Carbon Monitoring
The Forest Service produces authoritative research, analyses, and tools for carbon monitoring and estimation across the nation.
Carbon is the basic building block of forests, which store enormous amounts of it in their trees and soils. When trees die and decompose or are burned, that carbon is released as carbon dioxide gas. Forest health and conditions, management practices, wood harvesting, and forest use all influence how much carbon is stored and released from forests over time. The Forest Inventory and Analysis program produces the data and models used to monitor and report forest carbon stocks and changes at all scales, from individual forests or farm accounts to international reports. Forest Service carbon scientists contribute to United Nations carbon reports, forest sustainability reports, the Resources Planning Act Assessment, carbon assessments for national forests and grasslands, and more.
Forest Service carbon monitoring benefits people and groups across the nation and world.
- Forest Service carbon reporting informs how land managers carry out strategies to increase carbon storage.
- People across the nation know that Forest Service protocols and definitions for carbon monitoring are consistent, high-quality, and reliable and have been used for decades.
- Universities, nongovernmental organizations, private research firms, and others use Forest Service carbon outputs for baseline data, models, and carbon dynamics research.
- Life cycle analyses from Forest Service researchers quantify the carbon stored in harvested wood products and improve carbon accounting. They also support businesses, governments, and other organizations as they strive to meet sustainability goals and reporting. These analyses are based on data from the Forest Service Timber Products Output survey.
- Crews collect data from Forest Inventory and Analysis plots. These 325,000 plots span states and territories. Crews measure trees as well as standing and downed dead wood, observe damage from disturbances and fires, and sample litter and soil.
- Scientists analyze this data. They combine measures of live and dead biomass with soil and litter samples to estimate the amount of carbon in each plot.
- Scientists scale their analyses. By using observations and satellite images, scientists extrapolate their plot carbon estimates across similar landscapes. They then patch together these estimates to represent carbon stored across forests, states, and the nation.
- Scientists estimate long-term carbon storage and emissions by repeating plot measurements.Crews revisit plots every five to 10 years. Their long-term findings suggest that forests and harvested wood products offset 10 to 15 percent of nationwide carbon emissions each year.

- Grant M. Domke, Christopher W. W. Woodall, James Smith, Jim Westfall, Ronald E. McRoberts. 2012. Consequences of alternative tree-level biomass estimation procedures on U.S. forest carbon stock estimates
- James Smith, Grant M. Domke, Christopher W. W. Woodall. 2021. Predicting downed woody material carbon stocks in forests of the conterminous United States
- Adam R. Martin, Grant M. Domke, Mahendra Doraisami, Sean C. Thomas. 2021. Carbon fractions in the world’s dead wood
- Grant M. Domke, Charles H. (Hobie) Perry, Brian F. Walters, L.E. Nave, Christopher W. W. Woodall, Chris Swanston. 2017. Toward inventory-based estimates of soil organic carbon in forests of the United States
- Grant M. Domke, Charles H. (Hobie) Perry, Brian F. Walters, Christopher W. W. Woodall, Matthew B. Russell, James Smith. 2016. Estimating litter carbon stocks on forest land in the United States
- Kristofer Johnson, Grant M. Domke, Matthew B Russell, Brian F. Walters, John Hom, Alicia Peduzzi, Richard Birdsey, Katelyn Dolan, Wenli Huang. 2017. Estimating aboveground live understory vegetation carbon in the United States
- Philip Radtke, David Walker, Jereme Frank, Aaron Weiskittel, Clara DeYoung, David MacFarlane, Grant M. Domke, Christopher W. W. Woodall, John W. Coulston, Jim Westfall. 2017. Improved accuracy of aboveground biomass and carbon estimates for live trees in forests of the eastern United States
- Andres Espejo, Sandro Federici, Carly Green, Naikoa Amuchastegui, Remi d'Annunzio, Heiko Balzter, Pradeepa Bholanath, Cris Brack, Charles Brewer, Luca Birigazzi, Edersson Cabrera, Sarah Carter, Narendra Chand, Danny Donoghue, Simon Eggleston, Nikki Fitzgerald, Giles Foody, Gustavo Galindo, Sara A. Goeking, Giacomo Grassi, Alex Held, Martin Herold, Christoph Kleinn, Werner Kurz, Erik Lindquist, Ronald McRoberts, Anthea Mitchell, Erik Næsset, Evan Notman, Shaun Quegan, Ake Rosenqvist, Stephen Roxburgh, Christophe Sannier, Charles Scott, Goran Stahl, Stephen Stehman, Viliame Tupua, Pete Watt, Sylvia Wilson, Curtis Woodcock, Mike Wulder. 2020. Integration of remote-sensing and ground-based observations for estimation of emissions and removals of greenhouse gases in forests: Methods and guidance from the Global Forest Observations Initiative, Edition 3.0
- Wu Ma, Grant M. Domke, Anthony W. D'Amato, Christopher W. W. Woodall, Brian F. Walters, Ram K. Deo. 2018. Using matrix models to estimate aboveground forest biomass dynamics in the eastern USA through various combinations of LiDAR, Landsat, and forest inventory data
- Wu Ma, Grant M. Domke, Christopher W. W. Woodall, Anthony W. D'Amato. 2020. Contemporary forest carbon dynamics in the northern U.S. associated with land cover changes
- Wu Ma, Grant M. Domke, Christopher W. W. Woodall, Anthony W. D'Amato. 2019. Land Use Changes, Disturbances, and Their Interactions on Future Forest Aboveground Biomass Dynamics in the Northern US
- Ram Deo, Matthew Russell, Grant M. Domke, Hans Andersen, Warren B. Cohen, Christopher W. W. Woodall. 2017. Evaluating Site-Specific and Generic Spatial Models of Aboveground Forest Biomass Based on Landsat Time-Series and LiDAR Strip Samples in the Eastern USA
- Matthew B. Russell, Grant M. Domke, Christopher W. W. Woodall, Anthony W. D'Amato. 2015. Comparisons of allometric and climate-derived estimates of tree coarse root carbon stocks in forests of the United States
- John Campbell, Mark B. Green, Ruth D. Yanai, Christopher W. W. Woodall, Shawn Fraver, Mark E. Harmon, Mark A. Hatfield, Charles Barnett, Craig R. See, Grant M. Domke. 2019. Estimating uncertainty in the volume and carbon storage of downed coarse woody debris
- Brian J. Clough, Matthew B. Russell, Grant M. Domke, Christopher W. W. Woodall. 2016. Quantifying allometric model uncertainty for plot-level live tree biomass stocks with a data-driven, hierarchical framework
- Grant M. Domke, Christopher W. W. Woodall, James Smith. 2011. Accounting for density reduction and structural loss in standing dead trees: Implications for forest biomass and carbon stock estimates in the United States
- Ronald E. McRoberts, Qi Chen, Grant M. Domke, Göran Ståhl, Svetlana Saarela, Jim Westfall. 2016. Hybrid estimators for mean aboveground carbon per unit area
- Christopher W. W. Woodall, Brian F. Walters, John W. Coulston, A.W. D’Amato, Grant M. Domke, M.B. Russell, Paul Sowers. 2015. Monitoring network confirms land use change is a substantial component of the forest carbon sink in the eastern United States
- Brendan R. Quirion, Grant M. Domke, Brian F. Walters, Gary M. Lovett, Joseph E. Fargione, Leigh Greenwood, Kristina Serbesoff-King, John M. Randall, Songlin Fei. 2021. Insect and Disease Disturbances Correlate With Reduced Carbon Sequestration in Forests of the Contiguous United States
- Liang Xu, Sassan S. Saatchi, Yan Yang, Yifan Yu, Julia Pongratz, A. Anthony Bloom, Kevin Bowman, John Worden, Junjie Liu, Yi Yin, Grant M. Domke, Ronald E. McRoberts, Christopher Woodall, Gert-Jan Nabuurs, Sergio de-Miguel, Michael Keller, Nancy Harris, Sean Maxwell, David Schimel. 2021. Changes in global terrestrial live biomass over the 21st century
- Lucia A. Fitts, Matthew B. Russell, Grant M. Domke, Joseph K. Knight. 2021. Modeling land use change and forest carbon stock changes in temperate forests in the United States
- L.E. Nave, K. DeLyser, Grant M. Domke, Maria Janowiak, T.A. Ontl, E. Sprague, Brian F. Walters, Chris Swanston. 2021. Land use and management effects on soil carbon in U.S. Lake States, with emphasis on forestry, fire, and reforestation
- Hunter Stanke, Andrew O. Finley, Grant M. Domke, Aaron S. Weed, David W. MacFarlane. 2021. Over half of western United States' most abundant tree species in decline
- Wu Ma, Grant M. Domke, Christopher W. W. Woodall, Anthony W. D'Amato. 2019. Land Use Changes, Disturbances, and Their Interactions on Future Forest Aboveground Biomass Dynamics in the Northern US
- Macklin J. Glasby, Matthew B. Russell, Grant M. Domke. 2019. Analyzing the impacts of forest disturbance on individual tree diameter increment across the US Lake States
- Matthew B. Russell, Stephanie R. Patton, David C. Wilson, Grant M. Domke, Katie Frerker. 2018. Impacts of Alternative Harvesting and Natural Disturbance Scenarios on Forest Biomass in the Superior National Forest, USA
- N. L. Harris, S. C. Hagen, S. S. Saatchi, T. R. H. Pearson, Christopher W. W. Woodall, Grant M. Domke, B. H. Braswell, Brian F. Walters, S. Brown, W. Salas, A. Fore, Y. Yu. 2016. Attribution of net carbon change by disturbance type across forest lands of the conterminous United States
- Ronald E. McRoberts, Greg C. C. Liknes, Grant M. Domke. 2014. Using a remote sensing-based, percent tree cover map to enhance forest inventory estimation
- Mark D. D. Nelson, Kurt Riitters, John W. Coulston, Grant M. Domke, Eric J. Greenfield, Linda Langner, David J. Nowak, Claire O'Dea, Sonja Oswalt, Matt C. Reeves, David N. Wear. 2020. Defining the United States land base: a technical document supporting the USDA Forest Service 2020 RPA assessment
- Stephen M. Ogle, Grant M. Domke, Werner A. Kurz, Marcelo T. Rocha, Ted Huffman, Amy Swan, James Smith, Christopher Woodall, Thelma Krug. 2018. Delineating managed land for reporting national greenhouse gas emissions and removals to the United Nations framework convention on climate change
- Christopher W. W. Woodall, Brian F. Walters, M. B. Russell, J. W. Coulston, Grant M. Domke, A. W. D'Amato, Paul Sowers. 2016. A Tale of Two Forest Carbon Assessments in the Eastern United States: Forest Use Versus Cover as a Metric of Change
- Hunter Stanke, Andrew O. Finley, Aaron S. Weed, Brian F. Walters, Grant M. Domke. 2020. rFIA: An R package for estimation of forest attributes with the US Forest Inventory and Analysis database
- Hunter Stanke, Andrew O. Finley, Grant M. Domke. 2021. Chapter 7 - Advancing broad-scale forest health evaluation and monitoring with rFIA
- Justin Ziegler, Mark Easter, Amy Swan, James Brandle, William Ballesteros, Grant M. Domke, Adam Chambers, Marlen Eve, Keith Paustian. 2016. A model for estimating windbreak carbon within COMET-Farm™
- William Ballesteros Possu, James R. Brandle, Grant M. Domke, Michele Schoeneberger, Erin Blankenship. 2016. Estimating carbon storage in windbreak trees on U.S. agricultural lands
- Chuck Bulmer, David Pare, Grant M. Domke. 2019. A new era of digital soil mapping across forested landscapes [Chapter 14]
- Richard Pouyat, Deborah S. Page-Dumroese, Toral Patel-Weynand, Linda H. Geiser. 2020. Forest and rangeland soils of the United States under changing conditions: A comprehensive science synthesis
- Mario Guevara, Carlos Arroyo, Nathaniel Brunsell, Carlos O. Cruz, Grant M. Domke, Julian Equihua, Jorge Etchevers, Daniel Hayes, Tomislav Hengl, Alejandro Ibelles, Kris Johnson, Ben Jong, Zamir Libohova, Ricardo Llamas, Lucas Nave, Jose L. Ornelas, Fernando Paz, Rainer Ressl, Anita Schwartz, Arturo Victoria, Skye Wills, Rodrigo Vargas. 2020. Soil Organic Carbon Across Mexico and the Conterminous United States (1991–2010)
- L.E. Nave, Brian F. Walters, K.L. Hofmeister, Charles H. (Hobie) Perry, U. Mishra, Grant M. Domke, Chris Swanston. 2019. The role of reforestation in carbon sequestration
- Baijing Cao, Grant M. Domke, Matthew B. Russell, Brian F. Walters. 2019. Spatial modeling of litter and soil carbon stocks on forest land in the conterminous United States
- Grant M. Domke, Brian F. Walters, Courtney L. Giebink, Eric J. Greenfield, James Smith, Michael C. Nichols, Jonathan Knott, Stephen M. Ogle, John W. Coulston, John Steller. 2023. Greenhouse gas emissions and removals from forest land, woodlands, urban trees, and harvested wood products in the United States, 1990-2021
- Sean MP. Cahoon, Olaf Kuegler, Glenn Christensen. 2020. Coastal Alaska’s forest resources, 2004–2013: Ten-year Forest Inventory and Analysis report
- Randall Morin, Brett J. Butler, Susan Crocker, Joshua Halman, Cassandra Kurtz, Tonya Lister, William McWilliams, Mark D. D. Nelson, Rachel Riemann, Brian F. Walters, Christopher W. W. Woodall. 2020. Vermont Forests 2017
- James Smith, Grant M. Domke, Michael C. Nichols, Brian F. Walters. 2019. Carbon stocks and stock change on federal forest lands of the United States
- Richard Birdsey, Alexa J. Dugan, Sean P. Healey, Karen Dante-Wood, Fangmin Zhang, Gang Mo, Jing M. Chen, Alexander J. Hernandez, Crystal Raymond, James McCarter. 2019. Assessment of the influence of disturbance, management activities, and environmental factors on carbon stocks of U.S. national forests
- Brian F. Walters, Christopher W. W. Woodall, Ronald J. Piva, Mark A. Hatfield, Grant M. Domke, David E. Haugen. 2013. Forests of the Black Hills National Forest 2011
- Keith D. Stockmann, Nathaniel Anderson, Kenneth E. Skog, Sean P. Healey, Dan Loeffler, Greg Jones, James F. Morrison. 2012. Estimates of carbon stored in harvested wood products from the United States Forest Service Northern Region, 1906-2010
- James Smith, Linda S. Heath, Kenneth E. Skog, Richard Birdsey. 2006. Methods for calculating forest ecosystem and harvested carbon with standard estimates for forest types of the United States
- Coeli Hoover, Richard Birdsey, Bruce Goines, Peter Lahm, Yongming Fan, David J. Nowak, Stephen Prisley, Elizabeth Reinhardt, Kenneth E. Skog, David Skole, James Smith, Carl C. Trettin, Christopher W. W. Woodall. 2014. Chapter 6: quantifying greenhouse gas sources and sinks in managed forest systems
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Fact Sheethttps://research.fs.usda.gov/understory/forest-carbon-estimation-and-monitoring
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Fact Sheethttps://research.fs.usda.gov/understory/forest-carbon-status-and-trends
People
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Person
Grant M. Domke, PhD
Team Leader, Research Foresterhttps://research.fs.usda.gov/about/people/grant.m.domke