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SSmart Citymart City
Sustainability AnalysisSustainability Analysis
IndexIndex
● Introduction
● Objective
● Buildup Analysis
● Visualization of Data
● Data Interpretation
● Comparison
● Conclusion
IntroductionIntroduction
● A Smart city is the city maintaining the health
of ecological systems ,where a healthy
economy’s industrial base supports the quality
of both human and ecological systems.
● Urban planning is most important for any city to
maintain the basic infrastructural needs and
facilities that are essential.
● Smart city enables the citizens to interact with
the real world through digital means and it is
highly productive for any country to develop.
Objective
Visakhapatnam is one of the developing cities in the
world. So we have taken the study area as Vizag.
To identify the change in built-ups in our study
area using an IBI index.
To compare change in urban area with increasing
population.
To analyze the sustainability of the city and to
identify the sustainable and non-sustainable areas.
To correlate the rate urbanization with road length.
Build-up analysis
Satellite images Topographic Maps
Preprocessing
EBBI IBI
Thresholding
Polygonisation Analysis Comparision with osm
Thresholding
Boundary
Count and Buildup extraction
Buildup area growth
FCC 1993
LANDSAT-5 (MSS) image of Visakhapatnam 1993
WRS_PATH = 141 WRS_ROW = 48
Satellite imageS
FCC 2018
LANDSAT-8(OLI) image of Visakhapatnam2018
WRS_PATH = 141 WRS_ROW = 48
Index used
IBI(Index-based Built-up Index): It is an index indicating built-
up within a threshold value.
Using raster calculator, IBI is calculated as follows:
IBI=[{2MIR/(MIR+NIR)}-{(NIR/(NIR=Red))+(Green/(Green+MIR))]
/[{2MIR/(MIR+NIR)}+{(NIR/NIR+Red)+(Green/(Green+MIR))}]
Where,
NIR=B4 (ETM+), B4 (LISS-III) & B5 (OLI);
Red=B3 (ETM+), B3 (LISS-III) & B4 (OLI);
Green=B2 (ETM+), B2 (LISS-IIl) & B3 (OLI);
MIR=B5 (ETM+), B5 (LISS-III) & B6 (OLI);
Images of Built-up(Binary)
STATISTICS_MAXIMUM=1
STATISTICS_MEAN=-9131.7072327654
STATISTICS_MINIMUM=-9999
STATISTICS_MAXIMUM=1
STATISTICS_MEAN=0.17874965190754
STATISTICS_MINIMUM=0
Builtup area of vizag1993 Builtup area of vizag 2018
Growth of Urban area in 1993
This Map shows the area of
built-up that has been
developed during that period.
Area covered by built-up
during 1993 was
119.68sqkm.
Growth of Urban area in 2018
Comparatively the area of
built-up have been increased
rapidly more than that in the
year 1993 it was about
367.41sqkm.
Around 68% change in built-
up taken place from 1993 to
2018.
The differences in the
image shows the
various urban
developments that
underwent from year
1993 to that of present
year 2018.
Areas such as
Madhurawada ,
Kommadi, yendada ,
Anandapuram,
Bheemunipatnam,
Arilova, Rushikonda
etc have highly
grownup.
Areas such as NAD ,
Gopalapatnam,
Peddamusirivada etc.,
have moderately
grown built-ups.
Variation in Urban Growth
This graph clearly shows
the population of past
years and the present year
where urban area is also
increased.
As per recorded census,
population of
visakhapatnam is 752,037
during 1991, 1,345,938
during 2001 and 1,728,128
during 2011.
Estimated population in
2018 is nearly 2,090,000.
Graph showing increased population and
development in urban areas
Road Network
The road networks
relative to urban are
shown in the map.
Total roadlength
seen in this road
map vs urban is
3606.65m.
This road map
shows various areas
and regions of roads
of different patterns.
As we can see here
more roads were
connected and linked
to the urban areas
from various paths.
Areas such as RTC
complex,Railway
station,Jagadamba
are always highly
populated and traffic
oriented.
Conclusion
The Present results are done as per the urban
area growth rate relative to population.For
estimating urban growth flat counts were
used.This analysis shows the current
concentration of built-up is higher than past
years indicating the future developments may
be higher relative to population.Further these
estimations can be useful for rapid
developments of smart city with collaboration of
many government and private companies along
with IOT technology.
AcknowledgmentAcknowledgment
The outcomes of the project is done only through open source softwares and data
that are be publicly available.QGIS , Openstreetmaps ,USGS earthexplorer , ,
Population Statistics
Our Special thanks to KAIINOS (https://www.kaiinos.com) for their
extensive support and care taken for completion of this project.
Praveen : https://www.linkedin.com/in/praveen-kumar
Naveen : https://www.linkedin.com/in/chintada-naveen
Mallika : https://www.linkedin.com/in/mallika-patnaik
Sidhardha : https://www.linkedin.com/in/yeleti-rama-sidhardha
Thank you

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如何办理(WashU毕业证书)圣路易斯华盛顿大学毕业证成绩单本科硕士学位证留信学历认证如何办理(WashU毕业证书)圣路易斯华盛顿大学毕业证成绩单本科硕士学位证留信学历认证
如何办理(WashU毕业证书)圣路易斯华盛顿大学毕业证成绩单本科硕士学位证留信学历认证
 

SMART CITY SUSTAINABILITY ANALYSIS

  • 1. SSmart Citymart City Sustainability AnalysisSustainability Analysis
  • 2. IndexIndex ● Introduction ● Objective ● Buildup Analysis ● Visualization of Data ● Data Interpretation ● Comparison ● Conclusion
  • 3. IntroductionIntroduction ● A Smart city is the city maintaining the health of ecological systems ,where a healthy economy’s industrial base supports the quality of both human and ecological systems. ● Urban planning is most important for any city to maintain the basic infrastructural needs and facilities that are essential. ● Smart city enables the citizens to interact with the real world through digital means and it is highly productive for any country to develop.
  • 4. Objective Visakhapatnam is one of the developing cities in the world. So we have taken the study area as Vizag. To identify the change in built-ups in our study area using an IBI index. To compare change in urban area with increasing population. To analyze the sustainability of the city and to identify the sustainable and non-sustainable areas. To correlate the rate urbanization with road length.
  • 5. Build-up analysis Satellite images Topographic Maps Preprocessing EBBI IBI Thresholding Polygonisation Analysis Comparision with osm Thresholding Boundary Count and Buildup extraction Buildup area growth
  • 6. FCC 1993 LANDSAT-5 (MSS) image of Visakhapatnam 1993 WRS_PATH = 141 WRS_ROW = 48 Satellite imageS FCC 2018 LANDSAT-8(OLI) image of Visakhapatnam2018 WRS_PATH = 141 WRS_ROW = 48
  • 7. Index used IBI(Index-based Built-up Index): It is an index indicating built- up within a threshold value. Using raster calculator, IBI is calculated as follows: IBI=[{2MIR/(MIR+NIR)}-{(NIR/(NIR=Red))+(Green/(Green+MIR))] /[{2MIR/(MIR+NIR)}+{(NIR/NIR+Red)+(Green/(Green+MIR))}] Where, NIR=B4 (ETM+), B4 (LISS-III) & B5 (OLI); Red=B3 (ETM+), B3 (LISS-III) & B4 (OLI); Green=B2 (ETM+), B2 (LISS-IIl) & B3 (OLI); MIR=B5 (ETM+), B5 (LISS-III) & B6 (OLI);
  • 9. Growth of Urban area in 1993 This Map shows the area of built-up that has been developed during that period. Area covered by built-up during 1993 was 119.68sqkm. Growth of Urban area in 2018 Comparatively the area of built-up have been increased rapidly more than that in the year 1993 it was about 367.41sqkm. Around 68% change in built- up taken place from 1993 to 2018.
  • 10. The differences in the image shows the various urban developments that underwent from year 1993 to that of present year 2018. Areas such as Madhurawada , Kommadi, yendada , Anandapuram, Bheemunipatnam, Arilova, Rushikonda etc have highly grownup. Areas such as NAD , Gopalapatnam, Peddamusirivada etc., have moderately grown built-ups. Variation in Urban Growth
  • 11. This graph clearly shows the population of past years and the present year where urban area is also increased. As per recorded census, population of visakhapatnam is 752,037 during 1991, 1,345,938 during 2001 and 1,728,128 during 2011. Estimated population in 2018 is nearly 2,090,000. Graph showing increased population and development in urban areas
  • 12. Road Network The road networks relative to urban are shown in the map. Total roadlength seen in this road map vs urban is 3606.65m. This road map shows various areas and regions of roads of different patterns. As we can see here more roads were connected and linked to the urban areas from various paths. Areas such as RTC complex,Railway station,Jagadamba are always highly populated and traffic oriented.
  • 13. Conclusion The Present results are done as per the urban area growth rate relative to population.For estimating urban growth flat counts were used.This analysis shows the current concentration of built-up is higher than past years indicating the future developments may be higher relative to population.Further these estimations can be useful for rapid developments of smart city with collaboration of many government and private companies along with IOT technology.
  • 14. AcknowledgmentAcknowledgment The outcomes of the project is done only through open source softwares and data that are be publicly available.QGIS , Openstreetmaps ,USGS earthexplorer , , Population Statistics Our Special thanks to KAIINOS (https://www.kaiinos.com) for their extensive support and care taken for completion of this project. Praveen : https://www.linkedin.com/in/praveen-kumar Naveen : https://www.linkedin.com/in/chintada-naveen Mallika : https://www.linkedin.com/in/mallika-patnaik Sidhardha : https://www.linkedin.com/in/yeleti-rama-sidhardha Thank you