reflection of sunlight is detected
by the sensor)
Techniques of remote sensing and its applications
• Conventional radar is mostly associated with aerial traffic control, early
warning, and certain large scale meteorological data.
• Doppler radar is used by local law enforcements’ monitoring of speed limits
and in enhanced meteorological collection such as wind speed and direction
within weather systems in addition to precipitation location and intensity.
• Other types of active collection includes plasmas in the ionosphere.
• Interferometric synthetic aperture radar is used to produce precise digital
elevation models of large scale terrain (RADARST, TerraSAR-X, Magellan).
• Laser and radar altimeters on satellites have provided a wide range of data. By
measuring the bulges of water caused by gravity, they map features on the
seafloor to a resolution of a mile or so.
• By measuring the height and wavelength of ocean waves, the altimeters
measure wind speeds and direction, and surface ocean currents and
directions.
• Ultrasound (acoustic) and radar tide gauges measure sea level, tides and
wave direction in coastal and offshore tide gauges.
• Light detection and ranging (LIDAR) is well known in examples of weapon
ranging, laser illuminated homing of projectiles.
It is used to detect and measure the concentration of various chemicals
in the atmosphere, while airborne LIDAR can be used to measure heights of
objects and features on the ground more accurately than with radar technology.
Vegetation remote sensing is a principal application of LIDAR.
• Radiometers and photometers are the most common instrument in use,
collecting reflected and emitted radiation in a wide range of frequencies.
The most common are visible and infrared sensors, followed by
microwave, gamma ray and rarely, ultraviolet.
They may also be used to detect the emission spectra of various
chemicals, providing data on chemical concentrations in the atmosphere.
• Stereographic pairs of aerial photographs have often been used to
make topographic maps by imagery and terrain analysts in trafficability and
highway departments for potential routes, in addition to modelling
terrestrial habitat features.
• Simultaneous multi-spectral platforms such as Landsat have been in use since
the 1970s.
• These thematic mappers take images in multiple wavelengths of electro-
magnetic radiation (multi-spectral) and are usually found on Earth observation
satellites, including (for example) the Landsat program or the IKONOS
satellite.
• Maps of land cover and land use from thematic mapping can be used to
prospect for minerals, detect or monitor land usage, detect invasive vegetation,
deforestation, and examine the health of indigenous plants and crops, including
entire farming regions or forests.
• Landsat images are used by regulatory agencies such as KYDOW to indicate
water quality parameters including Secchi depth, chlorophyll a density and total
phosphorus content. Weather satellites are used in meteorology and climatology.
• Hyperspectral imaging produces an image where each pixel has full
spectral information with imaging narrow spectral bands over a contiguous
spectral range.
Hyperspectral imagers are used in various applications including
mineralogy, biology, defence, and environmental measurements.
• Within the scope of the combat against desertification, remote sensing
allows to follow up and monitor risk areas in the long term, to determine
desertification factors, to support decision-makers in defining relevant
measures of environmental management, and to assess their impacts
Methods for monitoring indicators of vegetation condition
Spatial and temporal scales of monitoring
• It is a site-based monitoring programmes having a long a history of application
(e.g. Lawley et al., 2013 ; Sinclair, 2005), and still being commonly used today.
• It involves selecting sites from within homogenous patches of vegetation of the
same community type and site history.
• The majority of site-based assessments are quadrat-based where detailed
information is collected about the compositional, structural, and functional attributes
of a site.
• In some cases landscape metrics have also been added into overall measures, and
benchmarked scores are combined to give an overall condition index for individual
patches of sampled vegetation (Department, 2011; Michaels, 2006; Parkes et al.,
2003).
• It predominantly measure structural and compositional indicators of vegetation
condition, with less emphasis on indicators of function.
Assessed stress by utilising remote sensing
Detection of plant water stress using remote sensing
 These technologies acquire many hundreds of spectral bands across the spectrum
from 400 nm to 2 500 nm, using satellite, airborne or hand-held devices.
 The spectral characteristics of vegetation are governed primarily by scattering and
absorption characteristics of the leaf internal structure and biochemical constituents,
such as pigments, water, nitrogen, cellulose and lignin (Asner, 1998; Coops et al.,
2002). Pigments are the main determinants controlling the spectral responses of
leaves in the visible wavelengths (Gaussman, 1977).
 Chlorophyll pigment content, in particular, is directly associated with photosynthetic
capacity and productivity (Gaussman, 1977; Curran et al., 1992).
 Reduced concentrations of chlorophyll are indicative of plant stress (Curran et al.,
1992).
Spectral indicators of plant chlorophyll content
• In stressed vegetation, leaf chlorophyll content decreases, thereby changing
the proportion of light-absorbing pigments, leading to a reduction in the
overall absorption of light (Murtha, 1982; Zarco-Tejada et al., 2000).
• These changes affect the spectral reflectance signatures of plants through a
reduction in green reflection and an increase in red and blue reflections,
resulting in changes in the normal spectral reflectance patterns of plants
(Murtha, 1982; Zarco-Tejada et al., 2000).
• Thus, detecting changes from the normal (unstressed) spectral reflectance
patterns is the key to interpreting plant stress.
Spectral indicators of plant water content
• Plant water content at the leaf and canopy scales is often estimated using specific
spectral reflectance bands and spectral reflectance indices from near infrared,
middle infrared (MIR) and short-wave infrared (SWIR) regions of the
electromagnetic spectrum (Tucker, 1980; Hunt and Chun-Jiang et al., 2006).
• NIR and MIR spectral bands are highly correlated to water content of vegetation and
soils (Tucker, 1980; Hunt and Rock, 1989; Musick and Pelletier, 1986; 1988).
• Spectral bands from these regions have been used to delineate stressed trees from
non-stressed trees.
• In these regions of the electromagnetic spectrum, leaf water content has been
remotely assessed using bands 1 550 nm to 1 750 nm (Tucker, 1980)
• MIR reflectance increased with decreasing leaf water content.
Predawn leaf water potential
• Predawn leaf water potential measurements, often undertaken with a pressure
chamber, are useful for determining plant water stress.
• At predawn, xylem water potential has equilibrated with soil water potential after a
night of negligible transpiration.
• At this time, plant water potential is usually at its minimum for the day (Cleary and
Zaerr, 1984).
• The pressure chamber is most commonly used for estimating leaf water potential,
having the advantage of simplicity, reliability, instantaneous measurements, low
capital cost and portability (Scholander et al., 1965; Boyer, 1968; Ritchie and
Hinckley, 1975).
• It is commonly used as a plant water stress indicator and has also been used to
describe the water status of different species within a habitat
Leaf chlorophyll fluorescence
• Chlorophyll fluorescence measurements can be described using the typical
phases of a temporary fluorescence signal or transient.
• Therefore, this photosynthetic apparatus has been recognised as being a
good indicator of stress and stress adaptation of a plant and is associated
with the measurement of chlorophyll fluorescence (Salisbury and Ross,
1992; Strasser and Tsmilli-Michael, 2001; Strasser et al., 2001).
• Also, because changes in chlorophyll fluorescence may occur before any
physical signs of tissue or chlorophyll deterioration are manifested in the
plant, stress can be detected before the onset of physical damage
(Lichtenthaler et al., 2007).
Advantages and Disadvantages
Govender, et al., 2009
Conclusion
• With the launch and continuous availability of multi-spectral (visible, near-infrared)
sensors on polar orbiting earth observation satellites (Landsat, SPOT, IRS, etc.) remote
sensing (RS) data has become an important tool for yield modeling.
• Remote sensing research has identified several individual spectral bands and
vegetation spectral reflectance indices which have been used to detect plant water
stress.
• Depending upon the scale at which an investigation is being undertaken, it is
recommended that a practical approach to assessing plant water stress is adopted
through the use of at least one ground-based measurement.

More Related Content

PPTX
Remote Sensing and its Applications in Agriculture
PPTX
Remote sensing in agriculture
PDF
Lazer leveling, mechanized direct seed sowing, seedling and sapling transplan...
PDF
Soil mapping , remote sensing and use of sensors in precision farming
PPTX
Soil temperature
PPTX
Soil mapping approach in gis
PPT
Application of Remote Sensing in Agriculture
PPTX
Geoinformatics For Precision Agriculture
Remote Sensing and its Applications in Agriculture
Remote sensing in agriculture
Lazer leveling, mechanized direct seed sowing, seedling and sapling transplan...
Soil mapping , remote sensing and use of sensors in precision farming
Soil temperature
Soil mapping approach in gis
Application of Remote Sensing in Agriculture
Geoinformatics For Precision Agriculture

What's hot (20)

PPTX
remote sensing in agriculture
PDF
Spatial data and their management in GIS.pdf
PPTX
Use of radio tracer technique in soil fertility evaluation
PDF
Geographic information system (GIS) and its application in precision farming
PDF
Remote Sensing and GIS Techniques
PPT
Geoinformatics
PPTX
Canopy managemnt in grapes
PPTX
Crop discrimination and yield monitoring
PDF
Flooded soils – formation, characteristics and management
PPTX
12.Sex expression in vegetables.pptx
PPT
GIS and agriculture
PDF
MCQ’s in AGRICULTURAL METEOROLOGY.pdf
PPTX
Soil Mapping Units
PDF
nursery production of fruit crops: definition of rootstocks and scion, types ...
PPTX
Sex expression in cucurbits
PPTX
Reclamation of salt affected soils
PDF
Geo-informatics- definition, concepts, tools and techniques; their use in Pr...
PPTX
Application of remote sensing in agriculture
PPTX
abiotic stress and its management in fruit crops
PPTX
Precision farming in horticulture
remote sensing in agriculture
Spatial data and their management in GIS.pdf
Use of radio tracer technique in soil fertility evaluation
Geographic information system (GIS) and its application in precision farming
Remote Sensing and GIS Techniques
Geoinformatics
Canopy managemnt in grapes
Crop discrimination and yield monitoring
Flooded soils – formation, characteristics and management
12.Sex expression in vegetables.pptx
GIS and agriculture
MCQ’s in AGRICULTURAL METEOROLOGY.pdf
Soil Mapping Units
nursery production of fruit crops: definition of rootstocks and scion, types ...
Sex expression in cucurbits
Reclamation of salt affected soils
Geo-informatics- definition, concepts, tools and techniques; their use in Pr...
Application of remote sensing in agriculture
abiotic stress and its management in fruit crops
Precision farming in horticulture
Ad

Similar to Assessing stress by using remote sensing (20)

DOCX
Mapesa Nestory notes 1
PPTX
Rs in agriculture & soil
PDF
Remote sensing in fruit crops
PPTX
Application of remote sensing in forest ecosystem
PDF
Remote Sensing for Monitoring Plant Health in a Habitat
PPTX
Remote Sensing: Meaning, Concept and Components | Geography
PPT
Remote Sensing
PPT
Remote Sensing
PPTX
Application-of-Remote-Sen.7uuuuuuuuuuu536913.pptx
PPTX
Remote sensing in Plants
PDF
Fundamentals of Remote Sensing
PPTX
An Introduction to Remote Sensing and Agricultural Applications
PDF
Remote sensing: Its Application & Types
PPTX
Remote Sensing - A tool of plant disease management
PPT
Application of spectral remote sensing in agronomic decision by Dr.V.Harihara...
PPTX
Remote sensing - Sensors, Platforms and Satellite orbits
PPT
Surveying ii ajith sir class6
PDF
Remote Sensing Applications in Agriculture in Pakistan
PDF
Iirs lecure notes for Remote sensing –An Overview of Decision Maker
PPTX
REMOTE SENSING
Mapesa Nestory notes 1
Rs in agriculture & soil
Remote sensing in fruit crops
Application of remote sensing in forest ecosystem
Remote Sensing for Monitoring Plant Health in a Habitat
Remote Sensing: Meaning, Concept and Components | Geography
Remote Sensing
Remote Sensing
Application-of-Remote-Sen.7uuuuuuuuuuu536913.pptx
Remote sensing in Plants
Fundamentals of Remote Sensing
An Introduction to Remote Sensing and Agricultural Applications
Remote sensing: Its Application & Types
Remote Sensing - A tool of plant disease management
Application of spectral remote sensing in agronomic decision by Dr.V.Harihara...
Remote sensing - Sensors, Platforms and Satellite orbits
Surveying ii ajith sir class6
Remote Sensing Applications in Agriculture in Pakistan
Iirs lecure notes for Remote sensing –An Overview of Decision Maker
REMOTE SENSING
Ad

More from Chongtham Allaylay Devi (11)

PPTX
interaction of different stress and its impact on crop
PPTX
Crop modeling and stress
PPTX
PPTX
Seed respiration 2
PPTX
PPTX
Climate change
PPTX
crop improvement on apple crop
PPTX
Impacts of climate change on important fruit crops of Rosaceae family
PPTX
Seed dormancy in tropical fruit crops and measure to overcome it
interaction of different stress and its impact on crop
Crop modeling and stress
Seed respiration 2
Climate change
crop improvement on apple crop
Impacts of climate change on important fruit crops of Rosaceae family
Seed dormancy in tropical fruit crops and measure to overcome it

Recently uploaded (20)

PDF
grade 11-chemistry_fetena_net_5883.pdf teacher guide for all student
PDF
Introduction-to-Social-Work-by-Leonora-Serafeca-De-Guzman-Group-2.pdf
PDF
STATICS OF THE RIGID BODIES Hibbelers.pdf
PDF
Basic Mud Logging Guide for educational purpose
PDF
ANTIBIOTICS.pptx.pdf………………… xxxxxxxxxxxxx
PDF
Open folder Downloads.pdf yes yes ges yes
PDF
BÀI TẬP TEST BỔ TRỢ THEO TỪNG CHỦ ĐỀ CỦA TỪNG UNIT KÈM BÀI TẬP NGHE - TIẾNG A...
PDF
102 student loan defaulters named and shamed – Is someone you know on the list?
PPTX
master seminar digital applications in india
PPTX
BOWEL ELIMINATION FACTORS AFFECTING AND TYPES
PDF
Anesthesia in Laparoscopic Surgery in India
PPTX
Cell Structure & Organelles in detailed.
PDF
Microbial disease of the cardiovascular and lymphatic systems
PDF
Business Ethics Teaching Materials for college
PPTX
IMMUNITY IMMUNITY refers to protection against infection, and the immune syst...
PDF
Saundersa Comprehensive Review for the NCLEX-RN Examination.pdf
PPTX
PPH.pptx obstetrics and gynecology in nursing
PDF
01-Introduction-to-Information-Management.pdf
PDF
BÀI TẬP BỔ TRỢ 4 KỸ NĂNG TIẾNG ANH 9 GLOBAL SUCCESS - CẢ NĂM - BÁM SÁT FORM Đ...
PPTX
COMPUTERS AS DATA ANALYSIS IN PRECLINICAL DEVELOPMENT.pptx
grade 11-chemistry_fetena_net_5883.pdf teacher guide for all student
Introduction-to-Social-Work-by-Leonora-Serafeca-De-Guzman-Group-2.pdf
STATICS OF THE RIGID BODIES Hibbelers.pdf
Basic Mud Logging Guide for educational purpose
ANTIBIOTICS.pptx.pdf………………… xxxxxxxxxxxxx
Open folder Downloads.pdf yes yes ges yes
BÀI TẬP TEST BỔ TRỢ THEO TỪNG CHỦ ĐỀ CỦA TỪNG UNIT KÈM BÀI TẬP NGHE - TIẾNG A...
102 student loan defaulters named and shamed – Is someone you know on the list?
master seminar digital applications in india
BOWEL ELIMINATION FACTORS AFFECTING AND TYPES
Anesthesia in Laparoscopic Surgery in India
Cell Structure & Organelles in detailed.
Microbial disease of the cardiovascular and lymphatic systems
Business Ethics Teaching Materials for college
IMMUNITY IMMUNITY refers to protection against infection, and the immune syst...
Saundersa Comprehensive Review for the NCLEX-RN Examination.pdf
PPH.pptx obstetrics and gynecology in nursing
01-Introduction-to-Information-Management.pdf
BÀI TẬP BỔ TRỢ 4 KỸ NĂNG TIẾNG ANH 9 GLOBAL SUCCESS - CẢ NĂM - BÁM SÁT FORM Đ...
COMPUTERS AS DATA ANALYSIS IN PRECLINICAL DEVELOPMENT.pptx

Assessing stress by using remote sensing

  • 1. 1 PRESENTED BY, Ch. Allaylay Devi PhD. (Hort.) 1st Year Dept. of FSc.
  • 2. Introduction • Remote sensing is the acquisition of information about an object or phenomenon without making physical contact with the object and thus in contrast to on-site observation. • Remote sensing is used in numerous fields, including geography, land surveying and most Earth Science disciplines (for example, hydrology, ecology, oceanography, glaciology, geology) • It also has military, intelligence, commercial, economic, planning, and humanitarian applications. 2
  • 3. Remote sensing • “Remote sensing" generally refers to the use of satellite- or aircraft-based sensor technologies to detect and classify objects on Earth, including on the surface and in the atmosphere and oceans, based on propagated signals (e.g. electromagnetic radiation). • It may be split into active and passive remote sensing • “Active" remote sensing (i.e., when a signal is emitted by a satellite or aircraft and its reflection by the object is detected by the sensor). • “Passive" remote sensing (i.e., when the reflection of sunlight is detected by the sensor)
  • 4. Techniques of remote sensing and its applications • Conventional radar is mostly associated with aerial traffic control, early warning, and certain large scale meteorological data. • Doppler radar is used by local law enforcements’ monitoring of speed limits and in enhanced meteorological collection such as wind speed and direction within weather systems in addition to precipitation location and intensity. • Other types of active collection includes plasmas in the ionosphere. • Interferometric synthetic aperture radar is used to produce precise digital elevation models of large scale terrain (RADARST, TerraSAR-X, Magellan). • Laser and radar altimeters on satellites have provided a wide range of data. By measuring the bulges of water caused by gravity, they map features on the seafloor to a resolution of a mile or so.
  • 5. • By measuring the height and wavelength of ocean waves, the altimeters measure wind speeds and direction, and surface ocean currents and directions. • Ultrasound (acoustic) and radar tide gauges measure sea level, tides and wave direction in coastal and offshore tide gauges. • Light detection and ranging (LIDAR) is well known in examples of weapon ranging, laser illuminated homing of projectiles. It is used to detect and measure the concentration of various chemicals in the atmosphere, while airborne LIDAR can be used to measure heights of objects and features on the ground more accurately than with radar technology. Vegetation remote sensing is a principal application of LIDAR.
  • 6. • Radiometers and photometers are the most common instrument in use, collecting reflected and emitted radiation in a wide range of frequencies. The most common are visible and infrared sensors, followed by microwave, gamma ray and rarely, ultraviolet. They may also be used to detect the emission spectra of various chemicals, providing data on chemical concentrations in the atmosphere. • Stereographic pairs of aerial photographs have often been used to make topographic maps by imagery and terrain analysts in trafficability and highway departments for potential routes, in addition to modelling terrestrial habitat features.
  • 7. • Simultaneous multi-spectral platforms such as Landsat have been in use since the 1970s. • These thematic mappers take images in multiple wavelengths of electro- magnetic radiation (multi-spectral) and are usually found on Earth observation satellites, including (for example) the Landsat program or the IKONOS satellite. • Maps of land cover and land use from thematic mapping can be used to prospect for minerals, detect or monitor land usage, detect invasive vegetation, deforestation, and examine the health of indigenous plants and crops, including entire farming regions or forests. • Landsat images are used by regulatory agencies such as KYDOW to indicate water quality parameters including Secchi depth, chlorophyll a density and total phosphorus content. Weather satellites are used in meteorology and climatology.
  • 8. • Hyperspectral imaging produces an image where each pixel has full spectral information with imaging narrow spectral bands over a contiguous spectral range. Hyperspectral imagers are used in various applications including mineralogy, biology, defence, and environmental measurements. • Within the scope of the combat against desertification, remote sensing allows to follow up and monitor risk areas in the long term, to determine desertification factors, to support decision-makers in defining relevant measures of environmental management, and to assess their impacts
  • 9. Methods for monitoring indicators of vegetation condition Spatial and temporal scales of monitoring • It is a site-based monitoring programmes having a long a history of application (e.g. Lawley et al., 2013 ; Sinclair, 2005), and still being commonly used today. • It involves selecting sites from within homogenous patches of vegetation of the same community type and site history. • The majority of site-based assessments are quadrat-based where detailed information is collected about the compositional, structural, and functional attributes of a site. • In some cases landscape metrics have also been added into overall measures, and benchmarked scores are combined to give an overall condition index for individual patches of sampled vegetation (Department, 2011; Michaels, 2006; Parkes et al., 2003). • It predominantly measure structural and compositional indicators of vegetation condition, with less emphasis on indicators of function.
  • 10. Assessed stress by utilising remote sensing Detection of plant water stress using remote sensing  These technologies acquire many hundreds of spectral bands across the spectrum from 400 nm to 2 500 nm, using satellite, airborne or hand-held devices.  The spectral characteristics of vegetation are governed primarily by scattering and absorption characteristics of the leaf internal structure and biochemical constituents, such as pigments, water, nitrogen, cellulose and lignin (Asner, 1998; Coops et al., 2002). Pigments are the main determinants controlling the spectral responses of leaves in the visible wavelengths (Gaussman, 1977).  Chlorophyll pigment content, in particular, is directly associated with photosynthetic capacity and productivity (Gaussman, 1977; Curran et al., 1992).  Reduced concentrations of chlorophyll are indicative of plant stress (Curran et al., 1992).
  • 11. Spectral indicators of plant chlorophyll content • In stressed vegetation, leaf chlorophyll content decreases, thereby changing the proportion of light-absorbing pigments, leading to a reduction in the overall absorption of light (Murtha, 1982; Zarco-Tejada et al., 2000). • These changes affect the spectral reflectance signatures of plants through a reduction in green reflection and an increase in red and blue reflections, resulting in changes in the normal spectral reflectance patterns of plants (Murtha, 1982; Zarco-Tejada et al., 2000). • Thus, detecting changes from the normal (unstressed) spectral reflectance patterns is the key to interpreting plant stress.
  • 12. Spectral indicators of plant water content • Plant water content at the leaf and canopy scales is often estimated using specific spectral reflectance bands and spectral reflectance indices from near infrared, middle infrared (MIR) and short-wave infrared (SWIR) regions of the electromagnetic spectrum (Tucker, 1980; Hunt and Chun-Jiang et al., 2006). • NIR and MIR spectral bands are highly correlated to water content of vegetation and soils (Tucker, 1980; Hunt and Rock, 1989; Musick and Pelletier, 1986; 1988). • Spectral bands from these regions have been used to delineate stressed trees from non-stressed trees. • In these regions of the electromagnetic spectrum, leaf water content has been remotely assessed using bands 1 550 nm to 1 750 nm (Tucker, 1980) • MIR reflectance increased with decreasing leaf water content.
  • 13. Predawn leaf water potential • Predawn leaf water potential measurements, often undertaken with a pressure chamber, are useful for determining plant water stress. • At predawn, xylem water potential has equilibrated with soil water potential after a night of negligible transpiration. • At this time, plant water potential is usually at its minimum for the day (Cleary and Zaerr, 1984). • The pressure chamber is most commonly used for estimating leaf water potential, having the advantage of simplicity, reliability, instantaneous measurements, low capital cost and portability (Scholander et al., 1965; Boyer, 1968; Ritchie and Hinckley, 1975). • It is commonly used as a plant water stress indicator and has also been used to describe the water status of different species within a habitat
  • 14. Leaf chlorophyll fluorescence • Chlorophyll fluorescence measurements can be described using the typical phases of a temporary fluorescence signal or transient. • Therefore, this photosynthetic apparatus has been recognised as being a good indicator of stress and stress adaptation of a plant and is associated with the measurement of chlorophyll fluorescence (Salisbury and Ross, 1992; Strasser and Tsmilli-Michael, 2001; Strasser et al., 2001). • Also, because changes in chlorophyll fluorescence may occur before any physical signs of tissue or chlorophyll deterioration are manifested in the plant, stress can be detected before the onset of physical damage (Lichtenthaler et al., 2007).
  • 16. Conclusion • With the launch and continuous availability of multi-spectral (visible, near-infrared) sensors on polar orbiting earth observation satellites (Landsat, SPOT, IRS, etc.) remote sensing (RS) data has become an important tool for yield modeling. • Remote sensing research has identified several individual spectral bands and vegetation spectral reflectance indices which have been used to detect plant water stress. • Depending upon the scale at which an investigation is being undertaken, it is recommended that a practical approach to assessing plant water stress is adopted through the use of at least one ground-based measurement.

Editor's Notes

  • #16: Govender, et al., 2009