Detection of large above-ground biomass variability in lowland forest ecosystems by airborne LiDAR

Jubanski, J.; Ballhorn, U.; Kronseder, K.; J Franke,; Siegert, F.

doi:10.5194/bg-10-3917-2013

Articles | Volume 10, issue 6

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Articles | Volume 10, issue 6

https://doi.org/10.5194/bg-10-3917-2013

Articles | Volume 10, issue 6

Article
Peer review
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Related articles

Research article

17 Jun 2013

Research article |

| 17 Jun 2013

Detection of large above-ground biomass variability in lowland forest ecosystems by airborne LiDAR

J. Jubanski, U. Ballhorn, K. Kronseder, J Franke, and F. Siegert

J. Jubanski

Remote Sensing Solutions GmbH, Isarstrasse 3, 82065 Baierbrunn, Germany

U. Ballhorn

Remote Sensing Solutions GmbH, Isarstrasse 3, 82065 Baierbrunn, Germany

K. Kronseder

Remote Sensing Solutions GmbH, Isarstrasse 3, 82065 Baierbrunn, Germany

J Franke

https://orcid.org/0009-0007-0153-3182

Remote Sensing Solutions GmbH, Isarstrasse 3, 82065 Baierbrunn, Germany

F. Siegert

Remote Sensing Solutions GmbH, Isarstrasse 3, 82065 Baierbrunn, Germany

Biology Department II, GeoBio Center, Ludwig-Maximilians-University, Grosshaderner Strasse 2, 82152 Planegg-Martinsried, Germany

Cited articles

Adams, J. B., Smith, M. O., and Johnson, P. E.: Spectral mixture modeling: A new analysis of rock and soil types at the Viking Lander 1 site, J. Geophys. Res., 91, 8090–8112, 1986.

Anderson, J. A. R.: Ecosystems of the World 4b-Mires: Swamp, Bog, Fern and Moor, edited by: Gore, A. J. P., Elsevier, Amsterdam, The Netherlands, 181–199, 1983.

Asner, G. P., Hughes, R. F., Varga, TA, Knapp, D. E., and Kennedy-Bowdoin, T.: Environmental and biotic controls over aboveground biomass throughout a tropical rain forest, Ecosystems, 12, 261–278, 2009a.

Asner, G. P., Knapp, D. E., Balaji, A., and Paez-Acosta, G.: Automated mapping of tropical deforestation and forest degradation: CLASlite, J. Appl. Remote Sens., 3, 033543, https://doi.org/10.1117/1.3223675, 2009b.

Asner, G. P., Powell, G. V. N., Mascaro, J., Knapp, D. E., Clark, J. K., Jacobson, J., Kennedy-Bowdoin, T., Balaji, A., Paez-Acosta, G., Victoria, E., Secada, L., Valqui, M., and Hughes, R. F.: Highresolution forest carbon stocks and emissions in the Amazon, P. Natl. Acad. Sci. USA, 107, 16738–16742, 2010.

Assmus, E.: Extension of Stuttgart Contour Program to treating terrain break lines, In: Proceedings of the symposium of the ISP, Commision III, Stuttgart 2.-6.9.1974. DGK, Reihe B, Vol. 214, 171–178, 1975.

Baccini, A., Goetz, S. J., Walker, W. S., Laporte, N. T., Sun, M., Sulla-Menashe, D., Hackler, J., Beck, P. S. A., Dubayah, R., Friedl, M. A., Samanta, S., and Houghton, R. A.: Estimated carbon dioxide emissions from tropical deforestation improved by carbon-density maps, Nature Clim. Change, 2, 182–185, https://doi.org/10.1038/nclimate1354, 2012.

Ballhorn, U., Siegert, F., Mason, M., and Limin, S.: Derivation of burn scar depths and estimation of carbon emissions with LIDAR in Indonesian peatlands, P. Natl. Acad. Sci. USA, 106, 21213–21218, 2009.

Breipohl, A.: Probabilistic Systems Analysis: An Introduction to Probabilistic Models, Decisions, and Applications of Random Processes, John Wiley & Sons, 1970.

Chave, J., Andalo, C., Brown, S., Cairns, M. A., Chambers, J. Q., Eamus, D., Folster, H., Fromard, F., Higuchi, N., Kira, T., Lescure, J.-P., Nelson, B. W., Ogawa, H., Puig, H., Riera, B., and Yamakura, T.: Tree allometry and improved estimation of carbon stocks and balance in tropical forests, Oecologia, 145, 87–99, 2005.

Chudnoff, M.: Tropical Timbers of the World. Agriculture Handbook 607, US Department of Agriculture, Forest Service, Forest Products Laboratory, Madison, WI, USA, 1984.

Dewi, S., Khasanah, N., Rahayu, S., Ekadinata, A., and Van Noordwijk, M.: Carbon Footprint of Indonesian Palm Oil Production: a Pilot Study, World Agroforestry Centre (ICRAF), Bogor, Indonesia, 2009.

Drake, J. B., Dubayah, R. O., Clark, D. B., Knox, R. G., Blair, J. B., Hofton, M. A., Chazdon, R. L., Weishampel, J. F., and Prince, S. D.: Estimation of tropical forest structural characteristics using large-footprint lidar, Remote Sens. Environ., 79, 305–319, 2002.

Drake, J. B., Knox, R. G., Dubayah, R. O., Clark, D. B., Condit, R., Blair, J. B., and Hofton, M.: Above-ground biomass estimation in closed canopy Neotropical forests using lidar remote sensing: factors affecting the generality of relationships, Glob. Ecol. Biogeogr., 12, 147–159, 2003.

Englhart, S., Keuck, V., and Siegert, F.: Aboveground biomass retrieval in tropical forests – The potential of combined X- and L-band SAR data use, Remote Sens. Environ., 115, 1260–1271, 2011.

FAO: Estimating biomass and biomass change of tropical forests: A primer, Food and Agriculture Organization of the United Nations, Rome, Italy, FAO Forestry Paper 134, 1997.

FAO: Global Forest Resources Assessment 2005, Food and Agriculture Organization of the United Nations, Rome, Italy, FAO Forestry Paper 147, 2006.

Gibbs, H. K., Brown, S., Niles, J. O., and Foley, J. A.: Monitoring and estimating tropical forest carbon stocks: making REDD a reality, Environ. Res. Lett,. 2, 045023, https://doi.org/10.1088/1748-9326/2/4/045023, 2007.

Hansen, M. C., Stehman, S. V., Potapov, P. V., Arunarwati, B., Stolle, F., and Pittman, K.: Quantifying changes in the rates of forest clearing in Indonesia from 1990 to 2005 using remotely sensed data sets, Environ. Res. Lett., 4, 034001, https://doi.org/10.1088/1748-9326/4/3/034001, 2009.

Hooijer A, Page, S., Canadell, J. G., Silvius, M., Kwadijk, J., Wödten, H., and Jauhiainen, J.: Current and future CO₂ emissions from drained peatlands in Southeast Asia, Biogeosciences, 7, 1505–1514, 2010.

IPCC: Guidelines for National Greenhouse Gas Inventories, edited by: Eggleston, H. S., Buendia, L., Miwa, K., Ngara, T., and Tanabe, K., Japan, National Greenhouse Gas Inventories Programme, 2006.

IPCC: Climate Change 2007: The Physical Science Basis. Contribution of Working Group I to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change, edited by: Solomon, S., Qin, D., Manning, M., Chen, Z., Marquis, M., Averyt, K. B., M. Tignor, M., and Miller, H. L., Cambridge University Press, Cambridge, United Kingdom, 2007.

Jaenicke J., Englhart, S., and Siegert, F.: Monitoring the effect of restoration measures in Indonesian peatlands by radar satellite imagery, J. Environ. Manage., 92, 630–638, 2011.

Kraus, K.: Interpolation nach kleinsten Quadraten versus Kriege-Schätzer, Österreichische Zeitschrift für Vermessung und Geoinformation, 86, 45–48, 1998.

Langner, A., Miettinen, J., and Siegert, F.: Land cover change 2002–2005 in Borneo and the role of fire derived from MODIS imagery, Glob. Change Biol., 13, 1–12, 2007.

Langner, A. and Siegert, F.: Spatiotemporal fire occurence in Borneo over a period of 10 years, Glob. Change Biol., 15, 48–62, 2009.

Lefsky, M. A., Harding, D. J., Cohen W. B., Parker, G. G., and Shugart, H. H.: Surface Lidar Remote Sensing of Basal Area and Biomass in Deciduous Forests of Eastern Maryland, USA, Remote Sensing of Environment, 67, 83–98, 1999.

Lefsky, M. A., Cohen, W. B., Harding, D. J., Parker, G. G., Acker, S. A., and Gower, S. T.: Lidar remote sensing of above-ground biomass in three biomes, Global Ecol. Biogeogr., 11, 393–399, 2002.

Lefsky, M. A., Harding, D. J., Keller, M., Cohen, W. B., Carabajal, C. C., Espirito-Santo, F. D. B., Hunter, M. O., and De Oliveira Jr., R.: Estimates of forest canopy height and aboveground biomass using ICESat, Geophys. Res. Lett., 32, L22S02, 2005.

Matricardi, E. A. T., Skole, D. L., Pedlowski, M. A., Chomentowski, W., and Fernandes, L. C.: Assessment of tropical forest degradation by selective logging and fire using Landsat imagery. Remote Sens. Environ. 114:1117-1129, 2010.

Means, J. E., Acker, S. A., Harding, D. J., Blair, J. B., Lefsky, M. A., Cohen, W. B., Harmon, M. E., and McKee, W. A.: Use of large-footprint scanning airborne lidar to estimate forest stand characteristics in the Western Cascades of Oregon, Remote Sens. Environ., 67, 298–308, 1999.

Page, S. E. and Rieley, J. O.: Tropical peatlands: A review of their natural resource functions with particular reference to Southeast Asia, Int. Peat J., 8, 95–106, 1998.

Page, S. E., Rieley, J. O., Shotyk, W., and Weiss, D.: Interdependence of peat and vegetation in a tropical peat swamp forest, Philos. Trans. R. Soc. Lond., 354, 1885–1897, 1999.

Page, S. E., Siegert, F., Rieley, J. O., Boehm, H.-D., V., Jaya, A., and Limin, S.: The amount of carbon released from peat and forest fires in Indonesia during 1997, Nature, 420, 61–65, 2002.

Page, S. E., Wüst, R. A. J., Weiss, D., Rieley, J. O., Shotyk, W., and Limin, S. H.: Late Pleistocene and Holocene carbon accumulation and climate change from an equatorial peat bog (Kalimantan, Indonesia): Implications for past, present and future carbon dynamics, J. Quat. Sci., 19, 625–635, 2004.

Page, S. E., Rieley, J. O., and Banks, C. J.: Global and regional importance of the tropical peatland carbon pool, Glob. Chang. Biol., 17, 798–818, 2010.

Pearson, T., Walker, S., and Brown, S.: Sourcebook for Land Use, Land-Use Change and Forestry Projects, Winrock International, Little Rock, AR, USA, 2005.

Pfeifer, N., Stadler, P., and Briese, C.: Derivation of digital terrain models in SCOP$++$ environment, in: OEEPE Workshop on Airborne Laserscanning and Interferometric SAR for Detailed Digital Elevation Models, Stockholm, 2001.

Popescu, S. C.: Estimating biomass of individual pine trees using airborne lidar, Biomass and Energy, 31, 646–655, 2007.

Putz, F. E. and Romero, C.: Helping curb tropical forest degradation by linking REDD+ with other conservation interventions: A view from the forest, Current Opinion in Environmental Sustainability, 4, 670–677, 2012.

Rieley, J. O., Ahmad-Shah, A. A., and Brady, M. A.: The extent and nature of tropical peat swamps, In: Tropical Lowland Peatlands of Southeast Asia: Proceedings of a Workshop on Integrated Planning and Management of Tropical Lowland Peatlands held at Cisarua, Indonesia, 3–8 July 1992, edited by: Maltby, E., Immirzi, C. P., and Safford, R. J., IUCN, Gland, Switzerland, 17–53, 1996.

Richter, R.: Correction of atmospheric and topographic effects for high spatial resolution imagery, Int. J. Remote Sens., 8, 1099–1111, 1997.

Rieley, J. O. and Page, S. E.: Wise Use of Tropical Peatlands: Focus on Southeast Asia, edited by: Rieley, J. O., and Page, S. E., ALTERRA, Wageningen, Netherlands, 2005.

Rosenqvist, A., Milne, A., Lucas, R., Imhoff, M., and Dobson, C.: A review of remote sensing technology in support of the Kyoto Protocol, Environ. Sci. Policy, 6, 441–455, 2003.

Ryan, C. M., Hill, T., Woollen, E., Ghee, C., Mitchard, E., Cassells, G., Grace, J., Woodhouse, I. H., and Williams, M.: Quantifying small-scale deforestation and forest degradation in African woodlands using radar imagery, Glob. Chang. Biol., 18, 243–257, 2012.

Saatchi, S. S., Harris, N. L., Brown, S., Lefsky, M., Mitchard, E. T. A., Salas, W., Zutta, B. R., Buermann, W., Lewis, S. L., Hagen, S., Petrova, S., White, L., Silman, M., and Morel, A.: Benchmark map of forest carbon stocks in tropical regions across three continents, P. Natl. Acad. Sci., 108, 9899–9904, 2011.

Siegert, F., Rücker, G., Hinrichs, A., and Hoffmann, A.: Increased fire impacts in logged over forests during El Niño driven fires, Nature, 414, 437–440, 2001.

Sorensen, K. W.: Indonesian peat swamp forests and their role as a carbon sink, Chemosphere, 27, 1065–1082, 1993.

Souza, C. M., Roberts, D. A. Jr, and Cochrane, M. A.: Combining spectral and spatial information to map canopy damage from selective logging and forest fires, Remote Sens. Environ., 98, 329–343, 2005.

Van der Werf, G. R., Morton, D. C., DeFries, R. S., Olivier, J. G. J., Kasibhatla, P. S., Jackson, R. B., Collatz, G. J., and Randerson, J. T.: CO₂ emissions from forest loss, Nat. Geosci., 2, 737–738, 2009.

Wild, E.: Die Prädiktion mit Gewichtsfunktionen und deren Anwendung zur Beschreibung von Geländeflächen bei topographischen Geländeaufnahmen, in: DGK, Reihe C, Vol. 277, Dissertation at the University Stuttgart, 1983.

Zhao, K. G., Popescu, S., and Nelson, R.: Lidar remote sensing of forest biomass: A scale-invariant estimation approach using airborne lasers, Remote Sens. Environ., 113, 182–196, 2009.