Michele M Thornton

Michele M Thornton

Geospatial/Technical Professional

About Me

I'm an ecologist and geospatial professional currently working at the Oak Ridge National Laboratory Distributed Active Archive Center (ORNL DAAC); part of NASA's Earth Observing System Data and Information System and the ORNL Biological and Environmental Systems Science Directorate.  I've been the Project Lead for the production and tool development and distribution of the Daymet dataset since 2009, having lead the workflow development and production of Daymet Versions 2 through the current V4 R1 distribution.  That has included having conceived of and developed the methodology for the popular Single Pixel Extraction Tool.  I'm the NACP Daymet Project Lead for Daymet.  Daymet is in the top 10 of downloaded datasets in NASA's Earthdata collections and ranks as one of the most highly cited datasets in the ORNL DAAC. Currently, I also serve as the DAAC's Airborne Data Lead and the Learning Resources Lead.  I also provide geospatial technical and scientific support for datasets curated and distributed within the ORNL DAAC.

I really enjoy working with the NASA and ORNL Science Community to both provide data that are useful in their applications and to help with the long term curation of terrestrial ecology datasets.  Developing data science tutorials and conducting webinars and workshops also provides me with a way to be instructive to our user community.  I'm further developing those skills as an openscapes mentor.  Got a question about NASA Earthdata?  I lead and monitor the Earthdata Forum for the ORNL DAAC and can put you in touch with one of our subject matter experts.  

Projects and Affiliations

Daymet Production History and Support

2006 – 2014: Daymet V2  

  • Products: Standardized inputs, ancillary files, algorithm software workflow and scripting, raw output file standardization and distribution, tool specified file format optimization, NACP supported Daymet web site design and creation, web site public launch, Single Pixel Extraction Tool, Tile Selection Tool, V2 release
  •  Funding:   NACP Project: A Modeling and Synthesis Thematic Data Center for the North American Carbon Program (MAST-DC). Co-leads: Robert Cook & Peter Thornton.

2013 – 2015: Daymet V3 

  • Products: Algorithm update to allow low station density estimates, standardized inputs and re-run of entire temporal period, full North American spatial extent, V3 release
  • Funding: NASA Terrestrial Ecology NRA: 2012 Co-leads: Peter Thornton & Russel Vose.

2018: Daymet V4  

  • Products: Puerto Rico temporal extent extended to 1950 – 1979.  Version 4
  • Funding: NGEE-Tropics: U.S. Department of Energy (DOE), Office of Science, Office of Biological and Environmental Research (BER). Lead: Anthony Walker

2018 - 2019: Daymet V4

  • Products: Algorithm improvements to reductions in the timing bias of input reporting weather station measurements; improvement to the three-dimensional regression model techniques in the core algorithm; and a novel approach to handling high elevation temperature measurement biases.  Standardized inputs for entire temporal period.  Version 4.  V4 Dataset release.
  • Funding: Energy Exascale Earth System Modeling (E3SM): Office of Biological and Environmental Research within the U.S. Department of Energy's Office of Science. Lead: Peter Thornton

 

Published Datasets  (Publications Citing Daymet Datasets)

Daymet Daily Data

  • Thornton, M.M., R. Shrestha, Y. Wei, P.E. Thornton, S-C. Kao, and B.E. Wilson. 2022. Daymet: Daily Surface Weather Data on a 1-km Grid for North America, Version 4 R1. ORNL DAAC, Oak Ridge, Tennessee, USA. https://doi.org/10.3334/ORNLDAAC/2129
  • Kao, S-C., P.E. Thornton, M.M. Thornton, R. Shrestha, and A.P. Walker. 2022. Sub-daily Climate Forcings for Puerto Rico. ORNL DAAC, Oak Ridge, Tennessee, USA. https://doi.org/10.3334/ORNLDAAC/1977
  • Thornton, M.M., R. Shrestha, P.E. Thornton, S. Kao, Y. Wei, and B.E. Wilson. 2021. Daymet Version 4 Monthly Latency: Daily Surface Weather Data. ORNL DAAC, Oak Ridge, Tennessee, USA. https://doi.org/10.3334/ORNLDAAC/1904
  • Thornton, M.M., R. Shrestha, Y. Wei, P.E. Thornton, S. Kao, and B.E. Wilson. 2020. Daymet: Daily Surface Weather Data on a 1-km Grid for North America, Version 4. ORNL DAAC, Oak Ridge, Tennessee, USA. https://doi.org/10.3334/ORNLDAAC/1840
  • Thornton, P.E., M.M. Thornton, B.W. Mayer, Y. Wei, R. Devarakonda, R.S. Vose, and R.B. Cook. 2016. Daymet: Daily Surface Weather Data on a 1-km Grid for North America, Version 3. ORNL DAAC, Oak Ridge, Tennessee, USA. https://doi.org/10.3334/ORNLDAAC/1328
  • Thornton, P.E., M.M. Thornton, B.W. Mayer, N. Wilhelmi, Y. Wei, R. Devarakonda, and R.B. Cook. 2014. Daymet: Daily Surface Weather Data on a 1-km Grid for North America, Version 2. ORNL DAAC, Oak Ridge, Tennessee, USA. Date accessed: YYYY/MM/DD. Temporal range: YYYY/MM/DD-YYYY/MM/DD. Spatial range: N=DD.DD, S=DD.DD, E=DDD.DD, W=DDD.DD. https://doi.org/10.3334/ORNLDAAC/1219
  • Thornton, Peter E, Thornton, Michele M, Mayer, Benjamin W, Wilhelmi, Nate, Wei, Yaxing, Devarakonda, Ranjeet, and Cook, Robert B. 2014. Daymet: Daily Surface Weather Data on a 1-km Grid for North America, Version 2. United States.  https://www.osti.gov/biblio/1148868
  • Thornton, Peter E, Thornton, Michele M, Mayer, Benjamin W, Wilhelmi, Nate, Wei, Yaxing, Devarakonda, Ranjeet, and Cook, Robert B. 2012. Daymet: Daily surface weather on a 1 km grid for North America, 1980-2008. United States. https://www.osti.gov/biblio/1149782

Daymet Uncertainty and Inputs

  • Thornton, M.M., R. Shrestha, Y. Wei, P.E. Thornton, S-C. Kao, and B.E. Wilson. 2022. Daymet: Station-Level Inputs and Cross-Validation for North America, Version 4 R1. ORNL DAAC, Oak Ridge, Tennessee, USA. https://doi.org/10.3334/ORNLDAAC/2132
  • Thornton, M.M., Y. Wei, P.E. Thornton, R. Shrestha, S. Kao, and B.E. Wilson. 2020. Daymet: Station-Level Inputs and Cross-Validation Result for North America, Version 4. ORNL DAAC, Oak Ridge, Tennessee, USA. https://doi.org/10.3334/ORNLDAAC/1850
  • Thornton, M.M., P.E. Thornton, Y. Wei, R.S. Vose, and A.G. Boyer. 2017. Daymet: Station-Level Inputs and Model Predicted Values for North America, Version 3. ORNL DAAC, Oak Ridge, Tennessee, USA. https://doi.org/10.3334/ORNLDAAC/1391
  • Thornton, P.E., M.M. Thornton, and R.S. Vose. 2017. Daymet: Annual Tile Summary Cross-Validation Statistics for North America, Version 3. ORNL DAAC, Oak Ridge, Tennessee, USA. https://doi.org/10.3334/ORNLDAAC/1348
  • Thornton, P.E., and M.M. Thornton. 2016. Daymet: Annual 2-degree Tile Summary Cross-Validation Statistics for North America. ORNL DAAC, Oak Ridge, Tennessee, USA. https://doi.org/10.3334/ORNLDAAC/1303

Daymet Climatologies

  • Thornton, M.M., R. Shrestha, Y. Wei, P.E. Thornton, S-C. Kao, and B.E. Wilson. 2022. Daymet: Annual Climate Summaries on a 1-km Grid for North America, Version 4 R1. ORNL DAAC, Oak Ridge, Tennessee, USA. https://doi.org/10.3334/ORNLDAAC/2130
  • Thornton, M.M., R. Shrestha, Y. Wei, P.E. Thornton, S-C. Kao, and B.E. Wilson. 2022. Daymet: Annual Climate Summaries on a 1-km Grid for North America, Version 4. ORNL DAAC, Oak Ridge, Tennessee, USA. https://doi.org/10.3334/ORNLDAAC/1852
  • Thornton, M.M., P.E. Thornton, Y. Wei, B.W. Mayer, R.B. Cook, and R.S. Vose. 2016. Daymet: Annual Climate Summaries on a 1-km Grid for North America, Version 3. ORNL DAAC, Oak Ridge, Tennessee, USA. https://doi.org/10.3334/ORNLDAAC/1343
  • Thornton, M.M., R. Shrestha, Y. Wei, P.E. Thornton, S-C. Kao, and B.E. Wilson. 2022. Daymet: Monthly Climate Summaries on a 1-km Grid for North America, Version 4 R1. ORNL DAAC, Oak Ridge, Tennessee, USA. https://doi.org/10.3334/ORNLDAAC/2131
  • Thornton, M.M., R. Shrestha, Y. Wei, P.E. Thornton, S-C. Kao, and B.E. Wilson. 2022. Daymet: Monthly Climate Summaries on a 1-km Grid for North America, Version 4. ORNL DAAC, Oak Ridge, Tennessee, USA. https://doi.org/10.3334/ORNLDAAC/1855
  • Thornton, M.M., P.E. Thornton, Y. Wei, B.W. Mayer, R.B. Cook, and R.S. Vose. 2016. Daymet: Monthly Climate Summaries on a 1-km Grid for North America, Version 3. ORNL DAAC, Oak Ridge, Tennessee, USA. https://doi.org/10.3334/ORNLDAAC/1345
  • Thornton, P.E., M.M. Thornton, B.W. Mayer, N. Wilhelmi, Y. Wei, R. Devarakonda, and R.B. Cook. 2015. Daymet: Monthly Climate Summaries on a 1-km Grid for North America, Version 2. ORNL DAAC, Oak Ridge, Tennessee, USA. Date accessed: YYYY/MM/DD. Temporal range: YYYY/MM/DD-YYYY/MM/DD. Spatial range: N=DD.DD, S=DD.DD, E=DDD.DD, W=DDD.DD. https://doi.org/10.3334/ORNLDAAC/1281
  • Thornton, P.E., M.M. Thornton, B.W. Mayer, N. Wilhelmi, Y. Wei, R. Devarakonda, and R.B. Cook. 2015. Daymet: Annual Climate Summaries on a 1-km Grid for North America, Version 2. ORNL DAAC, Oak Ridge, Tennessee, USA. Date accessed: YYYY/MM/DD. Temporal range: YYYY/MM/DD-YYYY/MM/DD. Spatial range: N=DD.DD, S=DD.DD, E=DDD.DD, W=DDD.DD. https://doi.org/10.3334/ORNLDAAC/1277

Other Published Datasets

  • Liu, Shishi, Y. Wei, W.M. Post, R.B. Cook, K. Schaefer, and M.M. Thornton. 2014. NACP MsTMIP: Unified North American Soil Map. ORNL DAAC, Oak Ridge, Tennessee, USA. https://doi.org/10.3334/ORNLDAAC/1242
  • Wei, Y., D.J. Hayes, M.M. Thornton, W.M. Post, R.B. Cook, P.E. Thornton, A.R. Jacobson, D.N. Huntzinger, T.O. West, L.S. Heath, K. McKain, G. Stinson, W. Kurz, B. de Jong, I.T. Baker, J.M. Chen, F. Chevallier, F.M. Hoffman, A.K. Jain, R. Lokupitiya, D.A. McGuire, A.M. Michalak, G.G. Moisen, R.P. Neilson, P. Peylin, C.S. Potter, B. Poulter, D. Price, J.T. Randerson, C. Rodenbeck, H. Tian, E. Tomelleri, G.R. van der Werf, N. Viovy, J. Xiao, N. Zeng, and M. Zhao. 2013. NACP Regional: National Greenhouse Gas Inventories and Aggregated Gridded Model Data. ORNL DAAC, Oak Ridge, Tennessee, USA. https://doi.org/10.3334/ORNLDAAC/1179
  • Fisher, F.B., J.C. Winne, M.M. Thornton, T.P. Tady, Z. Ma, M.M. Hart, and R.L. Redmond. 1998. Montana land cover atlas. Montana Cooperative Wildlife Research Unit, The University of Montana, Missoula. viii + 50 pp. On-line at https://ftpgeoinfo.msl.mt.gov/Documents/Metadata/MtGap1998Atlas.pdf

 

Select Publications

  • Ranjeet Devarakonda, Kavya Guntupally, Michele Thornton, Yaxing Wei, Debjani Singh, and Dalton Lunga. 2021. FAIR Interfaces for Geospatial Scientific Data Searches. In Proceedings of the 1st ACM SIGSPATIAL International Workshop on Searching and Mining Large Collections of Geospatial Data (GeoSearch'21). Association for Computing Machinery, New York, NY, USA, 1–4. 
  • Thornton, P.E., Shrestha, R., Thornton, M. et al. Gridded daily weather data for North America with comprehensive uncertainty quantification. Sci Data 8, 190 (2021). 
  • Wei, Y., Shrestha, R., Pal, S., Gerken, T., Feng, S., McNelis, J., Singh, D., Thornton, M.M., et al. (2021). Atmospheric Carbon and Transport – America (ACT-America) data sets: Description, management, and delivery. Earth and Space Science, 8, e2020EA001634.
  • ESRI Book Chapter Contribution  NASA Earth Science Division et al., 2021, GIS for Science, Vol 3: Maps for Saving the Planet, ISBN: 9781589486713 https://www.gisforscience.com/  NASA Earth Science Chapter:  Mapping Extreme Events from Space
  • R. Devarakonda, Y. Wei, M. Thornton, B. Mayer, P. Thornton and B. Cook, “Preparing, Storing, and Distributing Multi-dimensional Scientific Data.” Proceedings of the IEEE International Conference on Big Data, DOI: 10.1109/BigData.2015.7364085, pgs. 2811 - 2813 (2015).
  • Liu, S., Wei, Y., Post, W. M., Cook, R. B., Schaefer, K., and Thornton, M. M.: The Unified North American Soil Map and its implication on the soil organic carbon stock in North America, Biogeosciences, 10, 2915-2930, doi:10.5194/bg-10-2915-2013, 2013.
  • Steven W. Running, Lloyd Queen, Michele Thornton, The Earth Observing System and Forest Management, Journal of Forestry, Volume 98, Issue 6, June 2000, Pages 29–31.
  • Fisher, F.B., J.C. Winne, M.M. Thornton, T.P. Tady, Z. Ma, M.M. Hart, and R.L. Redmond. 1998. Montana land cover atlas. Unpublished report. Montana Cooperative Wildlife Research Unit, The University of Montana, Missoula, Montana.
  • Redmond, R.L., M.M. Hart, J.C. Winne, W.A. Williams, P.C. Thornton, Z. Ma, C.M. Tobalske, M.M. Thornton, K.P. McLaughlin, T.P. Tady, F.B. Fisher, S.W. Running. 1998. The Montana Gap Analysis Project: final report. Montana Cooperative Wildlife Research Unit, The University of Montana, Missoula. xiii + 136 pp. + appendices. 
  • Redmond, R.L.; Tady, T.P.; Fisher, F.B.; Thornton, M.; and Winne, J.C. 1997. LANDSAT vegetation mapping of the southwest and central Idaho ecogroups. Final Report: Contract # 53-0261-6-25. Wildlife Spatial Analysis Lab, Montana Cooperative Wildlife Research Unit, University of Montana, Missoula, MT 59812. 139p.
  • Redmond, RL.; Winne, J.C.; Tady, T.P.; Thornton, M.; Troutwine, J.; Ma, Z. 1997. Existing vegetation and land cover of the Little Missouri, Grand River, and Sheyenne National Grasslands. Final Report, Contract #53-034304-000012, submitted to US. Department of Agriculture, Forest Service, Northern Regional Office. Montana Cooperative Wildlife Research Unit, The University of Montana, Missoula. 174 p.
  • Thornton, Michele M. "Use of Geomorphic Variables to Predict Riparian Vegetation Patterns: A Comparison of Field and GIS Techniques." Thesis, Idaho State University, 1996.

 

Webinars

Toward Analysis Ready Data - Programmatically Discover, Access, and Subset Daymet V4 Data with Python and ArcGIS - NASA Earthdata Webinar: (900 views) 

NetCDF Why and How: Creating Publication Quality NetCDF Datasets - NASA Earthdata Webinar: (8K views)  

NetCD-what? An Ecologist’s Guide to Working with Daymet and other NetCDF-formatted Data - NASA Earthdata Webinar: (17K views)  

Accessing Daymet Data Through Web-Based Tools and Services - NASA Earthdata Webinar: (9K views)  

 

Workshops

Ecological Society of America:  2022 Annual Meeting, Montreal, Canada Exploring Changes in Vulnerable Ecosystems with NASA Airborne Data

ESIP Meeting, July 19-22, 2022, Pittsburg, PA  Airborne for All - Engaging the ESIP community to explore findings from a recent Airborne and Field data workshop and identify synergies across organizations  https://2022esipjulymeeting.sched.com/event/12etM/airborne-for-all-engaging-the-esip-community-to-explore-findings-from-a-recent-airborne-and-field-data-workshop-and-identify-synergies-across-organizations

Improving NASA Airborne and Field Data Workshop.  March 29-30, 2022. Virtual. Sara Lubkin, Deborah Smith, Bruce Wilson, Michele Thornton. https://www.earthdata.nasa.gov/esds/impact/admg/nasa-airborne-and-field-data-workshop

NASA Terrestrial Ecology Scientist Meeting, 2019, College Park, MD  Data Management and Publishing for NASA Terrestrial Ecology Projects Workshop Developer and presenter:  https://cce.nasa.gov/meeting_te_2019/datawkshp.html

Ecological Society of America Annual Meeting, Louisville, KY 2019. Extracting and Exploring NASA Earthdata for Your Study Site or Region https://eco.confex.com/eco/2019/meetingapp.cgi/Session/15767

Swiss Federal Institute for Forest, Snow and Landscape Research WSL, 2000, Birmensdorf, Switzerland New approaches to RS-based ecosystem modelling and monitoring: Transformation, Integration and Application of MODIS sensor data 

 

Selected Science Presentations

Michele Thornton, Scott Pearson, Rupesh Shrestha, Yaxing Wei, Chris Lindsley, Bruce E. Wilson. 2022. Analysis Ready and Cloud-optimized Data Formats for NASA Airborne Facility Instruments. American Geophysical Union, Fall Meeting 2022, #IN35A-03. Chicago, IL. 
https://eppro01.ativ.me/src/EventPilot/php/scripts/aguvideo.php?clid=aguorg-fm22/176169_zjotx7&atvid=s176169-134183&cid=AGU22
starting from: 19:39

Moderator: Leo Thomas; Speakers: Michele Thornton, Monica Youngman, Tom Augspurger, Vincent Sarago. Invited Panel Speaker:  Managing Planetary Scale Archive in the Cloud: SatSummit, 2022. https://2022.satsummit.io/speakers/michele-thornton

Michele M. Thornton, Yaxing Wei, Rupesh Shrestha, Jerrold Williams, Daine Wright, and Peter E. Thornton. 2022. Daymet: Open-Source Science Leverages Standardized Interoperable Data. ESIP, July 19-22, 2022. Pittsburgh, PA  https://esip.figshare.com/articles/poster/Daymet_Open-Source_Science_Leverages_Standardized_Interoperable_Data/20343792

Yuan, Fengming, Kao, S.C., Tesfa T., Wang, D., Schwartz, P., Thornton, M., Thornton, P.E., and S. Wullschleger.  High-resolution Forcing Driven Offline ELM Snow Processing and Comparing to Observations in Two Alaska Tundra Regions. 2021. AGU Fall Meeting   https://ui.adsabs.harvard.edu/abs/2021AGUFM.C35D0910Y

Shi, Mingjie, Keller, M., Koven, C., Kueppers, L., Needham, J., Knox, R., Kao, S.C., Thornton, P., Thornton, M., Ruby, L. 2021. Studies of hurricane disturbance and recovery in Puerto Rico using ELM-FATES. AGU Fall Meeting   https://ui.adsabs.harvard.edu/abs/2021AGUFM.B55F1269S

Thornton, M., Shrestha, R., Thornton, P. E., Kao, S. C., Wei, Y., Wilson, B. E.  2020.  Improvements in Daymet Continental-Scale Gridded Daily Precipitation and Temperature Estimates. American Geophysical Union, Fall Meeting 2020, #H141-0014 https://ui.adsabs.harvard.edu/abs/2020AGUFMH141.0014T  Ecological Society of America Annual Meeting.  Virtual. 2020   https://eco.confex.com/eco/2020/meetingapp.cgi/Paper/87080

Michele M. Thornton, Hong Xu, Yaxing Wei, Bruce E. Wilson, Rupesh Shresha and Peter E. Thornton. “Daymet: Continental-Scale Daily Weather Parameters and ESRI Multidimensional Functionality”  ESRI User Conference.  Virtual.  2020   https://mapgallery.esri.com/submission-detail/609d7f1a95ac006b2090827b

Thornton, M., Wilson, B.E., Shrestha, R., Wei, Y., Blanco, H. “Open data and accessible services and tools foster science and software collaboration” Ecological Society of America Annual Meeting, Louisville, KY 2019.   https://eco.confex.com/eco/2019/meetingapp.cgi/Paper/80151

M Thornton, Y Wei, A Boyer, P Thornton, S Vannan. 2018. Customized web-based services to access the the Daymet product:  Analysis of user-based downloads provide insights into how scientists access large, complex data for their research needs.  ForestSAT 2018, College Park, Maryland

Thornton, M., Wei, Y., Devarakonda, R., Boyer, A., Vannan, K.S., Thornton, P.E. “Customized web-based services to access the Daymet product: Analysis of user-based downloads provide insights into how scientists access large, complex data for their research needs” Author – Session Talk.  Presented at Ecological Society of America Annual Conference. Portland, OR. 2017.   https://eco.confex.com/eco/2017/meetingapp.cgi/Paper/65638

Devarakonda, R.; Thornton, M.; Wei, Y.; Krishna, B.; Frame, M. T.; Zolly, L., Records, R.; Palanisamy, G. “New approaches in cataloging and distributing multi-dimensional scientific data: Federal Data Repositories example” American Geophysical Union, Fall Meeting 2016, #IN23B-1771. https://agu.confex.com/agu/fm16/meetingapp.cgi/Paper/161117

Peter E. Thornton, Michele M. Thornton, Benjamin W. Mayer, Robert B. Cook, Ranjeet Devarakonda, Yaxing Wei, Suresh Kumar Santhana Vannan. 2015. “Gridded daily surface weather for North America: development and uncertainty analysis of the Daymet dataset.” 2015 NASA Carbon Cycle & Ecosystems Joint Science Workshop Poster https://cce.nasa.gov/cgi-bin/cce/cce_profile.pl?project_group_id=718

Michele M Thornton, Peter E. Thornton, Benjamin W Mayer, Ranjeet Devarakonda, Robert B Cook.  2015. Surface Weather Data with Uncertainty Quantifications for North America  5th NACP All-Investigators Meeting Posters. January 26-29, 2015. Washington, DC.  https://carbon.nasa.gov/cgi-bin/inv_pgp.pl?pgid=261&format=1

Yaxing Wei, Robert B. Cook, Wilfred M. Post, Peter E. Thornton, Deborah Nicole Huntzinger, Daniel Ricciuto, Daniel Hayes, Michele M. Thornton, Shishi Liu, Andy Jacobson, Kevin M Schaefer, Kenneth James Davis. 2013. A Modeling and Synthesis Thematic Data Center for the North American Carbon Program. 4th NACP All-Investigators Meeting Posters.  https://carbon.nasa.gov/cgi-bin/inv_pgp.pl?pgid=261&format=1

Michele M Thornton, Peter E Thornton, Robert B. Cook, Yaxing Wei, Suresh Kumar Santhana Vannan, Peter I. Eby, Ranjeet Devarakonda. 2011. “Daymet: Gridded subdaily weather data for North America”.  NASA Carbon Cycle and Ecosystems Joint Workshop, October 3-7, 2011, Alexandria, VA  https://carbon.nasa.gov/cgi-bin/inv_pgp.pl?pgid=261&format=1

Hayes, D. J.; McGuire, D.; Post, W. M.; Heath, L. S.; Kurz, W.; Stinson, G.; Thornton, M.; Wei, Y.; West, T. O. “Towards better-constrained assessments of the carbon balance of North America in the 21st Century: a comparison of recent model and inventory-based estimates” American Geophysical Union, Fall Meeting 2009, abstract id. B51D-0333

Robert B. Cook, Wilfred M. Post, Peter E. Thornton, Latha M. Baskaran, Lisa M. Olsen, Michele M. Thornton, Carroll N. Curtis, Jerry Y. Pan, Yaxing Wei, Steve L. Campbell, 2009. “Modeling and Synthesis Support for the North American Carbon Program” NACP All-Investigators Meeting, San Diego, CA https://www.nacarbon.org/meeting_2009/mtg2009_ab_poster_agenda.html

 

Awards and Recognition