Satellite Remote Sensing
Satellite Remote Sensing
&
&
Applications
Applications
Anees Ahmed
Anees Ahmed
Assistant Manager
Assistant Manager
Remote Sensing & GIS Applications
Remote Sensing & GIS Applications
Directorate
Directorate
Remote Sensing & GIS Applications
Remote Sensing & GIS Applications
Directorate
Directorate
Outline
Outline
 Remote Sensing
Remote Sensing
 Electromagnetic Radiations (Energy)
Electromagnetic Radiations (Energy)
(EMR)
(EMR)
 Resolution
Resolution
 Types
Types
 Applications conducted by SUPARCO
Applications conducted by SUPARCO
Remote Sensing & GIS Applications
Remote Sensing & GIS Applications
Directorate
Directorate
Remote Sensing
Remote Sensing
 Remote Sensing:
Remote Sensing:
 The art and science of obtaining information about
The art and science of obtaining information about
an object without physically contact between the
an object without physically contact between the
object and sensor
object and sensor
 The processes of collecting information about Earth
The processes of collecting information about Earth
surfaces and phenomena using sensors not in
surfaces and phenomena using sensors not in
physical contact with the surfaces and phenomena
physical contact with the surfaces and phenomena
of interest.
of interest.
 There is a medium of transmission involved i.e.
There is a medium of transmission involved i.e.
Earth’s Atmosphere.
Earth’s Atmosphere.
Remote Sensing & GIS Applications
Remote Sensing & GIS Applications
Directorate
Directorate
Some Remote Sensors
Some Remote Sensors
Remote Sensing & GIS Applications
Remote Sensing & GIS Applications
Directorate
Directorate
History of Remote
History of Remote
Sensing
Sensing
 Balloon
Balloon
photography (1858)
photography (1858)
 Pigeon cameras
Pigeon cameras
(1903)
(1903)
 Kite photography
Kite photography
(1890)
(1890)
 Aircraft (WWI and
Aircraft (WWI and
WWII)
WWII)
 Space (1947)
Space (1947)
Images: Jensen (2000)
Remote Sensing & GIS Applications
Remote Sensing & GIS Applications
Directorate
Directorate
Remote sensing cycle
Remote sensing cycle
 Remote Sensing Includes:
Remote Sensing Includes:
 A) The mission plan and choice of sensors
A) The mission plan and choice of sensors
 B) The reception, recording, and processing of
B) The reception, recording, and processing of
the signal data
the signal data
 C) The analysis of the resultant data.
C) The analysis of the resultant data.
Remote Sensing & GIS Applications
Remote Sensing & GIS Applications
Directorate
Directorate
Energy Source or Illumination (A)
Radiation and the Atmosphere (B)
Interaction with the Target (C)
Recording of Energy by the Sensor (D)
Transmission, Reception, and
Processing (E)
Interpretation and Analysis (F)
Application (G)
Source: Canadian Centre for Remote Sensing
Remote Sensing Process Components
Remote Sensing & GIS Applications
Remote Sensing & GIS Applications
Directorate
Directorate
Electromagnetic Spectrum
Electromagnetic Spectrum
Remote Sensing & GIS Applications
Remote Sensing & GIS Applications
Directorate
Directorate
Electromagnetic Radiation
Electromagnetic Radiation
Remote Sensing & GIS Applications
Remote Sensing & GIS Applications
Directorate
Directorate
Signature Spectra
Signature Spectra
Remote Sensing & GIS Applications
Remote Sensing & GIS Applications
Directorate
Directorate
Fundamental term
Fundamental term
 All
All remote sensing systems have
remote sensing systems have four types
four types of
of
resolution:
resolution:
 Spatial
Spatial
 Spectral
Spectral
 Temporal
Temporal
 Radiometric
Radiometric
Resolution
Resolution
Spatial Resolution
Spatial Resolution
 The earth surface area covered by a
The earth surface area covered by a
pixel of an image is known as spatial
pixel of an image is known as spatial
resolution
resolution
 Large area covered by a pixel means
Large area covered by a pixel means
low spatial resolution and vice versa
low spatial resolution and vice versa
Remote Sensing & GIS Applications
Remote Sensing & GIS Applications
Directorate
Directorate
Remote Sensing & GIS Applications
Remote Sensing & GIS Applications
Directorate
Directorate
High vs. Low?
Spatial Resolution
Source: Jensen (2000)
Spectral Resolution
Spectral Resolution
 Is the ability to resolve spectral features
Is the ability to resolve spectral features
and bands into their separate
and bands into their separate
components
components
 More number of bands in a specified
More number of bands in a specified
bandwidth means higher spectral
bandwidth means higher spectral
resolution and vice versa
resolution and vice versa
Remote Sensing & GIS Applications
Remote Sensing & GIS Applications
Directorate
Directorate
Spectral Resolution
Spectral Resolution
Remote Sensing & GIS Applications
Remote Sensing & GIS Applications
Directorate
Directorate
Three spectra recorded at low, medium and high spectral
Three spectra recorded at low, medium and high spectral
resolution, illustrating how the high resolution mode
resolution, illustrating how the high resolution mode
yields sharper peaks, and separates close lying peaks,
yields sharper peaks, and separates close lying peaks,
which are merged together at low resolution
which are merged together at low resolution
Remote Sensing & GIS Applications
Remote Sensing & GIS Applications
Directorate
Directorate
Spectral
Spectral Resolution
Resolution
Temporal Resolution
Temporal Resolution
 Frequency at which images are recorded/
Frequency at which images are recorded/
captured in a specific place on the earth.
captured in a specific place on the earth.
 The more frequently it is captured, the better
The more frequently it is captured, the better
or finer the temporal resolution is said to be
or finer the temporal resolution is said to be
 For example, a sensor that captures an image
For example, a sensor that captures an image
of an agriculture land twice a day has better
of an agriculture land twice a day has better
temporal resolution than a sensor that only
temporal resolution than a sensor that only
captures that same image once a week.
captures that same image once a week.
Remote Sensing & GIS Applications
Remote Sensing & GIS Applications
Directorate
Directorate
Remote Sensing & GIS Applications
Remote Sensing & GIS Applications
Directorate
Directorate
Temporal Resolution
Temporal Resolution
Time
July 1 July 12 July 23 August 3
11 days
16 days
July 2 July 18 August 3
Radiometric Resolution
Radiometric Resolution
 Sensitivity of the sensor to the magnitude
Sensitivity of the sensor to the magnitude
of the received electromagnetic energy
of the received electromagnetic energy
determines the radiometric resolution
determines the radiometric resolution
 Finer the radiometric resolution of a sensor,
Finer the radiometric resolution of a sensor,
if it is more sensitive in detecting small
if it is more sensitive in detecting small
differences in reflected or emitted energy
differences in reflected or emitted energy
Remote Sensing & GIS Applications
Remote Sensing & GIS Applications
Directorate
Directorate
Remote Sensing & GIS Applications
Remote Sensing & GIS Applications
Directorate
Directorate
Radiometric Resolution
Radiometric Resolution
1023
6-bit range
0 63
8-bit range
0 255
0
10-bit range
2-bit range
0 4
Remote Sensing & GIS Applications
Remote Sensing & GIS Applications
Directorate
Directorate
Types of Remote Sensing
Types of Remote Sensing
 Aerial Photography
Aerial Photography
 Multispectral
Multispectral
 Active and Passive Microwave and
Active and Passive Microwave and
LIDAR
LIDAR
Remote Sensing & GIS Applications
Remote Sensing & GIS Applications
Directorate
Directorate
Some known satellites
Some known satellites
 NOAA-AVHRR (1100 m)
NOAA-AVHRR (1100 m)
 GOES (700 m)
GOES (700 m)
 MODIS (250, 500, 1000 m)
MODIS (250, 500, 1000 m)
 Landsat TM and ETM (30 – 60 m)
Landsat TM and ETM (30 – 60 m)
 SPOT (10 – 20 m)
SPOT (10 – 20 m)
 IKONOS (4, 1 m)
IKONOS (4, 1 m)
 Quickbird (0.6 m)
Quickbird (0.6 m)
Remote Sensing & GIS Applications
Remote Sensing & GIS Applications
Directorate
Directorate
AVHRR (Advanced Very High
AVHRR (Advanced Very High
Resolution Radiometer) NASA
Resolution Radiometer) NASA
Remote Sensing & GIS Applications
Remote Sensing & GIS Applications
Directorate
Directorate
GOES (Geostationary Operational
GOES (Geostationary Operational
Environmental Satellites) IR 4
Environmental Satellites) IR 4
Remote Sensing & GIS Applications
Remote Sensing & GIS Applications
Directorate
Directorate
MODIS (250 m)
MODIS (250 m)
Remote Sensing & GIS Applications
Remote Sensing & GIS Applications
Directorate
Directorate
Landsat TM
Landsat TM
(False Color Composite)
(False Color Composite)
Remote Sensing & GIS Applications
Remote Sensing & GIS Applications
Directorate
Directorate
SPOT (2.5 m)
SPOT (2.5 m)
Remote Sensing & GIS Applications
Remote Sensing & GIS Applications
Directorate
Directorate
QUICKBIRD (0.6 m)
QUICKBIRD (0.6 m)
Remote Sensing & GIS Applications
Remote Sensing & GIS Applications
Directorate
Directorate
IKONOS (4 m Multispectral)
IKONOS (4 m Multispectral)
Remote Sensing & GIS Applications
Remote Sensing & GIS Applications
Directorate
Directorate
IKONOS (1 m Panchromatic)
IKONOS (1 m Panchromatic)
Remote Sensing & GIS Applications
Remote Sensing & GIS Applications
Directorate
Directorate
RADAR
RADAR
(Radio Detection and Ranging)
(Radio Detection and Ranging)
Image: NASA 2005
Remote Sensing & GIS Applications
Remote Sensing & GIS Applications
Directorate
Directorate
LIDAR
LIDAR
(Light Detection and Ranging)
(Light Detection and Ranging)
Image: Bainbridge Island,
WA courtesy Pudget Sound
LIDAR Consortium, 2005
Remote Sensing & GIS Applications
Remote Sensing & GIS Applications
Directorate
Directorate
Source: Jensen (2000)
Application Domain
Application Domain
Representative Applications of
Representative Applications of
Remote Sensing Conducted by
Remote Sensing Conducted by
SUPARCO
SUPARCO
Remote Sensing & GIS Applications
Remote Sensing & GIS Applications
Directorate
Directorate
Urban & Regional Planning
Urban & Regional Planning
• Mapping & updation of
city/town maps
• Urban sprawl monitoring
• Town planning
• Facility management
• GIS database development
Scope
Lyari Express Way – Section (Essa Nagri)
Lyari Express Way – Section (Essa Nagri)
• Better decision support,
planning & management
• Rapid information updation
• Infrastructure development
monitoring
• Spatial information analysis
Benefits
Agriculture
Agriculture
• Crop acreage estimation
• Crop modeling for yield &
production forecast / estimation
• Crop & Orchard monitoring
Scope
• Timely availability of crop
statistics for decision making &
planning
• Crop growth monitoring
• Soil status monitoring
• Regular reports regarding total
area under cultivation
Benefits
Banana Plantation – Muhammad Pur (Ghotki)
Banana Plantation – Muhammad Pur (Ghotki)
FFC Goth Macchi
FFC Goth Macchi
Mar 05, 2006, Recovery
Jan 12, 2006, Damage
Dec 16, 2005, Pre-Frost
Pre Flood – 17 July 2006 Post Flood – 09 Aug 2006
10098 acr
3516 acr
● Phulani
● Goth Lataran
● Ural
● Junno Dhand
● Shahpur
● Godhpur
● Than Lake
● Goth Azizpur
● Goth Raza Mahar
● Phulani
● Goth Lataran
● Ural
● Junno Dhand
● Shahpur
● Godhpur
● Than Lake
● Goth Azizpur
● Goth Raza Mahar
● Muhro Mari
● Darapur
● Kot Shahgarch
● Muhro Mari
● Darapur
● Kot Shahgarch
Flood Damage to Standing Crops
Flood Damage to Standing Crops
Sukkur
Forestry
Forestry
• Satellite image based forest
resource mapping and updation
• Forest change detection
• Forest resource inventory
• GIS database development
Scope
• Availability of baseline
information
• Planning for aforestation
strategies
• Futuristic resource planning
• Sustainability of environment
• Wild life conservation & development
for recreation purpose
Benefits Sarhad Reserve Forest (Ghotki)
Nausharo
Firoz
Sindh Coast Resource Mapping
Sindh Coast Resource Mapping
Satellite image Mangroves forest map
• Mangrove forest monitoring
• Change detection
• Hazard impacts
• Aqua-culture zones
Scope
Benefits
• Availability of updated
information on mangroves
forest
• Planning strategies for
aforestation and deforestation
trend
• Timely Intervention in specific
areas as and when needed
Landuse / Landcover Mapping
Landuse / Landcover Mapping
• Monitoring dynamic changes
• Urban/Rural infrastructure
• Waterlogging & salinity
Scope
• Assessment of spatial distribution
of land resources
• Infrastructure monitoring
• Availability of usable land
• Future planning for better land
management for socio-economic
development
Benefits
Infrastructure Development
Infrastructure Development
Larkana-Khairpur Bridge
Remote Sensing & GIS Applications
Remote Sensing & GIS Applications
Directorate
Directorate
Thanks for patience
Thanks for patience

Remote sensing basics and applications.ppt

  • 1.
    Satellite Remote Sensing SatelliteRemote Sensing & & Applications Applications Anees Ahmed Anees Ahmed Assistant Manager Assistant Manager Remote Sensing & GIS Applications Remote Sensing & GIS Applications Directorate Directorate
  • 2.
    Remote Sensing &GIS Applications Remote Sensing & GIS Applications Directorate Directorate Outline Outline  Remote Sensing Remote Sensing  Electromagnetic Radiations (Energy) Electromagnetic Radiations (Energy) (EMR) (EMR)  Resolution Resolution  Types Types  Applications conducted by SUPARCO Applications conducted by SUPARCO
  • 3.
    Remote Sensing &GIS Applications Remote Sensing & GIS Applications Directorate Directorate Remote Sensing Remote Sensing  Remote Sensing: Remote Sensing:  The art and science of obtaining information about The art and science of obtaining information about an object without physically contact between the an object without physically contact between the object and sensor object and sensor  The processes of collecting information about Earth The processes of collecting information about Earth surfaces and phenomena using sensors not in surfaces and phenomena using sensors not in physical contact with the surfaces and phenomena physical contact with the surfaces and phenomena of interest. of interest.  There is a medium of transmission involved i.e. There is a medium of transmission involved i.e. Earth’s Atmosphere. Earth’s Atmosphere.
  • 4.
    Remote Sensing &GIS Applications Remote Sensing & GIS Applications Directorate Directorate Some Remote Sensors Some Remote Sensors
  • 5.
    Remote Sensing &GIS Applications Remote Sensing & GIS Applications Directorate Directorate History of Remote History of Remote Sensing Sensing  Balloon Balloon photography (1858) photography (1858)  Pigeon cameras Pigeon cameras (1903) (1903)  Kite photography Kite photography (1890) (1890)  Aircraft (WWI and Aircraft (WWI and WWII) WWII)  Space (1947) Space (1947) Images: Jensen (2000)
  • 6.
    Remote Sensing &GIS Applications Remote Sensing & GIS Applications Directorate Directorate Remote sensing cycle Remote sensing cycle  Remote Sensing Includes: Remote Sensing Includes:  A) The mission plan and choice of sensors A) The mission plan and choice of sensors  B) The reception, recording, and processing of B) The reception, recording, and processing of the signal data the signal data  C) The analysis of the resultant data. C) The analysis of the resultant data.
  • 7.
    Remote Sensing &GIS Applications Remote Sensing & GIS Applications Directorate Directorate Energy Source or Illumination (A) Radiation and the Atmosphere (B) Interaction with the Target (C) Recording of Energy by the Sensor (D) Transmission, Reception, and Processing (E) Interpretation and Analysis (F) Application (G) Source: Canadian Centre for Remote Sensing Remote Sensing Process Components
  • 8.
    Remote Sensing &GIS Applications Remote Sensing & GIS Applications Directorate Directorate Electromagnetic Spectrum Electromagnetic Spectrum
  • 9.
    Remote Sensing &GIS Applications Remote Sensing & GIS Applications Directorate Directorate Electromagnetic Radiation Electromagnetic Radiation
  • 10.
    Remote Sensing &GIS Applications Remote Sensing & GIS Applications Directorate Directorate Signature Spectra Signature Spectra
  • 11.
    Remote Sensing &GIS Applications Remote Sensing & GIS Applications Directorate Directorate Fundamental term Fundamental term  All All remote sensing systems have remote sensing systems have four types four types of of resolution: resolution:  Spatial Spatial  Spectral Spectral  Temporal Temporal  Radiometric Radiometric Resolution Resolution
  • 12.
    Spatial Resolution Spatial Resolution The earth surface area covered by a The earth surface area covered by a pixel of an image is known as spatial pixel of an image is known as spatial resolution resolution  Large area covered by a pixel means Large area covered by a pixel means low spatial resolution and vice versa low spatial resolution and vice versa Remote Sensing & GIS Applications Remote Sensing & GIS Applications Directorate Directorate
  • 13.
    Remote Sensing &GIS Applications Remote Sensing & GIS Applications Directorate Directorate High vs. Low? Spatial Resolution Source: Jensen (2000)
  • 14.
    Spectral Resolution Spectral Resolution Is the ability to resolve spectral features Is the ability to resolve spectral features and bands into their separate and bands into their separate components components  More number of bands in a specified More number of bands in a specified bandwidth means higher spectral bandwidth means higher spectral resolution and vice versa resolution and vice versa Remote Sensing & GIS Applications Remote Sensing & GIS Applications Directorate Directorate
  • 15.
    Spectral Resolution Spectral Resolution RemoteSensing & GIS Applications Remote Sensing & GIS Applications Directorate Directorate
  • 16.
    Three spectra recordedat low, medium and high spectral Three spectra recorded at low, medium and high spectral resolution, illustrating how the high resolution mode resolution, illustrating how the high resolution mode yields sharper peaks, and separates close lying peaks, yields sharper peaks, and separates close lying peaks, which are merged together at low resolution which are merged together at low resolution Remote Sensing & GIS Applications Remote Sensing & GIS Applications Directorate Directorate Spectral Spectral Resolution Resolution
  • 17.
    Temporal Resolution Temporal Resolution Frequency at which images are recorded/ Frequency at which images are recorded/ captured in a specific place on the earth. captured in a specific place on the earth.  The more frequently it is captured, the better The more frequently it is captured, the better or finer the temporal resolution is said to be or finer the temporal resolution is said to be  For example, a sensor that captures an image For example, a sensor that captures an image of an agriculture land twice a day has better of an agriculture land twice a day has better temporal resolution than a sensor that only temporal resolution than a sensor that only captures that same image once a week. captures that same image once a week. Remote Sensing & GIS Applications Remote Sensing & GIS Applications Directorate Directorate
  • 18.
    Remote Sensing &GIS Applications Remote Sensing & GIS Applications Directorate Directorate Temporal Resolution Temporal Resolution Time July 1 July 12 July 23 August 3 11 days 16 days July 2 July 18 August 3
  • 19.
    Radiometric Resolution Radiometric Resolution Sensitivity of the sensor to the magnitude Sensitivity of the sensor to the magnitude of the received electromagnetic energy of the received electromagnetic energy determines the radiometric resolution determines the radiometric resolution  Finer the radiometric resolution of a sensor, Finer the radiometric resolution of a sensor, if it is more sensitive in detecting small if it is more sensitive in detecting small differences in reflected or emitted energy differences in reflected or emitted energy Remote Sensing & GIS Applications Remote Sensing & GIS Applications Directorate Directorate
  • 20.
    Remote Sensing &GIS Applications Remote Sensing & GIS Applications Directorate Directorate Radiometric Resolution Radiometric Resolution 1023 6-bit range 0 63 8-bit range 0 255 0 10-bit range 2-bit range 0 4
  • 21.
    Remote Sensing &GIS Applications Remote Sensing & GIS Applications Directorate Directorate Types of Remote Sensing Types of Remote Sensing  Aerial Photography Aerial Photography  Multispectral Multispectral  Active and Passive Microwave and Active and Passive Microwave and LIDAR LIDAR
  • 22.
    Remote Sensing &GIS Applications Remote Sensing & GIS Applications Directorate Directorate Some known satellites Some known satellites  NOAA-AVHRR (1100 m) NOAA-AVHRR (1100 m)  GOES (700 m) GOES (700 m)  MODIS (250, 500, 1000 m) MODIS (250, 500, 1000 m)  Landsat TM and ETM (30 – 60 m) Landsat TM and ETM (30 – 60 m)  SPOT (10 – 20 m) SPOT (10 – 20 m)  IKONOS (4, 1 m) IKONOS (4, 1 m)  Quickbird (0.6 m) Quickbird (0.6 m)
  • 23.
    Remote Sensing &GIS Applications Remote Sensing & GIS Applications Directorate Directorate AVHRR (Advanced Very High AVHRR (Advanced Very High Resolution Radiometer) NASA Resolution Radiometer) NASA
  • 24.
    Remote Sensing &GIS Applications Remote Sensing & GIS Applications Directorate Directorate GOES (Geostationary Operational GOES (Geostationary Operational Environmental Satellites) IR 4 Environmental Satellites) IR 4
  • 25.
    Remote Sensing &GIS Applications Remote Sensing & GIS Applications Directorate Directorate MODIS (250 m) MODIS (250 m)
  • 26.
    Remote Sensing &GIS Applications Remote Sensing & GIS Applications Directorate Directorate Landsat TM Landsat TM (False Color Composite) (False Color Composite)
  • 27.
    Remote Sensing &GIS Applications Remote Sensing & GIS Applications Directorate Directorate SPOT (2.5 m) SPOT (2.5 m)
  • 28.
    Remote Sensing &GIS Applications Remote Sensing & GIS Applications Directorate Directorate QUICKBIRD (0.6 m) QUICKBIRD (0.6 m)
  • 29.
    Remote Sensing &GIS Applications Remote Sensing & GIS Applications Directorate Directorate IKONOS (4 m Multispectral) IKONOS (4 m Multispectral)
  • 30.
    Remote Sensing &GIS Applications Remote Sensing & GIS Applications Directorate Directorate IKONOS (1 m Panchromatic) IKONOS (1 m Panchromatic)
  • 31.
    Remote Sensing &GIS Applications Remote Sensing & GIS Applications Directorate Directorate RADAR RADAR (Radio Detection and Ranging) (Radio Detection and Ranging) Image: NASA 2005
  • 32.
    Remote Sensing &GIS Applications Remote Sensing & GIS Applications Directorate Directorate LIDAR LIDAR (Light Detection and Ranging) (Light Detection and Ranging) Image: Bainbridge Island, WA courtesy Pudget Sound LIDAR Consortium, 2005
  • 33.
    Remote Sensing &GIS Applications Remote Sensing & GIS Applications Directorate Directorate Source: Jensen (2000) Application Domain Application Domain
  • 34.
    Representative Applications of RepresentativeApplications of Remote Sensing Conducted by Remote Sensing Conducted by SUPARCO SUPARCO Remote Sensing & GIS Applications Remote Sensing & GIS Applications Directorate Directorate
  • 35.
    Urban & RegionalPlanning Urban & Regional Planning • Mapping & updation of city/town maps • Urban sprawl monitoring • Town planning • Facility management • GIS database development Scope Lyari Express Way – Section (Essa Nagri) Lyari Express Way – Section (Essa Nagri) • Better decision support, planning & management • Rapid information updation • Infrastructure development monitoring • Spatial information analysis Benefits
  • 36.
    Agriculture Agriculture • Crop acreageestimation • Crop modeling for yield & production forecast / estimation • Crop & Orchard monitoring Scope • Timely availability of crop statistics for decision making & planning • Crop growth monitoring • Soil status monitoring • Regular reports regarding total area under cultivation Benefits Banana Plantation – Muhammad Pur (Ghotki) Banana Plantation – Muhammad Pur (Ghotki) FFC Goth Macchi FFC Goth Macchi Mar 05, 2006, Recovery Jan 12, 2006, Damage Dec 16, 2005, Pre-Frost
  • 37.
    Pre Flood –17 July 2006 Post Flood – 09 Aug 2006 10098 acr 3516 acr ● Phulani ● Goth Lataran ● Ural ● Junno Dhand ● Shahpur ● Godhpur ● Than Lake ● Goth Azizpur ● Goth Raza Mahar ● Phulani ● Goth Lataran ● Ural ● Junno Dhand ● Shahpur ● Godhpur ● Than Lake ● Goth Azizpur ● Goth Raza Mahar ● Muhro Mari ● Darapur ● Kot Shahgarch ● Muhro Mari ● Darapur ● Kot Shahgarch Flood Damage to Standing Crops Flood Damage to Standing Crops Sukkur
  • 38.
    Forestry Forestry • Satellite imagebased forest resource mapping and updation • Forest change detection • Forest resource inventory • GIS database development Scope • Availability of baseline information • Planning for aforestation strategies • Futuristic resource planning • Sustainability of environment • Wild life conservation & development for recreation purpose Benefits Sarhad Reserve Forest (Ghotki) Nausharo Firoz
  • 39.
    Sindh Coast ResourceMapping Sindh Coast Resource Mapping Satellite image Mangroves forest map • Mangrove forest monitoring • Change detection • Hazard impacts • Aqua-culture zones Scope Benefits • Availability of updated information on mangroves forest • Planning strategies for aforestation and deforestation trend • Timely Intervention in specific areas as and when needed
  • 40.
    Landuse / LandcoverMapping Landuse / Landcover Mapping • Monitoring dynamic changes • Urban/Rural infrastructure • Waterlogging & salinity Scope • Assessment of spatial distribution of land resources • Infrastructure monitoring • Availability of usable land • Future planning for better land management for socio-economic development Benefits
  • 41.
  • 42.
    Remote Sensing &GIS Applications Remote Sensing & GIS Applications Directorate Directorate Thanks for patience Thanks for patience

Editor's Notes

  • #25 October 23, 2005 Dust storm in Chad at 250 m resolution, MODIS (Moderate Resolution Imaging Spectroradiometer) NASA Moderate Resolution Imaging Spectrometer, 705 km, sun-synchronous orbit, 1-2 day for all of earth, 250 m, 500 m, 1000 m resolution. NASA
  • #26 30 m resolution and 60 m resolution (thermal), 705 km orbit, 7 bands including thermal infrared, Manhattan, KS. Image, 2000 (USGS-EROS)