SlideShare a Scribd company logo
1 of 13
Saving Forest through
Satellite Images
A success case study from
Lumshnong, Meghalaya, India
by Hexagon Geospatial
About Lumshnong, Meghalaya, India
Known for its lush
green forests
Rich in minerals such
as limestone, coal,
shale, bauxite, and
laterite
A natural hotbed for
the cement industry.
About the Project
Measuring Impacts of Industrial Growth on Forest
Land through Remote Sensing in Lumshnong
Objectives of the Project
Map growth of cement
industries
Quantify change in forest
degradation
Monitor changes in land use
for better decision making
How Did Technology Aid?
Implementation of Hexagon Geospatial technology for monitoring the
growth of cement industries and the impact on forest land cover
Identified Key Geospatial Requirements
Satellite Data
used IRS LISS III temporal satellite images of
the years 2005, 2009 and 2011
Products
Used ERDAS IMAGINE®, tools with the IMAGINE
Expansion pack- DeltaCue and AutoSync
Functionality
provided Geo-referencing, co- registration and
change detection
Technology Benefits – ERDAS IMAGINE
About the Software
 ERDAS IMAGINE - The World's
Leading Geospatial Data Authoring
System
 Provides tools for all Remote
Sensing, Photogrammetry and GIS
processing needs
 Offers consolidated workflow,
smarter processing and dynamic
modeling
Benefits for the Project
 Used for image processing of
satellite data
 Supervised image classification of
study area
 Creating accurate forest and land
cover analysis
Technology Benefits – IMAGINE AutoSync
About the Extension
 IMAGINE AutoSync is part of the
IMAGINE Expansion pack available
for ERDAS IMAGINE®
 Provides Automatic Image
registration for ERDAS IMAGINE®
allowing users of all skill levels to
generate data free of misalignment
issues
Benefits for the Project
 Change detection process requires
tightly aligned images so that
artifacts from poor image
registration do not arise as a
byproduct of processing
 All images were geo-referenced
through IMAGINE AutoSync module
that is capable of pixel level co-
registration of time- 1 and time-2
images.
Technology Benefits - IMAGINE DeltaCue
About the Extension
 IMAGINE DeltaCue is the Change
Detection Software available as an
extension pack for ERDAS
IMAGINE®
 Simplifies the complexity of
change detection process and helps
both advanced and novice users
Benefits for the Project
 Automated image-to-image
normalisation process was
implemented to ensure the mean
and standard deviation of time-2
images match with the time-1
images
 Primary colour difference in
DeltaCue was used for change
detection and redness difference
algorithm was chosen for
identifying land-use changes from
forest land to deforested land.
Total Expansion of Cement Industrial Units between the years 2005
to 2011
Benchmarking the cement manufacturing units as epicenters, buffer areas of 5 to 10 kilometers were considered as study
IRS LISS III temporal satellite images of the years 2005, 2009 and
2011 were used
Supervised classification on the study area was done to categorise forest and non-forest land, with the forest land sub-
categorised by density levels – high density, medium density, and low density.
Hexagon Geospatial solutions
helped classify forest land
accurately, and observe changes
in forest cover over the years due
to expansion in the cement
industrial units in Lumshnong
Customer Feedback
What North-Eastern Space Applications Centre (NESAC) has to say
“
”
Looking for more information
on monitoring forest cover
through remote sensing?
Contact Hexagon Geospatial
Hexagon Geospatial, 2nd Floor, A 06 Infocity, Sector 34, Gurgaon 122002,
Haryana, India
Tel: +91 124 4633000
Email: in-sales@hexagongeospatial.com
“
”

More Related Content

Viewers also liked

GIS in Water Utility Management.
GIS in Water Utility Management.GIS in Water Utility Management.
GIS in Water Utility Management.blizzardice
 
ENVIRONMENTAL IMPACT ASSESMENT
ENVIRONMENTAL IMPACT ASSESMENT  ENVIRONMENTAL IMPACT ASSESMENT
ENVIRONMENTAL IMPACT ASSESMENT ebchandar
 
Using GIS for Water Resources Management – Selected U.S. and International Ap...
Using GIS for Water Resources Management – Selected U.S. and International Ap...Using GIS for Water Resources Management – Selected U.S. and International Ap...
Using GIS for Water Resources Management – Selected U.S. and International Ap...Michael Baker Jr., Inc.
 
Using GIS for Civil/Environmental Projects
Using GIS for Civil/Environmental ProjectsUsing GIS for Civil/Environmental Projects
Using GIS for Civil/Environmental ProjectsMehmet Secilmis
 
GIS Application in Water Resource Management by Engr. Ehtisham Habib
GIS Application in Water Resource Management by Engr. Ehtisham HabibGIS Application in Water Resource Management by Engr. Ehtisham Habib
GIS Application in Water Resource Management by Engr. Ehtisham HabibEhtisham Habib
 
Application of gis and remote sensing in agriculture
Application of gis and remote sensing in agricultureApplication of gis and remote sensing in agriculture
Application of gis and remote sensing in agricultureRehana Qureshi
 
Introduction to remote sensing and gis
Introduction to remote sensing and gisIntroduction to remote sensing and gis
Introduction to remote sensing and gisMohsin Siddique
 
Applications of gis in the field of
Applications of gis in the field ofApplications of gis in the field of
Applications of gis in the field ofgssanthosh
 

Viewers also liked (9)

GIS in Water Utility Management.
GIS in Water Utility Management.GIS in Water Utility Management.
GIS in Water Utility Management.
 
ENVIRONMENTAL IMPACT ASSESMENT
ENVIRONMENTAL IMPACT ASSESMENT  ENVIRONMENTAL IMPACT ASSESMENT
ENVIRONMENTAL IMPACT ASSESMENT
 
Using GIS for Water Resources Management – Selected U.S. and International Ap...
Using GIS for Water Resources Management – Selected U.S. and International Ap...Using GIS for Water Resources Management – Selected U.S. and International Ap...
Using GIS for Water Resources Management – Selected U.S. and International Ap...
 
Using GIS for Civil/Environmental Projects
Using GIS for Civil/Environmental ProjectsUsing GIS for Civil/Environmental Projects
Using GIS for Civil/Environmental Projects
 
GIS Application in Water Resource Management by Engr. Ehtisham Habib
GIS Application in Water Resource Management by Engr. Ehtisham HabibGIS Application in Water Resource Management by Engr. Ehtisham Habib
GIS Application in Water Resource Management by Engr. Ehtisham Habib
 
Application of gis and remote sensing in agriculture
Application of gis and remote sensing in agricultureApplication of gis and remote sensing in agriculture
Application of gis and remote sensing in agriculture
 
Introduction to remote sensing and gis
Introduction to remote sensing and gisIntroduction to remote sensing and gis
Introduction to remote sensing and gis
 
What Is GIS?
What Is GIS?What Is GIS?
What Is GIS?
 
Applications of gis in the field of
Applications of gis in the field ofApplications of gis in the field of
Applications of gis in the field of
 

More from Geospatial Media & Communications

101 Webinar - Artificial Intelligence, Deep Learning and Geospatial
101 Webinar - Artificial Intelligence, Deep Learning and Geospatial101 Webinar - Artificial Intelligence, Deep Learning and Geospatial
101 Webinar - Artificial Intelligence, Deep Learning and GeospatialGeospatial Media & Communications
 
Infographic - How big will be the Agriculture Robotics & Drone Market
Infographic - How big will be the Agriculture Robotics & Drone MarketInfographic - How big will be the Agriculture Robotics & Drone Market
Infographic - How big will be the Agriculture Robotics & Drone MarketGeospatial Media & Communications
 
What to expect out of National Centre of Geo-Informatics (NCoG)
What to expect out of National Centre of Geo-Informatics (NCoG)What to expect out of National Centre of Geo-Informatics (NCoG)
What to expect out of National Centre of Geo-Informatics (NCoG)Geospatial Media & Communications
 
Global construction industry and status of BIM adoption in Europe?
Global construction industry and status of BIM adoption in Europe?Global construction industry and status of BIM adoption in Europe?
Global construction industry and status of BIM adoption in Europe?Geospatial Media & Communications
 

More from Geospatial Media & Communications (14)

The Great Disruption in Geospatial Industry
The Great Disruption in Geospatial IndustryThe Great Disruption in Geospatial Industry
The Great Disruption in Geospatial Industry
 
How GIS and mapping is helping improve sanitation in India
How GIS and mapping is helping improve sanitation in IndiaHow GIS and mapping is helping improve sanitation in India
How GIS and mapping is helping improve sanitation in India
 
101 Webinar - Artificial Intelligence, Deep Learning and Geospatial
101 Webinar - Artificial Intelligence, Deep Learning and Geospatial101 Webinar - Artificial Intelligence, Deep Learning and Geospatial
101 Webinar - Artificial Intelligence, Deep Learning and Geospatial
 
Geospatial readiness Index 2017 - Overview
Geospatial readiness Index 2017 - OverviewGeospatial readiness Index 2017 - Overview
Geospatial readiness Index 2017 - Overview
 
Infographic - How big will be the Agriculture Robotics & Drone Market
Infographic - How big will be the Agriculture Robotics & Drone MarketInfographic - How big will be the Agriculture Robotics & Drone Market
Infographic - How big will be the Agriculture Robotics & Drone Market
 
What to expect out of National Centre of Geo-Informatics (NCoG)
What to expect out of National Centre of Geo-Informatics (NCoG)What to expect out of National Centre of Geo-Informatics (NCoG)
What to expect out of National Centre of Geo-Informatics (NCoG)
 
Global construction industry and status of BIM adoption in Europe?
Global construction industry and status of BIM adoption in Europe?Global construction industry and status of BIM adoption in Europe?
Global construction industry and status of BIM adoption in Europe?
 
Food Security - How can remote sensing and GIS help?
Food Security - How can remote sensing and GIS help?Food Security - How can remote sensing and GIS help?
Food Security - How can remote sensing and GIS help?
 
Nokia HERE - Fact Files 2014
Nokia HERE - Fact Files 2014Nokia HERE - Fact Files 2014
Nokia HERE - Fact Files 2014
 
Geospatial Product Watch 2015
Geospatial Product Watch 2015Geospatial Product Watch 2015
Geospatial Product Watch 2015
 
Forging Geospatial Alliances
Forging Geospatial AlliancesForging Geospatial Alliances
Forging Geospatial Alliances
 
Geospatial Technology Trends 2015
Geospatial Technology Trends 2015Geospatial Technology Trends 2015
Geospatial Technology Trends 2015
 
Geospatial Insights 2015
Geospatial Insights 2015Geospatial Insights 2015
Geospatial Insights 2015
 
Geospatial World - Geospatial Leadership Awards 2012
Geospatial World - Geospatial Leadership Awards 2012Geospatial World - Geospatial Leadership Awards 2012
Geospatial World - Geospatial Leadership Awards 2012
 

Recently uploaded

CCXG global forum, April 2025, Key takeaways
CCXG global forum, April 2025, Key takeawaysCCXG global forum, April 2025, Key takeaways
CCXG global forum, April 2025, Key takeawaysOECD Environment
 
Uae-NO1 Black Magic Specialist Expert In Bahawalpur, Sargodha, Sialkot, Sheik...
Uae-NO1 Black Magic Specialist Expert In Bahawalpur, Sargodha, Sialkot, Sheik...Uae-NO1 Black Magic Specialist Expert In Bahawalpur, Sargodha, Sialkot, Sheik...
Uae-NO1 Black Magic Specialist Expert In Bahawalpur, Sargodha, Sialkot, Sheik...Amil baba
 
CCXG global forum, April 2024, Raphaël Jachnik
CCXG global forum, April 2024, Raphaël JachnikCCXG global forum, April 2024, Raphaël Jachnik
CCXG global forum, April 2024, Raphaël JachnikOECD Environment
 
CCXG global forum, April 2024, XU Huaqing
CCXG global forum, April 2024,  XU HuaqingCCXG global forum, April 2024,  XU Huaqing
CCXG global forum, April 2024, XU HuaqingOECD Environment
 
Get inspired by SYMBA Project: promoting Industrial Symbiosis
Get inspired by SYMBA Project: promoting Industrial SymbiosisGet inspired by SYMBA Project: promoting Industrial Symbiosis
Get inspired by SYMBA Project: promoting Industrial Symbiosissymbaprojecteu
 
CCXG global forum, April 2024, Beatrice Cyiza
CCXG global forum, April 2024,  Beatrice CyizaCCXG global forum, April 2024,  Beatrice Cyiza
CCXG global forum, April 2024, Beatrice CyizaOECD Environment
 
CCXG global forum, April 2024, Brian Motherway and Paolo Frankl
CCXG global forum, April 2024,  Brian Motherway and Paolo FranklCCXG global forum, April 2024,  Brian Motherway and Paolo Frankl
CCXG global forum, April 2024, Brian Motherway and Paolo FranklOECD Environment
 
CCXG global forum, April 2024, Chiara Falduto
CCXG global forum, April 2024, Chiara FaldutoCCXG global forum, April 2024, Chiara Falduto
CCXG global forum, April 2024, Chiara FaldutoOECD Environment
 
CCXG global forum, April 2024, Jo Tyndall
CCXG global forum, April 2024,  Jo TyndallCCXG global forum, April 2024,  Jo Tyndall
CCXG global forum, April 2024, Jo TyndallOECD Environment
 
CCXG global forum, April 2024, Geraldine Ang
CCXG global forum, April 2024, Geraldine AngCCXG global forum, April 2024, Geraldine Ang
CCXG global forum, April 2024, Geraldine AngOECD Environment
 
ENVIRONMENTAL ISSUES AND AWARENESS - Presentation
ENVIRONMENTAL ISSUES AND AWARENESS - PresentationENVIRONMENTAL ISSUES AND AWARENESS - Presentation
ENVIRONMENTAL ISSUES AND AWARENESS - PresentationTaruna Deshwal
 
CCXG global forum, April 2024, Niklas Höhne
CCXG global forum, April 2024,  Niklas HöhneCCXG global forum, April 2024,  Niklas Höhne
CCXG global forum, April 2024, Niklas HöhneOECD Environment
 
7. PD 705 & RELEVANT FORESTRY LAWS PHILIPPINES
7. PD 705 & RELEVANT FORESTRY LAWS PHILIPPINES7. PD 705 & RELEVANT FORESTRY LAWS PHILIPPINES
7. PD 705 & RELEVANT FORESTRY LAWS PHILIPPINESMarlonJayBayag
 
CCXG global forum, April 2024, Jolien Noels
CCXG global forum, April 2024,  Jolien NoelsCCXG global forum, April 2024,  Jolien Noels
CCXG global forum, April 2024, Jolien NoelsOECD Environment
 
Science, Technology and Nation Building.pptx
Science, Technology and Nation Building.pptxScience, Technology and Nation Building.pptx
Science, Technology and Nation Building.pptxgrandmarshall132
 
CCXG global forum, April 2024, Alban Kitous
CCXG global forum, April 2024,  Alban KitousCCXG global forum, April 2024,  Alban Kitous
CCXG global forum, April 2024, Alban KitousOECD Environment
 
CCXG global forum, April 2024, Nino Tkhilava
CCXG global forum, April 2024,  Nino TkhilavaCCXG global forum, April 2024,  Nino Tkhilava
CCXG global forum, April 2024, Nino TkhilavaOECD Environment
 
CCXG global forum, April 2024, Marta Torres-Gunfaus
CCXG global forum, April 2024,  Marta Torres-GunfausCCXG global forum, April 2024,  Marta Torres-Gunfaus
CCXG global forum, April 2024, Marta Torres-GunfausOECD Environment
 
CCXG global forum, April 2024, David Mutisya
CCXG global forum, April 2024,  David MutisyaCCXG global forum, April 2024,  David Mutisya
CCXG global forum, April 2024, David MutisyaOECD Environment
 

Recently uploaded (20)

CCXG global forum, April 2025, Key takeaways
CCXG global forum, April 2025, Key takeawaysCCXG global forum, April 2025, Key takeaways
CCXG global forum, April 2025, Key takeaways
 
Uae-NO1 Black Magic Specialist Expert In Bahawalpur, Sargodha, Sialkot, Sheik...
Uae-NO1 Black Magic Specialist Expert In Bahawalpur, Sargodha, Sialkot, Sheik...Uae-NO1 Black Magic Specialist Expert In Bahawalpur, Sargodha, Sialkot, Sheik...
Uae-NO1 Black Magic Specialist Expert In Bahawalpur, Sargodha, Sialkot, Sheik...
 
CCXG global forum, April 2024, Raphaël Jachnik
CCXG global forum, April 2024, Raphaël JachnikCCXG global forum, April 2024, Raphaël Jachnik
CCXG global forum, April 2024, Raphaël Jachnik
 
CCXG global forum, April 2024, XU Huaqing
CCXG global forum, April 2024,  XU HuaqingCCXG global forum, April 2024,  XU Huaqing
CCXG global forum, April 2024, XU Huaqing
 
Get inspired by SYMBA Project: promoting Industrial Symbiosis
Get inspired by SYMBA Project: promoting Industrial SymbiosisGet inspired by SYMBA Project: promoting Industrial Symbiosis
Get inspired by SYMBA Project: promoting Industrial Symbiosis
 
CCXG global forum, April 2024, Beatrice Cyiza
CCXG global forum, April 2024,  Beatrice CyizaCCXG global forum, April 2024,  Beatrice Cyiza
CCXG global forum, April 2024, Beatrice Cyiza
 
CCXG global forum, April 2024, Brian Motherway and Paolo Frankl
CCXG global forum, April 2024,  Brian Motherway and Paolo FranklCCXG global forum, April 2024,  Brian Motherway and Paolo Frankl
CCXG global forum, April 2024, Brian Motherway and Paolo Frankl
 
CCXG global forum, April 2024, Chiara Falduto
CCXG global forum, April 2024, Chiara FaldutoCCXG global forum, April 2024, Chiara Falduto
CCXG global forum, April 2024, Chiara Falduto
 
CCXG global forum, April 2024, Jo Tyndall
CCXG global forum, April 2024,  Jo TyndallCCXG global forum, April 2024,  Jo Tyndall
CCXG global forum, April 2024, Jo Tyndall
 
CCXG global forum, April 2024, Geraldine Ang
CCXG global forum, April 2024, Geraldine AngCCXG global forum, April 2024, Geraldine Ang
CCXG global forum, April 2024, Geraldine Ang
 
ENVIRONMENTAL ISSUES AND AWARENESS - Presentation
ENVIRONMENTAL ISSUES AND AWARENESS - PresentationENVIRONMENTAL ISSUES AND AWARENESS - Presentation
ENVIRONMENTAL ISSUES AND AWARENESS - Presentation
 
CCXG global forum, April 2024, Niklas Höhne
CCXG global forum, April 2024,  Niklas HöhneCCXG global forum, April 2024,  Niklas Höhne
CCXG global forum, April 2024, Niklas Höhne
 
7. PD 705 & RELEVANT FORESTRY LAWS PHILIPPINES
7. PD 705 & RELEVANT FORESTRY LAWS PHILIPPINES7. PD 705 & RELEVANT FORESTRY LAWS PHILIPPINES
7. PD 705 & RELEVANT FORESTRY LAWS PHILIPPINES
 
CCXG global forum, April 2024, Jolien Noels
CCXG global forum, April 2024,  Jolien NoelsCCXG global forum, April 2024,  Jolien Noels
CCXG global forum, April 2024, Jolien Noels
 
Health Facility Electrification: State of Play
Health Facility Electrification: State of PlayHealth Facility Electrification: State of Play
Health Facility Electrification: State of Play
 
Science, Technology and Nation Building.pptx
Science, Technology and Nation Building.pptxScience, Technology and Nation Building.pptx
Science, Technology and Nation Building.pptx
 
CCXG global forum, April 2024, Alban Kitous
CCXG global forum, April 2024,  Alban KitousCCXG global forum, April 2024,  Alban Kitous
CCXG global forum, April 2024, Alban Kitous
 
CCXG global forum, April 2024, Nino Tkhilava
CCXG global forum, April 2024,  Nino TkhilavaCCXG global forum, April 2024,  Nino Tkhilava
CCXG global forum, April 2024, Nino Tkhilava
 
CCXG global forum, April 2024, Marta Torres-Gunfaus
CCXG global forum, April 2024,  Marta Torres-GunfausCCXG global forum, April 2024,  Marta Torres-Gunfaus
CCXG global forum, April 2024, Marta Torres-Gunfaus
 
CCXG global forum, April 2024, David Mutisya
CCXG global forum, April 2024,  David MutisyaCCXG global forum, April 2024,  David Mutisya
CCXG global forum, April 2024, David Mutisya
 

Mapping Growth of Cement Industries and Forest Degradation - A Hexagon Geospatial Case Study from Lumshnong, Meghalaya

  • 1. Saving Forest through Satellite Images A success case study from Lumshnong, Meghalaya, India by Hexagon Geospatial
  • 2. About Lumshnong, Meghalaya, India Known for its lush green forests Rich in minerals such as limestone, coal, shale, bauxite, and laterite A natural hotbed for the cement industry.
  • 3. About the Project Measuring Impacts of Industrial Growth on Forest Land through Remote Sensing in Lumshnong
  • 4. Objectives of the Project Map growth of cement industries Quantify change in forest degradation Monitor changes in land use for better decision making
  • 5. How Did Technology Aid? Implementation of Hexagon Geospatial technology for monitoring the growth of cement industries and the impact on forest land cover
  • 6. Identified Key Geospatial Requirements Satellite Data used IRS LISS III temporal satellite images of the years 2005, 2009 and 2011 Products Used ERDAS IMAGINE®, tools with the IMAGINE Expansion pack- DeltaCue and AutoSync Functionality provided Geo-referencing, co- registration and change detection
  • 7. Technology Benefits – ERDAS IMAGINE About the Software  ERDAS IMAGINE - The World's Leading Geospatial Data Authoring System  Provides tools for all Remote Sensing, Photogrammetry and GIS processing needs  Offers consolidated workflow, smarter processing and dynamic modeling Benefits for the Project  Used for image processing of satellite data  Supervised image classification of study area  Creating accurate forest and land cover analysis
  • 8. Technology Benefits – IMAGINE AutoSync About the Extension  IMAGINE AutoSync is part of the IMAGINE Expansion pack available for ERDAS IMAGINE®  Provides Automatic Image registration for ERDAS IMAGINE® allowing users of all skill levels to generate data free of misalignment issues Benefits for the Project  Change detection process requires tightly aligned images so that artifacts from poor image registration do not arise as a byproduct of processing  All images were geo-referenced through IMAGINE AutoSync module that is capable of pixel level co- registration of time- 1 and time-2 images.
  • 9. Technology Benefits - IMAGINE DeltaCue About the Extension  IMAGINE DeltaCue is the Change Detection Software available as an extension pack for ERDAS IMAGINE®  Simplifies the complexity of change detection process and helps both advanced and novice users Benefits for the Project  Automated image-to-image normalisation process was implemented to ensure the mean and standard deviation of time-2 images match with the time-1 images  Primary colour difference in DeltaCue was used for change detection and redness difference algorithm was chosen for identifying land-use changes from forest land to deforested land.
  • 10. Total Expansion of Cement Industrial Units between the years 2005 to 2011 Benchmarking the cement manufacturing units as epicenters, buffer areas of 5 to 10 kilometers were considered as study
  • 11. IRS LISS III temporal satellite images of the years 2005, 2009 and 2011 were used Supervised classification on the study area was done to categorise forest and non-forest land, with the forest land sub- categorised by density levels – high density, medium density, and low density.
  • 12. Hexagon Geospatial solutions helped classify forest land accurately, and observe changes in forest cover over the years due to expansion in the cement industrial units in Lumshnong Customer Feedback What North-Eastern Space Applications Centre (NESAC) has to say “ ”
  • 13. Looking for more information on monitoring forest cover through remote sensing? Contact Hexagon Geospatial Hexagon Geospatial, 2nd Floor, A 06 Infocity, Sector 34, Gurgaon 122002, Haryana, India Tel: +91 124 4633000 Email: in-sales@hexagongeospatial.com “ ”

Editor's Notes

  1. Content – Hexagon Geospatial Images – Hexagon Geospatial Icons – Flaticon.com Created by – Geospatial Media