---
_id: '12646'
abstract:
- lang: eng
  text: Assessment of water resources from remote mountainous catchments plays a crucial
    role for the development of rural areas in or in the vicinity of mountain ranges.
    The scarcity of data, however, prevents the application of standard approaches
    that are based on data-driven models. The Hindu Kush–Karakoram–Himalaya mountain
    range is a crucial area in terms of water resources, but our understanding of
    the response of its high-elevation catchments to a changing climate is hindered
    by lack of hydro-meteorological and cryospheric data. Hydrological modeling is
    challenging here because internal inconsistencies—such as an underestimation of
    precipitation input that can be compensated for by an overestimation of meltwater—might
    be hidden due to the complexity of feedback mechanisms that govern melt and runoff
    generation in such basins. Data scarcity adds to this difficulty by preventing
    the application of systematic calibration procedures that would allow identification
    of the parameter set that could guarantee internal consistency in the simulation
    of the single hydrological components. In this work, we use simulations from the
    Hunza River Basin in the Karakoram region obtained with the hydrological model
    TOPKAPI to quantify the predictive power of discharge and snow-cover data sets,
    as well as the combination of both. We also show that short-term measurements
    of meteorological variables such as radiative fluxes, wind speed, relative humidity,
    and air temperature from glacio-meteorological experiments are crucial for a correct
    parameterization of surface melt processes. They enable detailed simulations of
    the energy fluxes governing glacier–atmosphere interaction and the resulting ablation
    through energy-balance modeling. These simulations are used to derive calibrated
    parameters for the simplified snow and glacier routines in TOPKAPI. We demonstrate
    that such parameters are stable in space and time in similar climatic regions,
    thus reducing the number of parameters requiring calibration.
article_processing_charge: No
article_type: original
author:
- first_name: Francesca
  full_name: Pellicciotti, Francesca
  id: b28f055a-81ea-11ed-b70c-a9fe7f7b0e70
  last_name: Pellicciotti
- first_name: Cyrill
  full_name: Buergi, Cyrill
  last_name: Buergi
- first_name: Walter Willem
  full_name: Immerzeel, Walter Willem
  last_name: Immerzeel
- first_name: Markus
  full_name: Konz, Markus
  last_name: Konz
- first_name: Arun B.
  full_name: Shrestha, Arun B.
  last_name: Shrestha
citation:
  ama: 'Pellicciotti F, Buergi C, Immerzeel WW, Konz M, Shrestha AB. Challenges and
    uncertainties in hydrological modeling of remote Hindu Kush–Karakoram–Himalayan
    (HKH) basins: Suggestions for calibration strategies. <i>Mountain Research and
    Development</i>. 2012;32(1):39-50. doi:<a href="https://doi.org/10.1659/mrd-journal-d-11-00092.1">10.1659/mrd-journal-d-11-00092.1</a>'
  apa: 'Pellicciotti, F., Buergi, C., Immerzeel, W. W., Konz, M., &#38; Shrestha,
    A. B. (2012). Challenges and uncertainties in hydrological modeling of remote
    Hindu Kush–Karakoram–Himalayan (HKH) basins: Suggestions for calibration strategies.
    <i>Mountain Research and Development</i>. International Mountain Society. <a href="https://doi.org/10.1659/mrd-journal-d-11-00092.1">https://doi.org/10.1659/mrd-journal-d-11-00092.1</a>'
  chicago: 'Pellicciotti, Francesca, Cyrill Buergi, Walter Willem Immerzeel, Markus
    Konz, and Arun B. Shrestha. “Challenges and Uncertainties in Hydrological Modeling
    of Remote Hindu Kush–Karakoram–Himalayan (HKH) Basins: Suggestions for Calibration
    Strategies.” <i>Mountain Research and Development</i>. International Mountain
    Society, 2012. <a href="https://doi.org/10.1659/mrd-journal-d-11-00092.1">https://doi.org/10.1659/mrd-journal-d-11-00092.1</a>.'
  ieee: 'F. Pellicciotti, C. Buergi, W. W. Immerzeel, M. Konz, and A. B. Shrestha,
    “Challenges and uncertainties in hydrological modeling of remote Hindu Kush–Karakoram–Himalayan
    (HKH) basins: Suggestions for calibration strategies,” <i>Mountain Research and
    Development</i>, vol. 32, no. 1. International Mountain Society, pp. 39–50, 2012.'
  ista: 'Pellicciotti F, Buergi C, Immerzeel WW, Konz M, Shrestha AB. 2012. Challenges
    and uncertainties in hydrological modeling of remote Hindu Kush–Karakoram–Himalayan
    (HKH) basins: Suggestions for calibration strategies. Mountain Research and Development.
    32(1), 39–50.'
  mla: 'Pellicciotti, Francesca, et al. “Challenges and Uncertainties in Hydrological
    Modeling of Remote Hindu Kush–Karakoram–Himalayan (HKH) Basins: Suggestions for
    Calibration Strategies.” <i>Mountain Research and Development</i>, vol. 32, no.
    1, International Mountain Society, 2012, pp. 39–50, doi:<a href="https://doi.org/10.1659/mrd-journal-d-11-00092.1">10.1659/mrd-journal-d-11-00092.1</a>.'
  short: F. Pellicciotti, C. Buergi, W.W. Immerzeel, M. Konz, A.B. Shrestha, Mountain
    Research and Development 32 (2012) 39–50.
date_created: 2023-02-20T08:17:47Z
date_published: 2012-02-01T00:00:00Z
date_updated: 2023-02-21T09:31:54Z
day: '01'
doi: 10.1659/mrd-journal-d-11-00092.1
extern: '1'
intvolume: '        32'
issue: '1'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.1659/MRD-JOURNAL-D-11-00092.1
month: '02'
oa: 1
oa_version: Published Version
page: 39-50
publication: Mountain Research and Development
publication_identifier:
  eissn:
  - 1994-7151
  issn:
  - 0276-4741
publication_status: published
publisher: International Mountain Society
quality_controlled: '1'
scopus_import: '1'
status: public
title: 'Challenges and uncertainties in hydrological modeling of remote Hindu Kush–Karakoram–Himalayan
  (HKH) basins: Suggestions for calibration strategies'
type: journal_article
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 32
year: '2012'
...
---
_id: '12647'
abstract:
- lang: eng
  text: Accurate quantification of the spatial distribution of precipitation in mountain
    regions is crucial for assessments of water resources and for the understanding
    of high-altitude hydrology, yet it is one of the largest unknowns due to the lack
    of high-altitude observations. The Hunza basin in Pakistan contains very large
    glacier systems, which, given the melt, cannot persist unless precipitation (snow
    input) is much higher than what is observed at the meteorological stations, mostly
    located in mountain valleys. Several studies, therefore, suggest strong positive
    vertical precipitation lapse rates; in the present study, we quantify this lapse
    rate by using glaciers as a proxy. We assume a neutral mass balance for the glaciers
    for the period from 2001 to 2003, and we inversely model the precipitation lapse
    by balancing the total accumulation in the catchment area and the ablation over
    the glacier area for the 50 largest glacier systems in the Hunza basin in the
    Karakoram. Our results reveal a vertical precipitation lapse rate that equals
    0.21 ± 0.12% m−1, with a maximum precipitation at an elevation of 5500 masl. We
    showed that the total annual basin precipitation (828 mm) is 260% higher than
    what is estimated based on interpolated observations (319 mm); this has major
    consequences for hydrological modeling and water resource assessments in general.
    Our results were validated by using previously published studies on individual
    glaciers as well as the water balance of the Hunza basin. The approach is more
    widely applicable in mountain ranges where precipitation measurements at high
    altitude are lacking.
article_processing_charge: No
article_type: original
author:
- first_name: Walter Willem
  full_name: Immerzeel, Walter Willem
  last_name: Immerzeel
- first_name: Francesca
  full_name: Pellicciotti, Francesca
  id: b28f055a-81ea-11ed-b70c-a9fe7f7b0e70
  last_name: Pellicciotti
- first_name: Arun B.
  full_name: Shrestha, Arun B.
  last_name: Shrestha
citation:
  ama: Immerzeel WW, Pellicciotti F, Shrestha AB. Glaciers as a proxy to quantify
    the spatial distribution of precipitation in the Hunza basin. <i>Mountain Research
    and Development</i>. 2012;32(1):30-38. doi:<a href="https://doi.org/10.1659/mrd-journal-d-11-00097.1">10.1659/mrd-journal-d-11-00097.1</a>
  apa: Immerzeel, W. W., Pellicciotti, F., &#38; Shrestha, A. B. (2012). Glaciers
    as a proxy to quantify the spatial distribution of precipitation in the Hunza
    basin. <i>Mountain Research and Development</i>. International Mountain Society.
    <a href="https://doi.org/10.1659/mrd-journal-d-11-00097.1">https://doi.org/10.1659/mrd-journal-d-11-00097.1</a>
  chicago: Immerzeel, Walter Willem, Francesca Pellicciotti, and Arun B. Shrestha.
    “Glaciers as a Proxy to Quantify the Spatial Distribution of Precipitation in
    the Hunza Basin.” <i>Mountain Research and Development</i>. International Mountain
    Society, 2012. <a href="https://doi.org/10.1659/mrd-journal-d-11-00097.1">https://doi.org/10.1659/mrd-journal-d-11-00097.1</a>.
  ieee: W. W. Immerzeel, F. Pellicciotti, and A. B. Shrestha, “Glaciers as a proxy
    to quantify the spatial distribution of precipitation in the Hunza basin,” <i>Mountain
    Research and Development</i>, vol. 32, no. 1. International Mountain Society,
    pp. 30–38, 2012.
  ista: Immerzeel WW, Pellicciotti F, Shrestha AB. 2012. Glaciers as a proxy to quantify
    the spatial distribution of precipitation in the Hunza basin. Mountain Research
    and Development. 32(1), 30–38.
  mla: Immerzeel, Walter Willem, et al. “Glaciers as a Proxy to Quantify the Spatial
    Distribution of Precipitation in the Hunza Basin.” <i>Mountain Research and Development</i>,
    vol. 32, no. 1, International Mountain Society, 2012, pp. 30–38, doi:<a href="https://doi.org/10.1659/mrd-journal-d-11-00097.1">10.1659/mrd-journal-d-11-00097.1</a>.
  short: W.W. Immerzeel, F. Pellicciotti, A.B. Shrestha, Mountain Research and Development
    32 (2012) 30–38.
date_created: 2023-02-20T08:17:52Z
date_published: 2012-02-01T00:00:00Z
date_updated: 2023-02-21T08:56:29Z
day: '01'
doi: 10.1659/mrd-journal-d-11-00097.1
extern: '1'
intvolume: '        32'
issue: '1'
keyword:
- General Environmental Science
- Development
- Environmental Chemistry
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.1659/MRD-JOURNAL-D-11-00097.1
month: '02'
oa: 1
oa_version: Published Version
page: 30-38
publication: Mountain Research and Development
publication_identifier:
  eissn:
  - 1994-7151
  issn:
  - 0276-4741
publication_status: published
publisher: International Mountain Society
quality_controlled: '1'
scopus_import: '1'
status: public
title: Glaciers as a proxy to quantify the spatial distribution of precipitation in
  the Hunza basin
type: journal_article
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 32
year: '2012'
...
