SlideShare a Scribd company logo
1 of 3
Download to read offline
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
__________________________________________________________________________________________
IC-RICE Conference Issue | Nov-2013, Available @ http://www.ijret.org 302
FOREST TYPE MAPPING OF BIDAR FOREST DIVISION, KARNATAKA
USING GEOINFORMATICS TECHNIQUES
Shashikant.R.Mise1
, Ganesh2
1
Professor, Department of Civil Engineering, 2
M.Tech Scholar, Department of Environmental Engineering,
PDA College of Engineering, Gulbarga
srmise45@yahoo.com, ganeshn870@gmail.com
Abstract
The study demonstrate the potentiality of satellite remote sensing technique for the generation of baseline information on forest types
including tree plantation details in Bidar forest division, Karnataka covering an area of 5814.60Sq.Kms. The Total Area of Bidar
forest division is 5814Sq.Kms analysis of the satellite data in the study area reveals that about 84% of the total area is Covered by
crop land, 1.778% of the area is covered by dry deciduous forest, 1.38 % of mixed plantation, which is very threatening to the
environmental stability of the forest, future plantation site has been mapped. With the use of latest Geo-informatics technology proper
and exact condition of the trees can be observed and necessary precautions can be taken for future plantation works in an appropriate
manner
Keywords:-RS, GIS, GPS, Forest Type, Tree Plantation
---------------------------------------------------------------------***----------------------------------------------------------------------
1. INTRODUCTION
Forest is one of the most magnificent expressions of nature on
earth .It is an important renewable natural resource and
benefits from it are immense, mainly timber and non-timber
forest products. It has been an important source of subsistence,
employment, revenue and raw materials to various industries.
Forest plays an important role in the issues related to green
house gases and climate change which are strongly linked to
the maintenance of ecological balance, biological diversity,
environmental stability, soil and water conservation etc
The main objectives of mapping of the existing forest type and
plantation works carried out in Bidar forest division, arnataka.
To prepare various forest type map in Bidar forest division
using PAN+LISS III data.
Archana et al, (Jan. 2013) had carried out there research
work on “Forest Resource Mapping In Pinjore Block,
Haryana, Using Geoinformatics Techniques” and said that
Forests resources,The analysis of the satellite data also reveals
that an area of 18.33 sq km (6.36%) of TOF were present in
Pinjore block [1]
.
M. Kardos(2013) had carried out his research work on
“Method Of Digital Photogrammetry in forest management in
Slovakia” and said that The practical aspect of utilization of
digital photogrammetry methods and their products in Slovak
forestry is presented. We deal with the comparison of various
data obtained by digital cameras, their accuracy, utilization
and effectiveness for mapping [2]
Muhammad Asim Rizwan (Dec,2011) had carried his
research work on “Forest Mapping by using RS and GIS
Techniques” and said that forest have important and vital
global ecological as well as socio-economic resources and
they require a sustainable management. The aim of this study
has, to map the existing forest, to identify unutilized land, to
develop a plan to increase the existing forest coverage and
carry out the related analysis. [3]
1.1 Scope of the Study:
The scope of interest in this present study is to use the GIS
technologies for the forest management of Bidar division,
Karnataka. As the GIS facility was available locally it was
convenient to carry out the project work. The interest to
choose this particular topic is due to the reason that as per the
collected literature so, far the present study is not carried out
on forest management in Bidar division using RS and GIS
technologies.
2. METHODOLOGY
The following methodology has been adopted for the current
study and shown in Figure1
Image Processing: Initially the satellite imageries mentioned
in the figure above were subjected to radiometric and geo-
metric corrections to get a clear image in real world co-
ordinates.
Geo – referencing: Geo – referencing refers to the process of
assigning map coordinates to image data. The image data may
IJRET: International Journal of Research in Engineering and Technology
__________________________________________________________________________________________
IC-RICE Conference Issue | Nov-2013, Available @
already be projected onto the desired plane, but not yet
referenced to the proper coordinate system. Geo
by itself, involves changing only the map coordinate
information in the image file. The grid of th
change.
Mosaic king: The project area pertaining to this project often
spanned several image files. Hence, it was necessary to
combine the images to create one large file. This technique is
called mosaic king.
Sub setting: Sub setting refers to breaking out a portion of a
large file into one or more smaller files. At times, image files
contained area much larger than a particular project area. In
these cases, it was helpful to reduce the size of the image file
to include only the Area Of Interest (AOI). This is not only
eliminated the extraneous data in the file, but it accelerated the
processing due to the smaller amount of data to process. This
was important even more because the project involved
multiband data.
3. RESULT AND DISCUSSIONS
The studies depict the application of remote sensing
techniques for the mapping of plantation works and forest type
in Bidar, Karnataka. Here Humnbad range is major portion of
forest cover in the division. There is variety of trees found in
the Bidar forest division the total forest cover occupies 5814
Sq.Kms.
3.1 Forest Type Mapping
The forest type map has been generated to show the land area
used within the forest division as shown in F
spatial distributions under forest category
Table.1 and shown in pie chart
Fig1 forest type map of Bidar forest division:
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319
__________________________________________________________________________________________
2013, Available @ http://www.ijret.org
already be projected onto the desired plane, but not yet
referenced to the proper coordinate system. Geo – referencing,
by itself, involves changing only the map coordinate
information in the image file. The grid of the image does not
The project area pertaining to this project often
spanned several image files. Hence, it was necessary to
combine the images to create one large file. This technique is
refers to breaking out a portion of a
large file into one or more smaller files. At times, image files
contained area much larger than a particular project area. In
these cases, it was helpful to reduce the size of the image file
f Interest (AOI). This is not only
eliminated the extraneous data in the file, but it accelerated the
processing due to the smaller amount of data to process. This
was important even more because the project involved
The studies depict the application of remote sensing
techniques for the mapping of plantation works and forest type
in Bidar, Karnataka. Here Humnbad range is major portion of
forest cover in the division. There is variety of trees found in
forest division the total forest cover occupies 5814
The forest type map has been generated to show the land area
he forest division as shown in Figure 1 and the
ategory were shown in
forest type map of Bidar forest division:
The Total Area of Bidar forest division is 5814Sq.Kms
analysis of the satellite data in the study area reveals that about
84% of the total area is covered
area is covered by dry deciduous forest, 1.38 % of mixed
plantation, which is very threatening to the environmental
stability of the forest. Figure No 2
Fig2: Pie Chart showing percentage distribution of
3.2 Plantation Work Maps i
By using the data obtained from the forest department and
interpreting with the GPS values obtained for ground truth
verification, maps for plantation raised dur
shown in Figure No 3 and the plantation details of 2011
has been. Shown and advance
2012-13 in Bidar forest division have been generated
shown in Figure No 4
Fig: 3 Plantation work done during 2011
eISSN: 2319-1163 | pISSN: 2321-7308
__________________________________________________________________________________________
303
The Total Area of Bidar forest division is 5814Sq.Kms
analysis of the satellite data in the study area reveals that about
covered by crop land, 1.778% of the
area is covered by dry deciduous forest, 1.38 % of mixed
plantation, which is very threatening to the environmental
Figure No 2.
wing percentage distribution of varoius
forest
Work Maps in Bidar Forest Division
By using the data obtained from the forest department and
interpreting with the GPS values obtained for ground truth
verification, maps for plantation raised during 2011-12 as
and the plantation details of 2011-12
and advance work for Future plantation for
13 in Bidar forest division have been generated ads
Plantation work done during 2011-12 in Bidar forest
division
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
__________________________________________________________________________________________
IC-RICE Conference Issue | Nov-2013, Available @ http://www.ijret.org 304
Fig.4 Advance work for future plantation for 2012-13 in Bidar
forest division
3.3 Plantation Works
Tree planting is the process of transplanting tree seeding,
generally for forestry, land reclamination or landscaping
purpose. Tree plantation is helpful in creating instant forest,
tall tree plantation seeding is good for the environment, stop
the encroachment of deserts reclaim land, capture carbon &
reduce-pollution.
CONCLUSIONS
Based on the results obtained the following conclusions have
been made, it is observed that the high resolution LISS-III of
IRS-P5 and PAN are merged in identification of types of
forest & its condition in the study area. The total forest cover
in Bidar forest division is less than 6.67% of the total
geographical area in the study area which is a serious issue to
be considered in order to maintain the environmental stability.
During the ground truth collection
Around 12 Sq.Kms area of the total forest division has been
planted in the year 2011-2012, major plantation work has
been done Humnbad range with plantation covering 8.38
Sq.Kms and least plantation in Aurad range with plantation
covering 0.2665 Sq.Kms and around 9.035 Sq.Kms of land
has been prepared in advance for future plantation in Bidar
forest division. With the use of latest Geo-informatics
technology proper and exact condition of the trees can be
observed and necessary precautions can be taken for future
plantation works in an appropriate manner.
REFERENCES
[1] Archana, Girish Pajar and Mathi Kumar, K.E. (2013)
Forest Resource Mapping In Pinjore Block(Panchkula
District),Haryana, Using Geoinfornatics Techniques,
International Journal of Advanced Technology and
Engineering Research(IJATER) Volume 3,Issue1,Issn
No:2250-3536.
[2] M.Kordas: Method Of Digital Photogrammetry In
Forest Management Of Slovakia, journal Of Forest
Science (2013),59,2013(2):pp54-63.
[3] Mohd Asim Rizwan:Forest. (2011) Mapping Using RS
and GIS Techniques, Global Journals Inc (USA),
Issue7, Version1.0.

More Related Content

What's hot

Remotesensing 11-00164
Remotesensing 11-00164Remotesensing 11-00164
Remotesensing 11-00164Erdenetsogt Su
 
Land use Land Cover and Vegetation Analysis of Gujarat Science City Campus, A...
Land use Land Cover and Vegetation Analysis of Gujarat Science City Campus, A...Land use Land Cover and Vegetation Analysis of Gujarat Science City Campus, A...
Land use Land Cover and Vegetation Analysis of Gujarat Science City Campus, A...ijtsrd
 
Android mobile application for wildfire reporting and monitoring
Android mobile application for wildfire reporting and monitoringAndroid mobile application for wildfire reporting and monitoring
Android mobile application for wildfire reporting and monitoringriyaniaes
 
Remote sensing and GIS application for monitoring drought vulnerability in In...
Remote sensing and GIS application for monitoring drought vulnerability in In...Remote sensing and GIS application for monitoring drought vulnerability in In...
Remote sensing and GIS application for monitoring drought vulnerability in In...riyaniaes
 
GIS Mapping of Large Soil Groups, Current Land Use, Soil Depths and Slopes, E...
GIS Mapping of Large Soil Groups, Current Land Use, Soil Depths and Slopes, E...GIS Mapping of Large Soil Groups, Current Land Use, Soil Depths and Slopes, E...
GIS Mapping of Large Soil Groups, Current Land Use, Soil Depths and Slopes, E...Premier Publishers
 
Classification of aurangabad city using high resolution remote sensing data
Classification of aurangabad city using high resolution remote sensing dataClassification of aurangabad city using high resolution remote sensing data
Classification of aurangabad city using high resolution remote sensing dataeSAT Journals
 
IJSRED-V2I2P60
IJSRED-V2I2P60IJSRED-V2I2P60
IJSRED-V2I2P60IJSRED
 
Mapping of Wood Carbon Stocks in the Classified Forest of Wari-Maro in Benin ...
Mapping of Wood Carbon Stocks in the Classified Forest of Wari-Maro in Benin ...Mapping of Wood Carbon Stocks in the Classified Forest of Wari-Maro in Benin ...
Mapping of Wood Carbon Stocks in the Classified Forest of Wari-Maro in Benin ...AI Publications
 
Crop discrimination and yield monitoring
Crop discrimination and yield monitoringCrop discrimination and yield monitoring
Crop discrimination and yield monitoringLokesh Kumar Jain
 
Residual stand damages after decreasing on selective cutting diameter limit a...
Residual stand damages after decreasing on selective cutting diameter limit a...Residual stand damages after decreasing on selective cutting diameter limit a...
Residual stand damages after decreasing on selective cutting diameter limit a...Alexander Decker
 
The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)theijes
 
Assessment, Monitoring and Managing SOC for Climate Change Mitigation and Ada...
Assessment, Monitoring and Managing SOC for Climate Change Mitigation and Ada...Assessment, Monitoring and Managing SOC for Climate Change Mitigation and Ada...
Assessment, Monitoring and Managing SOC for Climate Change Mitigation and Ada...ExternalEvents
 

What's hot (17)

Remotesensing 11-00164
Remotesensing 11-00164Remotesensing 11-00164
Remotesensing 11-00164
 
4 2-13-397
4 2-13-3974 2-13-397
4 2-13-397
 
50120140507014
5012014050701450120140507014
50120140507014
 
Dd32653661
Dd32653661Dd32653661
Dd32653661
 
Land use Land Cover and Vegetation Analysis of Gujarat Science City Campus, A...
Land use Land Cover and Vegetation Analysis of Gujarat Science City Campus, A...Land use Land Cover and Vegetation Analysis of Gujarat Science City Campus, A...
Land use Land Cover and Vegetation Analysis of Gujarat Science City Campus, A...
 
Android mobile application for wildfire reporting and monitoring
Android mobile application for wildfire reporting and monitoringAndroid mobile application for wildfire reporting and monitoring
Android mobile application for wildfire reporting and monitoring
 
Remote sensing and GIS application for monitoring drought vulnerability in In...
Remote sensing and GIS application for monitoring drought vulnerability in In...Remote sensing and GIS application for monitoring drought vulnerability in In...
Remote sensing and GIS application for monitoring drought vulnerability in In...
 
GIS Mapping of Large Soil Groups, Current Land Use, Soil Depths and Slopes, E...
GIS Mapping of Large Soil Groups, Current Land Use, Soil Depths and Slopes, E...GIS Mapping of Large Soil Groups, Current Land Use, Soil Depths and Slopes, E...
GIS Mapping of Large Soil Groups, Current Land Use, Soil Depths and Slopes, E...
 
Classification of aurangabad city using high resolution remote sensing data
Classification of aurangabad city using high resolution remote sensing dataClassification of aurangabad city using high resolution remote sensing data
Classification of aurangabad city using high resolution remote sensing data
 
IJSRED-V2I2P60
IJSRED-V2I2P60IJSRED-V2I2P60
IJSRED-V2I2P60
 
Forest
ForestForest
Forest
 
Mapping of Wood Carbon Stocks in the Classified Forest of Wari-Maro in Benin ...
Mapping of Wood Carbon Stocks in the Classified Forest of Wari-Maro in Benin ...Mapping of Wood Carbon Stocks in the Classified Forest of Wari-Maro in Benin ...
Mapping of Wood Carbon Stocks in the Classified Forest of Wari-Maro in Benin ...
 
Research paper
Research paperResearch paper
Research paper
 
Crop discrimination and yield monitoring
Crop discrimination and yield monitoringCrop discrimination and yield monitoring
Crop discrimination and yield monitoring
 
Residual stand damages after decreasing on selective cutting diameter limit a...
Residual stand damages after decreasing on selective cutting diameter limit a...Residual stand damages after decreasing on selective cutting diameter limit a...
Residual stand damages after decreasing on selective cutting diameter limit a...
 
The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)The International Journal of Engineering and Science (The IJES)
The International Journal of Engineering and Science (The IJES)
 
Assessment, Monitoring and Managing SOC for Climate Change Mitigation and Ada...
Assessment, Monitoring and Managing SOC for Climate Change Mitigation and Ada...Assessment, Monitoring and Managing SOC for Climate Change Mitigation and Ada...
Assessment, Monitoring and Managing SOC for Climate Change Mitigation and Ada...
 

Viewers also liked

Fire Detection & Path Deviation Robot
Fire Detection & Path Deviation RobotFire Detection & Path Deviation Robot
Fire Detection & Path Deviation RobotPalkit Jain
 
Navegacao de Robótica Autônoma em Ambientes Dinâmicos
Navegacao de Robótica Autônoma em Ambientes DinâmicosNavegacao de Robótica Autônoma em Ambientes Dinâmicos
Navegacao de Robótica Autônoma em Ambientes DinâmicosLCoN Mackenzie
 
Influence of compaction energy on soil stabilized with chemical stabilizer
Influence of compaction energy on soil stabilized with chemical stabilizerInfluence of compaction energy on soil stabilized with chemical stabilizer
Influence of compaction energy on soil stabilized with chemical stabilizereSAT Journals
 
Design and development of touch screen controlled stairs climbing robot
Design and development of touch screen controlled stairs climbing robotDesign and development of touch screen controlled stairs climbing robot
Design and development of touch screen controlled stairs climbing roboteSAT Journals
 
Analysis and Construction of a Robot controlled by a Universal Remote Control
Analysis and Construction of a Robot controlled by a Universal Remote ControlAnalysis and Construction of a Robot controlled by a Universal Remote Control
Analysis and Construction of a Robot controlled by a Universal Remote ControlIJERD Editor
 
Road cleaning robot create the future design contest
Road cleaning robot    create the future design contestRoad cleaning robot    create the future design contest
Road cleaning robot create the future design contestHamdard University
 
Life cycle cost analysis of overlay for an urban road in bangalore
Life cycle cost analysis of overlay for an urban road in bangaloreLife cycle cost analysis of overlay for an urban road in bangalore
Life cycle cost analysis of overlay for an urban road in bangaloreeSAT Journals
 
Geographical information system (gis) for water resources management
Geographical information system (gis) for water resources managementGeographical information system (gis) for water resources management
Geographical information system (gis) for water resources managementeSAT Journals
 
Material management in construction – a case study
Material management in construction – a case studyMaterial management in construction – a case study
Material management in construction – a case studyeSAT Journals
 
Laboratory investigation of expansive soil stabilized with natural inorganic ...
Laboratory investigation of expansive soil stabilized with natural inorganic ...Laboratory investigation of expansive soil stabilized with natural inorganic ...
Laboratory investigation of expansive soil stabilized with natural inorganic ...eSAT Journals
 
Autonomous vacuum cleaning robot
Autonomous vacuum cleaning robotAutonomous vacuum cleaning robot
Autonomous vacuum cleaning robotMohit Nagar
 
Factors influencing compressive strength of geopolymer concrete
Factors influencing compressive strength of geopolymer concreteFactors influencing compressive strength of geopolymer concrete
Factors influencing compressive strength of geopolymer concreteeSAT Journals
 
Influence of reinforcement on the behavior of hollow concrete block masonry p...
Influence of reinforcement on the behavior of hollow concrete block masonry p...Influence of reinforcement on the behavior of hollow concrete block masonry p...
Influence of reinforcement on the behavior of hollow concrete block masonry p...eSAT Journals
 
Laboratory studies of dense bituminous mixes ii with reclaimed asphalt materials
Laboratory studies of dense bituminous mixes ii with reclaimed asphalt materialsLaboratory studies of dense bituminous mixes ii with reclaimed asphalt materials
Laboratory studies of dense bituminous mixes ii with reclaimed asphalt materialseSAT Journals
 
Floor cleaning robot report vatsal shah_ec_7th sem
Floor cleaning robot report vatsal shah_ec_7th semFloor cleaning robot report vatsal shah_ec_7th sem
Floor cleaning robot report vatsal shah_ec_7th semVatsal N Shah
 
Managing drought short term strategies in semi arid regions a case study
Managing drought    short term strategies in semi arid regions  a case studyManaging drought    short term strategies in semi arid regions  a case study
Managing drought short term strategies in semi arid regions a case studyeSAT Journals
 
Pneumobot-Pneumatic Pick and Place Robot
Pneumobot-Pneumatic Pick and Place RobotPneumobot-Pneumatic Pick and Place Robot
Pneumobot-Pneumatic Pick and Place RobotAbhijeet Pawar
 

Viewers also liked (20)

Fire Detection & Path Deviation Robot
Fire Detection & Path Deviation RobotFire Detection & Path Deviation Robot
Fire Detection & Path Deviation Robot
 
Navegacao de Robótica Autônoma em Ambientes Dinâmicos
Navegacao de Robótica Autônoma em Ambientes DinâmicosNavegacao de Robótica Autônoma em Ambientes Dinâmicos
Navegacao de Robótica Autônoma em Ambientes Dinâmicos
 
Robot Swarms as Ensembles of Cooperating Components - Matthias Holzl
Robot Swarms as Ensembles of Cooperating Components - Matthias HolzlRobot Swarms as Ensembles of Cooperating Components - Matthias Holzl
Robot Swarms as Ensembles of Cooperating Components - Matthias Holzl
 
Influence of compaction energy on soil stabilized with chemical stabilizer
Influence of compaction energy on soil stabilized with chemical stabilizerInfluence of compaction energy on soil stabilized with chemical stabilizer
Influence of compaction energy on soil stabilized with chemical stabilizer
 
Design and development of touch screen controlled stairs climbing robot
Design and development of touch screen controlled stairs climbing robotDesign and development of touch screen controlled stairs climbing robot
Design and development of touch screen controlled stairs climbing robot
 
Analysis and Construction of a Robot controlled by a Universal Remote Control
Analysis and Construction of a Robot controlled by a Universal Remote ControlAnalysis and Construction of a Robot controlled by a Universal Remote Control
Analysis and Construction of a Robot controlled by a Universal Remote Control
 
Walle powerpoint
Walle powerpointWalle powerpoint
Walle powerpoint
 
Road cleaning robot create the future design contest
Road cleaning robot    create the future design contestRoad cleaning robot    create the future design contest
Road cleaning robot create the future design contest
 
Life cycle cost analysis of overlay for an urban road in bangalore
Life cycle cost analysis of overlay for an urban road in bangaloreLife cycle cost analysis of overlay for an urban road in bangalore
Life cycle cost analysis of overlay for an urban road in bangalore
 
Geographical information system (gis) for water resources management
Geographical information system (gis) for water resources managementGeographical information system (gis) for water resources management
Geographical information system (gis) for water resources management
 
Material management in construction – a case study
Material management in construction – a case studyMaterial management in construction – a case study
Material management in construction – a case study
 
Laboratory investigation of expansive soil stabilized with natural inorganic ...
Laboratory investigation of expansive soil stabilized with natural inorganic ...Laboratory investigation of expansive soil stabilized with natural inorganic ...
Laboratory investigation of expansive soil stabilized with natural inorganic ...
 
Wall-E Presentation
Wall-E PresentationWall-E Presentation
Wall-E Presentation
 
Autonomous vacuum cleaning robot
Autonomous vacuum cleaning robotAutonomous vacuum cleaning robot
Autonomous vacuum cleaning robot
 
Factors influencing compressive strength of geopolymer concrete
Factors influencing compressive strength of geopolymer concreteFactors influencing compressive strength of geopolymer concrete
Factors influencing compressive strength of geopolymer concrete
 
Influence of reinforcement on the behavior of hollow concrete block masonry p...
Influence of reinforcement on the behavior of hollow concrete block masonry p...Influence of reinforcement on the behavior of hollow concrete block masonry p...
Influence of reinforcement on the behavior of hollow concrete block masonry p...
 
Laboratory studies of dense bituminous mixes ii with reclaimed asphalt materials
Laboratory studies of dense bituminous mixes ii with reclaimed asphalt materialsLaboratory studies of dense bituminous mixes ii with reclaimed asphalt materials
Laboratory studies of dense bituminous mixes ii with reclaimed asphalt materials
 
Floor cleaning robot report vatsal shah_ec_7th sem
Floor cleaning robot report vatsal shah_ec_7th semFloor cleaning robot report vatsal shah_ec_7th sem
Floor cleaning robot report vatsal shah_ec_7th sem
 
Managing drought short term strategies in semi arid regions a case study
Managing drought    short term strategies in semi arid regions  a case studyManaging drought    short term strategies in semi arid regions  a case study
Managing drought short term strategies in semi arid regions a case study
 
Pneumobot-Pneumatic Pick and Place Robot
Pneumobot-Pneumatic Pick and Place RobotPneumobot-Pneumatic Pick and Place Robot
Pneumobot-Pneumatic Pick and Place Robot
 

Similar to Forest type mapping of bidar forest division, karnataka using geoinformatics techniques

Assessment of Forest Stock and Encroachment on Forest Land in Sonbhadra Fores...
Assessment of Forest Stock and Encroachment on Forest Land in Sonbhadra Fores...Assessment of Forest Stock and Encroachment on Forest Land in Sonbhadra Fores...
Assessment of Forest Stock and Encroachment on Forest Land in Sonbhadra Fores...IRJET Journal
 
Assessing the performance of random forest regression for estimating canopy h...
Assessing the performance of random forest regression for estimating canopy h...Assessing the performance of random forest regression for estimating canopy h...
Assessing the performance of random forest regression for estimating canopy h...IJECEIAES
 
Gis application on forest management
Gis application on forest managementGis application on forest management
Gis application on forest managementprahladpatel6
 
ASSESSMENT AND MAPPING OF WASTELAND CHANGES IN BANDA DISTRICT OF UTTAR PRADES...
ASSESSMENT AND MAPPING OF WASTELAND CHANGES IN BANDA DISTRICT OF UTTAR PRADES...ASSESSMENT AND MAPPING OF WASTELAND CHANGES IN BANDA DISTRICT OF UTTAR PRADES...
ASSESSMENT AND MAPPING OF WASTELAND CHANGES IN BANDA DISTRICT OF UTTAR PRADES...IRJET Journal
 
Assessing mangrove deforestation using pixel-based image: a machine learning ...
Assessing mangrove deforestation using pixel-based image: a machine learning ...Assessing mangrove deforestation using pixel-based image: a machine learning ...
Assessing mangrove deforestation using pixel-based image: a machine learning ...journalBEEI
 
Comparing canopy density measurement from UAV and hemispherical photography: ...
Comparing canopy density measurement from UAV and hemispherical photography: ...Comparing canopy density measurement from UAV and hemispherical photography: ...
Comparing canopy density measurement from UAV and hemispherical photography: ...IJECEIAES
 
Cropland extent of South Asia @ 30 m resolution using time series Landsat dat...
Cropland extent of South Asia @ 30 m resolution using time series Landsat dat...Cropland extent of South Asia @ 30 m resolution using time series Landsat dat...
Cropland extent of South Asia @ 30 m resolution using time series Landsat dat...ICRISAT
 
Review Paper: Analysis of Landslide Hazard Zones (Hotspots) & Mitigation in W...
Review Paper: Analysis of Landslide Hazard Zones (Hotspots) & Mitigation in W...Review Paper: Analysis of Landslide Hazard Zones (Hotspots) & Mitigation in W...
Review Paper: Analysis of Landslide Hazard Zones (Hotspots) & Mitigation in W...IRJET Journal
 
IMAGE PROCESSING AND CLUSTERING ALGORITHMS FOR FOREST COVER QUANTIFICATION
IMAGE PROCESSING AND CLUSTERING ALGORITHMS FOR FOREST COVER QUANTIFICATIONIMAGE PROCESSING AND CLUSTERING ALGORITHMS FOR FOREST COVER QUANTIFICATION
IMAGE PROCESSING AND CLUSTERING ALGORITHMS FOR FOREST COVER QUANTIFICATIONIAEME Publication
 
Land use Land Cover Highlight for Jibia Local Government, Nigeria
Land use Land Cover Highlight for Jibia Local Government, NigeriaLand use Land Cover Highlight for Jibia Local Government, Nigeria
Land use Land Cover Highlight for Jibia Local Government, Nigeriaijtsrd
 
Accuracy Assessment of Land Use/Land Cover Classification using multi tempora...
Accuracy Assessment of Land Use/Land Cover Classification using multi tempora...Accuracy Assessment of Land Use/Land Cover Classification using multi tempora...
Accuracy Assessment of Land Use/Land Cover Classification using multi tempora...IRJET Journal
 
GIS & RS in Forest Mapping
GIS & RS in Forest MappingGIS & RS in Forest Mapping
GIS & RS in Forest MappingKamlesh Kumar
 
IRJET - Paddy Crop Classification using Microwave Satellite Data in 23 Down H...
IRJET - Paddy Crop Classification using Microwave Satellite Data in 23 Down H...IRJET - Paddy Crop Classification using Microwave Satellite Data in 23 Down H...
IRJET - Paddy Crop Classification using Microwave Satellite Data in 23 Down H...IRJET Journal
 
community_mapping_in_nyandeni
community_mapping_in_nyandenicommunity_mapping_in_nyandeni
community_mapping_in_nyandeniMathabo Dadasi
 
Mangrove Vegetation Mapping Using Sentinel-2A Imagery Based on Google Earth E...
Mangrove Vegetation Mapping Using Sentinel-2A Imagery Based on Google Earth E...Mangrove Vegetation Mapping Using Sentinel-2A Imagery Based on Google Earth E...
Mangrove Vegetation Mapping Using Sentinel-2A Imagery Based on Google Earth E...Luhur Moekti Prayogo
 

Similar to Forest type mapping of bidar forest division, karnataka using geoinformatics techniques (20)

Assessment of Forest Stock and Encroachment on Forest Land in Sonbhadra Fores...
Assessment of Forest Stock and Encroachment on Forest Land in Sonbhadra Fores...Assessment of Forest Stock and Encroachment on Forest Land in Sonbhadra Fores...
Assessment of Forest Stock and Encroachment on Forest Land in Sonbhadra Fores...
 
Assessing the performance of random forest regression for estimating canopy h...
Assessing the performance of random forest regression for estimating canopy h...Assessing the performance of random forest regression for estimating canopy h...
Assessing the performance of random forest regression for estimating canopy h...
 
Gis application on forest management
Gis application on forest managementGis application on forest management
Gis application on forest management
 
ASSESSMENT AND MAPPING OF WASTELAND CHANGES IN BANDA DISTRICT OF UTTAR PRADES...
ASSESSMENT AND MAPPING OF WASTELAND CHANGES IN BANDA DISTRICT OF UTTAR PRADES...ASSESSMENT AND MAPPING OF WASTELAND CHANGES IN BANDA DISTRICT OF UTTAR PRADES...
ASSESSMENT AND MAPPING OF WASTELAND CHANGES IN BANDA DISTRICT OF UTTAR PRADES...
 
Assessing mangrove deforestation using pixel-based image: a machine learning ...
Assessing mangrove deforestation using pixel-based image: a machine learning ...Assessing mangrove deforestation using pixel-based image: a machine learning ...
Assessing mangrove deforestation using pixel-based image: a machine learning ...
 
Comparing canopy density measurement from UAV and hemispherical photography: ...
Comparing canopy density measurement from UAV and hemispherical photography: ...Comparing canopy density measurement from UAV and hemispherical photography: ...
Comparing canopy density measurement from UAV and hemispherical photography: ...
 
application of gis
application of gisapplication of gis
application of gis
 
Viewpaper
ViewpaperViewpaper
Viewpaper
 
Cropland extent of South Asia @ 30 m resolution using time series Landsat dat...
Cropland extent of South Asia @ 30 m resolution using time series Landsat dat...Cropland extent of South Asia @ 30 m resolution using time series Landsat dat...
Cropland extent of South Asia @ 30 m resolution using time series Landsat dat...
 
Review Paper: Analysis of Landslide Hazard Zones (Hotspots) & Mitigation in W...
Review Paper: Analysis of Landslide Hazard Zones (Hotspots) & Mitigation in W...Review Paper: Analysis of Landslide Hazard Zones (Hotspots) & Mitigation in W...
Review Paper: Analysis of Landslide Hazard Zones (Hotspots) & Mitigation in W...
 
Sonti's Article
Sonti's ArticleSonti's Article
Sonti's Article
 
IMAGE PROCESSING AND CLUSTERING ALGORITHMS FOR FOREST COVER QUANTIFICATION
IMAGE PROCESSING AND CLUSTERING ALGORITHMS FOR FOREST COVER QUANTIFICATIONIMAGE PROCESSING AND CLUSTERING ALGORITHMS FOR FOREST COVER QUANTIFICATION
IMAGE PROCESSING AND CLUSTERING ALGORITHMS FOR FOREST COVER QUANTIFICATION
 
Land use Land Cover Highlight for Jibia Local Government, Nigeria
Land use Land Cover Highlight for Jibia Local Government, NigeriaLand use Land Cover Highlight for Jibia Local Government, Nigeria
Land use Land Cover Highlight for Jibia Local Government, Nigeria
 
Ar24289294
Ar24289294Ar24289294
Ar24289294
 
Accuracy Assessment of Land Use/Land Cover Classification using multi tempora...
Accuracy Assessment of Land Use/Land Cover Classification using multi tempora...Accuracy Assessment of Land Use/Land Cover Classification using multi tempora...
Accuracy Assessment of Land Use/Land Cover Classification using multi tempora...
 
GIS & RS in Forest Mapping
GIS & RS in Forest MappingGIS & RS in Forest Mapping
GIS & RS in Forest Mapping
 
LiDAR Technology & IT’s Application on Forestry
LiDAR Technology & IT’s Application on ForestryLiDAR Technology & IT’s Application on Forestry
LiDAR Technology & IT’s Application on Forestry
 
IRJET - Paddy Crop Classification using Microwave Satellite Data in 23 Down H...
IRJET - Paddy Crop Classification using Microwave Satellite Data in 23 Down H...IRJET - Paddy Crop Classification using Microwave Satellite Data in 23 Down H...
IRJET - Paddy Crop Classification using Microwave Satellite Data in 23 Down H...
 
community_mapping_in_nyandeni
community_mapping_in_nyandenicommunity_mapping_in_nyandeni
community_mapping_in_nyandeni
 
Mangrove Vegetation Mapping Using Sentinel-2A Imagery Based on Google Earth E...
Mangrove Vegetation Mapping Using Sentinel-2A Imagery Based on Google Earth E...Mangrove Vegetation Mapping Using Sentinel-2A Imagery Based on Google Earth E...
Mangrove Vegetation Mapping Using Sentinel-2A Imagery Based on Google Earth E...
 

More from eSAT Journals

Mechanical properties of hybrid fiber reinforced concrete for pavements
Mechanical properties of hybrid fiber reinforced concrete for pavementsMechanical properties of hybrid fiber reinforced concrete for pavements
Mechanical properties of hybrid fiber reinforced concrete for pavementseSAT Journals
 
Experimental investigation on circular hollow steel columns in filled with li...
Experimental investigation on circular hollow steel columns in filled with li...Experimental investigation on circular hollow steel columns in filled with li...
Experimental investigation on circular hollow steel columns in filled with li...eSAT Journals
 
Experimental behavior of circular hsscfrc filled steel tubular columns under ...
Experimental behavior of circular hsscfrc filled steel tubular columns under ...Experimental behavior of circular hsscfrc filled steel tubular columns under ...
Experimental behavior of circular hsscfrc filled steel tubular columns under ...eSAT Journals
 
Evaluation of punching shear in flat slabs
Evaluation of punching shear in flat slabsEvaluation of punching shear in flat slabs
Evaluation of punching shear in flat slabseSAT Journals
 
Evaluation of performance of intake tower dam for recent earthquake in india
Evaluation of performance of intake tower dam for recent earthquake in indiaEvaluation of performance of intake tower dam for recent earthquake in india
Evaluation of performance of intake tower dam for recent earthquake in indiaeSAT Journals
 
Evaluation of operational efficiency of urban road network using travel time ...
Evaluation of operational efficiency of urban road network using travel time ...Evaluation of operational efficiency of urban road network using travel time ...
Evaluation of operational efficiency of urban road network using travel time ...eSAT Journals
 
Estimation of surface runoff in nallur amanikere watershed using scs cn method
Estimation of surface runoff in nallur amanikere watershed using scs cn methodEstimation of surface runoff in nallur amanikere watershed using scs cn method
Estimation of surface runoff in nallur amanikere watershed using scs cn methodeSAT Journals
 
Estimation of morphometric parameters and runoff using rs & gis techniques
Estimation of morphometric parameters and runoff using rs & gis techniquesEstimation of morphometric parameters and runoff using rs & gis techniques
Estimation of morphometric parameters and runoff using rs & gis techniqueseSAT Journals
 
Effect of variation of plastic hinge length on the results of non linear anal...
Effect of variation of plastic hinge length on the results of non linear anal...Effect of variation of plastic hinge length on the results of non linear anal...
Effect of variation of plastic hinge length on the results of non linear anal...eSAT Journals
 
Effect of use of recycled materials on indirect tensile strength of asphalt c...
Effect of use of recycled materials on indirect tensile strength of asphalt c...Effect of use of recycled materials on indirect tensile strength of asphalt c...
Effect of use of recycled materials on indirect tensile strength of asphalt c...eSAT Journals
 
Effect of skew angle on static behaviour of reinforced concrete slab bridge d...
Effect of skew angle on static behaviour of reinforced concrete slab bridge d...Effect of skew angle on static behaviour of reinforced concrete slab bridge d...
Effect of skew angle on static behaviour of reinforced concrete slab bridge d...eSAT Journals
 
Earthquake analysis on 2 d rc frames with different aspect ratios of masonry ...
Earthquake analysis on 2 d rc frames with different aspect ratios of masonry ...Earthquake analysis on 2 d rc frames with different aspect ratios of masonry ...
Earthquake analysis on 2 d rc frames with different aspect ratios of masonry ...eSAT Journals
 
Development of pavement management strategies for arterial roads
Development of pavement management strategies for arterial roadsDevelopment of pavement management strategies for arterial roads
Development of pavement management strategies for arterial roadseSAT Journals
 
Determining the rheological properties of asphalt binder using dynamic shear ...
Determining the rheological properties of asphalt binder using dynamic shear ...Determining the rheological properties of asphalt binder using dynamic shear ...
Determining the rheological properties of asphalt binder using dynamic shear ...eSAT Journals
 
Design of scc mixes based on cement – sp compatibility studies
Design of scc mixes based on cement – sp compatibility studiesDesign of scc mixes based on cement – sp compatibility studies
Design of scc mixes based on cement – sp compatibility studieseSAT Journals
 
Comparison of physical and rheological properties of plain and crumb rubber m...
Comparison of physical and rheological properties of plain and crumb rubber m...Comparison of physical and rheological properties of plain and crumb rubber m...
Comparison of physical and rheological properties of plain and crumb rubber m...eSAT Journals
 
Comparative study on performance of coagulants in water treatment
Comparative study on performance of coagulants in water treatmentComparative study on performance of coagulants in water treatment
Comparative study on performance of coagulants in water treatmenteSAT Journals
 
Comparative study of cement concrete and geopolymer masonry blocks
Comparative study of cement concrete and geopolymer masonry blocksComparative study of cement concrete and geopolymer masonry blocks
Comparative study of cement concrete and geopolymer masonry blockseSAT Journals
 
Characterization of limestone waste for construction of flexible pavement
Characterization of limestone waste for construction of flexible pavementCharacterization of limestone waste for construction of flexible pavement
Characterization of limestone waste for construction of flexible pavementeSAT Journals
 
Biosorption of hg (ii) from aqueous solutions using butea monosperma
Biosorption of hg (ii) from aqueous solutions using butea monospermaBiosorption of hg (ii) from aqueous solutions using butea monosperma
Biosorption of hg (ii) from aqueous solutions using butea monospermaeSAT Journals
 

More from eSAT Journals (20)

Mechanical properties of hybrid fiber reinforced concrete for pavements
Mechanical properties of hybrid fiber reinforced concrete for pavementsMechanical properties of hybrid fiber reinforced concrete for pavements
Mechanical properties of hybrid fiber reinforced concrete for pavements
 
Experimental investigation on circular hollow steel columns in filled with li...
Experimental investigation on circular hollow steel columns in filled with li...Experimental investigation on circular hollow steel columns in filled with li...
Experimental investigation on circular hollow steel columns in filled with li...
 
Experimental behavior of circular hsscfrc filled steel tubular columns under ...
Experimental behavior of circular hsscfrc filled steel tubular columns under ...Experimental behavior of circular hsscfrc filled steel tubular columns under ...
Experimental behavior of circular hsscfrc filled steel tubular columns under ...
 
Evaluation of punching shear in flat slabs
Evaluation of punching shear in flat slabsEvaluation of punching shear in flat slabs
Evaluation of punching shear in flat slabs
 
Evaluation of performance of intake tower dam for recent earthquake in india
Evaluation of performance of intake tower dam for recent earthquake in indiaEvaluation of performance of intake tower dam for recent earthquake in india
Evaluation of performance of intake tower dam for recent earthquake in india
 
Evaluation of operational efficiency of urban road network using travel time ...
Evaluation of operational efficiency of urban road network using travel time ...Evaluation of operational efficiency of urban road network using travel time ...
Evaluation of operational efficiency of urban road network using travel time ...
 
Estimation of surface runoff in nallur amanikere watershed using scs cn method
Estimation of surface runoff in nallur amanikere watershed using scs cn methodEstimation of surface runoff in nallur amanikere watershed using scs cn method
Estimation of surface runoff in nallur amanikere watershed using scs cn method
 
Estimation of morphometric parameters and runoff using rs & gis techniques
Estimation of morphometric parameters and runoff using rs & gis techniquesEstimation of morphometric parameters and runoff using rs & gis techniques
Estimation of morphometric parameters and runoff using rs & gis techniques
 
Effect of variation of plastic hinge length on the results of non linear anal...
Effect of variation of plastic hinge length on the results of non linear anal...Effect of variation of plastic hinge length on the results of non linear anal...
Effect of variation of plastic hinge length on the results of non linear anal...
 
Effect of use of recycled materials on indirect tensile strength of asphalt c...
Effect of use of recycled materials on indirect tensile strength of asphalt c...Effect of use of recycled materials on indirect tensile strength of asphalt c...
Effect of use of recycled materials on indirect tensile strength of asphalt c...
 
Effect of skew angle on static behaviour of reinforced concrete slab bridge d...
Effect of skew angle on static behaviour of reinforced concrete slab bridge d...Effect of skew angle on static behaviour of reinforced concrete slab bridge d...
Effect of skew angle on static behaviour of reinforced concrete slab bridge d...
 
Earthquake analysis on 2 d rc frames with different aspect ratios of masonry ...
Earthquake analysis on 2 d rc frames with different aspect ratios of masonry ...Earthquake analysis on 2 d rc frames with different aspect ratios of masonry ...
Earthquake analysis on 2 d rc frames with different aspect ratios of masonry ...
 
Development of pavement management strategies for arterial roads
Development of pavement management strategies for arterial roadsDevelopment of pavement management strategies for arterial roads
Development of pavement management strategies for arterial roads
 
Determining the rheological properties of asphalt binder using dynamic shear ...
Determining the rheological properties of asphalt binder using dynamic shear ...Determining the rheological properties of asphalt binder using dynamic shear ...
Determining the rheological properties of asphalt binder using dynamic shear ...
 
Design of scc mixes based on cement – sp compatibility studies
Design of scc mixes based on cement – sp compatibility studiesDesign of scc mixes based on cement – sp compatibility studies
Design of scc mixes based on cement – sp compatibility studies
 
Comparison of physical and rheological properties of plain and crumb rubber m...
Comparison of physical and rheological properties of plain and crumb rubber m...Comparison of physical and rheological properties of plain and crumb rubber m...
Comparison of physical and rheological properties of plain and crumb rubber m...
 
Comparative study on performance of coagulants in water treatment
Comparative study on performance of coagulants in water treatmentComparative study on performance of coagulants in water treatment
Comparative study on performance of coagulants in water treatment
 
Comparative study of cement concrete and geopolymer masonry blocks
Comparative study of cement concrete and geopolymer masonry blocksComparative study of cement concrete and geopolymer masonry blocks
Comparative study of cement concrete and geopolymer masonry blocks
 
Characterization of limestone waste for construction of flexible pavement
Characterization of limestone waste for construction of flexible pavementCharacterization of limestone waste for construction of flexible pavement
Characterization of limestone waste for construction of flexible pavement
 
Biosorption of hg (ii) from aqueous solutions using butea monosperma
Biosorption of hg (ii) from aqueous solutions using butea monospermaBiosorption of hg (ii) from aqueous solutions using butea monosperma
Biosorption of hg (ii) from aqueous solutions using butea monosperma
 

Recently uploaded

Comparative study of High-rise Building Using ETABS,SAP200 and SAFE., SAFE an...
Comparative study of High-rise Building Using ETABS,SAP200 and SAFE., SAFE an...Comparative study of High-rise Building Using ETABS,SAP200 and SAFE., SAFE an...
Comparative study of High-rise Building Using ETABS,SAP200 and SAFE., SAFE an...Erbil Polytechnic University
 
Transport layer issues and challenges - Guide
Transport layer issues and challenges - GuideTransport layer issues and challenges - Guide
Transport layer issues and challenges - GuideGOPINATHS437943
 
Industrial Safety Unit-IV workplace health and safety.ppt
Industrial Safety Unit-IV workplace health and safety.pptIndustrial Safety Unit-IV workplace health and safety.ppt
Industrial Safety Unit-IV workplace health and safety.pptNarmatha D
 
BSNL Internship Training presentation.pptx
BSNL Internship Training presentation.pptxBSNL Internship Training presentation.pptx
BSNL Internship Training presentation.pptxNiranjanYadav41
 
Class 1 | NFPA 72 | Overview Fire Alarm System
Class 1 | NFPA 72 | Overview Fire Alarm SystemClass 1 | NFPA 72 | Overview Fire Alarm System
Class 1 | NFPA 72 | Overview Fire Alarm Systemirfanmechengr
 
UNIT III ANALOG ELECTRONICS (BASIC ELECTRONICS)
UNIT III ANALOG ELECTRONICS (BASIC ELECTRONICS)UNIT III ANALOG ELECTRONICS (BASIC ELECTRONICS)
UNIT III ANALOG ELECTRONICS (BASIC ELECTRONICS)Dr SOUNDIRARAJ N
 
complete construction, environmental and economics information of biomass com...
complete construction, environmental and economics information of biomass com...complete construction, environmental and economics information of biomass com...
complete construction, environmental and economics information of biomass com...asadnawaz62
 
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort service
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort serviceGurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort service
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort servicejennyeacort
 
US Department of Education FAFSA Week of Action
US Department of Education FAFSA Week of ActionUS Department of Education FAFSA Week of Action
US Department of Education FAFSA Week of ActionMebane Rash
 
THE SENDAI FRAMEWORK FOR DISASTER RISK REDUCTION
THE SENDAI FRAMEWORK FOR DISASTER RISK REDUCTIONTHE SENDAI FRAMEWORK FOR DISASTER RISK REDUCTION
THE SENDAI FRAMEWORK FOR DISASTER RISK REDUCTIONjhunlian
 
Indian Dairy Industry Present Status and.ppt
Indian Dairy Industry Present Status and.pptIndian Dairy Industry Present Status and.ppt
Indian Dairy Industry Present Status and.pptMadan Karki
 
Ch10-Global Supply Chain - Cadena de Suministro.pdf
Ch10-Global Supply Chain - Cadena de Suministro.pdfCh10-Global Supply Chain - Cadena de Suministro.pdf
Ch10-Global Supply Chain - Cadena de Suministro.pdfChristianCDAM
 
Unit7-DC_Motors nkkjnsdkfnfcdfknfdgfggfg
Unit7-DC_Motors nkkjnsdkfnfcdfknfdgfggfgUnit7-DC_Motors nkkjnsdkfnfcdfknfdgfggfg
Unit7-DC_Motors nkkjnsdkfnfcdfknfdgfggfgsaravananr517913
 
multiple access in wireless communication
multiple access in wireless communicationmultiple access in wireless communication
multiple access in wireless communicationpanditadesh123
 
Crushers to screens in aggregate production
Crushers to screens in aggregate productionCrushers to screens in aggregate production
Crushers to screens in aggregate productionChinnuNinan
 
Katarzyna Lipka-Sidor - BIM School Course
Katarzyna Lipka-Sidor - BIM School CourseKatarzyna Lipka-Sidor - BIM School Course
Katarzyna Lipka-Sidor - BIM School Coursebim.edu.pl
 
Past, Present and Future of Generative AI
Past, Present and Future of Generative AIPast, Present and Future of Generative AI
Past, Present and Future of Generative AIabhishek36461
 

Recently uploaded (20)

Comparative study of High-rise Building Using ETABS,SAP200 and SAFE., SAFE an...
Comparative study of High-rise Building Using ETABS,SAP200 and SAFE., SAFE an...Comparative study of High-rise Building Using ETABS,SAP200 and SAFE., SAFE an...
Comparative study of High-rise Building Using ETABS,SAP200 and SAFE., SAFE an...
 
Transport layer issues and challenges - Guide
Transport layer issues and challenges - GuideTransport layer issues and challenges - Guide
Transport layer issues and challenges - Guide
 
Industrial Safety Unit-IV workplace health and safety.ppt
Industrial Safety Unit-IV workplace health and safety.pptIndustrial Safety Unit-IV workplace health and safety.ppt
Industrial Safety Unit-IV workplace health and safety.ppt
 
BSNL Internship Training presentation.pptx
BSNL Internship Training presentation.pptxBSNL Internship Training presentation.pptx
BSNL Internship Training presentation.pptx
 
Class 1 | NFPA 72 | Overview Fire Alarm System
Class 1 | NFPA 72 | Overview Fire Alarm SystemClass 1 | NFPA 72 | Overview Fire Alarm System
Class 1 | NFPA 72 | Overview Fire Alarm System
 
UNIT III ANALOG ELECTRONICS (BASIC ELECTRONICS)
UNIT III ANALOG ELECTRONICS (BASIC ELECTRONICS)UNIT III ANALOG ELECTRONICS (BASIC ELECTRONICS)
UNIT III ANALOG ELECTRONICS (BASIC ELECTRONICS)
 
complete construction, environmental and economics information of biomass com...
complete construction, environmental and economics information of biomass com...complete construction, environmental and economics information of biomass com...
complete construction, environmental and economics information of biomass com...
 
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort service
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort serviceGurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort service
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort service
 
POWER SYSTEMS-1 Complete notes examples
POWER SYSTEMS-1 Complete notes  examplesPOWER SYSTEMS-1 Complete notes  examples
POWER SYSTEMS-1 Complete notes examples
 
US Department of Education FAFSA Week of Action
US Department of Education FAFSA Week of ActionUS Department of Education FAFSA Week of Action
US Department of Education FAFSA Week of Action
 
THE SENDAI FRAMEWORK FOR DISASTER RISK REDUCTION
THE SENDAI FRAMEWORK FOR DISASTER RISK REDUCTIONTHE SENDAI FRAMEWORK FOR DISASTER RISK REDUCTION
THE SENDAI FRAMEWORK FOR DISASTER RISK REDUCTION
 
Designing pile caps according to ACI 318-19.pptx
Designing pile caps according to ACI 318-19.pptxDesigning pile caps according to ACI 318-19.pptx
Designing pile caps according to ACI 318-19.pptx
 
Indian Dairy Industry Present Status and.ppt
Indian Dairy Industry Present Status and.pptIndian Dairy Industry Present Status and.ppt
Indian Dairy Industry Present Status and.ppt
 
Ch10-Global Supply Chain - Cadena de Suministro.pdf
Ch10-Global Supply Chain - Cadena de Suministro.pdfCh10-Global Supply Chain - Cadena de Suministro.pdf
Ch10-Global Supply Chain - Cadena de Suministro.pdf
 
Design and analysis of solar grass cutter.pdf
Design and analysis of solar grass cutter.pdfDesign and analysis of solar grass cutter.pdf
Design and analysis of solar grass cutter.pdf
 
Unit7-DC_Motors nkkjnsdkfnfcdfknfdgfggfg
Unit7-DC_Motors nkkjnsdkfnfcdfknfdgfggfgUnit7-DC_Motors nkkjnsdkfnfcdfknfdgfggfg
Unit7-DC_Motors nkkjnsdkfnfcdfknfdgfggfg
 
multiple access in wireless communication
multiple access in wireless communicationmultiple access in wireless communication
multiple access in wireless communication
 
Crushers to screens in aggregate production
Crushers to screens in aggregate productionCrushers to screens in aggregate production
Crushers to screens in aggregate production
 
Katarzyna Lipka-Sidor - BIM School Course
Katarzyna Lipka-Sidor - BIM School CourseKatarzyna Lipka-Sidor - BIM School Course
Katarzyna Lipka-Sidor - BIM School Course
 
Past, Present and Future of Generative AI
Past, Present and Future of Generative AIPast, Present and Future of Generative AI
Past, Present and Future of Generative AI
 

Forest type mapping of bidar forest division, karnataka using geoinformatics techniques

  • 1. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 __________________________________________________________________________________________ IC-RICE Conference Issue | Nov-2013, Available @ http://www.ijret.org 302 FOREST TYPE MAPPING OF BIDAR FOREST DIVISION, KARNATAKA USING GEOINFORMATICS TECHNIQUES Shashikant.R.Mise1 , Ganesh2 1 Professor, Department of Civil Engineering, 2 M.Tech Scholar, Department of Environmental Engineering, PDA College of Engineering, Gulbarga srmise45@yahoo.com, ganeshn870@gmail.com Abstract The study demonstrate the potentiality of satellite remote sensing technique for the generation of baseline information on forest types including tree plantation details in Bidar forest division, Karnataka covering an area of 5814.60Sq.Kms. The Total Area of Bidar forest division is 5814Sq.Kms analysis of the satellite data in the study area reveals that about 84% of the total area is Covered by crop land, 1.778% of the area is covered by dry deciduous forest, 1.38 % of mixed plantation, which is very threatening to the environmental stability of the forest, future plantation site has been mapped. With the use of latest Geo-informatics technology proper and exact condition of the trees can be observed and necessary precautions can be taken for future plantation works in an appropriate manner Keywords:-RS, GIS, GPS, Forest Type, Tree Plantation ---------------------------------------------------------------------***---------------------------------------------------------------------- 1. INTRODUCTION Forest is one of the most magnificent expressions of nature on earth .It is an important renewable natural resource and benefits from it are immense, mainly timber and non-timber forest products. It has been an important source of subsistence, employment, revenue and raw materials to various industries. Forest plays an important role in the issues related to green house gases and climate change which are strongly linked to the maintenance of ecological balance, biological diversity, environmental stability, soil and water conservation etc The main objectives of mapping of the existing forest type and plantation works carried out in Bidar forest division, arnataka. To prepare various forest type map in Bidar forest division using PAN+LISS III data. Archana et al, (Jan. 2013) had carried out there research work on “Forest Resource Mapping In Pinjore Block, Haryana, Using Geoinformatics Techniques” and said that Forests resources,The analysis of the satellite data also reveals that an area of 18.33 sq km (6.36%) of TOF were present in Pinjore block [1] . M. Kardos(2013) had carried out his research work on “Method Of Digital Photogrammetry in forest management in Slovakia” and said that The practical aspect of utilization of digital photogrammetry methods and their products in Slovak forestry is presented. We deal with the comparison of various data obtained by digital cameras, their accuracy, utilization and effectiveness for mapping [2] Muhammad Asim Rizwan (Dec,2011) had carried his research work on “Forest Mapping by using RS and GIS Techniques” and said that forest have important and vital global ecological as well as socio-economic resources and they require a sustainable management. The aim of this study has, to map the existing forest, to identify unutilized land, to develop a plan to increase the existing forest coverage and carry out the related analysis. [3] 1.1 Scope of the Study: The scope of interest in this present study is to use the GIS technologies for the forest management of Bidar division, Karnataka. As the GIS facility was available locally it was convenient to carry out the project work. The interest to choose this particular topic is due to the reason that as per the collected literature so, far the present study is not carried out on forest management in Bidar division using RS and GIS technologies. 2. METHODOLOGY The following methodology has been adopted for the current study and shown in Figure1 Image Processing: Initially the satellite imageries mentioned in the figure above were subjected to radiometric and geo- metric corrections to get a clear image in real world co- ordinates. Geo – referencing: Geo – referencing refers to the process of assigning map coordinates to image data. The image data may
  • 2. IJRET: International Journal of Research in Engineering and Technology __________________________________________________________________________________________ IC-RICE Conference Issue | Nov-2013, Available @ already be projected onto the desired plane, but not yet referenced to the proper coordinate system. Geo by itself, involves changing only the map coordinate information in the image file. The grid of th change. Mosaic king: The project area pertaining to this project often spanned several image files. Hence, it was necessary to combine the images to create one large file. This technique is called mosaic king. Sub setting: Sub setting refers to breaking out a portion of a large file into one or more smaller files. At times, image files contained area much larger than a particular project area. In these cases, it was helpful to reduce the size of the image file to include only the Area Of Interest (AOI). This is not only eliminated the extraneous data in the file, but it accelerated the processing due to the smaller amount of data to process. This was important even more because the project involved multiband data. 3. RESULT AND DISCUSSIONS The studies depict the application of remote sensing techniques for the mapping of plantation works and forest type in Bidar, Karnataka. Here Humnbad range is major portion of forest cover in the division. There is variety of trees found in the Bidar forest division the total forest cover occupies 5814 Sq.Kms. 3.1 Forest Type Mapping The forest type map has been generated to show the land area used within the forest division as shown in F spatial distributions under forest category Table.1 and shown in pie chart Fig1 forest type map of Bidar forest division: IJRET: International Journal of Research in Engineering and Technology eISSN: 2319 __________________________________________________________________________________________ 2013, Available @ http://www.ijret.org already be projected onto the desired plane, but not yet referenced to the proper coordinate system. Geo – referencing, by itself, involves changing only the map coordinate information in the image file. The grid of the image does not The project area pertaining to this project often spanned several image files. Hence, it was necessary to combine the images to create one large file. This technique is refers to breaking out a portion of a large file into one or more smaller files. At times, image files contained area much larger than a particular project area. In these cases, it was helpful to reduce the size of the image file f Interest (AOI). This is not only eliminated the extraneous data in the file, but it accelerated the processing due to the smaller amount of data to process. This was important even more because the project involved The studies depict the application of remote sensing techniques for the mapping of plantation works and forest type in Bidar, Karnataka. Here Humnbad range is major portion of forest cover in the division. There is variety of trees found in forest division the total forest cover occupies 5814 The forest type map has been generated to show the land area he forest division as shown in Figure 1 and the ategory were shown in forest type map of Bidar forest division: The Total Area of Bidar forest division is 5814Sq.Kms analysis of the satellite data in the study area reveals that about 84% of the total area is covered area is covered by dry deciduous forest, 1.38 % of mixed plantation, which is very threatening to the environmental stability of the forest. Figure No 2 Fig2: Pie Chart showing percentage distribution of 3.2 Plantation Work Maps i By using the data obtained from the forest department and interpreting with the GPS values obtained for ground truth verification, maps for plantation raised dur shown in Figure No 3 and the plantation details of 2011 has been. Shown and advance 2012-13 in Bidar forest division have been generated shown in Figure No 4 Fig: 3 Plantation work done during 2011 eISSN: 2319-1163 | pISSN: 2321-7308 __________________________________________________________________________________________ 303 The Total Area of Bidar forest division is 5814Sq.Kms analysis of the satellite data in the study area reveals that about covered by crop land, 1.778% of the area is covered by dry deciduous forest, 1.38 % of mixed plantation, which is very threatening to the environmental Figure No 2. wing percentage distribution of varoius forest Work Maps in Bidar Forest Division By using the data obtained from the forest department and interpreting with the GPS values obtained for ground truth verification, maps for plantation raised during 2011-12 as and the plantation details of 2011-12 and advance work for Future plantation for 13 in Bidar forest division have been generated ads Plantation work done during 2011-12 in Bidar forest division
  • 3. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 __________________________________________________________________________________________ IC-RICE Conference Issue | Nov-2013, Available @ http://www.ijret.org 304 Fig.4 Advance work for future plantation for 2012-13 in Bidar forest division 3.3 Plantation Works Tree planting is the process of transplanting tree seeding, generally for forestry, land reclamination or landscaping purpose. Tree plantation is helpful in creating instant forest, tall tree plantation seeding is good for the environment, stop the encroachment of deserts reclaim land, capture carbon & reduce-pollution. CONCLUSIONS Based on the results obtained the following conclusions have been made, it is observed that the high resolution LISS-III of IRS-P5 and PAN are merged in identification of types of forest & its condition in the study area. The total forest cover in Bidar forest division is less than 6.67% of the total geographical area in the study area which is a serious issue to be considered in order to maintain the environmental stability. During the ground truth collection Around 12 Sq.Kms area of the total forest division has been planted in the year 2011-2012, major plantation work has been done Humnbad range with plantation covering 8.38 Sq.Kms and least plantation in Aurad range with plantation covering 0.2665 Sq.Kms and around 9.035 Sq.Kms of land has been prepared in advance for future plantation in Bidar forest division. With the use of latest Geo-informatics technology proper and exact condition of the trees can be observed and necessary precautions can be taken for future plantation works in an appropriate manner. REFERENCES [1] Archana, Girish Pajar and Mathi Kumar, K.E. (2013) Forest Resource Mapping In Pinjore Block(Panchkula District),Haryana, Using Geoinfornatics Techniques, International Journal of Advanced Technology and Engineering Research(IJATER) Volume 3,Issue1,Issn No:2250-3536. [2] M.Kordas: Method Of Digital Photogrammetry In Forest Management Of Slovakia, journal Of Forest Science (2013),59,2013(2):pp54-63. [3] Mohd Asim Rizwan:Forest. (2011) Mapping Using RS and GIS Techniques, Global Journals Inc (USA), Issue7, Version1.0.