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Spatio-Temporal Urban Change Extraction and Modeling 
of Kathmandu Valley 
1. Introduction 
 Spatial extension of the cities in temporal dimension 
 Continuous process showing more effects on developing 
countries 
 complex system having characteristics of: 
• Non-determinism and tractability 
• Limited functional decomposability 
• Distributed nature of information and representation 
• Emergence and self-organization 
Urbanization 
2. Problem Statement 
 Kathmandu among fastest growing city in the world. 
 Limited quantitative information on urban growth rate and direction 
 Need of informed decision making tool based on which future strategic plan and action can be 
made to counterpart fast urban growth. 
3. Objectives 
 To detect, analyze and visualize the 
extent of spatial-temporal urban growth 
based on multi-temporal Landsat Satellite 
imagery. 
 To quantify the spatial-temporal pattern 
of urban growth and landscape 
fragmentation using spatial metrics. 
 To simulate or forecast the urban growth 
of the study area using SLEUTH model. 
4. Project Area 
5. Methodology 
B. Data Used 
Figure : Land Sat TM image and geographical layers of Kathmandu Valley 
A. System 2. 
2. 
Figure Overall process of project 
6. Results 
A. Classified Image 
B. Overlaid Image 
C. Change Detected 
Final Outcome 
1. Remote sensing process for image 
classification 
2. Spatial metrics for Quantification 
3. SLEUTH Modeling for Urban Prediction 
1. 
1. 
2. 
3. 
3. 
C. Software Used 
D. Spatial Metrics 
1989-1999 1999-2009 2009-2014 
growth rate 2.14 5.58 13.33 
0 
2 
4 
6 
8 
10 
12 
14 
Growth rate(%) 
growth rate 
E. Accuracy Assessment 
Year Kappa Coefficient Overall Accuracy 
(ROI 
method) 
(GCP 
method) 
ROI 
method 
GCP 
method 
1989 0.89 0.87 90.02% 89.28% 
1999 0.85 0.84 87.11% 85.61% 
2009 0.88 0.86 89.87% 87.48% 
2014 0.91 0.89 93.21% 89.77% 
F. SLEUTH Model 
Figure a. Simulated urban area of different years b. same according to coefficient of Model 
7. Conclusions 
 Index based Supervised classification of Landsat TM images can be used for built-up 
extraction 
 Urban Growth rate of Kathmandu is skyrocketing (from 2.14%-13.315 during 1989-2014) 
 Spatial metrics can be used for quantification of landscape to analyze the trend of urban 
growth rate and pattern 
 Probability map of SLEUTH model is suitable for Regional level of planning and policy 
formulation. 
Supervisors: 
Asst. Prof. Nawaraj Shrestha 
Er. Uma Shanker Panday 
DCGE, 
Kathmandu University 2014 
Figure Kathmandu Valley (Source: 
Thapa & Muriyama, 2010) 
Project Member: 
Dhurba Poudel 
Janak Parajuli 
Kamal Shahi

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Infographics

  • 1. Spatio-Temporal Urban Change Extraction and Modeling of Kathmandu Valley 1. Introduction  Spatial extension of the cities in temporal dimension  Continuous process showing more effects on developing countries  complex system having characteristics of: • Non-determinism and tractability • Limited functional decomposability • Distributed nature of information and representation • Emergence and self-organization Urbanization 2. Problem Statement  Kathmandu among fastest growing city in the world.  Limited quantitative information on urban growth rate and direction  Need of informed decision making tool based on which future strategic plan and action can be made to counterpart fast urban growth. 3. Objectives  To detect, analyze and visualize the extent of spatial-temporal urban growth based on multi-temporal Landsat Satellite imagery.  To quantify the spatial-temporal pattern of urban growth and landscape fragmentation using spatial metrics.  To simulate or forecast the urban growth of the study area using SLEUTH model. 4. Project Area 5. Methodology B. Data Used Figure : Land Sat TM image and geographical layers of Kathmandu Valley A. System 2. 2. Figure Overall process of project 6. Results A. Classified Image B. Overlaid Image C. Change Detected Final Outcome 1. Remote sensing process for image classification 2. Spatial metrics for Quantification 3. SLEUTH Modeling for Urban Prediction 1. 1. 2. 3. 3. C. Software Used D. Spatial Metrics 1989-1999 1999-2009 2009-2014 growth rate 2.14 5.58 13.33 0 2 4 6 8 10 12 14 Growth rate(%) growth rate E. Accuracy Assessment Year Kappa Coefficient Overall Accuracy (ROI method) (GCP method) ROI method GCP method 1989 0.89 0.87 90.02% 89.28% 1999 0.85 0.84 87.11% 85.61% 2009 0.88 0.86 89.87% 87.48% 2014 0.91 0.89 93.21% 89.77% F. SLEUTH Model Figure a. Simulated urban area of different years b. same according to coefficient of Model 7. Conclusions  Index based Supervised classification of Landsat TM images can be used for built-up extraction  Urban Growth rate of Kathmandu is skyrocketing (from 2.14%-13.315 during 1989-2014)  Spatial metrics can be used for quantification of landscape to analyze the trend of urban growth rate and pattern  Probability map of SLEUTH model is suitable for Regional level of planning and policy formulation. Supervisors: Asst. Prof. Nawaraj Shrestha Er. Uma Shanker Panday DCGE, Kathmandu University 2014 Figure Kathmandu Valley (Source: Thapa & Muriyama, 2010) Project Member: Dhurba Poudel Janak Parajuli Kamal Shahi