Mary J. Brodzik
CIRES Senior Associate Scientist
Special Projects
Lead
National Snow and
Ice Data Center
Cooperative Institute for Research in Environmental Sciences
University of
Colorado at Boulder
Contact Information
449 UCB
Boulder, CO 80309-0449
303-492-8263
brodzik@nsidc.org
Current Projects
Improved, Enhanced-Resolution SMAP Soil Moisture using Image Reconstruction
Daily Snow Cover Maps for Use in Understanding Habitat and Carrying Capacity of Bighorn Sheep in the Sierra Nevada
Recent Projects
Contribution to High Asia Runoff from Ice and Snow (CHARIS)
NASA MEaSUREs EASE-Grid 2.0 Passive Microwave ESDR
Contents
MODICE (MODIS Persistent Ice Mapping)
How to convert snow depth to water equivalent
Brightness Temperature Time Series
Questions about thermal heating during turn-on
Terry Haran's poster on HDF-EOS vs. GeoTIFF: GIS Problems when Projection and Datum Spheroids are Different
Rocky Mountain Winter, 2006-2007
Rocky Mountain Snow Storm of 2003
Ground-Based Radiometer, Fraser, CO winter, 2002
2013
An improved, enhanced-resolution, gridded passive microwave ESDR for monitoring cryospheric and hydrologic time series. NASA MEaSUREs.
2016
Improved, enhanced-resolution SMAP soil moisture using image recontstruction. NASA ROSES.
2018
Using enhanced-resolution passive microwave data to improve spatially distributed near real-time snow water equivalent estimates. US Army ERDC.
1995
Armstrong, R. L. and M. J. Brodzik. 1995. An Earth-Gridded SSM/I Data Set for Cryospheric Studies and Global Change Monitoring. Advances in Space Research, 16(10):155-163.
2001
Armstrong, R. L. and M. J. Brodzik. 2001. Validation of passive microwave snow algorithms.Remote Sensing and Hydrology 2000, IAHS Pub. No. 267, Eds. M. Owe, K. Brubaker, J. Ritchie and A. Rango, 87-92.
Armstrong, R. L. and M. J. Brodzik. 2001. Recent
Northern Hemisphere snow extent: a comparison of data derived from
visible and microwave sensors. Geophysical
Research Letters, 23(19):3673-3676.
2002
Armstrong, R. L. and M. J. Brodzik. 2002. Hemispheric-scale comparison and evaluation of passive microwave snow algorithms. Annals of Glaciology, 34:38-44.
Brodzik, M. J. and K. W. Knowles. 2002. "EASE-Grid: a versatile set of equal-area projections and grids" in M. Goodchild (Ed.) Discrete Global Grids.Santa Barbara, CA, USA: National Center for Geographic Information & Analysis. http://escholarship.org/uc/item/9492q6sm.
2004
Parsons, M. A., M. J. Brodzik, and N. J. Rutter. 2004. Data management for the Cold Land Processes Experiment:Improving hydrological science. Hydrological Processes, 18, 3637-3653, doi:10.102/hyp5801.
2009
Savoie, M. H, R. L. Armstrong, M. J. Brodzik, J. R. Wang. 2009. Atmospheric corrections for improved satellite passive microwave snow cover retrievals over the Tibet Plateau. Remote Sensing of Environment, 113(12):2661-2669.http://dx.doi.org/10.1016/j.rse.2009.08.006
Tedesco, M., M. Brodzik, R. Armstrong, M. Savoie and J. Ramage. 2009.Pan-arctic terrestrial snowmelt trends (1979-2008) from spaceborne passive microwave data and correlation with the Arctic Oscillation. Geophysical Research Letters, 36, L21402, doi:10.1029/2009GL039672.
2012
Brodzik, M. J., B. Billingsley, T. Haran, B. Raup, M. H. Savoie. 2012. EASE-Grid 2.0: Incremental but Significant Improvements for Earth-Gridded Data Sets. ISPRS International Journal of Geo-Information, 1(1):32-45, doi:10.3390/ijgi1010032.http://www.mdpi.com/2220-9964/1/1/32/
Painter, T. H., Brodzik, M. J., A. Racoviteanu, R. Armstrong. 2012. Automated mapping of Earth's annual minimum exposed snow and ice with MODIS. Geophysical Research Letters, 39(20):L20501, doi:10.1029/2012GL053340.
2014
Brodzik, M. J., B. Billingsley, T. Haran, B. Raup, M. H. Savoie. 2014. Correction: Brodzik, M. J. et al. EASE-Grid 2.0: Incremental but Significant Improvements for Earth-Gridded Data Sets. ISPRS International Journal of Geo-Information 2012, 1, 32-45. ISPRS International Journal of Geo-Information, 3(3):1154-1156, doi:10.3390/ijgi3031154.http://www.mdpi.com/2220-9964/3/3/1154/.
2016
Long, D. G. and M. J. Brodzik. 2016. Optimum image formation for spaceborne microwave radiometer products. IEEE Transactions on Geoscience and Remote Sensing, 54(5):2763-2779, doi:10.1109/TGRS.2015.2505677.
Paget, A., M. J. Brodzik, D. G. Long and M. A. Hardman. 2016. Bringing Earth's Microwave Maps into Sharper Focus. EOS, 97, 21 Dec 2016, doi:10.1029/2016EO063675.
2018
Brodzik, M. J., D. G. Long and M. A. Hardman. 2018. Best Practices in Crafting the Calibrated, Enhanced–Resolution Passive–Microwave EASE-Grid 2.0 Brightness Temperature Earth System Data Record. Remote Sensing, 10(11), doi:10.3390/rs10111793.
2019
Armstrong, R. L., K. Rittger, M. J. Brodzik, A. Racoviteanu, A. P. Barrett, S.-J. S. Khalsa, B. Raup, A. F. Hill, A. L. Khan, A. M. Wilson, R. B. Kayastha, F. Fetterer and B. Armstrong. 2019. Runoff from glacier ice and seasonal snow in High Asia: separating melt water sources in river flow. Regional Environmental Change, 19(5):1249-1261, doi:10.1007/s10113-018-1429-0.
Long, D. G., M. J. Brodzik and M. A. Hardman. 2019. Enhanced-Resolution SMAP Brightness Temperature Image Products. IEEE Transactions on Geoscience and Remote Sensing, 57(7):4151-4163, doi:10.1109/TGRS.2018.2889427.
2020
Johnson, M. T., J. M. Ramage, T. Troy and M. J. Brodzik. 2020. Snowmelt detection with Calibrated, Enhanced-Resolution Brightness Temperatures (CETB) in Colorado watersheds. Water Resources Research, 56:e2018WR024542, doi:10.1029/2018WR024542.
Miller, J. Z, D. G. Long, K. C. Jezek, J. T. Johnson, M. J. Brodzik, C. A. Shuman, L. S. Koenig and T. A. Scambos. 2020. Brief Communication: Mapping Greenland's Perennial Firn Aquifers using Enhanced-resolution L-band Brightness Temperatrues Image Time Series.The Cryosphere Discuss., doi:10.5194/tc-2020-30.
Other Journal Articles and Contributions
1997
Armstrong, Richard, M. J. Brodzik, and A. Varani. 1997.The NSIDC EASE-Grid: addressing the need for a common, flexible, mapping and gridding scheme. Earth System Monitor, 7(4), pp. 6-7.
2007
United Nations Environment Programme. Selected figures in Chapter 4, "Snow" in Global Outlook for Ice and Snow, UNEP:Nairobi, Kenya.2007.
2021
Yang, D., Y. Zhao, R. Armstrong, M. J. Brodzik, and D. Robinson. 2021. Yukon River Discharge Response to Seasonal Snow Cover Change. In D. Yang and D. L. Kane (Eds.), Arctic Hydrology, Permafrost and Ecosystems. Springer Nature Switzerland, doi:10.1007/978-3-030-50930-9_9.
Data Sets
1994
Armstrong, R. L., K. W. Knowles, M. J. Brodzik and M. A. Hardman. 1994 - present. DMSP SSM/I Pathfinder daily EASE-Grid brightness temperatures. Boulder, CO: National Snow and Ice Data Center. Digital media.
1995
Armstrong, R. L., and M. J. Brodzik. 1995. Northern Hemisphere EASE-Grid weekly snow cover and sea ice extent. Boulder, CO, USA: National Snow and Ice Data Center. Digital media.
1999
Knowles, K. W., E. G. Njoku, R. L. Armstrong and M. J. Brodzik. 1999. Nimbus-7 SMMR Pathfinder daily EASE-Grid brightness temperatures. Boulder, CO: National Snow and Ice Data Center. Digital media.
2001
Armstrong, R. L., and M. J. Brodzik. 2001. Northern Hemisphere EASE-Grid weekly snow cover and sea ice extent version 2. Boulder, CO, USA: National Snow and Ice Data Center. Digital media.
2002
Cline, D., R. Armstrong, R. Davis, K. Elder, and G. Liston. 2002, updated 2003. CLPX-Ground: ISA snow depth transects and related measurements. In situ data edited by M. Parsons and M.J. Brodzik. Boulder, CO: National Snow and Ice Data Center. Digital media.
Cline, D., R. Armstrong, R. Davis, K. Elder, and G. Liston. 2002, Updated July 2004. CLPX-Ground: ISA snow pit measurements. Edited by M. Parsons and M. J. Brodzik. Boulder, CO: National Snow and Ice Data Center. Digital media.
2005
Armstrong, R. L., and M. J. Brodzik. 2005, updated 2007. Northern Hemisphere EASE-Grid weekly snow cover and sea ice extent version 3. Boulder, CO, USA:National Snow and Ice Data Center. Digital media.
Armstrong, R. L., M. J. Brodzik, K. Knowles, and M. Savoie. 2005, updated 2007. Global monthly EASE-Grid snow water equivalent climatology. Boulder, CO: National Snow and Ice Data Center. Digital media.
2007
Brodzik, M. J., R. L. Armstrong, and M. Savoie. 2007.Global EASE-Grid 8-day blended SSM/I and MODIS Snow Cover. Boulder, CO: National Snow and Ice Data Center. Digital media.
2011
Brodzik, M. and K. Knowles. 2011.EASE-Grid 2.0 Land Cover Classifications Derived from Boston University MODIS/Terra Land Cover Data. Boulder, CO: National Snow and Ice Data Center. Digital media.
Brodzik, M. and K. Knowles. 2011.EASE-Grid 2.0 Land-Ocean-Coastline-Ice Masks Derived from Boston University MODIS/Terra Land Cover Data. Boulder, CO: National Snow and Ice Data Center. Digital media.
2016
Brodzik, M. J., D. G. Long, M. A. Hardman, A. Paget and R. L. Armstrong. 2016, updated 2018.MEaSUREs Calibrated Enhanced-Resolution Passive Microwave Daily EASE-Grid 2.0 Brightness Temperature ESDR, Version 1. Boulder, CO: National Snow and Ice Data Center. Digital media. Doi:10.5067/MEASURES/CRYOSPHERE/NSIDC-0630.001.
Brodzik, M. J. and J. S. Stewart. 2016.Near-Real-Time SSM/I-SSMIS EASE-Grid Daily Global Ice Concentration and Snow Extent, Version 5. Boulder, CO: National Snow and Ice Data Center. Digital media. Doi:10.5067/3KB2JPLFPK3R.
2019
Brodzik, M. J., D. G. Long and M. A. Hardman. 2019. SMAP Radiometer Twice-Daily rSIR-Enhanced EASE-Grid 2.0 Brightness Temperatures, Version 1.0. Boulder, CO: National Snow and Ice Data Center. Digital media. Doi:10.5067/QZ3WJNOUZLFK.
Brodzik, M. J., R. Armstrong, A. P. Barrett, S. S. Khalsa, A. Racoviteanu, B. H. Raup and K. Rittger. 2019. Contribution from High Asia Runoff from Ice and Snow (CHARIS) Melt Model Output, 2001-2014, Version 1.Boulder, CO, USA: National Snow and Ice Data Center. Digital media. Doi:10.7265/TQFB-M828.
1994
Weaver, R. L., R. L. Armstrong, and M. J. Brodzik. 1994.Inter-comparison of sea ice concentrations derived from two gridding techniques: Lessons for the EOS era. Paper presented to the International Symposium on the Role of the Cryosphere in Global Change, a meeting of the International Glaciological Society.7 - 12 August at the Byrd Polar Research Center, The Ohio State University, Columbus, Ohio.
1995
Armstrong, R. L., M. J. Brodzik, and A. Tait. 1995. Global snow cover fluctuations derived from passive microwave remote sensing data. Eos Trans. AGU, 76(46):F203.
Armstrong, R. L., A. Tait, and M. J. Brodzik. 1995. A methodology to validate snow cover products derived from SSM/I. GEWEX International Workshop on Cold-Season/Region Hydrometeorology, 22-26 May 1995, Banff, Alberta, IGPO Publication Series No. 15, p. 149.
1997
Armstrong, R. L. and M. J. Brodzik. 1997. A 20-year passive microwave data set: EASE-Grid brightness temperatures and their application in global change research." AGU Fall 1997 Meeting, San Francisco, CA.
1998
Armstrong, R.L. and M.J. Brodzik. 1998. A comparison of Northern Hemisphere snow extent derived from passive microwave and visible remote sensing data, Proceedings IGARSS'98, Seattle, WA:1255-1257.
Armstrong, R.L., M.J. Brodzik and A.T.C. Chang. 1998.A 20 year global snow cover climatology derived from Nimbus 7 SMMR and DMSP SSM/I Pathfinder data sets. Eos, Transactions, American Geophysical Union,
79(45):F78.
Hiltbrunner, D., C. Maetzler, R.L. Armstrong and M.J. Brodzik. 1998. Validation of snow algorithms using microwave signatures and independent ground measurements, IGARSS'98, Seattle WA, July 6-10, 1998.
Kim, E. J., C. O'Kray, N. Hinds, A. W. England, M. J. Brodzik, K. Knowles, and M. Hardman.1998.A custom EASE-Grid SSM/I processing System. Proceedings IGARSS '98, Seattle, WA, pp. 1112-1114.
1999
Armstrong, R.L. and M.J. Brodzik, 1999. A twenty year record of global snow cover fluctuations derived from passive microwave remote sensing data, 5th Conference on Polar Meteorology and Oceanography, American
Meteorological Society, Dallas, TX:113-117.
Armstrong, R. L., T. Zhang and M. J. Brodzik. 1999.Variations of Snowmelt on the Greenland and Antarctic Ice Sheets from 1978-1998 as Derived from Passive Microwave Satellite Data.American Geophysical Union Proceedings (poster), December 1999, San Francisco, CA.
Schweiger, A., C. Fowler, J. Key, J. Maslanik, J. Francis, R. Armstrong, M. J. Brodzik, T. Scambos, T. Haran, M. Ortmeyer, S. Khalsa, D. Rothrock, and R. Weaver. 1999. P-Cube: a multisensor data set for polar climate
research, 5th Conference on Polar Meteorology and Oceanography, American Meteorological Society, Dallas, TX:136-141.
2000
Armstrong, R.L. and M.J.Brodzik. 2000. Validation of passive microwave snow algorithms. Proceedings IGARSS 2000, 24-28 July, 2000, Honolulu, HI:1255-1257.
Armstrong, R.L. and M.J. Brodzik. 2000. Evaluation of passive microwave snow algorithms, Eos, Transactions, American Geophysical Union, 81(48), Fall Meeting Supplement, Abstract H62G-02.
2001
Armstrong, R. L. and M. J. Brodzik. 2001. Hemispheric-scale comparison and evaluation of passive microwave snow algorithms. 4th International Symposium on Remote Sensing in Glaciology, College Park, MD, 4-8 Jun 2001.
Armstrong, R. L., M. J. Brodzik, E. Njoku, and S. Surdyk. 2001. Time series of SMMR and SSM/I brightness temperatures over homogeneous targets: A preliminary look at variability/stability. Specialist Meeting on Microwave Remote Sensing, Boulder, CO 5-9 Nov.
2002
Armstrong, R.L. and M.J. Brodzik. 2002. Twenty-four year record of Northern Hemisphere snow cover fluctuations derived from passive microwave remote sensing data.Snow Watch '02, Silver Spring, MD 31 Oct-01 Nov.
Armstrong, R. L., M. J. Brodzik and M.H. Savoie. 2002.Hemispheric-scale Snow Cover Climatologies Derived From Satellite Remote Sensing.Eos Trans. AGU, 83(47), Fall Meet. Suppl., Abstract H52E-10.
Brodzik, M. J. and R. L. Armstrong. 2002. Northern Hemisphere snow extent trends derived from visible and microwave satellite data.Eos Trans. AGU, 83(47), Fall Meeting Suppl., Abstract U72A-0006.
2003
Armstrong, R. L., M. J. Brodzik and M.H. Savoie. 2003. Multi-sensor approach to mapping snow cover using data from NASA's EOS Aqua and Terra spacecraft (AMSR-E and MODIS). Eos Trans. AGU, 84(46), Fall Meet. Suppl. Abstract H32B-0549.
Knowles, K, M. J. Brodzik and M. H. Savoie. 2003.AMSR-E Swath to Grid Toolkit. Eos Trans. AGU, 84(46), Fall Meet. Suppl. Abstract H32B-0547.
Parsons, M.A., M.J. Brodzik and T. Haran. 2003. An Overview of the Data Collected During the Cold Land Processes Field Experiment (poster). Eos Trans. AGU, 84(46), Fall Meet. Suppl. Abstract C42B-01.
2004
Armstrong, R. L., M. J. Brodzik, M. H. Savoie, T. Zhang and O. Frauenfeld. 2004.Enhanced snow cover mapping on the Tibetan Plateau using NASA EOS optical (MODIS) and passive microwave (AMSR-E) remote sensing data. Eos Trans. AGU, 85(47), Fall Meet. Suppl., Abstract C31A-0282.
Armstrong, R. L., M. J. Brodzik, J. R. Wang, M. H. Savoie, O. Frauenfeld, T. Zhang.2004.Solutions to the snow cover mapping anomaly over the Tibetan Plateau.Eos Trans. AGU, 85(47), Fall Meet. Suppl. Abstract C31A-0282.
Savoie, M. H., E. Njoku, M. J. Brodzik, K. Knowles, R. L. Armstrong.2004. Locating Stable Calibration Targets. Eos Trans. AGU, 85(47), Fall Meet. Suppl., Abstract H13C-0444.
2005
Armstrong, R. L., M. J. Brodzik, O. Frauenfeld, S. J. S. Khalsa. 2005. Analysis of the extreme winter of 1997-1998 on the Tibetan Plateau.AAG, Denver, CO, 3 Apr 2005.
Armstrong, R. L., M. J. Brodzik and M. A. Parsons. 2005. Graphical representation of Cold Land Processes Experiment snow pit data. Eos Trans. AGU, 86(52), Fall Meet. Suppl. Abstract C21A-1054.
Armstrong, R. L., M. J. Brodzik, M. H. Savoie, K. W. Knowles, R. G. Barry. 2005. Snow cover mapping at the continental to global scale using combined optical and passive microwave data. CliC Meeting, Beijing, May 2005.
Brodzik, M. J., R. L. Armstrong, K. Knowles and M. Savoie. 2005. The effect of sensor differences in deriving long-term trends from satellite passive microwave snow extent. Eos Trans. AGU, 86(52), Fall Meet. Suppl. Abstract U21A-0804.
2006
Brodzik, M. J., R. L. Armstrong, E. C. Weatherhead, M. H. Savoie, K. W. Knowles, and D. A. Robinson. 2006.Regional trend analysis of satellite-derived snow extent and global temperature anomalies. Eos Trans. AGU, 87(52) Fall Meeting Supplement, Abstract U33A-0011.
Njoku, E. G., S. K. Chan, R. L. Armstrong, M. J. Brodzik, M. H. Savoie and K. Knowles.2006.Stable targets for spaceborne microwave radiometer calibration.Proc. IEEE MicroRad 2006, pp. 1-6. doi:10.1109/MICRAD.1006.1677052.
Savoie, M. H., M. J. Brodzik and K. Knowles.2006.AMSR-E/Aqua gridded brightness temperatures.Eos Trans. AGU, 87(52), Fall Meet. Suppl., Abstract H31A-1400.
2007
Brodzik, M. J., R. L. Armstrong, and M. H. Savoie. 2007. Snow cover mapping at the continental to global scale using combined visible and passive microwave satellite data. Eos Trans. AGU, 88(52), Fall Meet. Suppl. Abstract C21A-0058.
Brodzik, M. J., R. L. Armstrong, E. C. Weatherhead, M. H. Savoie, and D. A. Robinson.Regional trend analysis of satellite-derived snow extent and global temperature anomalies.AAG Annual Meeting, San Francisco, CA, April, 2007.
Brodzik, M. J., M. H. Savoie, and R. L. Armstrong. 2007. Preliminary study of local regression methods to interpolate gridded passive microwave brightness temperatures. Eos Trans. AGU, 88(52), Fall Meet. Suppl. Abstract B21A-0026.
Savoie, M. H., J. Wang, M. J. Brodzik, and R. L. Armstrong.2007. Atmospheric corrections for improved passive microwave snow cover retrievals over the Tibet Plateau. Eos Trans. AGU, 88(52), Fall Meet. Suppl., Abstract C23A-0942.
2008
Brodzik, M. J., M. H. Savoie, and R. L. Armstrong. 2008.Global snow extent climate data records and trends derived from satellite passive microwave and visible data. Eos Trans. AGU, 89(53), Fall Meet. Suppl. Abstract C11B-0498.
Brodzik, M. J., R. L. Armstrong, M. H. Savoie.2008. Remote sensing of snow cover and snow water equivalent.Presentation to International Workshop on Spaceborne Snowfall Measurement, (IWSSM), Steamboat Springs, CO, 31 Mar - 4 Apr 08.
Brodzik, M. J., R. L. Armstrong, M. H. Savoie.2008.Satellite-derived snow cover and snow water equivalent products at NSIDC.Presentation to NIC Snow Mapping Workshop, Silver Spring, MD, 14-15 October 08.
Gallaher, D., M. J. Brodzik, T. Scambos and J. Stroeve. 2008. Forcing interoperability: An intentionally fractured approach. Eos Trans. AGU, 89(53), Fall Meet. Suppl. Abstract IN23B-1089.
2009
Billingsley, B. W., M. J. Brodzik and J. A. Collins. 2009. Software reuse example and challenges at NSIDC. Eos Trans. AGU, 90(52), Fall Meet. Suppl., Abstract IN11C-1064.
Brodzik, M. J., T. H. Painter, R. L. Armstrong. 2009. A systematically-derived global glacier map derived from MODIS. Eos Trans. AGU, 90(52), Fall Meet. Suppl., Abstract C51B-0476.
Collins, J. A., M. J. Brodzik and B. W. Billingsley. 2009. Lineage management and user support considerations for on-demand data. Eos Trans. AGU 90(52), Fall Meet. Suppl., Abstract IN31B-1006.
2010
Brodzik, M. J., M. L. Kaminski, J. S. Deems, and T. A. Scambos. 2010. Managing IceBridge Airborne Mission Data at the National Snow and Ice Data Center.Abstract C41A-0504 presented at 2010 Fall Meeting, AGU, San Francisco, CA, 13-17 Dec.
Meier, W., M. J. Brodzik and S. J. S. Khalsa. 2010. Intercalibration of near-real-time snow and sea ice products from passive microwave data. Microrad 2010 11th Specialist Meeting on Microwave Remote Sensing, Washington, DC, 1-4 Mar.
2011
Brodzik, M. J., M. Kaminski, J. Lacy, I. Truslove. 2011. Bringing value to IceBridge airborne mission data users. Presented at World Climate Research Program (WCRP) Open Science Conference, Denver, CO 24-28 Oct.
Kaminski, M. L., M. J. Brodzik, J. S. Deems, and T. A. Scambos. 2011. Adaptive Management of IceBridge airborne mission Data at the National Snow and Ice Data Center.Abstract IN51B-1576 presented at 2011 Fall Meeting, AGU, San Francisco, CA, 5-9 Dec.
Schwab, M. J., M. Stanley, J. Pals, M. J. Brodzik, C. Fowler. 2011. Solutions for extracting file level spatial metadata from airborne mission data. Abstract IN51B-1586 presented at 2011 Fall Meeting, AGU, San Francisco, CA, 5-9 Dec.
Truslove, I., B. Billingsley, J. Lacy, G. Lewis, M. J. Brodzik, M. Kaminski, L. Lopez, M. McNulty, H. Wu. 2011. A software architecture to encourage internal and external software reuse. Abstract IN23B-1450 presented at 2011 Fall Meeting, AGU, San Francisco, CA, 5-9 Dec.
2012
Armstrong, R. L., A. P. Barrett, M. J. Brodzik, F. Fetterer, U. Horodyskyj, S. J. S. Khalsa, A. Khan, A. Racoviteanu, A. Rasmussen, B. H. Raup, M. W. Williams, A. M. Wilson. 2012. Establishing a collaborative effort to assess the role of glaciers and seasonal snow cover in the hydrology of the mountains of High Asia. CG11A-0956 presented at 2012 Fall Meeting, AGU, San Francisco, CA, 3-7 Dec.
Brodzik, M. J., T. H. Painter, A. Racoviteanu, R. L. Armstrong. 2012. Using MODIS to map changes in Earth's annual minimum exposed snow and ice. C21C-0624 presented at 2012 Fall Meeting, AGU, San Francisco, CA, 3-7 Dec.
Kaminski, M., M. J. Brodzik, J. Deems. 2012. IceBridge airborne mission data and services at the National Snow and Ice Data Center. Presented at ESA-CliC-EGU Earth Observation and Cryosphere Science Meeting, Frascati, Italy, 13-15 Nov.
Liu, M., J. A. Collins, S. Lewis, J. Oldenburg, M. J. Brodzik, J. Braucher. 2012. Caching strategies for improving performance of web-based geographic applications. IN13A-1502 presented at 2012 Fall Meeting, AGU, San Francisco, CA, 3-7 Dec.
Tressel, S. S., M. L. Kaminski, M. J. Brodzik. 2012. The NASA IceBridge project quickly delivers snow and ice elevation measurements of dynamic polar landscapes. C21B-0594 presented at 2012 Fall Meeting, AGU, San Francisco, CA, 3-7 Dec.
2013
Armstrong, R. L., A. P. Barrett, M. J. Brodzik, F. Fetterer, D. Hashmey, U. Horodyskyj, S. J. S. Khalsa, A. Khan, A. Racoviteanu, B. H. Raup, M. W. Williams, A. M. Wilson. 2013. CHARIS: the contribution to High Asia runoff from ice and snow: Preliminary results from Upper Indus Basin, Pakistan. GC23D-0966 presented at 2013 AGU Fall Meeting, San Francisco, CA, 9-13 Dec.
Armstrong, R. L., A. P. Barrett, M. J. Brodzik, F. Fetterer, U. Horodyskyj, S. J. S. Khalsa, A. Khan, A. Racoviteanu, A. Rasmussen, B. H. Raup, M. W. Williams, A. M. Wilson. 2013. Establishing a collaborative effort to assess the contribution to High Asia runoff from ice and snow. EGU2013-3542 presented at 2013 EGU Meeting, Vienna, Austria, 7-12 Apr.
Armstrong, R. L., A. P. Barrett, M. J. Brodzik, F. Fetterer, U. Horodyskyj, S. J. S. Khalsa, A. Khan, A. Racoviteanu, A. Rasmussen, B. H. Raup, M. W. Williams, A. M. Wilson. 2013. Establishing a collaborative effort to assess the contribution to High Asia runoff from ice and snow. DACA-13:C5.2 presented at Davos Atmosphere and Cryosphere Assembly DACA-13, Davos, Switzerland, 8-12 July.
Brodzik, M. J., B. Billingsley, T. M. Haran, B. H. Raup, M. H. Savoie. 2013. Enabling ease of access for Earth-gridded data with EASE-Grid 2.0. IN13A-1555 presented at 2013 AGU Fall Meeting, San Francisco, CA, 9-13 Dec.
Goodale, C., T. Painter, C. Mattmann, K. Rittger, M. Brodzik, A. Bryant, P. Ramirez, A. Hart, P. Zimdars. 2013. 2013 JPL's Snow Data System Year in Review. C21D-0681 presented at 2013 AGU Fall Meeting, San Francisco, CA, 9-13 Dec.
Paget, A. C., D. G. Long and M. J. Brodzik. 2013. A climate record of enhanced spatial resolution radiometer data. C14B-01 presented at 2013 AGU Fall Meeting, San Francisco, CA, 9-13 Dec.
Rittger, K., T. Painter, C. Mattmann, F. Seidel, A. Burgess, M. Brodzik. 2013. Snow and ice climatology of the Western United States and Alaska from MODIS. C21D-0673 presented at 2013 AGU Fall Meeting, San Francisco, CA, 9-13 Dec.
2014
Armstrong, R. L., A. P. Barrett, M. J. Brodzik, F. Fetterer, D. Hashmey, S. J. S. Khalsa, A. Khan, A. Racoviteanu, B. H. Raup, M. W. Williams, A. M. Wilson. 2014. CHARIS: the contribution to High Asia runoff from ice and snow: Preliminary results from Upper Indus Basin, Pakistan. Presented at CIRES Rendezvous, Boulder, CO, 1 May.
Brodzik, M. J. 2014. MODICE: An automatic method for mapping the world's glaciers. Presented to BYU engineering seminar, Provo, UT, 11 Mar.
Brodzik, M. J., R. L. Armstrong, A. Barrett, F. Fetterer, D. Hashmi, S. J. S. Khalsa, A. Racoviteanu, B. Raup, K. Rittger, M. Williams, A. Wilson. 2014. Contribution to High Asian Runoff from Ice and Snow (CHARIS) Project Preliminary Results from Upper Indus Basin. Presented at International Association for Mathematical Geosciences, New Delhi, 20 Oct.
Brodzik, M. J., R. L. Armstrong, S. J. S. Khalsa, T. H. Painter, A. Racoviteanu, K. Rittger. 2014. Application of an ablation gradient model to characterize annual glacier ice melt contribution to major rivers in High Asia. Poster presented at AGU Fall Meeting 2014, H43J-1088, San Francisco, CA, 15-19 Dec.
Brodzik, M. J., B. Billingsley, T. Haran, B. Raup, M. H. Savoie. 2014. Enabling ease of access for Earth-gridded data with EASE-Grid 2.0. Poster presented at ESDSWG, Greenbelt, MD, 25 Mar.
Brodzik, M. J., D. G. Long, R. L. Armstrong. 2014. Passive Microwave Earth System Data Record (ESDR) (a NASA MEaSUREs project). Presented at International Snow Working Group on Remote Sensing meeting, Granby CO, 11 Jan.
Hardman, M. A., M. J. Brodzik, J. Gotberg, D. G. Long, A. Paget. 2014. Tactical approaches for making a successful satellite passive microwave ESDR. Poster presented at AGU Fall Meeting 2014, IN31A-3711, San Francisco, CA, 15-19 Dec.
Laidlaw, R., T. H. Painter, C. Mattmann, P. Ramirez, K. Borman, M. J. Brodzik, A. Burgess, K. Rittger, C. Goodale, M. Joyce, L. McGibbney, P. Zimdars, NASA JPL Snow Team. 2014. Snow Data System, NASA JPL. Poster presented at AGU Fall Meeting 2014, IN23D-3759, San Francisco, CA, 15-19 Dec.
Paget, A., M. J. Brodzik, J. Gotberg, M. A. Hardman, D. G. Long. 2014. Using image reconstruction methods to enhance gridded resolution for a newly-calibrated passive microwave Earth System Data Record. Poster presented at AGU Fall Meeting 2014, A51I-3158, San Francisco, CA, 15-19 Dec.
Rittger, K., M. J. Brodzik, A. C. Burgess, E. Burgess, T. H. Painter, R. L. Armstrong. 2014. Distinguishing ice from snow for melt modeling using daily observations from MODIS. B910 presented at 2014 EGU Meeting, Vienna, Austria, 27 Apr - 2 May.
2015
Brodzik, M. J., R. L. Armstrong, S. J. S. Khalsa, T. H. Painter, A. Racoviteanu, K. Rittger. 2015. Application of an ablation gradient model to characterize annual glacier ice melt contribution to major rivers in High Asia. Poster presented at CIRES Rendezvous, 01 May.
Brodzik, M. J., D. G. Long, M. A. Hardman, A. Paget, R. L. Armstrong. 2015. Using image reconstruction to enhance spatial resolution of the satellite passive microwave historical record. Presented at MicroSnow2 Meeting, Columbia, MD, 13-15 Jul.
Brodzik, M. J., D. G. Long, M. A. Hardman, A. Paget, R. L. Armstrong. 2015. Using image reconstruction methods to enhance spatial resolution of a reprocessed satellite passive microwave historical record. Poster presented at 2nd International Satellite Snow Products Intercomparison Workshop, Boulder, CO, 14-16 Sept.
Haran. T, M. J. Brodzik, D. J. Scott, B. Nordgren, T. Estilow. 2015. Using GDAL to convert NetCDF 4 CF 1.6 to GeoTIFF. Poster IN21A-1677 presented at AGU Fall Meeting, San Francisco, CA, 14-18 Dec.
Hardman, M. A., M. J. Brodzik, D. G. Long, A. Paget, R. L. Armstrong. 2015. Reprocessing the historical satellite passive microwave record at enhanced spatial resolutions using image reconstruction. Poster GC31D-1218 presented at AGU Fall Meeting, San Francisco, CA, 14-18 Dec.
Laidlaw, R., T. H. Painter, C. A. Mattmann, P. Ramirez, K. Bormann, M. J. Brodzik, A. B. Burgess, K. Rittger, C. E. Goodale, M. Joyce, L. J. McGibbney, P. Zimdars and the NASA JPL Snow Team. 2015. Snow Data System, NASA JPL. Poster IN13B-1837 presented at AGU Fall Meeting, San Francisco, CA, 14-18 Dec.
Rittger, K., M. J. Brodzik, A. Racoviteanu, A. Barrett, S. J. S. Khalsa, R. Armstrong. 2015. Distinguishing snow and ice melt contributions using daily MODIS and a temperature index melt model in the Hunza River basin. Poster presented at EGU meeting, Vienna, Austria, 13-17 April.
Rittger, K., M. J. Brodzik, A. Racoviteanu, A. Barrett, S. J. S. Khalsa, R. Armstrong, E. Bair, J. Dozier, R. Davis. 2015. Snow and ice melt contributions from a temperature index model and an energy balance model in the Hunza River basin. Presentation to 26th IUGG General Assembly, Prague, Czech Republic, 22 Jun - 2 July.
Rittger, K., M. J. Brodzik, E. Bair, A. Racoviteanu, A. Barrett, S. J. S. Khalsa, B. Raup, R. Armstrong, J. Dozier, T. H. Painter and R. E. Davis. 2015. Distinguishing snow and glacier ice melt in High Asia using MODIS. Presented at CAS-NASA Workshop on Snow and Glacier Change and Related Natural Disasters in High Mountain Asia, Mammoth, CA, 9 Sept.
Rittger, K., K. Bormann, M. J. Brodzik, R. Armstrong, T. H. Painter, J. Dozier. 2015. Fractional snow cover for Landsat OLI, MODIS and VIIRS from spectral mixture analysis. Poster presented at 2nd International Satellite Snow Products Intercomparison Workshop, Boulder, CO, 14-16 Sept.
Rittger, K., M. J. Brodzik, E. Bair, A. Racoviteanu, S. J. S. Khalsa, A. Barrett, R. Armstrong, J. Dozier. 2015. Distinguishing snow and glacier ice melt in High Asia using MODIS. Presented C24A-03 at AGU Fall Meeting, San Francisco, CA, 14-18 Dec.
Zender, C., P. Leonard, E. Armstrong, S. Berrick, M. J. Brodzik, S. Doman Bennett, S. J. S. Khalsa, H. Lee, D. Marinelli, J. Plutchak, M. Yang. 2015. Guidelines for createing grid structures in Earth science product files. Poster presented at ESDSWG meeting, Greenbelt, MD, March 23-25.
2016
Brodzik, M. J., B. Armstring, R. L. Armstrong, A. Barrett, F. Fetterer, A. Hill, H. A. Hughes, S. J. S. Khalsa, A. Khan, A. Racoviteanu, B. Raup, K. Rittger, M. Williams, A. Wilson. 2016. CHARIS lessons learned in capacity building for hydrological sciences with Asian partner communities. PA43A-2183, poster presented at AGU Fall Meeting, San Francisco, CA, 12-16 Dec.
Brodzik, M. J., D. G. Long, M. A. Hardman, A. Paget, R. L. Armstrong. 2016. Using image reconstruction to enhance spatial resolution of the satellite passive microwave historical record. Invited presentation to Global Climate Observing System (GCOS) Terrestrial Observation Panel for Climate (TOPC) meeting, Boulder, CO, 25-27 Apr.
Brodzik, M. J., D. G. Long, M. A. Hardman, A. Paget, R. L. Armstrong. 2016. Using image reconstruction to enhance spatial resolution of the satellite passive microwave historical record. Invited presentation to NSIDC User Working Group Meeting, Boulder, CO, 9-10 Aug.
Brodzik, M. J., D. G. Long, M. A. Hardman, A. Paget, R. L. Armstrong. 2016. A new era for NSIDC's gridded passive microwave data. Invited presentation to CIRES Cryospheric and Polar Processes Seminar, Boulder, CO, 12 Oct.
Brodzik, M. J., A. Paget, D. G. Long, M. A. Hardman, T. M. Haran. 2016. Leveraging GeoTIFF compatibility for visualizing a new EASE-Grid 2.0 global satellite passive microwave climate record. OD24C-2478, presented at 2016 Ocean Sciences Meeting, New Orleans, LA, 21-26 Feb.
Hardman, M. A., M. J. Brodzik, D. G. Long. 2016. Using image reconstruction to improve SMAP radiometer spatial resolution. H31G-1483, presented at AGU Fall Meeting, San Francisco, CA, 12-16 Dec.
Ramage, J., M. J. Brodzik, M. A. Hardman. 2016. Melt on the margins: Calibrated Enhanced-Resolutions Brightness Temperatures to melt onset near glacier margins & transition zones. Presented at Eastern Snow Conference, Columbus, OH, 14-16 Jun.
Ramage, J., M. J. Brodzik, M. A. Hardman. 2016. Glacier melt detection in complex terrain using new AMSR-E Calibrated Enhanced Daily EASE-Grid 2.0 Brightness Temperatures (CETB) Earth System Data Record. C13D-0859, presented at AGU Fall Meeting, San Francisco, CA, 12-16 Dec.
Racoviteanu, A., K. Rittger, M. J. Brodzik, T. H. Painter, R. Armstrong. 2016. Fluctuating snow line altitudes in the Hunza basin (Karakoram) using Landsat OLI imagery. EGU2016-10599, poster presented at AGU meeting, Vienna, Austria, 17-22 April.
Rittger, K., M. J. Brodzik, E. Bair, A. Racoviteanu, A. Barrett, S. J. S. Khalsa, R. Armstrong, J. Dozier. 2016. Distinguishing snow and glacier ice melt in High Asia using MODIS. EGU2016-9154, presented at EGU meeting, Vienna, Austria, 17-22 April.
Rittger, K., M. J. Brodzik, T. H. Painter, A. Racoviteanu, R. Armstrong, J. Dozier. 2016. Trends in annual minimum exposed snow and ice cover in High Mountain Asia from MODIS. EGU2016-10332, presented at EGU meeting, Vienna, Austria, 17-22 April.
Zender, C., P. Leonard, E. Armstrong, M. J. Brodzik, J. Glassy, A. Jelenak, S. J. S. Khalsa, W. Yang. 2016. Guidelines for swath structures in Earth science products. Poster presented at ESDSWG meeting, Greenbelt, MD, 6-8 Apr.
2017
Armstrong, R. M. J. Brodzik, B. Armstrong, A. Barrett, F. Fetterer, A. Hill, S.-J. S. Khalsa, A. Racoviteanu, B. Raup, K. Rittger, M. Williams, A. Wil- son, and Q. Ye. 2017. Improving understanding of glacier melt contribution to High Asian river discharge through collaboration and capacity building with High Asian CHARIS partner institutions. HS6.2–11240, poster presented at EGU General Assembly, Vienna, Austria, 23-28 April.
Brodzik, M. J. 2017. Satellite remote sensing resources for hydrological studies. Presentation at CHARIS project meeting, Nagargot, Nepal, 8-9 April.
Brodzik, M. J., M. A. Hardman and D. G. Long. 2017. Enhancing spatial resolution with image reconstruction: a newly-reprocessed, global historical passive microwave record and preliminary applications to estimate melt onset. Presentation at Third International Conference on Mountain Hydrology and Meterology for the Sustainable Development, Kathmandu, Nepal, 10-11 April.
Brodzik, M. J., D. G. Long and M. A. Hardman. 2017. Enhanced-resolution soil moisture using image reconstruction, Part One: TB Resolution Enhancement. Presentation at SUSMAP Science meeting, Cambridge, MA, 19-20 Oct.
Brodzik, M. J., D. G. Long, M. A. Hardman, A. Paget and R. L. Armstrong. 2017. A new era for gridded passive microwave data at the NASA NSIDC DAAC. NASA Earthdata Webinar, 31 Jan.
Brodzik, M. J., D. G. Long, J. Ramage, R. Kelly, and M. A. Hardman. 2017. How do enhanced-resolution brightness temperatures benefit passive microwave algorithms for swe and melt onselt? Poster presentation at SnowEx Science Meeting, Longmont, CO, 8-10 August.
Brodzik, M. J., M. A. Hardman and D. G. Long. 2017. Usability and Interoperability Improvements for an EASE-Grid 2.0 Passive Microwave Data Product Using CF Conventions. E-Lightning presentation at AGU Fall Meeting, IN42B-06, New Orleans, LA, 11-15 Dec.
Hardman, M. A., M. J. Brodzik and K. W. Beam. 2017. Creating a python cocoon around legacy C code. Poster presentation at SciPy 2017, Austin, TX, 10-14 July.
Hardman, M. A., M. J. Brodzik, D. G. Long and J. Ramage. 2017. Calibrated, Enhanced-Resolution Brightness Temperature ESDR: A new era for gridded passive microwave data. Poster presentation at AGU Fall Meeting, C51C-0993, New Orleans, LA, 11-15 Dec.
Johnson, M. T., J. M. Ramage, T. Troy and M. J. Brodzik. 2017. Passive microwave remote sensing of Colorado watersheds using Calibrated, Enhanced-Resolution Brightness Temperatures (CETB) from AMSR-E and SSM/I for estimation of snowmelt timing. Poster presentation at AGU Fall Meeting, C51C- 0994, New Orleans, LA, 11-15 December.
Ramage, J. M., M. J. Brodzik, M. A. Hardman and T. Troy. 2017. Testing snow melt algorithms in high relief topography using Calibrated Enhanced-Resolution Brightness Temperatures, Hunza River basin, Pakistan. Poster presentation at AGU Fall Meeting, C51C-0996, New Orleans, LA, 11-15 December.
Rittger, K., R. L. Armstrong, E. Bair, A. Racoviteanu, M. J. Brodzik, A. F. Hill, A. M. Wilson, A. Khan, J. Ramage, S.-J. S. Khalsa, B. Raup, and T. H. Painter. 2017. The contribution to High Asia runoff from ice and snow (CHARIS): Understanding the source and trends of cryospheric contributions to the water balance. Presentation at AGU Fall Meeting, C33D-1232, New Orleans, LA, 11-15 December.
Rittger, K., E. Bair, A. Racoviteanu, M. J. Brodzik, S.-J. S. Khalsa, B. Raup, T. H. Painter and J. Dozier. 2017. Quantifying the individual contributions of melt from snow and glaciers in high mountain asia river basins: Syr Darya, Amu Darya, Indus, Ganges and Brahmaputra. Presentation at EGU General Assembly, HS2.2.1:11559, Vienna, Austria, 23-28 April.
2018
Armstrong, R. L., A. P. Barrett, M. J. Brodzik, F. Fetterer, A. F. Hill, R. B. Kayastha, S.-J. S. Khalsa, A. Khan, A. Racoviteanu, B. Raup, K. Rittger, A. Wilson and B. R. Armstrong. 2018. Contribution to High Asia runoff from glacier ice and seasonal snow (CHARIS). Poster presentation at AGU Fall Meeting, C21E-1388, Washington, DC, 10-14 December.
Brodzik, M. J., J. M. Ramage, M. A. Hardman, David G. Long and R. L. Armstrong. 2018. Improving melt onset detection in mountainous regions from the new, enhanced-resolution passive microwave climate record. Poster presentation at EGU General Assembly, CR 2.1:10690, Vienna, Austria, 9-13 April.
Brodzik, M. J., D. G. Long, M. A. Hardman, J. Ramage, M. T. Johnson and R. L. Armstrong. 2018. New enhanced-resolution passive microwave climate record for historical analysis. Presentation at POLAR2018, TE-3e, Davos, Switzerland, 19-23 June.
Hardman, M. A., D. G. Long and M. J. Brodzik. 2018. How to Evaluate SMAP Radiometer Spatial Resolution Enhancements from Image Reconstruction? Poster presentation at AGU Fall Meeting, H51W-1652, Washington, DC, 10-14 December.
Johnson, M. T., J. M. Ramage, T. Troy and M. J. Brodzik. 2018. Passive microwave remote sensing of colorado watersheds using Calibrated, Enhanced-Resolution Brightness Temperatures (CETB) for estimation of snowmelt timing in CLPx and SnowEx, 2018. Poster presentation at 75th Annual Eastern Snow Conference, College Park, MD, 5-8 June.
Johnson, M. T., J. M. Ramage, T. Troy and M. J. Brodzik. 2018. Snowmelt Detection Using Calibrated, Enhanced-Resolution Brightness Temperatures (CETB) across Conterminous US (CONUS). Poster presentation at AGU Fall Meeting, C13I-1243, Washington, DC, 10-14 December.
Racoviteanu, A., K. Ritter, R. L. Armstrong, M. J. Brodzik, A. F. Hill, A. Khan, and A. Wilson. 2018. Estimating snowline altitudes across High Mountain Asia for melt modeling: challenges in using remote sensing. Presentation at EGU General Assembly, CR 1.4:11151, Vienna, Austria, 9-13 April.
Ramage, J. M., M. T. Johnson, M. J. Brodzik, T. Troy, M. A. Hardman and D. G. Long. 2018. Noisy data or noisy landscape? Putting new Calibrated, Enhanced-Resolution Brightness Temperatures to the test. Presentation at 75th Annual Eastern Snow Conference, College Park, MD, 5-8 June.
Ramage, J. M., M. T. Johnson, M. J. Brodzik, T. Troy, M. A. Hardman and D. G. Long. 2018. Exploiting High Resolution CETB Statistics to Detect and Characterize Dynamic Surfaces. Poster presentation at AGU Fall Meeting, C13I-1244, Washington, DC, 10-14 December.
Rittger, K., R. L. Armstrong, E. Bair, M. J. Brodzik A. Racoviteanu, A. F. Hill, A. M. Wilson, A. Khan, S.-J. S. Khalsa, A. P. Barrett, B. Raup, and T. H. Painter. 2018. The contribution to High Asia runoff from ice and snow (CHARIS): Understanding the source of cryospheric contributions to the water balance. Presentation at EGU General Assembly, CR 1.4:11873, Vienna, Austria, 9-13 April.
Rittger, K., N. Bair, W. P. Doan and M. J. Brodzik. 2018. Historical and real-time snow product suite for the Indus River basin. Poster presentation at AGU Fall Meeting, H53E-04, Washington, DC, 10-14 December.
2019
Brodzik, M. J., D. G. Long, M. A. Hardman, J. M. Ramage, R. L. Armstrong and R. Kelly. 2019. How Enhanced-Resolution Brightness Temperatures are Improving Algorithms for SWE and Melt Onset. Poster presentation at Eastern Snow Conference, Fairlee, VT, USA, 4-6 Jun.
Brodzik, M. J., J. M. Ramage, M. T. Johnson T. J. Troy, D. G. Long and R. L. Armstrong. 2019. Spatio-Temporal Trends in Melt Onset in the Upper Indus Basin Using Enhanced-Resolution Passive Microwave Brightness Temperatures. Poster presentation at AMS 99th Annual Meeting, HYDRO:#55, Phoenix, AZ, USA, 7-10 Jan.
Kleiber, W., K. Rittger, B. Rajagopalan, M. J. Brodzik and M. Krock. 2019. Down-scaling Daily Remotely Sensed Snow Cover Fraction Based on a Two Stage Machine Learning Model. H21N-1945. Poster presentation at AGU Fall Meeting, San Francisco, CA, 9-13 Dec.
Miller, J., T. A. Scambos, D. G. Long, C. Mi Ìege, B. Wallin, L. Montgomery, and M. J. Brodzik. 2019. Mapping Firn Aquifers on Antarctic Ice Shelves from Space using L–band Satellite Microwave Radiometry. C33A-07. Presentation at AGU Fall Meeting, San Francisco, CA, 9-13 Dec.
Ramage, J. M., M. J. Brodzik, M. A. Hardman and D. G. Long. 2019. Testing Calibrated Enhanced-Resolution Brightness Temperatures (CETB) to Detect Significant Events in Lake Ice Formation and Evolution on Large Northern Lakes. Poster presentation at Eastern Snow Conference, Fairlee, VT, USA, 4-6 Jun.
Rittger, K., W. Kleiber, K. J. Bormann, H. G. V. Chan, W. P. Doan, T. H. Painter, E. Bair, K. N. Musselman, A. L. Dugger, M. J. Brodzik, and B. Rajagopalan. 2019. Multi-platform, Multi-sensor Snow Surface Properties for Energy Balance and Model Validation. C42B-04. Poster presentation at AGU Fall Meeting, San Francisco, CA, 9-13 Dec.