A Comparative Study of Methods for Estimating the Thickness of Glacial Debris: A Case Study of the Koxkar Glacier in the Tian Shan Mountains

The local or overall mass balance of a glacier is significantly influenced by the spatial heterogeneity of its overlying debris thickness. Accurately estimating the debris thickness of glaciers is essential for understanding their hydrological processes and the impact of climate change. This study f...

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Published inRemote sensing (Basel, Switzerland) Vol. 16; no. 23; p. 4356
Main Authors Liu, Jun, Qin, Yan, Han, Haidong, Zhao, Qiudong, Liu, Yongqiang
Format Journal Article
LanguageEnglish
Published Basel MDPI AG 01.12.2024
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ISSN2072-4292
2072-4292
DOI10.3390/rs16234356

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Abstract The local or overall mass balance of a glacier is significantly influenced by the spatial heterogeneity of its overlying debris thickness. Accurately estimating the debris thickness of glaciers is essential for understanding their hydrological processes and the impact of climate change. This study focuses on the Koxkar Glacier in the Tian Shan Mountains, using debris thickness data to compare the accuracy of three commonly used approaches for estimating the spatial distribution of debris thickness. The three measurement approaches include two empirical relationships between the land surface temperature (LST) and debris thickness approaches, empirical relationship approach 1 and empirical relationship approach 2, and the energy balance of debris approach. The analysis also explores the potential influence of topographic factors on the debris distribution. By incorporating temperature data from the debris profiles, this study examines the applicability of each approach and identifies areas for possible improvement. The results indicate that (1) all three debris thickness estimation approaches effectively capture the distribution characteristics of glacial debris, although empirical relationship approach 2 outperforms the others in describing the spatial patterns; (2) the accuracy of each approach varies depending on the debris thickness, with the energy balance of debris approach being most accurate for debris less than 50 cm thick, while empirical relationship approach 1 performs better for debris thicker than 50 cm and empirical relationship approach 2 demonstrates the highest overall accuracy; and (3) topographic factors, particularly the elevation, significantly influence the accuracy of debris thickness estimates. Furthermore, the empirical relationships between the LST and debris thickness require field data and focus solely on the surface temperature, neglecting other influencing factors. The energy balance of debris approach is constrained by its linear assumption of the temperature profile, which is only valid within a specific range of debris thickness; beyond this range, it significantly underestimates the values. These findings provide evidence-based support for improving remote-sensing methods for debris thickness estimation.
AbstractList The local or overall mass balance of a glacier is significantly influenced by the spatial heterogeneity of its overlying debris thickness. Accurately estimating the debris thickness of glaciers is essential for understanding their hydrological processes and the impact of climate change. This study focuses on the Koxkar Glacier in the Tian Shan Mountains, using debris thickness data to compare the accuracy of three commonly used approaches for estimating the spatial distribution of debris thickness. The three measurement approaches include two empirical relationships between the land surface temperature (LST) and debris thickness approaches, empirical relationship approach 1 and empirical relationship approach 2, and the energy balance of debris approach. The analysis also explores the potential influence of topographic factors on the debris distribution. By incorporating temperature data from the debris profiles, this study examines the applicability of each approach and identifies areas for possible improvement. The results indicate that (1) all three debris thickness estimation approaches effectively capture the distribution characteristics of glacial debris, although empirical relationship approach 2 outperforms the others in describing the spatial patterns; (2) the accuracy of each approach varies depending on the debris thickness, with the energy balance of debris approach being most accurate for debris less than 50 cm thick, while empirical relationship approach 1 performs better for debris thicker than 50 cm and empirical relationship approach 2 demonstrates the highest overall accuracy; and (3) topographic factors, particularly the elevation, significantly influence the accuracy of debris thickness estimates. Furthermore, the empirical relationships between the LST and debris thickness require field data and focus solely on the surface temperature, neglecting other influencing factors. The energy balance of debris approach is constrained by its linear assumption of the temperature profile, which is only valid within a specific range of debris thickness; beyond this range, it significantly underestimates the values. These findings provide evidence-based support for improving remote-sensing methods for debris thickness estimation.
Audience Academic
Author Han, Haidong
Zhao, Qiudong
Qin, Yan
Liu, Jun
Liu, Yongqiang
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Cites_doi 10.1175/2009JAMC2167.1
10.1016/j.geomorph.2020.107092
10.1017/jog.2022.67
10.1029/2018GL080158
10.1029/2022GL099049
10.1029/2012JD017795
10.1016/j.rse.2004.02.003
10.1029/2003JD004359
10.5194/tc-9-1617-2015
10.1016/0034-4257(82)90043-8
10.5194/tc-8-1317-2014
10.1017/jog.2022.116
10.3189/002214311798843331
10.1017/jog.2019.22
10.2166/nh.1983.0016
10.1016/j.geomorph.2017.08.012
10.5194/tc-15-265-2021
10.3389/feart.2021.657440
10.1002/esp.3299
10.1002/2016JF004102
10.1029/2009JD011705
10.1016/j.coldregions.2007.03.004
10.1038/nature23878
10.1016/j.rse.2017.12.028
10.1016/j.scitotenv.2016.05.138
10.1029/2003JD003973
10.1016/j.geomorph.2023.108686
10.1016/j.rse.2019.111267
10.5194/hess-18-2679-2014
10.3189/172756408784700680
10.1016/S1040-6182(99)00034-8
10.3389/feart.2019.00331
10.1029/2017JF004395
10.1029/2020GL091311
10.5194/tc-12-1195-2018
10.3189/172756506781828584
10.1038/s43247-022-00588-2
10.1016/j.earscirev.2012.03.008
10.1038/s41561-020-0615-0
10.1029/2009JD013224
10.3189/2012JoG11J194
10.5194/tc-6-367-2012
10.1017/jog.2020.111
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References Han (ref_33) 2005; 1
Soncini (ref_39) 2016; 565
Sobrino (ref_37) 2004; 90
Reid (ref_17) 2012; 117
Li (ref_35) 2021; 43
ref_13
Delaney (ref_1) 2022; 49
Huang (ref_18) 2018; 206
Stewart (ref_28) 2021; 67
Wang (ref_48) 2014; 33
ref_52
Nicholson (ref_2) 2006; 52
Chang (ref_38) 2016; 31
Harrison (ref_15) 2018; 12
Strasser (ref_43) 2004; 109
Benn (ref_25) 2012; 114
Rounce (ref_40) 2021; 48
Fujita (ref_55) 2014; 18
Scherler (ref_3) 2018; 45
Benn (ref_9) 2000; 65/66
McCarthy (ref_16) 2022; 3
Rounce (ref_42) 2014; 8
Nicholson (ref_14) 2013; 38
Foster (ref_41) 2012; 58
Herreid (ref_4) 2020; 13
Kraaijenbrink (ref_11) 2017; 549
Brock (ref_44) 2010; 115
Collier (ref_7) 2015; 9
Zhang (ref_54) 2017; 729
Sun (ref_47) 2024; 41
Guo (ref_57) 2020; 39
Zhang (ref_29) 2011; 57
Favier (ref_45) 2004; 109
Ferguson (ref_10) 2020; 357
Artis (ref_36) 1982; 12
ref_32
Moore (ref_49) 1983; 14
(ref_5) 1959; 41
Liu (ref_31) 2015; 70
Ding (ref_34) 2014; 36
Mihalcea (ref_21) 2008; 52
Hock (ref_12) 2019; 65
Bisset (ref_27) 2023; 69
McKenzie (ref_23) 2023; 69
Brenning (ref_22) 2012; 6
Rounce (ref_26) 2018; 123
Pratap (ref_19) 2023; 431
Mihalcea (ref_24) 2008; 48
Huang (ref_20) 2017; 122
Gibson (ref_51) 2017; 295
Suzuki (ref_56) 2007; 24
Mattson (ref_6) 1993; 218
Yang (ref_46) 2009; 48
Schuenemann (ref_50) 2009; 114
Zhang (ref_30) 2005; 3
Wu (ref_53) 2019; 231
Anderson (ref_8) 2021; 15
References_xml – volume: 48
  start-page: 2474
  year: 2009
  ident: ref_46
  article-title: Method Development for Estimating Sensible Heat Flux over the Tibetan Plateau from CMA Data
  publication-title: J. Appl. Meteorol. Climatol.
  doi: 10.1175/2009JAMC2167.1
– volume: 357
  start-page: 107092
  year: 2020
  ident: ref_10
  article-title: On the Influence of Debris Cover on Glacier Morphology: How High-Relief Structures Evolve from Smooth Surfaces
  publication-title: Geomorphology
  doi: 10.1016/j.geomorph.2020.107092
– ident: ref_32
– volume: 69
  start-page: 353
  year: 2023
  ident: ref_23
  article-title: Using Ground-Based Thermal Imagery to Estimate Debris Thickness over Glacial Ice: Fieldwork Considerations to Improve the Effectiveness
  publication-title: J. Glaciol.
  doi: 10.1017/jog.2022.67
– volume: 45
  start-page: 11798
  year: 2018
  ident: ref_3
  article-title: Global Assessment of Supraglacial Debris-Cover Extents
  publication-title: Geophys. Res. Lett.
  doi: 10.1029/2018GL080158
– volume: 729
  start-page: 1606
  year: 2017
  ident: ref_54
  article-title: Research progress on debris thickness estimation and its effect on debris-covered glaciers in western China
  publication-title: Acta Geogr. Sin.
– volume: 49
  start-page: e2022GL099049
  year: 2022
  ident: ref_1
  article-title: Debris Cover Limits Subglacial Erosion and Promotes Till Accumulation
  publication-title: Geophys. Res. Lett.
  doi: 10.1029/2022GL099049
– volume: 117
  start-page: D18105
  year: 2012
  ident: ref_17
  article-title: Including Debris Cover Effects in a Distributed Model of Glacier Ablation
  publication-title: J. Geophys. Res. Atmospheres
  doi: 10.1029/2012JD017795
– volume: 90
  start-page: 434
  year: 2004
  ident: ref_37
  article-title: Land Surface Temperature Retrieval from LANDSAT TM 5
  publication-title: Remote Sens. Environ.
  doi: 10.1016/j.rse.2004.02.003
– volume: 109
  start-page: D18105
  year: 2004
  ident: ref_45
  article-title: One-Year Measurements of Surface Heat Budget on the Ablation Zone of Antizana Glacier 15, Ecuadorian Andes
  publication-title: J. Geophys. Res. Atmospheres
  doi: 10.1029/2003JD004359
– volume: 9
  start-page: 1617
  year: 2015
  ident: ref_7
  article-title: Impact of Debris Cover on Glacier Ablation and Atmosphere–Glacier Feedbacks in the Karakoram
  publication-title: Cryosphere
  doi: 10.5194/tc-9-1617-2015
– volume: 12
  start-page: 313
  year: 1982
  ident: ref_36
  article-title: Survey of Emissivity Variability in Thermography of Urban Areas
  publication-title: Remote Sens. Environ.
  doi: 10.1016/0034-4257(82)90043-8
– volume: 8
  start-page: 1317
  year: 2014
  ident: ref_42
  article-title: Debris Thickness of Glaciers in the Everest Area (Nepal Himalaya) Derived from Satellite Imagery Using a Nonlinear Energy Balance Model
  publication-title: Cryosphere
  doi: 10.5194/tc-8-1317-2014
– volume: 41
  start-page: 228
  year: 1959
  ident: ref_5
  article-title: Ice Melting under a Thin Layer of Moraine, and the Existence of Ice Cores in Moraine Ridges
  publication-title: Geogr. Ann.
– volume: 69
  start-page: 981
  year: 2023
  ident: ref_27
  article-title: Using Thermal UAV Imagery to Model Distributed Debris Thicknesses and Sub-Debris Melt Rates on Debris-Covered Glaciers
  publication-title: J. Glaciol.
  doi: 10.1017/jog.2022.116
– volume: 57
  start-page: 1147
  year: 2011
  ident: ref_29
  article-title: Distribution of Debris Thickness and Its Effect on Ice Melt at Hailuogou Glacier, Southeastern Tibetan Plateau, Using in Situ Surveys and ASTER Imagery
  publication-title: J. Glaciol.
  doi: 10.3189/002214311798843331
– volume: 65
  start-page: 453
  year: 2019
  ident: ref_12
  article-title: GlacierMIP—A Model Intercomparison of Global-Scale Glacier Mass-Balance Models and Projections
  publication-title: J. Glaciol.
  doi: 10.1017/jog.2019.22
– volume: 14
  start-page: 193
  year: 1983
  ident: ref_49
  article-title: On the Use of Bulk Aerodynamic Formulae Over Melting Snow
  publication-title: Hydrol. Res.
  doi: 10.2166/nh.1983.0016
– volume: 295
  start-page: 572
  year: 2017
  ident: ref_51
  article-title: Temporal Variations in Supraglacial Debris Distribution on Baltoro Glacier, Karakoram between 2001 and 2012
  publication-title: Geomorphology
  doi: 10.1016/j.geomorph.2017.08.012
– volume: 15
  start-page: 265
  year: 2021
  ident: ref_8
  article-title: Debris Cover and the Thinning of Kennicott Glacier, Alaska: In Situ Measurements, Automated Ice Cliff Delineation and Distributed Melt Estimates
  publication-title: Cryosphere
  doi: 10.5194/tc-15-265-2021
– ident: ref_52
  doi: 10.3389/feart.2021.657440
– volume: 38
  start-page: 490
  year: 2013
  ident: ref_14
  article-title: Properties of Natural Supraglacial Debris in Relation to Modelling Sub-Debris Ice Ablation
  publication-title: Earth Surf. Process. Landf.
  doi: 10.1002/esp.3299
– volume: 122
  start-page: 925
  year: 2017
  ident: ref_20
  article-title: Estimation of Supraglacial Debris Thickness Using a Novel Target Decomposition on L-Band Polarimetric SAR Images in the Tianshan Mountains
  publication-title: J. Geophys. Res. Earth Surf.
  doi: 10.1002/2016JF004102
– volume: 114
  start-page: D20113
  year: 2009
  ident: ref_50
  article-title: Changes in Synoptic Weather Patterns and Greenland Precipitation in the 20th and 21st Centuries: 1. Evaluation of Late 20th Century Simulations from IPCC Models
  publication-title: J. Geophys. Res. Atmospheres
  doi: 10.1029/2009JD011705
– volume: 33
  start-page: 762
  year: 2014
  ident: ref_48
  article-title: Analysis of aerodynamic roughness of the debris-covered Keqicar glacier
  publication-title: Plateau Meteorol.
– volume: 36
  start-page: 20
  year: 2014
  ident: ref_34
  article-title: Study of the ice tongue ablation features of a large glacier in the south slopes of the Mt. Tuomuer in the Tianshan Mountains
  publication-title: J. Glaciol. Geocryol.
– volume: 31
  start-page: 122
  year: 2016
  ident: ref_38
  article-title: Comparison Study on Land Surface Temperature Retrieval on Alpine Mountainous Cold Regions: A Case Study of the Reach of Shule River Basin
  publication-title: Remote Sens. Inf.
– volume: 52
  start-page: 341
  year: 2008
  ident: ref_21
  article-title: Using ASTER Satellite and Ground-Based Surface Temperature Measurements to Derive Supraglacial Debris Cover and Thickness Patterns on Miage Glacier (Mont Blanc Massif, Italy)
  publication-title: Cold Reg. Sci. Technol.
  doi: 10.1016/j.coldregions.2007.03.004
– volume: 1
  start-page: 88
  year: 2005
  ident: ref_33
  article-title: Estimati on and Analysis of Heat Balance Parameters in the Ablati on Season of Debris-Covered Kerqikaer Glacier, Tianshan Mountains
  publication-title: J. Glaciol. Geocryol.
– volume: 218
  start-page: 289
  year: 1993
  ident: ref_6
  article-title: Ablation on Debris Covered Glaciers: An Example from the Rakhiot Glacier, Punjab, Himalaya
  publication-title: Snow Glacier Hydrol.
– volume: 549
  start-page: 257
  year: 2017
  ident: ref_11
  article-title: Impact of a Global Temperature Rise of 1.5 Degrees Celsius on Asia’s Glaciers
  publication-title: Nature
  doi: 10.1038/nature23878
– volume: 24
  start-page: 13
  year: 2007
  ident: ref_56
  article-title: Spatial Distribution of Thermal Properties on Debris-Covered Glaciers in the Himalayas Derived from ASTER Data
  publication-title: Bull. Glaciol. Res.
– volume: 41
  start-page: 36
  year: 2024
  ident: ref_47
  article-title: Temporal and spatial variations in multi-year surface sensible heat flux in Qinghai Province
  publication-title: Arid. Zone Res.
– volume: 206
  start-page: 63
  year: 2018
  ident: ref_18
  article-title: Analysis of Thickness Changes and the Associated Driving Factors on a Debris-Covered Glacier in the Tienshan Mountain
  publication-title: Remote Sens. Environ.
  doi: 10.1016/j.rse.2017.12.028
– volume: 565
  start-page: 1084
  year: 2016
  ident: ref_39
  article-title: Future Hydrological Regimes and Glacier Cover in the Everest Region: The Case Study of the Upper Dudh Koshi Basin
  publication-title: Sci. Total Environ.
  doi: 10.1016/j.scitotenv.2016.05.138
– volume: 109
  start-page: D03103
  year: 2004
  ident: ref_43
  article-title: Spatial and Temporal Variability of Meteorological Variables at Haut Glacier d’Arolla (Switzerland) during the Ablation Season 2001: Measurements and Simulations
  publication-title: J. Geophys. Res. Atmospheres
  doi: 10.1029/2003JD003973
– volume: 70
  start-page: 3
  year: 2015
  ident: ref_31
  article-title: The contemporary glaciers in China based on the Second Chinese Glacier Inventory
  publication-title: Acta Geogr. Sin.
– volume: 431
  start-page: 108686
  year: 2023
  ident: ref_19
  article-title: Differential Surface Melting of a Debris-Covered Glacier and Its Geomorphological Control—A Case Study from Batal Glacier, Western Himalaya
  publication-title: Geomorphology
  doi: 10.1016/j.geomorph.2023.108686
– volume: 231
  start-page: 111267
  year: 2019
  ident: ref_53
  article-title: The Effect of Thermal Radiation from Surrounding Terrain on Glacier Surface Temperatures Retrieved from Remote Sensing Data: A Case Study from Qiyi Glacier, China
  publication-title: Remote Sens. Environ.
  doi: 10.1016/j.rse.2019.111267
– volume: 3
  start-page: 337
  year: 2005
  ident: ref_30
  article-title: Study of the Positive Degree-day Factors on the Koxkar Baqi Glaci er on the South Slope of Tianshan Mountains
  publication-title: J. Glaciol. Geocryol.
– volume: 18
  start-page: 2679
  year: 2014
  ident: ref_55
  article-title: Modelling Runoff from a Himalayan Debris-Covered Glacier
  publication-title: Hydrol. Earth Syst. Sci.
  doi: 10.5194/hess-18-2679-2014
– volume: 48
  start-page: 49
  year: 2008
  ident: ref_24
  article-title: Spatial Distribution of Debris Thickness and Melting from Remote-Sensing and Meteorological Data, at Debris-Covered Baltoro Glacier, Karakoram, Pakistan
  publication-title: Ann. Glaciol.
  doi: 10.3189/172756408784700680
– volume: 65/66
  start-page: 15
  year: 2000
  ident: ref_9
  article-title: Mass Balance and Equilibrium-Line Altitudes of Glaciers in High-Mountain Environments
  publication-title: Quat. Int.
  doi: 10.1016/S1040-6182(99)00034-8
– ident: ref_13
  doi: 10.3389/feart.2019.00331
– volume: 123
  start-page: 1094
  year: 2018
  ident: ref_26
  article-title: Quantifying Debris Thickness of Debris-Covered Glaciers in the Everest Region of Nepal Through Inversion of a Subdebris Melt Model
  publication-title: J. Geophys. Res. Earth Surf.
  doi: 10.1029/2017JF004395
– volume: 48
  start-page: e2020GL091311
  year: 2021
  ident: ref_40
  article-title: Distributed Global Debris Thickness Estimates Reveal Debris Significantly Impacts Glacier Mass Balance
  publication-title: Geophys. Res. Lett.
  doi: 10.1029/2020GL091311
– volume: 12
  start-page: 1195
  year: 2018
  ident: ref_15
  article-title: Climate Change and the Global Pattern of Moraine-Dammed Glacial Lake Outburst Floods
  publication-title: Cryosphere
  doi: 10.5194/tc-12-1195-2018
– volume: 43
  start-page: 1018
  year: 2021
  ident: ref_35
  article-title: Research on the changes of the Urumqi Glacier No. 1, Tianshan Mountains based on multisource remote sensing data
  publication-title: J. Glaciol. Geocryol.
– volume: 52
  start-page: 463
  year: 2006
  ident: ref_2
  article-title: Calculating Ice Melt beneath a Debris Layer Using Meteorological Data
  publication-title: J. Glaciol.
  doi: 10.3189/172756506781828584
– volume: 3
  start-page: 269
  year: 2022
  ident: ref_16
  article-title: Supraglacial Debris Thickness and Supply Rate in High-Mountain Asia
  publication-title: Commun. Earth Environ.
  doi: 10.1038/s43247-022-00588-2
– volume: 114
  start-page: 156
  year: 2012
  ident: ref_25
  article-title: Response of Debris-Covered Glaciers in the Mount Everest Region to Recent Warming, and Implications for Outburst Flood Hazards
  publication-title: Earth-Sci. Rev.
  doi: 10.1016/j.earscirev.2012.03.008
– volume: 13
  start-page: 621
  year: 2020
  ident: ref_4
  article-title: The State of Rock Debris Covering Earth’s Glaciers
  publication-title: Nat. Geosci.
  doi: 10.1038/s41561-020-0615-0
– volume: 39
  start-page: 1983
  year: 2020
  ident: ref_57
  article-title: Research progress of accurate measurement and characterization model of effective thermal conductivity of rock
  publication-title: Chin. J. Rock Mech. Eng.
– volume: 115
  start-page: D09106
  year: 2010
  ident: ref_44
  article-title: Meteorology and Surface Energy Fluxes in the 2005–2007 Ablation Seasons at the Miage Debris-covered Glacier, Mont Blanc Massif, Italian Alps
  publication-title: J. Geophys. Res. Atmospheres
  doi: 10.1029/2009JD013224
– volume: 58
  start-page: 677
  year: 2012
  ident: ref_41
  article-title: A Physically Based Method for Estimating Supraglacial Debris Thickness from Thermal Band Remote-Sensing Data
  publication-title: J. Glaciol.
  doi: 10.3189/2012JoG11J194
– volume: 6
  start-page: 367
  year: 2012
  ident: ref_22
  article-title: Thermal Remote Sensing of Ice-Debris Landforms Using ASTER: An Example from the Chilean Andes
  publication-title: Cryosphere
  doi: 10.5194/tc-6-367-2012
– volume: 67
  start-page: 366
  year: 2021
  ident: ref_28
  article-title: Using Climate Reanalysis Data in Conjunction with Multi-Temporal Satellite Thermal Imagery to Derive Supraglacial Debris Thickness Changes from Energy-Balance Modelling
  publication-title: J. Glaciol.
  doi: 10.1017/jog.2020.111
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Snippet The local or overall mass balance of a glacier is significantly influenced by the spatial heterogeneity of its overlying debris thickness. Accurately...
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SubjectTerms Ablation
Case studies
Climate change
Climatic changes
Comparative analysis
Comparative studies
Cooling
Debris
debris thickness
debris-covered glacier
Detritus
Energy
Energy balance
Energy distribution
Environmental impact
Estimation
Glacial drift
Glaciers
Heat
Heterogeneity
Land surface temperature
Mass balance
Methods
Mountains
precision evaluation
Radiation
Remote sensing
Spatial data
Spatial distribution
Spatial heterogeneity
Temperature profiles
Temperature requirements
Thickness measurement
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Title A Comparative Study of Methods for Estimating the Thickness of Glacial Debris: A Case Study of the Koxkar Glacier in the Tian Shan Mountains
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Volume 16
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