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Change Detection Analysis in Land Use / Land
Cover of Pune City Using Remotely Sensed Data
Nitin N. Mundhe1 and Ravindra G. Jaybhaye2
Department of Geography, S. P. College, Pune, India
2
Department of Geography, University of Pune, India
1

National Conference on “Monitoring Degraded Lands” jointly organized by Agasti Arts, Commerce and
Dadasaheb Rupwate Science College, Akole and Maharashtra Bhugolshastra Parishad Pune
Introduction:
 Change detection is the process of identifying differences in the state of an
object or phenomenon by observing it at different times (Singh 1989).
 Land use referred to as man’s activities and the various uses which are
carried on land includes agricultural land, built up land, recreation area,
wildlife management area etc.
 Land cover, defined as the assemblage of biotic and a biotic components
on the earth’s surface is one of the most crucial properties of the earth
system. Land cover is referred to as natural vegetation, water bodies,
artificial cover, rock/soil and others resulting due to land transformation.
 The over exploitation and mismanagement of these natural resources
are exerting detrimental impact on geo-environment.
Need of Study:
The no. of million cities and actual area under these cities are also
increasing .
This haphazardly increasing trend has been created problems like
environment pollution,
loss of agriculture land,
encroachment of hills and riverbanks and
unauthorized slum development etc.
So, there is need to accurately describe land use/land cover changes for
sustainable environmental planning of Pune city using Geospatial
technology.
Study Area:
Latitude Extent:
18°25’N to 18°37’N
Longitude Extent:
73°44’E to73° 57’E
Total Area:
243.84 sq.km.
Total Population:
31,15,431 (2011)
Density in person
per sq. km.
12,777 (2011)
Objectives:
The main objectives of the study are:
1.To analyze the land use/ land cover changes in study area over period of
time.
2.To assess the implications of the changes observed in study area and
make appropriate recommendation.

Database:
Segment : Pune City
Toposheets No. 47F/14/1 to 47F/14/6
F/15/NE, F/15/NW and 47F/15/SE
Satellite Imagery –
Landsat 1(MSS), 5 (TM) and 7 (ETM+)

Sources
Survey of India, scale 1:25000

Demographic details from Primary Census
abstracts for, 1991 , 2001 and 2011

Directorate of census operations, Census of
India

All Secondary data
(Demographic, Land use/ Land cover etc.)

City Development Plan (CDP)
(2006-2012)

Ward map and Administrative Boundary

Pune Municipal Corporation (PMC)

Global Land Cover Facility (GLCF)
earthexplorer.usgs.gov web site
Methodology:
The research was carried out following steps in methodology.
Procurement of Satellite data and related attribute data.
Applied Standard Image Processing techniques to the remotely sensed data.
Applied hybrid classification approach to assess the spatial changes in land use
and land cover over the period of time
Fieldwork and survey conducted by using GPS.
Generation of base maps from toposheets and satellite images.
Flowchart of Methodology
Source: Global Land Cover Facility (GLCF) http://glcf.umiacs.umd.edu

False Colour Composite (FCC) Landsat imageries of Pune City:
(a) January1973, (b) December 1992, (c) November 2001, (d) February 2011.
Results:


Four different LU/LC maps have been produced from the classified image deriving
from the classification of Landsat images.



Using the Hybrid Image Classification Approach, seven classes have been defined:
i. Built-up
ii. Agricultural land
iii. Scrub land
iv. Fallow land
v. Vegetation
vi. Rivers and Lakes
vii.Canal
o In addition to the Google Images , Topographical maps and GPS survey data
have been used as a reference material for the classification procedures. To
evaluate the user’s and the producer’s accuracy, a confusion matrix was
applied to the classified images.
Accuracy assessment of remote sensing analysis

Classified Images

Total number
of pixels

Number of
correct pixels

Overall
Accuracy in %

Overall Kappa
Statistics

Landsat MSS (1973)

50

43

86.00

0.7580

Landsat TM (1992)
Landsat ETM+
(2001)
Landsat TM (2011)

50

42

84.00

0.7985

50

42

84.00

0.7898

50

38

76.00

0.6730
Change detection analysis in land use / land cover of Pune city using remotely sensed data
Land use/ land cover area of Pune city
1973 Area
in (Sq km)

1992 Area
in (Sq km)

2001Area
in (Sq km)

Built-up

28.50

62.13

130.03

155.99

+43.43%

Agricultural Land

14.42

13.27

20.11

16.82

-3.49%

Vegetation

11.30

11.13

17.98

15.62

-1.73%

Fallow Land

9.97

10.52

17.18

15.89

-0.67%

Scrub Land

67.69

45.60

54.26

35.30

-34.3%

Rivers and Lakes

4.29

1.82

2.72

2.66

-2%

Canal
Total Area

2.59

1.53

1.56

1.56

-1.23%

138.76

146.00

243.84

243.84

LU / LC Class

2011Area
in (Sq km)

 The built-up area of Pune city increased between 1973 and 2011 by 43.37%
from 28.50 km² to 155.99 km². Also, the areas with water bodies,
vegetation, agriculture land and fallow land have been decreased.
Comparison of land use/land cover (LU/LC) changes
Suggestions:
As the satellite imageries help to maintain truthful record of terrain during that
period, it can be used
 To check the deviations in the land uses.
 To monitor the changes in “Hot Spots” and to take appropriate action.
 To identify illegal encroachments along the hill slopes and the riverbanks.
 To maintain the green cover.
Fertile land around the city to be protected.
Population growth of the city is controlled.
Land use/land cover pattern of the study area would be of immense help in
formulation of policies and programmes required for developmental planning.
This would subsequently help the corporation authorities to extend services
and amenities.
Applications:
The accuracy and the information content can be considerably enhanced for
various planning purposes.
To provide the necessary input and intelligence for preparation of base maps,
formulation of Planning proposals and act as a monitoring tool during the
implementation phase.
To improve land management policies and decisions.
To provide accurate and cost-effective tools to understand LULC changes.
Forecast future development.
Change detection analysis in land use / land cover of Pune city using remotely sensed data

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Change detection analysis in land use / land cover of Pune city using remotely sensed data

  • 1. Change Detection Analysis in Land Use / Land Cover of Pune City Using Remotely Sensed Data Nitin N. Mundhe1 and Ravindra G. Jaybhaye2 Department of Geography, S. P. College, Pune, India 2 Department of Geography, University of Pune, India 1 National Conference on “Monitoring Degraded Lands” jointly organized by Agasti Arts, Commerce and Dadasaheb Rupwate Science College, Akole and Maharashtra Bhugolshastra Parishad Pune
  • 2. Introduction:  Change detection is the process of identifying differences in the state of an object or phenomenon by observing it at different times (Singh 1989).  Land use referred to as man’s activities and the various uses which are carried on land includes agricultural land, built up land, recreation area, wildlife management area etc.  Land cover, defined as the assemblage of biotic and a biotic components on the earth’s surface is one of the most crucial properties of the earth system. Land cover is referred to as natural vegetation, water bodies, artificial cover, rock/soil and others resulting due to land transformation.  The over exploitation and mismanagement of these natural resources are exerting detrimental impact on geo-environment.
  • 3. Need of Study: The no. of million cities and actual area under these cities are also increasing . This haphazardly increasing trend has been created problems like environment pollution, loss of agriculture land, encroachment of hills and riverbanks and unauthorized slum development etc. So, there is need to accurately describe land use/land cover changes for sustainable environmental planning of Pune city using Geospatial technology.
  • 4. Study Area: Latitude Extent: 18°25’N to 18°37’N Longitude Extent: 73°44’E to73° 57’E Total Area: 243.84 sq.km. Total Population: 31,15,431 (2011) Density in person per sq. km. 12,777 (2011)
  • 5. Objectives: The main objectives of the study are: 1.To analyze the land use/ land cover changes in study area over period of time. 2.To assess the implications of the changes observed in study area and make appropriate recommendation. Database: Segment : Pune City Toposheets No. 47F/14/1 to 47F/14/6 F/15/NE, F/15/NW and 47F/15/SE Satellite Imagery – Landsat 1(MSS), 5 (TM) and 7 (ETM+) Sources Survey of India, scale 1:25000 Demographic details from Primary Census abstracts for, 1991 , 2001 and 2011 Directorate of census operations, Census of India All Secondary data (Demographic, Land use/ Land cover etc.) City Development Plan (CDP) (2006-2012) Ward map and Administrative Boundary Pune Municipal Corporation (PMC) Global Land Cover Facility (GLCF) earthexplorer.usgs.gov web site
  • 6. Methodology: The research was carried out following steps in methodology. Procurement of Satellite data and related attribute data. Applied Standard Image Processing techniques to the remotely sensed data. Applied hybrid classification approach to assess the spatial changes in land use and land cover over the period of time Fieldwork and survey conducted by using GPS. Generation of base maps from toposheets and satellite images.
  • 8. Source: Global Land Cover Facility (GLCF) http://glcf.umiacs.umd.edu False Colour Composite (FCC) Landsat imageries of Pune City: (a) January1973, (b) December 1992, (c) November 2001, (d) February 2011.
  • 9. Results:  Four different LU/LC maps have been produced from the classified image deriving from the classification of Landsat images.  Using the Hybrid Image Classification Approach, seven classes have been defined: i. Built-up ii. Agricultural land iii. Scrub land iv. Fallow land v. Vegetation vi. Rivers and Lakes vii.Canal o In addition to the Google Images , Topographical maps and GPS survey data have been used as a reference material for the classification procedures. To evaluate the user’s and the producer’s accuracy, a confusion matrix was applied to the classified images. Accuracy assessment of remote sensing analysis Classified Images Total number of pixels Number of correct pixels Overall Accuracy in % Overall Kappa Statistics Landsat MSS (1973) 50 43 86.00 0.7580 Landsat TM (1992) Landsat ETM+ (2001) Landsat TM (2011) 50 42 84.00 0.7985 50 42 84.00 0.7898 50 38 76.00 0.6730
  • 11. Land use/ land cover area of Pune city 1973 Area in (Sq km) 1992 Area in (Sq km) 2001Area in (Sq km) Built-up 28.50 62.13 130.03 155.99 +43.43% Agricultural Land 14.42 13.27 20.11 16.82 -3.49% Vegetation 11.30 11.13 17.98 15.62 -1.73% Fallow Land 9.97 10.52 17.18 15.89 -0.67% Scrub Land 67.69 45.60 54.26 35.30 -34.3% Rivers and Lakes 4.29 1.82 2.72 2.66 -2% Canal Total Area 2.59 1.53 1.56 1.56 -1.23% 138.76 146.00 243.84 243.84 LU / LC Class 2011Area in (Sq km)  The built-up area of Pune city increased between 1973 and 2011 by 43.37% from 28.50 km² to 155.99 km². Also, the areas with water bodies, vegetation, agriculture land and fallow land have been decreased.
  • 12. Comparison of land use/land cover (LU/LC) changes
  • 13. Suggestions: As the satellite imageries help to maintain truthful record of terrain during that period, it can be used  To check the deviations in the land uses.  To monitor the changes in “Hot Spots” and to take appropriate action.  To identify illegal encroachments along the hill slopes and the riverbanks.  To maintain the green cover. Fertile land around the city to be protected. Population growth of the city is controlled. Land use/land cover pattern of the study area would be of immense help in formulation of policies and programmes required for developmental planning. This would subsequently help the corporation authorities to extend services and amenities.
  • 14. Applications: The accuracy and the information content can be considerably enhanced for various planning purposes. To provide the necessary input and intelligence for preparation of base maps, formulation of Planning proposals and act as a monitoring tool during the implementation phase. To improve land management policies and decisions. To provide accurate and cost-effective tools to understand LULC changes. Forecast future development.