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Usama MaqsoodUsama Maqsood
IGIS, NUSTIGIS, NUST
usama13@igis.nust.edu.pkusama13@igis.nust.edu.pk
Abstract Number: ICMCC-A-060
International Conference:International Conference:
Mountains and Climate Change:Mountains and Climate Change:
Resources, Challenges & OpportunitiesResources, Challenges & Opportunities
for Better Life & Livelihoodsfor Better Life & Livelihoods
INTRODUCTION
 The transformation and alternation of climate postures a severe threat and intimidation
to the natural resources like that of glaciers in the country.
 Various studies have been conducted and confirmed the effect of global warming,
along with others causes, on glacier melting.
 At a fast pace of retreating and thinning of glaciers and increasing spread of glacial
lakes are the sign of rise in global temperatures.
 The reduced duration of winter, moving towards with the time, condenses the
residency period for snow and its conversion into ice.
International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods
2
 Pakistan has been blessed with huge glacial deposits in its northern region on which it
depends heavily for its fresh water needs as the glacial melt water is the source of all major
rivers in the country.
 The total snow cover in HKH region of Pakistan is about 2,738 km, 3 of which Hunza,
Shyok and Shigar basins make up 80%.
 RS and GIS techniques were used to address the glacier meltdown in the north-eastern
mountainous area of Pakistan.
 Temporal maps designed to measure spatial changes in snow cover indicate a significant
change leading to disasters such as flooding and Glacial Lake Outburst Floods.
International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods
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PROJECT DESCRIPTION
International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods
4
STUDY AREA
 A 60 km (37 mi) long glacier at an altitude of 5000 m, named as “Hispar Glacier”.
 At World Reference System-2 (WRS) path-row of 149-35.
 In the Karakoram Mountains of the Northern Areas, Pakistan.
 Meets 63 km (39 mi ) long Biafo glacier, creating the world's longest glacial system
outside of the polar regions.
 Connecting Nagar (immediately south to Hunza in west) and Baltistan (in the east),
the prehistoric mountains.
International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods
5
International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods
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PROJECT SCOPE
 Work to be Accomplished:
 Incorporating DEM and coarser resolution datasets along with rainfall and surface
temperature data.
 Creating a more robust tool for glacier mapping and processing.
 Purpose of this Project:
 To study the Hispar glacier spatial extent condition with the passage of time.
International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods
7
OBJECTIVES
 To establish the satellite imagery inventory for study area.
 To create python programmed toolboxes.
 To develop the geo-referenced maps based on spatio-temporal analysis using:
 Rainfall
 Surface Temperature Dataset
International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods
8
 Graphical representation of yearly analysis.
 One Year
 15 Year
 Geo-referenced dataset.
 Raster and Geo-database
 Maps
 Season based
DELIVERABLES
International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods
9
SUCCESS FACTORS
 Programmed tools for:
 Glacier Mapping
 TRMM Data Processing
 LST Data Processing
International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods
10
DATASETS
 Landsat imagery (path-row: 149-35)
 L5 (1998-2000, 2009-2011)
 L7 (2000-2002, 2013)
 L8 (2013-2014)
 Digital Elevation Model (DEM)
 ASTER 30 m
International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods
11
 Tropical Rainfall Mapping Mission (TRMM)
 Monthly Average Data
 3B43
 Land Surface Temperature (LST)
 MODIS Daily Data
 MOD11A
International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods
12
METHODOLOGY OUTLINE
13
BOUNDARY DEMARCATION
International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods
14
DEM
Watershed
and Basin
Analysis
Hispar
Basin
L8, 764
as RGB
PYTHON PROGRAMMING
International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods
15
GLACIER MAPPING TOOL
International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods
16
Band Ratio
Maximum Likelihood
Classification
International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods
17
NSDI
Stacking
TRMM PROCESSING TOOL
 Annual Composite Tool
 Converts the TRMM data from GeoTIFF format to NetCDF.
 Mask the output file to the study area boundary.
 Combines the whole year data into 1 single raster file and takes the mean of it.
 OUTPUT: Single raster file having annual average of rainfall of that area.
 Spring to Autumn Composite Tool
 Takes daily TRMM data of rainfall.
 Takes spring month (3rd
month) to autumn month (10th
month).
 OUTPUT: Single raster file having annual average of rainfall of that area.
International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods
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 Spring to Autumn Composite Tool 2
 Takes monthly TRMM data of rainfall.
 Takes spring month (3rd
month) to autumn month (10th
month).
 OUTPUT: Single raster file having annual average of rainfall of that area.
 Spring to Autumn Accumulated Composite Tool
 Takes sum of each data of TRMM rainfall.
 Takes spring month (3rd
month) to autumn month (10th
month).
 OUTPUT: Single raster file having annual average of rainfall of that area.
International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods
19
 TRMM 10 Days Composite Tool
 Takes 10 days of TRMM data of rainfall.
 Takes spring month (3rd
month) to autumn month (10th
month).
 OUTPUT: Single raster file having annual average of rainfall of that area.
International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods
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Graphical User Interface for Python Tool
International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods
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LST PROCESSING TOOL
 Mosaic Tool
 Mosaicking the MODIS tiles.
 OUTPUT: Geo-database.
 Mosaic Tool 2
 Mosaicking the MODIS tiles.
 OUTPUT: Raster file.
 Composite Tool
 Takes in daily coverage of surface temperature.
 Makes monthly composite of each of them.
 OUTPUT:
International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods
22
RESULTS
 One Year Analysis
 Dataset:
 TRMM, MODIS, and
 Landsat (2013)
23
International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods
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 15 Year Analysis
 Dataset: TRMM, MODIS, and Landsat
 Two-season datasets
 Year:
 1998, 1999, 2000, 2001,
 2009, 2010, 2011, 2013
International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods
25
26
 Different Year Analysis
 Change in spatial extent from
 2001-2013.
27
International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods
Comparison between Spring 2001 and 2013
28
Comparison between Autumn 2001 and 2013
29
CONCLUSION
 Glaciers are melting at far velocity than before.
 Greater the surface temperature, more of the snow melting.
 Higher the rainfall, more of the stability.
International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods
30
REFERENCES
 Bashir, F., & Rasul, G. (2010). Estimation of average snow cover over northern Pakistan. Pakistan
Journal of Meteorology, 7(13), 63-69.
 Bashir, F., & Rasul, G. (2010). Estimation of Water Discharge from Gilgit Basin, using Remote
Sensing, GIS and Runoff Modeling. Pakistan Journal of Meteorology, 6(12), 97-113.
 Bolch, T., et al. (2012). The state and fate of Himalayan glaciers. Science, 336(6079), 310-314.
 Farooqi, A. B., et al. (2005). Climate change perspective in Pakistan. Pakistan J. Meteorol, 2(3).
 Mayer, C., et al. (2010). Analysis of glacial meltwater in Bagrot Valley, Karakoram: Based on short-
term ablation and debris cover observations on Hinarche Glacier. Mountain Research and
Development, 30(2), 169-177.
International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods
31
 Rasul, G., et al. (2011). Glaciers and glacial lakes under changing climate in Pakistan.
Pakistan Journal of Meteorology, 8(15).
 Rasul, G., et al. (2008). Global warming and melting glaciers along southern slopes of
HKH range. Pak. Jr. of Meteorology, 5(9).
 ZAMIR, U. B. (2012). Monitoring receding of glaciers and in north-eastern pakistan
through geo-informatics techniques.
International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods
32
Spatio Temporal Analysis of Hispar Glacier over last 15 years

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Spatio Temporal Analysis of Hispar Glacier over last 15 years

  • 1. Usama MaqsoodUsama Maqsood IGIS, NUSTIGIS, NUST usama13@igis.nust.edu.pkusama13@igis.nust.edu.pk Abstract Number: ICMCC-A-060 International Conference:International Conference: Mountains and Climate Change:Mountains and Climate Change: Resources, Challenges & OpportunitiesResources, Challenges & Opportunities for Better Life & Livelihoodsfor Better Life & Livelihoods
  • 2. INTRODUCTION  The transformation and alternation of climate postures a severe threat and intimidation to the natural resources like that of glaciers in the country.  Various studies have been conducted and confirmed the effect of global warming, along with others causes, on glacier melting.  At a fast pace of retreating and thinning of glaciers and increasing spread of glacial lakes are the sign of rise in global temperatures.  The reduced duration of winter, moving towards with the time, condenses the residency period for snow and its conversion into ice. International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods 2
  • 3.  Pakistan has been blessed with huge glacial deposits in its northern region on which it depends heavily for its fresh water needs as the glacial melt water is the source of all major rivers in the country.  The total snow cover in HKH region of Pakistan is about 2,738 km, 3 of which Hunza, Shyok and Shigar basins make up 80%.  RS and GIS techniques were used to address the glacier meltdown in the north-eastern mountainous area of Pakistan.  Temporal maps designed to measure spatial changes in snow cover indicate a significant change leading to disasters such as flooding and Glacial Lake Outburst Floods. International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods 3
  • 4. PROJECT DESCRIPTION International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods 4
  • 5. STUDY AREA  A 60 km (37 mi) long glacier at an altitude of 5000 m, named as “Hispar Glacier”.  At World Reference System-2 (WRS) path-row of 149-35.  In the Karakoram Mountains of the Northern Areas, Pakistan.  Meets 63 km (39 mi ) long Biafo glacier, creating the world's longest glacial system outside of the polar regions.  Connecting Nagar (immediately south to Hunza in west) and Baltistan (in the east), the prehistoric mountains. International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods 5
  • 6. International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods 6
  • 7. PROJECT SCOPE  Work to be Accomplished:  Incorporating DEM and coarser resolution datasets along with rainfall and surface temperature data.  Creating a more robust tool for glacier mapping and processing.  Purpose of this Project:  To study the Hispar glacier spatial extent condition with the passage of time. International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods 7
  • 8. OBJECTIVES  To establish the satellite imagery inventory for study area.  To create python programmed toolboxes.  To develop the geo-referenced maps based on spatio-temporal analysis using:  Rainfall  Surface Temperature Dataset International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods 8
  • 9.  Graphical representation of yearly analysis.  One Year  15 Year  Geo-referenced dataset.  Raster and Geo-database  Maps  Season based DELIVERABLES International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods 9
  • 10. SUCCESS FACTORS  Programmed tools for:  Glacier Mapping  TRMM Data Processing  LST Data Processing International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods 10
  • 11. DATASETS  Landsat imagery (path-row: 149-35)  L5 (1998-2000, 2009-2011)  L7 (2000-2002, 2013)  L8 (2013-2014)  Digital Elevation Model (DEM)  ASTER 30 m International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods 11
  • 12.  Tropical Rainfall Mapping Mission (TRMM)  Monthly Average Data  3B43  Land Surface Temperature (LST)  MODIS Daily Data  MOD11A International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods 12
  • 14. BOUNDARY DEMARCATION International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods 14 DEM Watershed and Basin Analysis Hispar Basin L8, 764 as RGB
  • 15. PYTHON PROGRAMMING International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods 15
  • 16. GLACIER MAPPING TOOL International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods 16 Band Ratio Maximum Likelihood Classification
  • 17. International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods 17 NSDI Stacking
  • 18. TRMM PROCESSING TOOL  Annual Composite Tool  Converts the TRMM data from GeoTIFF format to NetCDF.  Mask the output file to the study area boundary.  Combines the whole year data into 1 single raster file and takes the mean of it.  OUTPUT: Single raster file having annual average of rainfall of that area.  Spring to Autumn Composite Tool  Takes daily TRMM data of rainfall.  Takes spring month (3rd month) to autumn month (10th month).  OUTPUT: Single raster file having annual average of rainfall of that area. International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods 18
  • 19.  Spring to Autumn Composite Tool 2  Takes monthly TRMM data of rainfall.  Takes spring month (3rd month) to autumn month (10th month).  OUTPUT: Single raster file having annual average of rainfall of that area.  Spring to Autumn Accumulated Composite Tool  Takes sum of each data of TRMM rainfall.  Takes spring month (3rd month) to autumn month (10th month).  OUTPUT: Single raster file having annual average of rainfall of that area. International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods 19
  • 20.  TRMM 10 Days Composite Tool  Takes 10 days of TRMM data of rainfall.  Takes spring month (3rd month) to autumn month (10th month).  OUTPUT: Single raster file having annual average of rainfall of that area. International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods 20
  • 21. Graphical User Interface for Python Tool International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods 21
  • 22. LST PROCESSING TOOL  Mosaic Tool  Mosaicking the MODIS tiles.  OUTPUT: Geo-database.  Mosaic Tool 2  Mosaicking the MODIS tiles.  OUTPUT: Raster file.  Composite Tool  Takes in daily coverage of surface temperature.  Makes monthly composite of each of them.  OUTPUT: International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods 22
  • 23. RESULTS  One Year Analysis  Dataset:  TRMM, MODIS, and  Landsat (2013) 23 International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods
  • 24. 24
  • 25.  15 Year Analysis  Dataset: TRMM, MODIS, and Landsat  Two-season datasets  Year:  1998, 1999, 2000, 2001,  2009, 2010, 2011, 2013 International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods 25
  • 26. 26
  • 27.  Different Year Analysis  Change in spatial extent from  2001-2013. 27 International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods
  • 28. Comparison between Spring 2001 and 2013 28
  • 29. Comparison between Autumn 2001 and 2013 29
  • 30. CONCLUSION  Glaciers are melting at far velocity than before.  Greater the surface temperature, more of the snow melting.  Higher the rainfall, more of the stability. International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods 30
  • 31. REFERENCES  Bashir, F., & Rasul, G. (2010). Estimation of average snow cover over northern Pakistan. Pakistan Journal of Meteorology, 7(13), 63-69.  Bashir, F., & Rasul, G. (2010). Estimation of Water Discharge from Gilgit Basin, using Remote Sensing, GIS and Runoff Modeling. Pakistan Journal of Meteorology, 6(12), 97-113.  Bolch, T., et al. (2012). The state and fate of Himalayan glaciers. Science, 336(6079), 310-314.  Farooqi, A. B., et al. (2005). Climate change perspective in Pakistan. Pakistan J. Meteorol, 2(3).  Mayer, C., et al. (2010). Analysis of glacial meltwater in Bagrot Valley, Karakoram: Based on short- term ablation and debris cover observations on Hinarche Glacier. Mountain Research and Development, 30(2), 169-177. International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods 31
  • 32.  Rasul, G., et al. (2011). Glaciers and glacial lakes under changing climate in Pakistan. Pakistan Journal of Meteorology, 8(15).  Rasul, G., et al. (2008). Global warming and melting glaciers along southern slopes of HKH range. Pak. Jr. of Meteorology, 5(9).  ZAMIR, U. B. (2012). Monitoring receding of glaciers and in north-eastern pakistan through geo-informatics techniques. International Conference: Mountains and Climate Change: Resources, Challenges & Opportunities for Better Life & Livelihoods 32

Editor's Notes

  1. Climate alterations is among the most sever threats that we are facing at the moment Immense amount of research is being carried out regarding climatic change Difference of ablation and accretion is being monitoring continuously for a long time
  2. Being a agricultural country, we can’t deny the long term effects of climatic change 80% snow lies in hunza, shyok and shigar basins With evolution in technology, we have robust means of gathering and processing data for insitue conditions Temporal analysis is one of the most effective ways to reveal an insight to long term change such as floods and GLOF
  3. May require more than one slide
  4. May require more than one slide