Urban planning is the most essential requirement for any city to develop.This analysis shows the results of built-up area growth relative to the population at that period.
City Planning and Community Development with Business MapperPaperless Trail Inc.
With Business Mapper, (a GIS based analytics software tool developed by Paperless Trail), city planning and community development is made easier by having a huge variety of geographical and spatial data to analyze, manage and manipulate. City Planning requires being able to see and analyze many layers of data on a map.
estimate the future population ,
Arithmetic Increase method
Geometric Increase Method
Incremental Increase Method
Decrease Rate of Increase Method
Simple Graphical Method
Comparative Graphical Method
The Master Plan Method or Zoning Method
Logistic Curve method
Population density
Selection of the methods of population forecasting
Calculating future population using Population forecasting methodsManoj Mota
To estimate the future population using various methods of population forecasting,
Arithmetic Increase method
Geometric Increase Method
Incremental Increase Method
Decrease Rate of Increase Method
Simple Graphical Method
Comparative Graphical Method
The Master Plan Method or Zoning Method
Logistic Curve method
Polycentric Cities and Sustainable DevelopmentDuncanSmith
Research mapping the density and function of commercial activities in Greater London, then exploring relationships with travel patterns. Part of my PhD research at CASA UCL. Presented at Regional Science UK and Ireland Section 2009.
Urban Sprawl and its Impact on Urban EnvironmentIOSR Journals
This Paper an attempt has been made to examine the urban sprawl of Gorakhpur City through the land sat Images . Remote sensing and GIS to analyze the urban sprawl mapping and detect changes of urban sprawl of Gorakhpur city through different year. Satellite data are found to be useful in mapping and quantifying the extent of urban area in different time periods. New urban region development growing largely towards north, north-west and south-west direction along the main transport route of the city. New urban development occurs mainly on vegetation and agricultural land. This study provides a methodology for better estimation of urban growth and population using various land sat images with time. Geographical information system(GIS) and satellite images have been used in this study to provide spatial inputs and test the statistical model describing growth. This is useful for the urban planning in Developing Countries where land use data is not available regularly. GIS and Rescan help a lot in monitoring urban sprawl compared to Conventional technique
City Planning and Community Development with Business MapperPaperless Trail Inc.
With Business Mapper, (a GIS based analytics software tool developed by Paperless Trail), city planning and community development is made easier by having a huge variety of geographical and spatial data to analyze, manage and manipulate. City Planning requires being able to see and analyze many layers of data on a map.
estimate the future population ,
Arithmetic Increase method
Geometric Increase Method
Incremental Increase Method
Decrease Rate of Increase Method
Simple Graphical Method
Comparative Graphical Method
The Master Plan Method or Zoning Method
Logistic Curve method
Population density
Selection of the methods of population forecasting
Calculating future population using Population forecasting methodsManoj Mota
To estimate the future population using various methods of population forecasting,
Arithmetic Increase method
Geometric Increase Method
Incremental Increase Method
Decrease Rate of Increase Method
Simple Graphical Method
Comparative Graphical Method
The Master Plan Method or Zoning Method
Logistic Curve method
Polycentric Cities and Sustainable DevelopmentDuncanSmith
Research mapping the density and function of commercial activities in Greater London, then exploring relationships with travel patterns. Part of my PhD research at CASA UCL. Presented at Regional Science UK and Ireland Section 2009.
Urban Sprawl and its Impact on Urban EnvironmentIOSR Journals
This Paper an attempt has been made to examine the urban sprawl of Gorakhpur City through the land sat Images . Remote sensing and GIS to analyze the urban sprawl mapping and detect changes of urban sprawl of Gorakhpur city through different year. Satellite data are found to be useful in mapping and quantifying the extent of urban area in different time periods. New urban region development growing largely towards north, north-west and south-west direction along the main transport route of the city. New urban development occurs mainly on vegetation and agricultural land. This study provides a methodology for better estimation of urban growth and population using various land sat images with time. Geographical information system(GIS) and satellite images have been used in this study to provide spatial inputs and test the statistical model describing growth. This is useful for the urban planning in Developing Countries where land use data is not available regularly. GIS and Rescan help a lot in monitoring urban sprawl compared to Conventional technique
regression model. Use regression model to estimate the growth in Irbid and the main elements that effect
the growth and the built up area.
Estimate the growth direction in Irbid by using GIS system
Done by Shomou Farouq Al Jizawi
Supervision D.r Imad al hashimy
Smart Cities, Smart Planning: The Role of Mobile MappingFALCON 3D
Join us as we explore the profound impact of mobile mapping on urban planning and development and discover why it's becoming an indispensable tool for creating smarter, more sustainable communities.
Know More: https://www.falcon3dme.com/mobile-mapping.html
Strategies for Planning Smart and Sustainable CitiesJIT KUMAR GUPTA
Smart city remains a misnomer. No city on planet earth can claim to be smart. Experts are still searching the soul of smart city in order to precisely define it .Unfortunately smart city has become a money spending/spinning exercise for few individuals/agencies. Entire concept of smart city has been made technology centric, minimizing the role and importance of human beings. In addition, role of Town Planners in smart city has been totally marginalized. How can a city be made smart without intervention of planning and planners. Smart city as a concept has been copied globally to promote operational efficiency and productivity of the cities , with minimum concern for human growth and development. Addressing issue of poverty and making city livable for all should be the agenda of urban growth and development. In the face of homeless people , absence of basic amenities and facilities essential of human living, making city’s smart will be a fallacy and prove to be counterproductive. Cities do not exist in isolation and require the support of rural hinterland. Dealing cities alone by excluding villages will invariably lead to lopsided growth of cities because genesis of majority of urban ills has roots in the neglect of the rural areas. Urban areas must do handholding for the rural areas for synergizing mutual strength and to usher a new era of rational growth. Smart city concept must focus on empowering human being/ living, making them more skilled, create options for meeting the basic human needs and removing the curse of poverty and unemployment.
Smart Cities: Smarter Solutions for better tomorrowResurgent India
It is estimated that by 2030, 40% of India’s population will be living in urban areas and contributing 75% of GDP. On account of the ongoing rural-to-urban migration, an estimated 400 million people are expected to migrate to cities over the next 15 years.
Sustaibale cities -Suggestive approach to make cities energy efficientJitKumarGupta1
The way cities use land, consume energy, eat up resources and impact the quality of life and environment, they are fast emerging as ecological disasters. Uncontrolled and haphazard growth devours land, water and energy from the surrounding landscape. The emerging contemporary patterns of settlements, have created cities which have high level of consumptions of energy due to auto dependence; high energy demand for buildings; water pollution from excessive toxic run off; air pollution and other environmental effects which considerably increase health risks.For the exorbitant, energy and ecological prices, these patterns do not even buy an appropriate quality of life. Cities of 21st century are totally divorced from aesthetic and ecological experience of nature. People are made to spend number of hours for commuting on daily basis. In the emerging social fabric, neighbours are not friends, communities are not tied to place and millions, too poor to afford basic amenities of life to lead a dignified life. Invasion of automobiles has made cities highly noisy, energy inefficient, congested and largely frustrating. Besides causing global macro ecological problems, current settlement patterns have created host of local ecological problems. World life habitats have become extinct; native species are replaced by consumptive exotics; streams are canalized, piped and buried; wetlands are filled and aquifers depleted. Urban heat islands created drive up energy use for cooling besides trapping pollutants in the city. Downstream areas are flooded and polluted largely by the quick run off from large paved areas. All these problems, collectively and individually, have the ability to adversely impact the local ecology. Accordingly, local ecological systems are rapidly losing their ability to produce clean water, air and food and to maintain rich variety of habitat and are fast losing their ability to sustain life.
Each of these environmental problems has their genesis in the design of cities, settlement patterns and urban spatial fabric. Human habitat needs restructuring on priority so that we live within the limits imposed by our life sustaining eco-systems and follow the basic principles which promote the quality of life.To minimize the energy consumption levels and the ecological disasters caused by today’s grey cities, we have to change our perceptions, to learn and think ecologically to create green cities which are both humane and sustainable besides least consumers of energy
Digital Twin Cities are advanced urban areas where physical and digital realms are integrated, allowing for data-driven management, intelligent services, and interactive systems. READ MORE
Urban Expansion & Its Association with Population Growth: A Case Study of Raj...washifahmednaqib
Population growth refers to the increase in the population of any city, region, or country. Urbanization refers to the population shift from rural to urban areas, the corresponding decrease in the proportion of people living in rural areas, and the ways in which societies adapt to this change.
The aim of the study is to find out the association between urban expansion and population growth in Rajshahi city.
Urban resilience in the digital age: The influence of Information-Communicati...AgboolaPaul3
In the pursuit of advancing urban sustainability within the unique backdrop of Nigeria’s built environment and
its environmental challenges, this study presents the significance of information and communication technology
(ICT). Undertaking this research holds immense importance in illuminating the possibilities inherent in
leveraging ICT to foster urban sustainability. The study’s objectives encompass a comprehensive investigation
into the multifaceted contributions of ICT to urban sustainability, while also delving into its impact on stakeholder
engagement and participation in these sustainability endeavors. Addressing an identified gap, the study
sheds light on the critical nexus between stakeholders’ active involvement and the resulting impact on urban
sustainability. This connection serves as a crucial yet under-explored avenue within the broader discourse on
leveraging ICT for sustainable urban development. The study employs structural equation modeling (SEM) to
evaluate a proposed model and analyze empirical data. The results of the study highlight the critical role of ICTs
in urban sustainability (β = 0.614, R2 = 0.85), demonstrating its capacity to enhance efficiency; which promotes
sustainability practices, and improves the quality of life for urban residents. The findings of this study have
significant implications, as they suggest the potential for optimizing the impact of ICT-based urban environments
to meet the diverse needs and priorities of society as a whole. By leveraging ICT effectively, countries can create a
robust smart environment that contributes to sustainable development and addresses environmental concerns.
To leverage the benefits of ICT, however, appropriate attention should be committed to the execution of smart
urban sustainability through stakeholder participation and involvement. The implication of the study enables the
possibility to optimize the impact of an ICT-based urban environment, thereby creating sustainable and resilient
communities that meet the needs and priorities of all members of society.
The development of smart city leading to a progressive abandonment of rural areas towards greater cities and metropolis, which can offer many opportunities in terms of work, education, social life and so on. It can solve traffic congestion, school overcrowding, air pollution, loss of open space and skyrocketing public facilities cost.
Smart city Mission
• To promote cities that provide
– Core infrastructure
– Decent quality of life to its citizens
– A clean, inclusive and sustainable environment
– Application of ‘Smart’ Solutions- optimally tap into
digital and information technologies
– Urban planning best practices
– Public-private partnerships
– Positive policy changes.
Smart city Mission
• To promote cities that provide
– Core infrastructure
– Decent quality of life to its citizens
– A clean, inclusive and sustainable environment
– Application of ‘Smart’ Solutions- optimally tap into
digital and information technologies
– Urban planning best practices
– Public-private partnerships
– Positive policy changes.
regression model. Use regression model to estimate the growth in Irbid and the main elements that effect
the growth and the built up area.
Estimate the growth direction in Irbid by using GIS system
Done by Shomou Farouq Al Jizawi
Supervision D.r Imad al hashimy
Smart Cities, Smart Planning: The Role of Mobile MappingFALCON 3D
Join us as we explore the profound impact of mobile mapping on urban planning and development and discover why it's becoming an indispensable tool for creating smarter, more sustainable communities.
Know More: https://www.falcon3dme.com/mobile-mapping.html
Strategies for Planning Smart and Sustainable CitiesJIT KUMAR GUPTA
Smart city remains a misnomer. No city on planet earth can claim to be smart. Experts are still searching the soul of smart city in order to precisely define it .Unfortunately smart city has become a money spending/spinning exercise for few individuals/agencies. Entire concept of smart city has been made technology centric, minimizing the role and importance of human beings. In addition, role of Town Planners in smart city has been totally marginalized. How can a city be made smart without intervention of planning and planners. Smart city as a concept has been copied globally to promote operational efficiency and productivity of the cities , with minimum concern for human growth and development. Addressing issue of poverty and making city livable for all should be the agenda of urban growth and development. In the face of homeless people , absence of basic amenities and facilities essential of human living, making city’s smart will be a fallacy and prove to be counterproductive. Cities do not exist in isolation and require the support of rural hinterland. Dealing cities alone by excluding villages will invariably lead to lopsided growth of cities because genesis of majority of urban ills has roots in the neglect of the rural areas. Urban areas must do handholding for the rural areas for synergizing mutual strength and to usher a new era of rational growth. Smart city concept must focus on empowering human being/ living, making them more skilled, create options for meeting the basic human needs and removing the curse of poverty and unemployment.
Smart Cities: Smarter Solutions for better tomorrowResurgent India
It is estimated that by 2030, 40% of India’s population will be living in urban areas and contributing 75% of GDP. On account of the ongoing rural-to-urban migration, an estimated 400 million people are expected to migrate to cities over the next 15 years.
Sustaibale cities -Suggestive approach to make cities energy efficientJitKumarGupta1
The way cities use land, consume energy, eat up resources and impact the quality of life and environment, they are fast emerging as ecological disasters. Uncontrolled and haphazard growth devours land, water and energy from the surrounding landscape. The emerging contemporary patterns of settlements, have created cities which have high level of consumptions of energy due to auto dependence; high energy demand for buildings; water pollution from excessive toxic run off; air pollution and other environmental effects which considerably increase health risks.For the exorbitant, energy and ecological prices, these patterns do not even buy an appropriate quality of life. Cities of 21st century are totally divorced from aesthetic and ecological experience of nature. People are made to spend number of hours for commuting on daily basis. In the emerging social fabric, neighbours are not friends, communities are not tied to place and millions, too poor to afford basic amenities of life to lead a dignified life. Invasion of automobiles has made cities highly noisy, energy inefficient, congested and largely frustrating. Besides causing global macro ecological problems, current settlement patterns have created host of local ecological problems. World life habitats have become extinct; native species are replaced by consumptive exotics; streams are canalized, piped and buried; wetlands are filled and aquifers depleted. Urban heat islands created drive up energy use for cooling besides trapping pollutants in the city. Downstream areas are flooded and polluted largely by the quick run off from large paved areas. All these problems, collectively and individually, have the ability to adversely impact the local ecology. Accordingly, local ecological systems are rapidly losing their ability to produce clean water, air and food and to maintain rich variety of habitat and are fast losing their ability to sustain life.
Each of these environmental problems has their genesis in the design of cities, settlement patterns and urban spatial fabric. Human habitat needs restructuring on priority so that we live within the limits imposed by our life sustaining eco-systems and follow the basic principles which promote the quality of life.To minimize the energy consumption levels and the ecological disasters caused by today’s grey cities, we have to change our perceptions, to learn and think ecologically to create green cities which are both humane and sustainable besides least consumers of energy
Digital Twin Cities are advanced urban areas where physical and digital realms are integrated, allowing for data-driven management, intelligent services, and interactive systems. READ MORE
Urban Expansion & Its Association with Population Growth: A Case Study of Raj...washifahmednaqib
Population growth refers to the increase in the population of any city, region, or country. Urbanization refers to the population shift from rural to urban areas, the corresponding decrease in the proportion of people living in rural areas, and the ways in which societies adapt to this change.
The aim of the study is to find out the association between urban expansion and population growth in Rajshahi city.
Urban resilience in the digital age: The influence of Information-Communicati...AgboolaPaul3
In the pursuit of advancing urban sustainability within the unique backdrop of Nigeria’s built environment and
its environmental challenges, this study presents the significance of information and communication technology
(ICT). Undertaking this research holds immense importance in illuminating the possibilities inherent in
leveraging ICT to foster urban sustainability. The study’s objectives encompass a comprehensive investigation
into the multifaceted contributions of ICT to urban sustainability, while also delving into its impact on stakeholder
engagement and participation in these sustainability endeavors. Addressing an identified gap, the study
sheds light on the critical nexus between stakeholders’ active involvement and the resulting impact on urban
sustainability. This connection serves as a crucial yet under-explored avenue within the broader discourse on
leveraging ICT for sustainable urban development. The study employs structural equation modeling (SEM) to
evaluate a proposed model and analyze empirical data. The results of the study highlight the critical role of ICTs
in urban sustainability (β = 0.614, R2 = 0.85), demonstrating its capacity to enhance efficiency; which promotes
sustainability practices, and improves the quality of life for urban residents. The findings of this study have
significant implications, as they suggest the potential for optimizing the impact of ICT-based urban environments
to meet the diverse needs and priorities of society as a whole. By leveraging ICT effectively, countries can create a
robust smart environment that contributes to sustainable development and addresses environmental concerns.
To leverage the benefits of ICT, however, appropriate attention should be committed to the execution of smart
urban sustainability through stakeholder participation and involvement. The implication of the study enables the
possibility to optimize the impact of an ICT-based urban environment, thereby creating sustainable and resilient
communities that meet the needs and priorities of all members of society.
The development of smart city leading to a progressive abandonment of rural areas towards greater cities and metropolis, which can offer many opportunities in terms of work, education, social life and so on. It can solve traffic congestion, school overcrowding, air pollution, loss of open space and skyrocketing public facilities cost.
Smart city Mission
• To promote cities that provide
– Core infrastructure
– Decent quality of life to its citizens
– A clean, inclusive and sustainable environment
– Application of ‘Smart’ Solutions- optimally tap into
digital and information technologies
– Urban planning best practices
– Public-private partnerships
– Positive policy changes.
Smart city Mission
• To promote cities that provide
– Core infrastructure
– Decent quality of life to its citizens
– A clean, inclusive and sustainable environment
– Application of ‘Smart’ Solutions- optimally tap into
digital and information technologies
– Urban planning best practices
– Public-private partnerships
– Positive policy changes.
Similar to SMART CITY SUSTAINABILITY ANALYSIS (20)
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Data and AI
Round table discussion of vector databases, unstructured data, ai, big data, real-time, robots and Milvus.
A lively discussion with NJ Gen AI Meetup Lead, Prasad and Procure.FYI's Co-Found
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Data and AI
Discussion on Vector Databases, Unstructured Data and AI
https://www.meetup.com/unstructured-data-meetup-new-york/
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Global Situational Awareness of A.I. and where its headedvikram sood
You can see the future first in San Francisco.
Over the past year, the talk of the town has shifted from $10 billion compute clusters to $100 billion clusters to trillion-dollar clusters. Every six months another zero is added to the boardroom plans. Behind the scenes, there’s a fierce scramble to secure every power contract still available for the rest of the decade, every voltage transformer that can possibly be procured. American big business is gearing up to pour trillions of dollars into a long-unseen mobilization of American industrial might. By the end of the decade, American electricity production will have grown tens of percent; from the shale fields of Pennsylvania to the solar farms of Nevada, hundreds of millions of GPUs will hum.
The AGI race has begun. We are building machines that can think and reason. By 2025/26, these machines will outpace college graduates. By the end of the decade, they will be smarter than you or I; we will have superintelligence, in the true sense of the word. Along the way, national security forces not seen in half a century will be un-leashed, and before long, The Project will be on. If we’re lucky, we’ll be in an all-out race with the CCP; if we’re unlucky, an all-out war.
Everyone is now talking about AI, but few have the faintest glimmer of what is about to hit them. Nvidia analysts still think 2024 might be close to the peak. Mainstream pundits are stuck on the wilful blindness of “it’s just predicting the next word”. They see only hype and business-as-usual; at most they entertain another internet-scale technological change.
Before long, the world will wake up. But right now, there are perhaps a few hundred people, most of them in San Francisco and the AI labs, that have situational awareness. Through whatever peculiar forces of fate, I have found myself amongst them. A few years ago, these people were derided as crazy—but they trusted the trendlines, which allowed them to correctly predict the AI advances of the past few years. Whether these people are also right about the next few years remains to be seen. But these are very smart people—the smartest people I have ever met—and they are the ones building this technology. Perhaps they will be an odd footnote in history, or perhaps they will go down in history like Szilard and Oppenheimer and Teller. If they are seeing the future even close to correctly, we are in for a wild ride.
Let me tell you what we see.
Learn SQL from basic queries to Advance queriesmanishkhaire30
Dive into the world of data analysis with our comprehensive guide on mastering SQL! This presentation offers a practical approach to learning SQL, focusing on real-world applications and hands-on practice. Whether you're a beginner or looking to sharpen your skills, this guide provides the tools you need to extract, analyze, and interpret data effectively.
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Join us on this journey to enhance your data analysis capabilities and unlock the full potential of SQL. Perfect for data enthusiasts, analysts, and anyone eager to harness the power of data!
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Adjusting OpenMP PageRank : SHORT REPORT / NOTESSubhajit Sahu
For massive graphs that fit in RAM, but not in GPU memory, it is possible to take
advantage of a shared memory system with multiple CPUs, each with multiple cores, to
accelerate pagerank computation. If the NUMA architecture of the system is properly taken
into account with good vertex partitioning, the speedup can be significant. To take steps in
this direction, experiments are conducted to implement pagerank in OpenMP using two
different approaches, uniform and hybrid. The uniform approach runs all primitives required
for pagerank in OpenMP mode (with multiple threads). On the other hand, the hybrid
approach runs certain primitives in sequential mode (i.e., sumAt, multiply).
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
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