Skip to main content
Erschienen in: Earth Science Informatics 4/2019

16.07.2019 | Research Article

Mapping and monitoring of glacier areal changes using multispectral and elevation data: A case study over Chhota-Shigri glacier

verfasst von: Akansha Patel, Richa Prajapati, Jaydeo K. Dharpure, Sneh Mani, Dhirendra Chauhan

Erschienen in: Earth Science Informatics | Ausgabe 4/2019

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

The Glacier studies are important for monitoring the hydrological cycle as well as the impact of climate change. Recent studies indicate that the glacier area-shrinking rate is accelerating specifically in the Himalayan glaciers. In this study, an integrated approach based on semi-automatic method has been used over the Chhota-Shigri glacier. The combination of multispectral (Landsat data from 1989 to 2015) and elevation data is used for delineation of glacier features. This comprehensive approach has integrated the remote sensing indices, thermal information and morphometric parameters generated using elevation data to delineate the glacier into three categories i.e. clean ice, ice mixed with debris (IMD) and debris. Results indicate that the areal extent of clean ice has significantly decreased whereas the IMD and debris cover area has increased from 1989 to 2015. The accuracy assessment is performed using a pan-sharpened image and field data. The overall accuracy obtained about 90.0% with a 0.895 kappa coefficient for the adopted approach. This glacier areal change information can be used for flow velocity measurements, hazard caused by glaciers, and the impact of climate change on glaciers.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
Zurück zum Zitat Ackerman T., Erickson T., Williams M.W., (2001) Combining GIS and GPS to improve our understanding of the spatial distribution of snow water equivalence (SWE), in: proceedings of ESRI USERS conference, San Diego Ackerman T., Erickson T., Williams M.W., (2001) Combining GIS and GPS to improve our understanding of the spatial distribution of snow water equivalence (SWE), in: proceedings of ESRI USERS conference, San Diego
Zurück zum Zitat Aniya M, Sato H, Naruse R, Skvarca P, Casassa G (1996) The use of satellite and airborne imagery to inventory outlet glaciers of the southern Patagonia icefield, South America. Photogramm Eng Remote Sens 62:1361–1369 Aniya M, Sato H, Naruse R, Skvarca P, Casassa G (1996) The use of satellite and airborne imagery to inventory outlet glaciers of the southern Patagonia icefield, South America. Photogramm Eng Remote Sens 62:1361–1369
Zurück zum Zitat Aspinall RJ, Marcus WA, Boardman JW (2002) Considerations in collecting, processing, and analysing high spatial resolution hyperspectral data for environmental investigations. J Geogr Syst 4:15–29CrossRef Aspinall RJ, Marcus WA, Boardman JW (2002) Considerations in collecting, processing, and analysing high spatial resolution hyperspectral data for environmental investigations. J Geogr Syst 4:15–29CrossRef
Zurück zum Zitat Atwood DK, Meyer F, Arendt A (2010) Using L-band SAR coherence to delineate glacier extent. Can J Remote Sens 36:S186–S195CrossRef Atwood DK, Meyer F, Arendt A (2010) Using L-band SAR coherence to delineate glacier extent. Can J Remote Sens 36:S186–S195CrossRef
Zurück zum Zitat Azam MF, Wagnon P, Ramanathan A, Vincent C, Sharma P, Arnaud Y, Linda A, Pottakkal JG, Chevallier P, Singh VB (2012) From balance to imbalance: a shift in the dynamic behaviour of Chhota Shigri glacier, western Himalaya, India. J Glaciol 58:315–324CrossRef Azam MF, Wagnon P, Ramanathan A, Vincent C, Sharma P, Arnaud Y, Linda A, Pottakkal JG, Chevallier P, Singh VB (2012) From balance to imbalance: a shift in the dynamic behaviour of Chhota Shigri glacier, western Himalaya, India. J Glaciol 58:315–324CrossRef
Zurück zum Zitat Bajracharya SR, Mool PK, (2007). Melting glaciers in the Himalaya, in: mountain forum secretariat bulletin. pp. 5–6 Bajracharya SR, Mool PK, (2007). Melting glaciers in the Himalaya, in: mountain forum secretariat bulletin. pp. 5–6
Zurück zum Zitat Bajracharya SR, Mool P (2009) Glaciers, glacial lakes and glacial lake outburst floods in the Mount Everest region, Nepal. Ann Glaciol 50:81–86CrossRef Bajracharya SR, Mool P (2009) Glaciers, glacial lakes and glacial lake outburst floods in the Mount Everest region, Nepal. Ann Glaciol 50:81–86CrossRef
Zurück zum Zitat Bajracharya SR, Maharjan SB, Shrestha F (2014a) The status and decadal change of glaciers in Bhutan from the 1980s to 2010 based on satellite data. Ann Glaciol 55:159–166CrossRef Bajracharya SR, Maharjan SB, Shrestha F (2014a) The status and decadal change of glaciers in Bhutan from the 1980s to 2010 based on satellite data. Ann Glaciol 55:159–166CrossRef
Zurück zum Zitat Bajracharya SR, Maharjan SB, Shrestha F, Bajracharya OR, Baidya S (2014b) Glacier status in Nepal and decadal change from 1980 to 2010 based on Landsat data. International Centre for Integrated Mountain Development Bajracharya SR, Maharjan SB, Shrestha F, Bajracharya OR, Baidya S (2014b) Glacier status in Nepal and decadal change from 1980 to 2010 based on Landsat data. International Centre for Integrated Mountain Development
Zurück zum Zitat Barry RG (2006) The status of research on glaciers and global glacier recession: a review. Prog Phys Geogr 30:285–306CrossRef Barry RG (2006) The status of research on glaciers and global glacier recession: a review. Prog Phys Geogr 30:285–306CrossRef
Zurück zum Zitat Berthier E, Arnaud Y, Kumar R, Ahmad S, Wagnon P, Chevallier P (2007) Remote sensing estimates of glacier mass balances in the Himachal Pradesh (Western Himalaya, India). Remote Sens Environ 108:327–338CrossRef Berthier E, Arnaud Y, Kumar R, Ahmad S, Wagnon P, Chevallier P (2007) Remote sensing estimates of glacier mass balances in the Himachal Pradesh (Western Himalaya, India). Remote Sens Environ 108:327–338CrossRef
Zurück zum Zitat Bhutiyani MR, Kale VS, Pawar NJ (2007) Long-term trends in maximum, minimum and mean annual air temperatures across the Northwestern Himalaya during the twentieth century. Clim Chang 85:159–177CrossRef Bhutiyani MR, Kale VS, Pawar NJ (2007) Long-term trends in maximum, minimum and mean annual air temperatures across the Northwestern Himalaya during the twentieth century. Clim Chang 85:159–177CrossRef
Zurück zum Zitat Bhutiyani MR, Kale VS, Pawar NJ (2010) Climate change and the precipitation variations in the northwestern Himalaya: 1866–2006. Int J Climatol 30:535–548 Bhutiyani MR, Kale VS, Pawar NJ (2010) Climate change and the precipitation variations in the northwestern Himalaya: 1866–2006. Int J Climatol 30:535–548
Zurück zum Zitat Bolch T, Kamp U, (2006). Glacier mapping in high mountains using DEMs, Landsat and ASTER data. Grazer Schriften Geogr Raumforsch 41, 37–48 Bolch T, Kamp U, (2006). Glacier mapping in high mountains using DEMs, Landsat and ASTER data. Grazer Schriften Geogr Raumforsch 41, 37–48
Zurück zum Zitat Bolch T, Buchroithner MF, Kunert A, Kamp U, (2007) Automated delineation of debris-covered glaciers based on ASTER data, in: Geoinformation in Europe. Proceedings of the 27th EARSeL Symposium. pp. 4–6 Bolch T, Buchroithner MF, Kunert A, Kamp U, (2007) Automated delineation of debris-covered glaciers based on ASTER data, in: Geoinformation in Europe. Proceedings of the 27th EARSeL Symposium. pp. 4–6
Zurück zum Zitat Bolch T, Kulkarni A, Kääb A, Huggel C, Paul F, Cogley JG, Frey H, Kargel JS, Fujita K, Scheel M (2012) The state and fate of Himalayan glaciers. Science 336:310–314CrossRef Bolch T, Kulkarni A, Kääb A, Huggel C, Paul F, Cogley JG, Frey H, Kargel JS, Fujita K, Scheel M (2012) The state and fate of Himalayan glaciers. Science 336:310–314CrossRef
Zurück zum Zitat Bookhagen B, Burbank DW (2006) Topography, relief, and TRMM-derived rainfall variations along the Himalaya. Geophys Res Lett:33 Bookhagen B, Burbank DW (2006) Topography, relief, and TRMM-derived rainfall variations along the Himalaya. Geophys Res Lett:33
Zurück zum Zitat Change C, (2001) The scientific basis. Intergovernmental panel on climate Change. JT Houghton Ding DJ Griggs Al Change C, (2001) The scientific basis. Intergovernmental panel on climate Change. JT Houghton Ding DJ Griggs Al
Zurück zum Zitat Choi H, Bindschadler R (2004) Cloud detection in Landsat imagery of ice sheets using shadow matching technique and automatic normalized difference snow index threshold value decision. Remote Sens Environ 91:237–242CrossRef Choi H, Bindschadler R (2004) Cloud detection in Landsat imagery of ice sheets using shadow matching technique and automatic normalized difference snow index threshold value decision. Remote Sens Environ 91:237–242CrossRef
Zurück zum Zitat Congalton RG (1991) A review of assessing the accuracy of classifications of remotely sensed data. Remote Sens Environ 37:35–46CrossRef Congalton RG (1991) A review of assessing the accuracy of classifications of remotely sensed data. Remote Sens Environ 37:35–46CrossRef
Zurück zum Zitat Dozier J (1989) Spectral signature of alpine snow cover from the Landsat thematic mapper. Remote Sens Environ 28:9–22CrossRef Dozier J (1989) Spectral signature of alpine snow cover from the Landsat thematic mapper. Remote Sens Environ 28:9–22CrossRef
Zurück zum Zitat Dutt GN (1961) The bara Shigri glacier, Kangra District, East Punjab, India. J Glaciol 3:1007–1015CrossRef Dutt GN (1961) The bara Shigri glacier, Kangra District, East Punjab, India. J Glaciol 3:1007–1015CrossRef
Zurück zum Zitat Forgy EW (1965) Cluster analysis of multivariate data: efficiency versus interpretability of classifications. Biometrics 21:768–769 Forgy EW (1965) Cluster analysis of multivariate data: efficiency versus interpretability of classifications. Biometrics 21:768–769
Zurück zum Zitat Fujita K, Kadota T, Rana B, Kayastha RB, Ageta Y (2001) Shrinkage of glacier AX010 in Shorong region, Nepal Himalayas in the 1990s. Bull Glaciol Res 18:51–54 Fujita K, Kadota T, Rana B, Kayastha RB, Ageta Y (2001) Shrinkage of glacier AX010 in Shorong region, Nepal Himalayas in the 1990s. Bull Glaciol Res 18:51–54
Zurück zum Zitat Gardelle J, Arnaud Y, Berthier E (2011) Contrasted evolution of glacial lakes along the Hindu Kush Himalaya mountain range between 1990 and 2009. Glob Planet Chang 75:47–55CrossRef Gardelle J, Arnaud Y, Berthier E (2011) Contrasted evolution of glacial lakes along the Hindu Kush Himalaya mountain range between 1990 and 2009. Glob Planet Chang 75:47–55CrossRef
Zurück zum Zitat Hall DK, Bayr KJ, Schöner W, Bindschadler RA, Chien JY (2003) Consideration of the errors inherent in mapping historical glacier positions in Austria from the ground and space (1893–2001). Remote Sens Environ 86:566–577CrossRef Hall DK, Bayr KJ, Schöner W, Bindschadler RA, Chien JY (2003) Consideration of the errors inherent in mapping historical glacier positions in Austria from the ground and space (1893–2001). Remote Sens Environ 86:566–577CrossRef
Zurück zum Zitat Hendriks JPM, Pellikka P, (2007) Semi-automatic glacier delineation from Landsat imagery over Hintereisferner in the Austrian Alps. Z Gletscherkunde Glazialgeol 41, 55 Hendriks JPM, Pellikka P, (2007) Semi-automatic glacier delineation from Landsat imagery over Hintereisferner in the Austrian Alps. Z Gletscherkunde Glazialgeol 41, 55
Zurück zum Zitat Hock R, Kootstra D-S, Reijmer C, (2007) Deriving glacier mass balance from accumulation area ratio on Storglaciären, Sweden, in: in glacier mass balance changes and meltwater discharge, IAHS; 318. Citeseer Hock R, Kootstra D-S, Reijmer C, (2007) Deriving glacier mass balance from accumulation area ratio on Storglaciären, Sweden, in: in glacier mass balance changes and meltwater discharge, IAHS; 318. Citeseer
Zurück zum Zitat Kadota T, Seko K, Aoki T, Iwata S, Yamaguchi S (2000) Shrinkage of the Khumbu glacier, East Nepal from 1978 to 1995. IAHS Publ:235–244 Kadota T, Seko K, Aoki T, Iwata S, Yamaguchi S (2000) Shrinkage of the Khumbu glacier, East Nepal from 1978 to 1995. IAHS Publ:235–244
Zurück zum Zitat Keshri AK, Shukla A, Gupta RP (2009) ASTER ratio indices for supraglacial terrain mapping. Int J Remote Sens 30:519–524CrossRef Keshri AK, Shukla A, Gupta RP (2009) ASTER ratio indices for supraglacial terrain mapping. Int J Remote Sens 30:519–524CrossRef
Zurück zum Zitat Kumar S, Dobhal DP (1997) Climatic effects and bedrock control on rapid fluctuations of Chhota Shigri glacier, northwest Himalaya, India. J Glaciol 43:467–472CrossRef Kumar S, Dobhal DP (1997) Climatic effects and bedrock control on rapid fluctuations of Chhota Shigri glacier, northwest Himalaya, India. J Glaciol 43:467–472CrossRef
Zurück zum Zitat Markham BL, Barker JL (1986) Landsat MSS and TM post-calibration dynamic ranges, exoatmospheric reflectances and at-satellite temperatures. EOSAT Landsat Tech Notes 1:3–8 Markham BL, Barker JL (1986) Landsat MSS and TM post-calibration dynamic ranges, exoatmospheric reflectances and at-satellite temperatures. EOSAT Landsat Tech Notes 1:3–8
Zurück zum Zitat Mihalcea C, Mayer C, Diolaiuti G, Lambrecht A, Smiraglia C, Tartari G (2006) Ice ablation and meteorological conditions on the debris-covered area of Baltoro glacier, Karakoram, Pakistan. Ann Glaciol 43:292–300CrossRef Mihalcea C, Mayer C, Diolaiuti G, Lambrecht A, Smiraglia C, Tartari G (2006) Ice ablation and meteorological conditions on the debris-covered area of Baltoro glacier, Karakoram, Pakistan. Ann Glaciol 43:292–300CrossRef
Zurück zum Zitat Mihalcea C, Brock BW, Diolaiuti G, D’Agata C, Citterio M, Kirkbride MP, Cutler MEJ, Smiraglia C (2008) Using ASTER satellite and ground-based surface temperature measurements to derive supraglacial debris cover and thickness patterns on Miage glacier (Mont Blanc massif, Italy). Cold Reg Sci Technol 52:341–354CrossRef Mihalcea C, Brock BW, Diolaiuti G, D’Agata C, Citterio M, Kirkbride MP, Cutler MEJ, Smiraglia C (2008) Using ASTER satellite and ground-based surface temperature measurements to derive supraglacial debris cover and thickness patterns on Miage glacier (Mont Blanc massif, Italy). Cold Reg Sci Technol 52:341–354CrossRef
Zurück zum Zitat Ohashi T, Aghbari Z, Makinouchi A, (2003) Hill-climbing algorithm for efficient color-based image segmentation, in: IASTED International Conference on Signal Processing, Pattern Recognition, and Applications. pp. 17–22 Ohashi T, Aghbari Z, Makinouchi A, (2003) Hill-climbing algorithm for efficient color-based image segmentation, in: IASTED International Conference on Signal Processing, Pattern Recognition, and Applications. pp. 17–22
Zurück zum Zitat Paul F, Huggel C, Kääb A (2004) Mapping of debris-covered glaciers using multispectral and DEM classification techniques. Remote Sens Environ 89:510–518CrossRef Paul F, Huggel C, Kääb A (2004) Mapping of debris-covered glaciers using multispectral and DEM classification techniques. Remote Sens Environ 89:510–518CrossRef
Zurück zum Zitat Racoviteanu AE, Manley WF, Arnaud Y, Williams MW (2007) Evaluating digital elevation models for glaciologic applications: an example from Nevado Coropuna, Peruvian Andes. Glob Planet Chang 59:110–125CrossRef Racoviteanu AE, Manley WF, Arnaud Y, Williams MW (2007) Evaluating digital elevation models for glaciologic applications: an example from Nevado Coropuna, Peruvian Andes. Glob Planet Chang 59:110–125CrossRef
Zurück zum Zitat Ren J, Jing Z, Pu J, Qin X (2006) Glacier variations and climate change in the central Himalaya over the past few decades. Ann Glaciol 43:218–222CrossRef Ren J, Jing Z, Pu J, Qin X (2006) Glacier variations and climate change in the central Himalaya over the past few decades. Ann Glaciol 43:218–222CrossRef
Zurück zum Zitat Salomonson VV, Appel I (2004) Estimating fractional snow cover from MODIS using the normalized difference snow index. Remote Sens Environ 89:351–360CrossRef Salomonson VV, Appel I (2004) Estimating fractional snow cover from MODIS using the normalized difference snow index. Remote Sens Environ 89:351–360CrossRef
Zurück zum Zitat Scherler D, Bookhagen B, Strecker MR (2011) Spatially variable response of Himalayan glaciers to climate change affected by debris cover. Nat Geosci 4:156–159CrossRef Scherler D, Bookhagen B, Strecker MR (2011) Spatially variable response of Himalayan glaciers to climate change affected by debris cover. Nat Geosci 4:156–159CrossRef
Zurück zum Zitat Sharma P, (2015) Mass balance and chemical characteristics of Chhota Shigri Glacier B, Lahaul Spiti Valley, Himachal Pradesh Sharma P, (2015) Mass balance and chemical characteristics of Chhota Shigri Glacier B, Lahaul Spiti Valley, Himachal Pradesh
Zurück zum Zitat Shrestha AB, Agrawal NK, Alfthan B, Bajracharya SR, Maréchal J, Oort B van, (2015) The Himalayan climate and water atlas: impact of climate change on water resources in five of Asia’s Major River basins. Himal. Clim. Water atlas impact Clim. Change water Resour. Five Asias Major River basins Shrestha AB, Agrawal NK, Alfthan B, Bajracharya SR, Maréchal J, Oort B van, (2015) The Himalayan climate and water atlas: impact of climate change on water resources in five of Asia’s Major River basins. Himal. Clim. Water atlas impact Clim. Change water Resour. Five Asias Major River basins
Zurück zum Zitat Shroder JF, Bishop MP, Copland L, Sloan VF (2000) Debris-covered glaciers and rock glaciers in the Nanga Parbat Himalaya, Pakistan. Geogr Ann Ser B 82:17–31CrossRef Shroder JF, Bishop MP, Copland L, Sloan VF (2000) Debris-covered glaciers and rock glaciers in the Nanga Parbat Himalaya, Pakistan. Geogr Ann Ser B 82:17–31CrossRef
Zurück zum Zitat Shukla A, Gupta RP, Arora MK (2009) Estimation of debris cover and its temporal variation using optical satellite sensor data: a case study in Chenab basin, Himalaya. J Glaciol 55:444–452CrossRef Shukla A, Gupta RP, Arora MK (2009) Estimation of debris cover and its temporal variation using optical satellite sensor data: a case study in Chenab basin, Himalaya. J Glaciol 55:444–452CrossRef
Zurück zum Zitat Shukla A, Arora MK, Gupta RP (2010) Synergistic approach for mapping debris-covered glaciers using optical–thermal remote sensing data with inputs from geomorphometric parameters. Remote Sens Environ 114:1378–1387CrossRef Shukla A, Arora MK, Gupta RP (2010) Synergistic approach for mapping debris-covered glaciers using optical–thermal remote sensing data with inputs from geomorphometric parameters. Remote Sens Environ 114:1378–1387CrossRef
Zurück zum Zitat Silverio W, Jaquet J-M (2005) Glacial cover mapping (1987–1996) of the cordillera Blanca (Peru) using satellite imagery. Remote Sens Environ 95:342–350CrossRef Silverio W, Jaquet J-M (2005) Glacial cover mapping (1987–1996) of the cordillera Blanca (Peru) using satellite imagery. Remote Sens Environ 95:342–350CrossRef
Zurück zum Zitat Singh P, Jain SK, Kumar N (1997) Estimation of snow and glacier-melt contribution to the Chenab River, Western Himalaya. Mt Res Dev 17:49–56CrossRef Singh P, Jain SK, Kumar N (1997) Estimation of snow and glacier-melt contribution to the Chenab River, Western Himalaya. Mt Res Dev 17:49–56CrossRef
Zurück zum Zitat Solorza R (2012) Literature review of glaciers monitoring from remote sensing techniques Solorza R (2012) Literature review of glaciers monitoring from remote sensing techniques
Zurück zum Zitat Taschner S, Ranzi R, (2002) Comparing the opportunities of Landsat-TM and Aster data for monitoring a debris covered glacier in the Italian Alps within the GLIMS project, in: geoscience and remote sensing symposium, 2002. IGARSS’02. 2002 IEEE International. IEEE, pp. 1044–1046 Taschner S, Ranzi R, (2002) Comparing the opportunities of Landsat-TM and Aster data for monitoring a debris covered glacier in the Italian Alps within the GLIMS project, in: geoscience and remote sensing symposium, 2002. IGARSS’02. 2002 IEEE International. IEEE, pp. 1044–1046
Zurück zum Zitat UNEP W (2008) Global glacier changes: facts and figures. UNEPWGMS, Geneva UNEP W (2008) Global glacier changes: facts and figures. UNEPWGMS, Geneva
Zurück zum Zitat Vikhamar D, Solberg R (2003) Snow-cover mapping in forests by constrained linear spectral unmixing of MODIS data. Remote Sens Environ 88:309–323CrossRef Vikhamar D, Solberg R (2003) Snow-cover mapping in forests by constrained linear spectral unmixing of MODIS data. Remote Sens Environ 88:309–323CrossRef
Zurück zum Zitat Wagnon P, Linda A, Arnaud Y, Kumar R, Sharma P, Vincent C, Pottakkal JG, Berthier E, Ramanathan A, Hasnain SI (2007) Four years of mass balance on Chhota Shigri glacier, Himachal Pradesh, India, a new benchmark glacier in the western Himalaya. J Glaciol 53:603–611CrossRef Wagnon P, Linda A, Arnaud Y, Kumar R, Sharma P, Vincent C, Pottakkal JG, Berthier E, Ramanathan A, Hasnain SI (2007) Four years of mass balance on Chhota Shigri glacier, Himachal Pradesh, India, a new benchmark glacier in the western Himalaya. J Glaciol 53:603–611CrossRef
Zurück zum Zitat Williams RS (1986) Glacier inventories of Iceland: evaluation and use of sources of data. Ann Glaciol 8:184–191CrossRef Williams RS (1986) Glacier inventories of Iceland: evaluation and use of sources of data. Ann Glaciol 8:184–191CrossRef
Metadaten
Titel
Mapping and monitoring of glacier areal changes using multispectral and elevation data: A case study over Chhota-Shigri glacier
verfasst von
Akansha Patel
Richa Prajapati
Jaydeo K. Dharpure
Sneh Mani
Dhirendra Chauhan
Publikationsdatum
16.07.2019
Verlag
Springer Berlin Heidelberg
Erschienen in
Earth Science Informatics / Ausgabe 4/2019
Print ISSN: 1865-0473
Elektronische ISSN: 1865-0481
DOI
https://doi.org/10.1007/s12145-019-00388-x

Weitere Artikel der Ausgabe 4/2019

Earth Science Informatics 4/2019 Zur Ausgabe

Premium Partner