Abstract
Sources and sinks of carbon associated with forests depend strongly on the management regime and spatial patterns in potential productivity. Satellite remote sensing can provide spatially explicit information on land cover, stand-age class, and harvesting. Carbon-cycle process models coupled to regional climate databases can provide information on potential rates of production and related rates of decomposition. The integration of remote sensing and modeling thus produces spatially explicit information on carbon storage and flux. This integrated approach was employed to compare carbon flux for the period 1992–1997 over two 165-km2 areas in western Oregon. The Coast Range study area was predominately private land managed for timber production, whereas the West Cascades study area was predominantly public land that was less productive but experienced little harvesting in the 1990s. In the Coast Range area, 17% of the land base was harvested between 1991 and 2000. Much of the area was in relatively young, productive-age classes that simulations indicate are a carbon sink. Mean annual harvest removals from the Coast Range were greater than mean annual net ecosystem production. On the West Cascades study area, a relatively small proportion (< 1%) of the land was harvested and the area as a whole was accumulating carbon. The spatially and temporally explicit nature of this approach permits identification of mechanisms underlying land base carbon flux.
Similar content being viewed by others
References
S. A. Acker P. A. Harcombe M. E. Harmon S. E. Greene (2000) ArticleTitleBiomass accumulation over the first 150 years in coastal Oregon Picea–Tsuga forest. Journal of Vegetation Science 11 725–738
S. A. Acker C. B. Halpern M. E. Harmon C. T. Dyrness (2002) ArticleTitleTrends in bole biomass accumulation, net primary production and tree mortality in Psuedotsuga menziesii forests of contrasting age Tree Physiology 22 213–217 Occurrence Handle1:STN:280:DC%2BD38%2FpvF2ltQ%3D%3D Occurrence Handle11830418
R. A. Birdsey A. J. Plantinga L. S. Heath (1993) ArticleTitlePast and prospective changes in U.S. forest ecosystems. Forest Ecology and Management 58 33–40 Occurrence Handle10.1016/0378-1127(93)90129-B
P. Bosquet P. Peylin P. Ciais C. L. Quere P. Friedlingstein P. P. Tans (2000) ArticleTitleRegional changes in carbon dioxide fluxes of land and oceans since 1980. Science 290 1342–1346 Occurrence Handle10.1126/science.290.5495.1342 Occurrence Handle11082059
W. B. Cohen T. A. Spies M. Fiorella (1995) ArticleTitleEstimating the age and structure of forests in a multi-ownership landscape of western Oregon, U.S.A. International Journal of Remote Sensing 16 721–746
W. B. Cohen M. E. Harmon D. O. Wallin M. Fiorella (1996) ArticleTitleTwo decades of carbon flux from forests of the Pacific Northwest. BioScience 46 836–844
W. B. Cohen M. Fiorella J. Gray J. E. Helmer K. Anderson (1998) ArticleTitleAn efficient and accurate method for mapping forest clearcuts in the Pacific Northwest using Landsat imagery. Photogrammetric Engineering and Remote Sensing 64 283–300
W. B. Cohen T. A. Spies R. J. Alig D. R. Oetter T. K. Maiersperger M. Fiorella (2002) ArticleTitleCharacterizing 23 years (1972–95) of stand replacement disturbance in western Oregon forests with Landsat imagery. Ecosystems 5 122–137 Occurrence Handle10.1007/s10021-001-0060-X
C. F. Cooper (1983) ArticleTitleCarbon in managed forests. Canadian Journal of Forest Research 13 155–166
S. L. Garman F. J. Swanson T. A. Spies (1999) Past, present, future landscape patterns in the Douglas-fir region of the Pacific Northwest. J.A. Rochelle L. A. Lehmann J. Wisniewski (Eds) Forest fragmentation: Wildlife and management implications Brill Academic Publishing The Netherlands 61–86
C. C. Grier S. R. Running (1977) ArticleTitleLeaf area of mature northwestern coniferous forests: relation to site water balance. Ecology 58 893–899
M. E. Harmon (2001) ArticleTitleCarbon sequestration in forests: Addressing the scale question. Journal of Forestry 99 24–29
M. E. Harmon W. K. Ferrell J. F. Franklin (1990) ArticleTitleEffects on carbon storage of conversion of old-growth forests to young forests. Science 247 699–7002 Occurrence Handle1:CAS:528:DyaK3cXhs1Citbs%3D
M. E. Harmon S. L. Garman W. K. Ferrell (1996a) ArticleTitleModeling historical patterns of tree utilization in the Pacific Northwest: carbon sequestration implications. Ecological Applications 6 641–652
M. E. Harmon J. M. Harmon W. K. Ferrell D. Brooks (1996b) ArticleTitleModeling carbon stores in Oregon and Washington forest products: 1900–1992. Climate Change 33 521–550 Occurrence Handle1:CAS:528:DyaK28Xmtlyltb4%3D
L. D. Harris (1984) The fragmented forest University of Chicago Press Chicago, Illinois
J. S. Kimball S. W. Running S. S. Saatchi (1999) ArticleTitleSensitivity of boreal forest regional water flux and net primary production simulations to sub-grid scale landcover complexity. Journal of Geophysical Research 104 27,789–27,801
B. E. Law R. H. Waring P. M. Anthoni J. D. Aber (2000) ArticleTitleMeasurements of gross and net ecosystem productivity and water vapor exchange of a Pinus ponderosa ecosystem, and an evaluation of two generalized models. Global Change Biology 6 155–168 Occurrence Handle10.1046/j.1365-2486.2000.00291.x
B. E. Law P. E. Thornton J. Irvine P. M. Anthoni S. Van Tuyl (2001) ArticleTitleCarbon storage and fluxes in ponderosa pine forests at different developmental stages. Global Change Biology 7 1–23 Occurrence Handle10.1046/j.1354-1013.2001.00439.x
Law, B. E., Turner, P. P., Campbell, J. , Lefsky, M. S., Guzy, M. S., Sun, O., Van Tuyl, Harmon M., and Cohen, M. In press. Carbon fluxes across regions: Observational constraints at multiple scales. In J. Wu, B. Jones, H. Li, and O. Loucks (eds.), Scaling and uncertainty analysis in ecology: Methods and applications. Columbia University Press, New York.
E. A. Parson P. M. Haas M. A. Levy (1992) ArticleTitleA summary of the major documents signed at the Earth Summit and the Global Forum. Environment 34 12–15
Powell, D. S., Faulkner,J. L., Darr, D. R., MacCleery, Z. Zhu, and D. W. 1993. Forest Resources of the United States, 1992. USDA Forest Service. General Technical Report RM-234. Washington, DC.
M. C. Rasmussen W. J. Ripple (1998) ArticleTitleRetrospective analysis of forest landscape patterns in western Oregon. Natural Areas Journal 18 151–163
F. Richards (1959) ArticleTitleA flexible growth function for empirical use. Journal of Experimental Botany 10 290–300
J. Runyon R. H. Waring S. N. Goward J. M. Welles (1994) ArticleTitleEnvironmental limits on net primary production and light use efficiency across the Oregon transect. Ecological Applications 4 226–237
D. S. Schimel C. S. Potter (1995) Process modeling and spatial extrapolation. P. A. Matson R. C. Harriss (Eds) Biogenic trace gases: Measuring emissions from soil and water Blackwell Science Oxford 358–383
Spanner, M. A., L. Johnson, J. Miller, and others. 1994. Remote sensing of seasonal leaf area index across the Oregon transect. Ecological Applications 4:258–271.
T. A. Spies W. J. Ripple G. A. Bradshaw (1994) ArticleTitleDynamics and pattern of a managed coniferous forest landscape in Oregon. Ecological Applications 4 555–568
D. G. Sprugel (1985) Natural disturbances and ecosystem energetics. S. T. A. Pickett P. S. White (Eds) The ecology of natural disturbances and patch dynamics Academic Press New York 335–352
W. Steffen I. Noble J. Canadell M. Apps E.-D. Schulze P. G. Jarvis D. Baldocchi P. Ciais W. Cramer J. Ehleringer G. Farquhar C. B. Field A. Ghazi R. Gifford M. Heimann R. Houghton P. Kabat C. Körner E. Lambin S. Linder H. A. Mooney D. Murdiyarso W. M. Post C. Prentice M. R. Raupach D. S. Schimel A. Shvidenko R. Valentini (1998) ArticleTitleThe terrestrial carbon cycle: Implications for the Kyoto protocol. Science 280 1393–1394 Occurrence Handle10.1126/science.280.5368.1393
P. E. Thornton S. W. Running (1999) ArticleTitleAn improved algorithm for estimating incident daily solar radiation from measurements of temperature, humidity, and precipitation. Agricultural and Forest Meteorology 93 211–228 Occurrence Handle10.1016/S0168-1923(98)00126-9
P. E. Thornton S. W. Running M. A. White (1997) ArticleTitleGenerating surfaces of daily meteorological variables over large regions of complex terrain. Journal of Hydrology 190 214–251 Occurrence Handle10.1016/S0022-1694(96)03128-9
P. E. Thornton H. Hasenauer M. A. White (2000) ArticleTitleSimultaneous estimation of daily solar radiation and humidity from observed temperature and precipitation: An application over complex terrain in Austria. Agricultural and Forest Meteorology 104 255–271 Occurrence Handle10.1016/S0168-1923(00)00170-2
P. E. Thornton B. E. Law H. L. Gholz K. L. Clark E. Falge D. S. Ellsworth A. H. Goldstein R. K. Monson D. Hollinger M. Falk J. Chen J. P. Sparks (2002) ArticleTitleModeling and measuring the effects of disturbance history and climate on carbon and water budgets in evergreen needeleaf forests. Agricultural and Forest Meteorology 113 185–222 Occurrence Handle10.1016/S0168-1923(02)00108-9
D. P. Turner G.J. Koerper M. E. Harmon J. J. Lee (1995) ArticleTitleA carbon budget for forests of the conterminous United States. Ecological Applications 5 421–436
D. P. Turner J. K. Winjum T. P. Kolchugina M. A. Cairns (1997) ArticleTitleAccounting for biological and anthropogenic factors in national land-base carbon budgets. Ambio 26 220–226
D. P. Turner W. B. Cohen R. E. Kennedy K. S. Fassnacht J. M. Briggs (1999) ArticleTitleRelationships between leaf area index and TM spectral vegetation indices across three temperate zone sites. Remote Sensing of Environment 70 52–68 Occurrence Handle10.1016/S0034-4257(99)00057-7
D. P. Turner W. B. Cohen R. E. Kennedy (2000) ArticleTitleAlternative spatial resolutions and estimation of carbon flux over a managed forest landscape in western Oregon. Landscape Ecology 15 441–452 Occurrence Handle10.1023/A:1008116300063
D. P. Turner M. Guzy M. A. Lefsky S. VanTuyl O. Sun C. Daly B. E. Law (2003) ArticleTitleEffects of land use and fine scale environmental heterogeneity on net ecosystem production over a temperate coniferous forest landscape. Tellus 55B 657–668 Occurrence Handle1:CAS:528:DC%2BD3sXktlShsL4%3D
UN FCCC. 1992. United Nations Framework Convention on Climate Change; available at www.unfccc.de/resource/conv/index.html.
USDA Forest Service. 2001. RPA Assessment of forest and range lands. Report No. FS-687. USDA Forest Service, Washington, D/C, 78 pp.
Wallin, D. O., Harmon, M.E., Cohen, W. B., Fiorella, M., and Ferrell, W. K. 1996. Use of remote sensing to model land use effects on carbon flux in forests of the Pacific Northwest, USA. Pages 219–237 in H.L. Gholz, K. Nakane, and H. Shimoda (eds.), The use of remote sensing in the modeling of forest productivity at scales from the stand to the globe. Kluwer Academic P, Dordrecht Netherlands
M. A. White P. E. Thornton S. W. Running R. Nemani (2000) ArticleTitleParameterization and sensitivity analysis of the BIOME-BGC terrestrial ecosystem model: Net primary production controls. Earth Interactions 4 1–85 Occurrence Handle10.1175/1087-3562(2000)004<0003:PASAOT>2.0.CO;2
Acknowledgements
This study was funded by US Environmental Protection Agency–Science to Achieve Results (STAR) Program (grant No. R-82830901-0). Special thanks to Peter Thornton (National Center for Atmospheric Research) for providing the Biome-BGC model and the 1980–1997 climate data.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Turner, D., Guzy, M., Lefsky, M. et al. Monitoring Forest Carbon Sequestration with Remote Sensing and Carbon Cycle Modeling . Environmental Management 33, 457–466 (2004). https://doi.org/10.1007/s00267-003-9103-8
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00267-003-9103-8