Algorithmically detected rain-on-snow flood events in different climate datasets: a case study of the Susquehanna River basin

Zarzycki, Colin M.; Ascher, Benjamin D.; Rhoades, Alan M.; McCrary, Rachel R.

doi:10.5194/nhess-24-3315-2024

Title: Algorithmically detected rain-on-snow flood events in different climate datasets: a case study of the Susquehanna River basin

Journal Article · 30 September 2024 · Natural Hazards and Earth System Sciences (Online)

DOI: https://doi.org/10.5194/nhess-24-3315-2024 · OSTI ID:2449637

; Ascher, Benjamin D.;

; McCrary, Rachel R.

Abstract. Rain-on-snow (RoS) events in regions of ephemeral snowpack – such as the northeastern United States – can be key drivers of cool-season flooding. We describe an automated algorithm for detecting basin-scale RoS events in gridded climate data by generating an area-averaged time series and then searching for periods of concurrent precipitation, surface runoff, and snowmelt exceeding predefined thresholds. When evaluated using historical data over the Susquehanna River basin (SRB), the technique credibly finds RoS events in published literature and flags events that are followed by anomalously high streamflow as measured by gauge data along the river. When comparing four different datasets representing the same 21-year period, we find large differences in RoS event magnitude and frequency, primarily driven by differences in estimated surface runoff and snowmelt. Using dataset-specific thresholds improves agreement between datasets but does not account for all discrepancies. We show that factors such as meteorological forcing and coupling frequency, as well as choice of land surface model, play roles in how data products capture these compound extremes and suggest care is to be taken when climate datasets are used by stakeholders for operational decision-making.

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Sponsoring Organization:: USDOE

Grant/Contract Number:: SC0016605

OSTI ID:: 2449637

Journal Information:: Natural Hazards and Earth System Sciences (Online), Journal Name: Natural Hazards and Earth System Sciences (Online) Journal Issue: 10 Vol. 24; ISSN 1684-9981

Publisher:: Copernicus GmbHCopyright Statement

Country of Publication:: Germany

Language:: English

References (86)

Synoptic associations of winter climate and snowfall variability in New England, USA, 1950–1992 Hartley, Suzanne; Keables, Michael J. International Journal of Climatology, Vol. 18, Issue 3 https://doi.org/10.1002/(SICI)1097-0088(19980315)18:3<281::AID-JOC245>3.0.CO;2-F	journal	March 1998
Filling in the gaps: Inferring spatially distributed precipitation from gauge observations over complex terrain Livneh, Ben; Deems, Jeff S.; Schneider, Dominik Water Resources Research, Vol. 50, Issue 11 https://doi.org/10.1002/2014WR015442	journal	November 2014
Modeling the influence of hypsometry, vegetation, and storm energy on snowmelt contributions to basins during rain‐on‐snow floods Wayand, Nicholas E.; Lundquist, Jessica D.; Clark, Martyn P. Water Resources Research, Vol. 51, Issue 10 https://doi.org/10.1002/2014WR016576	journal	October 2015
Trends and variability in rain‐on‐snow events Cohen, Judah; Ye, Hengchun; Jones, Justin Geophysical Research Letters, Vol. 42, Issue 17 https://doi.org/10.1002/2015GL065320	journal	September 2015
Hydrometeorological characteristics of rain‐on‐snow events associated with atmospheric rivers Guan, Bin; Waliser, Duane E.; Ralph, F. Martin Geophysical Research Letters, Vol. 43, Issue 6 https://doi.org/10.1002/2016GL067978	journal	March 2016
Assessing Mountains as Natural Reservoirs With a Multimetric Framework Rhoades, Alan M.; Jones, Andrew D.; Ullrich, Paul A. Earth's Future, Vol. 6, Issue 9 https://doi.org/10.1002/2017EF000789	journal	September 2018
The DOE E3SM Model Version 2: Overview of the physical model Golaz, Jean-Christophe; Van Roekel, Luke P.; Zheng, Xue ESS Open Archive https://doi.org/10.1002/essoar.10511174.1	preprint	April 2022
Winter rain on snow and its association with air temperature in northern Eurasia Ye, Hengchun; Yang, Daqing; Robinson, David Hydrological Processes, Vol. 22, Issue 15 https://doi.org/10.1002/hyp.7094	journal	July 2008
Rain-on-snow runoff events in New York: RAIN-ON-SNOW EVENTS IN NEW YORK Pradhanang, Soni M.; Frei, Allan; Zion, Mark Hydrological Processes, Vol. 27, Issue 21 https://doi.org/10.1002/hyp.9864	journal	June 2013
The storm morphology of deadly flooding events in the United States Ashley, Sharon T.; Ashley, Walker S. International Journal of Climatology, Vol. 28, Issue 4 https://doi.org/10.1002/joc.1554	journal	January 2008
Hydroclimatic variability across the Susquehanna River Basin, USA, since the 17th century Leathers, Daniel J.; Malin, Melissa L.; Kluver, Daria B. International Journal of Climatology, Vol. 28, Issue 12 https://doi.org/10.1002/joc.1668	journal	October 2008
High‐resolution flood precipitation and streamflow relationships in two US river basins Dougherty, Erin; Morrison, Ryan; Rasmussen, Kristen Meteorological Applications, Vol. 28, Issue 2 https://doi.org/10.1002/met.1979	journal	March 2021
The ERA5 global reanalysis Hersbach, Hans; Bell, Bill; Berrisford, Paul Quarterly Journal of the Royal Meteorological Society, Vol. 146, Issue 730 https://doi.org/10.1002/qj.3803	journal	June 2020
Rain-on-snow events over North America based on two Canadian regional climate models Il Jeong, Dae; Sushama, Laxmi Climate Dynamics, Vol. 50, Issue 1-2 https://doi.org/10.1007/s00382-017-3609-x	journal	March 2017
Storylines: an alternative approach to representing uncertainty in physical aspects of climate change Shepherd, Theodore G.; Boyd, Emily; Calel, Raphael A. Climatic Change, Vol. 151, Issue 3-4 https://doi.org/10.1007/s10584-018-2317-9	journal	November 2018
Projections of North American snow from NA-CORDEX and their uncertainties, with a focus on model resolution McCrary, R. R.; Mearns, L. O.; Abel, M. R. Climatic Change, Vol. 170, Issue 3-4 https://doi.org/10.1007/s10584-021-03294-8	journal	February 2022
Hydrological response of snowpack under rain-on-snow events: a field study Singh, P.; Spitzbart, G.; Hübl, H. Journal of Hydrology, Vol. 202, Issue 1-4 https://doi.org/10.1016/S0022-1694(97)00004-8	journal	December 1997
Global evaluation of MTCLIM and related algorithms for forcing of ecological and hydrological models Bohn, Theodore J.; Livneh, Ben; Oyler, Jared W. Agricultural and Forest Meteorology, Vol. 176 https://doi.org/10.1016/j.agrformet.2013.03.003	journal	July 2013
Toward snowpack runoff decision support Heggli, Anne; Hatchett, Benjamin; Schwartz, Andrew iScience, Vol. 25, Issue 5 https://doi.org/10.1016/j.isci.2022.104240	journal	May 2022
Assessing the controls of the snow energy balance and water available for runoff in a rain-on-snow environment Mazurkiewicz, Adam B.; Callery, David G.; McDonnell, Jeffrey J. Journal of Hydrology, Vol. 354, Issue 1-4 https://doi.org/10.1016/j.jhydrol.2007.12.027	journal	June 2008
Variability in effect of climate change on rain-on-snow peak flow events in a temperate climate Surfleet, Christopher G.; Tullos, Desirèe Journal of Hydrology, Vol. 479 https://doi.org/10.1016/j.jhydrol.2012.11.021	journal	February 2013
An assessment of differences in gridded precipitation datasets in complex terrain Henn, Brian; Newman, Andrew J.; Livneh, Ben Journal of Hydrology, Vol. 556 https://doi.org/10.1016/j.jhydrol.2017.03.008	journal	January 2018
Climate change effects on hydrometeorological compound events over southern Norway Poschlod, Benjamin; Zscheischler, Jakob; Sillmann, Jana Weather and Climate Extremes, Vol. 28 https://doi.org/10.1016/j.wace.2020.100253	journal	June 2020
Future changes in snowmelt-driven runoff timing over the western US Rauscher, Sara A.; Pal, Jeremy S.; Diffenbaugh, Noah S. Geophysical Research Letters, Vol. 35, Issue 16 https://doi.org/10.1029/2008GL034424	journal	January 2008
Flood peak distributions for the eastern United States: EASTERN UNITED STATES FLOODS Villarini, Gabriele; Smith, James A. Water Resources Research, Vol. 46, Issue 6 https://doi.org/10.1029/2009WR008395	journal	June 2010
Continental-scale water and energy flux analysis and validation for the North American Land Data Assimilation System project phase 2 (NLDAS-2): 1. Intercomparison and application of model products: WATER AND ENERGY FLUX ANALYSIS Xia, Youlong; Mitchell, Kenneth; Ek, Michael Journal of Geophysical Research: Atmospheres, Vol. 117, Issue D3 https://doi.org/10.1029/2011JD016048	journal	February 2012
On the Sensitivity of the Precipitation Partitioning Into Evapotranspiration and Runoff in Land Surface Parameterizations Zheng, Hui; Yang, Zong‐Liang; Lin, Peirong Water Resources Research, Vol. 55, Issue 1 https://doi.org/10.1029/2017WR022236	journal	January 2019
Observed Impacts of Anthropogenic Climate Change on Wildfire in California Williams, A. Park; Abatzoglou, John T.; Gershunov, Alexander Earth's Future, Vol. 7, Issue 8 https://doi.org/10.1029/2019EF001210	journal	August 2019
Impact of Nudging Strategy on the Climate Representativeness and Hindcast Skill of Constrained EAMv1 Simulations Sun, Jian; Zhang, Kai; Wan, Hui Journal of Advances in Modeling Earth Systems, Vol. 11, Issue 12 https://doi.org/10.1029/2019MS001831	journal	December 2019
The Role of Rain‐on‐Snow in Flooding Over the Conterminous United States Li, Dongyue; Lettenmaier, Dennis P.; Margulis, Steven A. Water Resources Research, Vol. 55, Issue 11 https://doi.org/10.1029/2019WR024950	journal	November 2019
Western U.S. Superfloods in the Recent Instrumental Record Tarouilly, Emilie; Li, Dongyue; Lettenmaier, Dennis P. Water Resources Research, Vol. 57, Issue 9 https://doi.org/10.1029/2020WR029287	journal	September 2021
Diverse Physical Processes Drive Upper‐Tail Flood Quantiles in the US Mountain West Yu, Guo; Wright, Daniel B.; Davenport, Frances V. Geophysical Research Letters, Vol. 49, Issue 10 https://doi.org/10.1029/2022GL098855	journal	May 2022
Recreating the California New Year's Flood Event of 1997 in a Regionally Refined Earth System Model Rhoades, Alan M.; Zarzycki, Colin M.; Inda‐Diaz, Héctor A. Journal of Advances in Modeling Earth Systems, Vol. 15, Issue 10 https://doi.org/10.1029/2023MS003793	journal	October 2023
A simple hydrologically based model of land surface water and energy fluxes for general circulation models Liang, Xu; Lettenmaier, Dennis P.; Wood, Eric F. Journal of Geophysical Research, Vol. 99, Issue D7 https://doi.org/10.1029/94JD00483	journal	January 1994
Spatial variation of the rain–snow temperature threshold across the Northern Hemisphere Jennings, Keith S.; Winchell, Taylor S.; Livneh, Ben Nature Communications, Vol. 9, Issue 1 https://doi.org/10.1038/s41467-018-03629-7	journal	March 2018
Projected increases and shifts in rain-on-snow flood risk over western North America Musselman, Keith N.; Lehner, Flavio; Ikeda, Kyoko Nature Climate Change, Vol. 8, Issue 9 https://doi.org/10.1038/s41558-018-0236-4	journal	August 2018
Flash droughts present a new challenge for subseasonal-to-seasonal prediction Pendergrass, Angeline G.; Meehl, Gerald A.; Pulwarty, Roger Nature Climate Change, Vol. 10, Issue 3 https://doi.org/10.1038/s41558-020-0709-0	journal	March 2020
A low-to-no snow future and its impacts on water resources in the western United States Siirila-Woodburn, Erica R.; Rhoades, Alan M.; Hatchett, Benjamin J. Nature Reviews Earth & Environment, Vol. 2, Issue 11 https://doi.org/10.1038/s43017-021-00219-y	journal	October 2021
A spatially comprehensive, hydrometeorological data set for Mexico, the U.S., and Southern Canada 1950–2013 Livneh, Ben; Bohn, Theodore J.; Pierce, David W. Scientific Data, Vol. 2, Issue 1 https://doi.org/10.1038/sdata.2015.42	journal	August 2015
Substantial increase in concurrent droughts and heatwaves in the United States Mazdiyasni, Omid; AghaKouchak, Amir Proceedings of the National Academy of Sciences, Vol. 112, Issue 37 https://doi.org/10.1073/pnas.1422945112	journal	August 2015
Humidity determines snowpack ablation under a warming climate Harpold, Adrian A.; Brooks, Paul D. Proceedings of the National Academy of Sciences, Vol. 115, Issue 6 https://doi.org/10.1073/pnas.1716789115	journal	January 2018
Global hydrological models: a review Sood, Aditya; Smakhtin, Vladimir Hydrological Sciences Journal, Vol. 60, Issue 4 https://doi.org/10.1080/02626667.2014.950580	journal	March 2015
Annual floods in New England (USA) and Atlantic Canada: synoptic climatology and generating mechanisms Collins, Mathias J.; Kirk, Johnathan P.; Pettit, Joshua Physical Geography, Vol. 35, Issue 3 https://doi.org/10.1080/02723646.2014.888510	journal	March 2014
Discharge responses associated with rapid snow cover ablation events in the Susquehanna and Wabash River basins Suriano, Zachary J.; Henderson, Gina R.; Leathers, Daniel J. Physical Geography, Vol. 41, Issue 1 https://doi.org/10.1080/02723646.2019.1674558	journal	October 2019
A synoptic climatology of rain-on-snow flooding in Mid-Atlantic region using NCEP/NCAR Re-Analysis Grote, Todd Physical Geography, Vol. 42, Issue 5 https://doi.org/10.1080/02723646.2020.1838119	journal	October 2020
Model Evaluation: An Adequacy-for-Purpose View Parker, Wendy S. Philosophy of Science, Vol. 87, Issue 3 https://doi.org/10.1086/708691	journal	July 2020
Changes in the frequency of global high mountain rain-on-snow events due to climate warming López-Moreno, J. I.; Pomeroy, J. W.; Morán-Tejeda, E. Environmental Research Letters, Vol. 16, Issue 9 https://doi.org/10.1088/1748-9326/ac0dde	journal	August 2021
Watershed memory amplified the Oroville rain-on-snow flood of February 2017 Haleakala, Kayden; Brandt, W. Tyler; Hatchett, Benjamin J. PNAS Nexus, Vol. 2, Issue 1 https://doi.org/10.1093/pnasnexus/pgac295	journal	December 2022
The architecture of the earth system modeling framework Hill, C.; DeLuca, C. Computing in Science & Engineering, Vol. 6, Issue 1 https://doi.org/10.1109/MCISE.2004.1255817	journal	January 2004
The Flood of '96 and its Socioeconomic Impacts in the Susquehanna rwer Basin Yarnal, B.; Johnson, D. L.; Frakes, B. J. Journal of the American Water Resources Association, Vol. 33, Issue 6 https://doi.org/10.1111/j.1752-1688.1997.tb03554.x	journal	December 1997
The weight of the flood‐of‐record in flood frequency analysis St. George, Scott; Mudelsee, Manfred Journal of Flood Risk Management, Vol. 12, Issue S1 https://doi.org/10.1111/jfr3.12512	journal	November 2018
Large contribution from anthropogenic warming to an emerging North American megadrought Williams, A. Park; Cook, Edward R.; Smerdon, Jason E. Science, Vol. 368, Issue 6488 https://doi.org/10.1126/science.aaz9600	journal	April 2020
Climate Extremes and Compound Hazards in a Warming World AghaKouchak, Amir; Chiang, Felicia; Huning, Laurie S. Annual Review of Earth and Planetary Sciences, Vol. 48, Issue 1 https://doi.org/10.1146/annurev-earth-071719-055228	journal	May 2020
Controls on Advective Snowmelt in a Maritime Alpine Basin Moore, R. D.; Owens, I. F. Journal of Climate and Applied Meteorology, Vol. 23, Issue 1 https://doi.org/10.1175/1520-0450(1984)023<0135:COASIA>2.0.CO;2	journal	January 1984
The Severe Flooding Event of January 1996 across North-Central Pennsylvania Leathers, Daniel J.; Kluck, Douglas R.; Kroczynski, Scott Bulletin of the American Meteorological Society, Vol. 79, Issue 5 https://doi.org/10.1175/1520-0477(1998)079<0785:TSFEOJ>2.0.CO;2	journal	May 1998
Climate Assessment for 1996 Halpert, Michael S.; Bell, Gerald D. Bulletin of the American Meteorological Society, Vol. 78, Issue 5s https://doi.org/10.1175/1520-0477-78.5s.S1	journal	May 1997
The 5–9 February 1996 Flooding Event over the Pacific Northwest: Sensitivity Studies and Evaluation of the MM5 Precipitation Forecasts Colle, Brian A.; Mass, Clifford F. Monthly Weather Review, Vol. 128, Issue 3 https://doi.org/10.1175/1520-0493(2000)128<0593:TFFEOT>2.0.CO;2	journal	March 2000
A Comparison of Statistical and Dynamical Downscaling of Winter Precipitation over Complex Terrain Gutmann, Ethan D.; Rasmussen, Roy M.; Liu, Changhai Journal of Climate, Vol. 25, Issue 1 https://doi.org/10.1175/2011JCLI4109.1	journal	January 2012
Rain-on-Snow Events in the Western United States McCabe, Gregory J.; Clark, Martyn P.; Hay, Lauren E. Bulletin of the American Meteorological Society, Vol. 88, Issue 3 https://doi.org/10.1175/BAMS-88-3-319	journal	March 2007
Reanalyses and Observations: What’s the Difference? Parker, Wendy S. Bulletin of the American Meteorological Society, Vol. 97, Issue 9 https://doi.org/10.1175/BAMS-D-14-00226.1	journal	September 2016
Hydroclimate Variability in Snow-Fed River Systems: Local Water Managers’ Perspectives on Adapting to the New Normal Sterle, Kelley; Hatchett, Benjamin J.; Singletary, Loretta Bulletin of the American Meteorological Society, Vol. 100, Issue 6 https://doi.org/10.1175/BAMS-D-18-0031.1	journal	June 2019
The Making of a Metric: Co-Producing Decision-Relevant Climate Science Jagannathan, Kripa; Jones, Andrew D.; Ray, Isha Bulletin of the American Meteorological Society, Vol. 102, Issue 8 https://doi.org/10.1175/BAMS-D-19-0296.1	journal	August 2021
Atmospheric Drivers Associated with Extreme Snow Ablation and Discharge Events in the Susquehanna River Basin: A Climatology Suriano, Zachary J.; Henderson, Gina R.; Arthur, Julia Journal of Applied Meteorology and Climatology, Vol. 62, Issue 11 https://doi.org/10.1175/JAMC-D-23-0042.1	journal	November 2023
An Independent Assessment of Anthropogenic Attribution Statements for Recent Extreme Temperature and Rainfall Events Angélil, Oliver; Stone, Dáithí; Wehner, Michael Journal of Climate, Vol. 30, Issue 1 https://doi.org/10.1175/JCLI-D-16-0077.1	journal	January 2017
Trends in Snowfall versus Rainfall in the Western United States Knowles, Noah; Dettinger, Michael D.; Cayan, Daniel R. Journal of Climate, Vol. 19, Issue 18 https://doi.org/10.1175/JCLI3850.1	journal	September 2006
Comparing Large-Scale Hydrological Model Simulations to Observed Runoff Percentiles in Europe Gudmundsson, Lukas; Tallaksen, Lena M.; Stahl, Kerstin Journal of Hydrometeorology, Vol. 13, Issue 2 https://doi.org/10.1175/JHM-D-11-083.1	journal	April 2012
High-Elevation Precipitation Patterns: Using Snow Measurements to Assess Daily Gridded Datasets across the Sierra Nevada, California Lundquist, Jessica D.; Hughes, Mimi; Henn, Brian Journal of Hydrometeorology, Vol. 16, Issue 4 https://doi.org/10.1175/JHM-D-15-0019.1	journal	August 2015
Influence of Initial Snowpack Properties on Runoff Formation during Rain-on-Snow Events Würzer, Sebastian; Jonas, Tobias; Wever, Nander Journal of Hydrometeorology, Vol. 17, Issue 6 https://doi.org/10.1175/JHM-D-15-0181.1	journal	June 2016
Evaluation of Snow Water Equivalent in NARCCAP Simulations, Including Measures of Observational Uncertainty McCrary, Rachel R.; McGinnis, Seth; Mearns, Linda O. Journal of Hydrometeorology, Vol. 18, Issue 9 https://doi.org/10.1175/JHM-D-16-0264.1	journal	September 2017
Regional Flood Risk Projections under Climate Change Sharma, Sanjib; Gomez, Michael; Keller, Klaus Journal of Hydrometeorology https://doi.org/10.1175/JHM-D-20-0238.1	journal	June 2021
Trends and Variability in Snowmelt Runoff in the Western United States McCabe, Gregory J.; Clark, Martyn P. Journal of Hydrometeorology, Vol. 6, Issue 4 https://doi.org/10.1175/JHM428.1	journal	August 2005
Effects of Frozen Soil on Snowmelt Runoff and Soil Water Storage at a Continental Scale Niu, Guo-Yue; Yang, Zong-Liang Journal of Hydrometeorology, Vol. 7, Issue 5 https://doi.org/10.1175/JHM538.1	journal	October 2006
Experimental Tropical Cyclone Forecasts Using a Variable-Resolution Global Model Zarzycki, Colin M.; Jablonowski, Christiane Monthly Weather Review, Vol. 143, Issue 10 https://doi.org/10.1175/MWR-D-15-0159.1	journal	October 2015
Climatology of Flood-Producing Storms and Their Associated Rainfall Characteristics in the United States Dougherty, Erin; Rasmussen, Kristen L. Monthly Weather Review, Vol. 147, Issue 11 https://doi.org/10.1175/MWR-D-19-0020.1	journal	October 2019
Moist Dynamics and Orographic Precipitation in Northern and Central California during the New Year’s Flood of 1997 Galewsky, Joseph; Sobel, Adam Monthly Weather Review, Vol. 133, Issue 6 https://doi.org/10.1175/MWR2943.1	journal	June 2005
The JRA-55 Reanalysis: General Specifications and Basic Characteristics Kobayashi, Shinya; Ota, Yukinari; Harada, Yayoi Journal of the Meteorological Society of Japan. Ser. II, Vol. 93, Issue 1 https://doi.org/10.2151/jmsj.2015-001	journal	January 2015
Evaluation of snow cover in CLASS for SnowMIP Brown, Ross; Bartlett, Paul; MacKay, Murray Atmosphere-Ocean, Vol. 44, Issue 3 https://doi.org/10.3137/ao.440302	journal	September 2006
North American rain-on-snow ablation climatology Suriano, Zj Climate Research, Vol. 87 https://doi.org/10.3354/cr01687	journal	March 2022
A Review of the Hydrologic Response Mechanisms During Mountain Rain-on-Snow Brandt, W. Tyler; Haleakala, Kayden; Hatchett, Benjamin J. Frontiers in Earth Science, Vol. 10 https://doi.org/10.3389/feart.2022.791760	journal	April 2022
Seasonal and Ephemeral Snowpacks of the Conterminous United States Hatchett, Benjamin J. Hydrology, Vol. 8, Issue 1 https://doi.org/10.3390/hydrology8010032	journal	February 2021
Evaluating simulated climate patterns from the CMIP archives using satellite and reanalysis datasets using the Climate Model Assessment Tool (CMATv1) Fasullo, John T. Geoscientific Model Development, Vol. 13, Issue 8 https://doi.org/10.5194/gmd-13-3627-2020	journal	January 2020
Further improvement and evaluation of nudging in the E3SM Atmosphere Model version 1 (EAMv1): simulations of the mean climate, weather events, and anthropogenic aerosol effects Zhang, Shixuan; Zhang, Kai; Wan, Hui Geoscientific Model Development, Vol. 15, Issue 17 https://doi.org/10.5194/gmd-15-6787-2022	journal	September 2022
Overview of the Coupled Model Intercomparison Project Phase 6 (CMIP6) experimental design and organization Eyring, Veronika; Bony, Sandrine; Meehl, Gerald A. Geoscientific Model Development, Vol. 9, Issue 5 https://doi.org/10.5194/gmd-9-1937-2016	journal	January 2016
Large-scale analysis of changing frequencies of rain-on-snow events with flood-generation potential Freudiger, D.; Kohn, I.; Stahl, K. Hydrology and Earth System Sciences, Vol. 18, Issue 7 https://doi.org/10.5194/hess-18-2695-2014	journal	January 2014
Rain or snow: hydrologic processes, observations, prediction, and research needs Harpold, Adrian A.; Kaplan, Michael L.; Klos, P. Zion Hydrology and Earth System Sciences, Vol. 21, Issue 1 https://doi.org/10.5194/hess-21-1-2017	journal	January 2017
Global evaluation of runoff from 10 state-of-the-art hydrological models Beck, Hylke E.; van Dijk, Albert I. J. M.; de Roo, Ad Hydrology and Earth System Sciences, Vol. 21, Issue 6 https://doi.org/10.5194/hess-21-2881-2017	journal	January 2017

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