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Volumn 186, Issue , 2016, Pages 626-636

Large-scale estimation of aboveground biomass in miombo woodlands using airborne laser scanning and national forest inventory data

Author keywords

Biomass; Forest survey; Lidar; Miombo woodlands; REDD; Sampling; Tanzania

Indexed keywords

BIOMASS; CLIMATE CHANGE; DEFORESTATION; DEVELOPING COUNTRIES; ENVIRONMENTAL REGULATIONS; GLOBAL WARMING; LASER APPLICATIONS; OPTICAL RADAR; REMOTE SENSING; SAMPLING; SURFACE ANALYSIS; SURVEYS; TRACKING (POSITION); UNCERTAINTY ANALYSIS;

EID: 84989315091     PISSN: 00344257     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.rse.2016.09.006     Document Type: Article
Times cited : (33)

References (73)
  • 3
    • 80053508736 scopus 로고    scopus 로고
    • Using airborne light detection and ranging as a sampling tool for estimating forest biomass resources in the upper Tanana Valley of interior Alaska
    • Andersen, H.-E., Strunk, J., Temesgen, H., Using airborne light detection and ranging as a sampling tool for estimating forest biomass resources in the upper Tanana Valley of interior Alaska. West. J. Appl. For. 26 (2011), 157–164.
    • (2011) West. J. Appl. For. , vol.26 , pp. 157-164
    • Andersen, H.-E.1    Strunk, J.2    Temesgen, H.3
  • 5
    • 0003671260 scopus 로고    scopus 로고
    • Pinnacle user's manual
    • Javad Positioning Systems San Jose, CA
    • Anon, Pinnacle user's manual. 1999, Javad Positioning Systems, San Jose, CA.
    • (1999)
    • Anon1
  • 6
    • 34548047961 scopus 로고    scopus 로고
    • TerraScan user's guide. TerraSolid Oy
    • last accessed: 05 May 2014
    • Anon, TerraScan user's guide. TerraSolid Oy. http://www.terrasolid.com/download/tscan.pdf, 2012 last accessed: 05 May 2014.
    • (2012)
    • Anon1
  • 7
    • 84886442726 scopus 로고    scopus 로고
    • Mapping tropical forest carbon: Calibrating plot estimates to a simple LiDAR metric
    • Asner, G.P., Mascaro, J., Mapping tropical forest carbon: Calibrating plot estimates to a simple LiDAR metric. Remote Sens. Environ. 140 (2014), 614–624.
    • (2014) Remote Sens. Environ. , vol.140 , pp. 614-624
    • Asner, G.P.1    Mascaro, J.2
  • 10
    • 85044575962 scopus 로고    scopus 로고
    • DEM generation from laser scanner data using adaptive TIN models
    • Axelsson, P., DEM generation from laser scanner data using adaptive TIN models. Int. Arch. Photogramm. Remote. Sens. 33 (2000), 110–117.
    • (2000) Int. Arch. Photogramm. Remote. Sens. , vol.33 , pp. 110-117
    • Axelsson, P.1
  • 11
    • 33745219874 scopus 로고    scopus 로고
    • Tree communities and structural dynamics in miombo (Brachystegia and Julbernardia) woodland, Tanzania
    • Backéus, I., Pettersson, B., Strömquist, L., Ruffo, C., Tree communities and structural dynamics in miombo (Brachystegia and Julbernardia) woodland, Tanzania. For. Ecol. Manag. 230 (2006), 171–178.
    • (2006) For. Ecol. Manag. , vol.230 , pp. 171-178
    • Backéus, I.1    Pettersson, B.2    Strömquist, L.3    Ruffo, C.4
  • 12
    • 84923286985 scopus 로고    scopus 로고
    • Uncertainty of remotely sensed aboveground biomass over an African tropical forest: Propagating errors from trees to plots to pixels
    • Chen, Q., Vaglio Laurin, G., Valentini, R., Uncertainty of remotely sensed aboveground biomass over an African tropical forest: Propagating errors from trees to plots to pixels. Remote Sens. Environ. 160 (2015), 134–143.
    • (2015) Remote Sens. Environ. , vol.160 , pp. 134-143
    • Chen, Q.1    Vaglio Laurin, G.2    Valentini, R.3
  • 13
    • 0003396332 scopus 로고
    • Sampling techniques
    • 3rd ed Wiley New York
    • Cochran, W.G., Sampling techniques. 3rd ed, 1977, Wiley, New York.
    • (1977)
    • Cochran, W.G.1
  • 14
    • 84975753826 scopus 로고    scopus 로고
    • R: a language and environment for statistical computing
    • R Foundation for Statistical Computing Vienna, Austria URL /
    • R Core Team, R: a language and environment for statistical computing. 2014, R Foundation for Statistical Computing, Vienna, Austria URL http://www.R-project.org/.
    • (2014)
    • R Core Team1
  • 15
    • 84909960971 scopus 로고    scopus 로고
    • Estimation of standing wood volume in forest compartments by exploiting airborne laser scanning information: model-based, design-based, and hybrid perspectives
    • Corona, P., Fattorini, L., Franceschi, S., Scrinzi, G., Torresan, C., Estimation of standing wood volume in forest compartments by exploiting airborne laser scanning information: model-based, design-based, and hybrid perspectives. Can. J. For. Res. 44 (2014), 1303–1311.
    • (2014) Can. J. For. Res. , vol.44 , pp. 1303-1311
    • Corona, P.1    Fattorini, L.2    Franceschi, S.3    Scrinzi, G.4    Torresan, C.5
  • 16
    • 84863203870 scopus 로고    scopus 로고
    • Estimating forest biomass and identifying low-intensity logging areas using airborne scanning LiDAR in Antimary State Forest, Acre State, Western Brazilian Amazon
    • d'Oliveira, M.V.N., Reutebuch, S.E., McGaughey, R.J., Andersen, H.E., Estimating forest biomass and identifying low-intensity logging areas using airborne scanning LiDAR in Antimary State Forest, Acre State, Western Brazilian Amazon. Remote Sens. Environ. 124 (2012), 479–491.
    • (2012) Remote Sens. Environ. , vol.124 , pp. 479-491
    • d'Oliveira, M.V.N.1    Reutebuch, S.E.2    McGaughey, R.J.3    Andersen, H.E.4
  • 18
    • 84875236734 scopus 로고    scopus 로고
    • A simulation approach for accuracy assessment of two-phase post-stratified estimation in large-area LiDAR biomass surveys
    • Ene, L., Næsset, E., Gobakken, T., Gregoire, T.G., Ståhl, G., Holm, S., A simulation approach for accuracy assessment of two-phase post-stratified estimation in large-area LiDAR biomass surveys. Remote Sens. Environ. 133 (2013), 210–224.
    • (2013) Remote Sens. Environ. , vol.133 , pp. 210-224
    • Ene, L.1    Næsset, E.2    Gobakken, T.3    Gregoire, T.G.4    Ståhl, G.5    Holm, S.6
  • 19
    • 84958576575 scopus 로고    scopus 로고
    • Simulation-based assessment of sampling strategies for large-area biomass estimation using wall-to-wall and partial coverage airborne laser scanning surveys
    • Ene, L.T., Næsset, E., Gobakken, T., Simulation-based assessment of sampling strategies for large-area biomass estimation using wall-to-wall and partial coverage airborne laser scanning surveys. Remote Sens. Environ. 176 (2016), 328–340.
    • (2016) Remote Sens. Environ. , vol.176 , pp. 328-340
    • Ene, L.T.1    Næsset, E.2    Gobakken, T.3
  • 20
    • 0002447506 scopus 로고    scopus 로고
    • The ecology of miombo woodlands
    • B.M. Campbell Center for International Forestry Research Bogor, Indonesia
    • Frost, P., The ecology of miombo woodlands. Campbell, B.M., (eds.) The Miombo in transition: Woodlands and welfare in Africa, 1996, Center for International Forestry Research, Bogor, Indonesia, 11–57.
    • (1996) The Miombo in transition: Woodlands and welfare in Africa , pp. 11-57
    • Frost, P.1
  • 21
    • 44449130875 scopus 로고    scopus 로고
    • Assessing effects of laser point density, ground sampling intensity, and field sample plot size on biophysical stand properties derived from airborne laser scanner data
    • Gobakken, T., Næsset, E., Assessing effects of laser point density, ground sampling intensity, and field sample plot size on biophysical stand properties derived from airborne laser scanner data. Can. J. For. Res. 38 (2008), 1095–1109.
    • (2008) Can. J. For. Res. , vol.38 , pp. 1095-1109
    • Gobakken, T.1    Næsset, E.2
  • 23
    • 84155161195 scopus 로고    scopus 로고
    • A sourcebook of methods and procedures for monitoring and reporting anthropogenic greenhouse gas emissions and removals associated with deforestation, gains and losses of carbon stocks in forests remaining forests, and forestation
    • GOFC-GOLD Land Cover Project Office, Wageningen University The Netherlands
    • GOFC-GOLD, A sourcebook of methods and procedures for monitoring and reporting anthropogenic greenhouse gas emissions and removals associated with deforestation, gains and losses of carbon stocks in forests remaining forests, and forestation. GOFC-GOLD report version COP19-2, 2014, GOFC-GOLD Land Cover Project Office, Wageningen University, The Netherlands.
    • (2014) GOFC-GOLD report version COP19-2
    • GOFC-GOLD1
  • 24
    • 77951111081 scopus 로고    scopus 로고
    • Forest carbon densities and uncertainties from Lidar, QuickBird, and field measurements in California
    • Gonzalez, P., Asner, G.P., Battles, J.J., Lefsky, M.A., Waring, K.M., Palace, M., Forest carbon densities and uncertainties from Lidar, QuickBird, and field measurements in California. Remote Sens. Environ. 114 (2010), 1561–1575.
    • (2010) Remote Sens. Environ. , vol.114 , pp. 1561-1575
    • Gonzalez, P.1    Asner, G.P.2    Battles, J.J.3    Lefsky, M.A.4    Waring, K.M.5    Palace, M.6
  • 25
    • 84887184344 scopus 로고    scopus 로고
    • Improving forest field inventories by using remote sensing data in novel sampling designs
    • Grafström, A., Ringvall, A.H., Improving forest field inventories by using remote sensing data in novel sampling designs. Can. J. For. Res. 43 (2013), 1015–1022.
    • (2013) Can. J. For. Res. , vol.43 , pp. 1015-1022
    • Grafström, A.1    Ringvall, A.H.2
  • 26
    • 84907518879 scopus 로고    scopus 로고
    • Efficient sampling strategies for forest inventories by spreading the sample in auxiliary space
    • Grafström, A., Saarela, S., Ene, L.T., Efficient sampling strategies for forest inventories by spreading the sample in auxiliary space. Can. J. For. Res., 2014, 10.1139/cjfr-2014-0202.
    • (2014) Can. J. For. Res.
    • Grafström, A.1    Saarela, S.2    Ene, L.T.3
  • 27
    • 0032194277 scopus 로고    scopus 로고
    • Design-based and model-based inference in survey sampling: Appreciating the difference
    • Gregoire, T.G., Design-based and model-based inference in survey sampling: Appreciating the difference. Can. J. For. Res. 28 (1998), 1429–1447.
    • (1998) Can. J. For. Res. , vol.28 , pp. 1429-1447
    • Gregoire, T.G.1
  • 28
    • 78951484187 scopus 로고    scopus 로고
    • Model-assisted estimation of biomass in a LiDAR sample survey in Hedmark County, Norway.
    • Gregoire, T.G., Ståhl, G., Næsset, E., Gobakken, T., Nelson, R., Holm, S., Model-assisted estimation of biomass in a LiDAR sample survey in Hedmark County, Norway. Can. J. For. Res. 41 (2011), 83–95.
    • (2011) Can. J. For. Res. , vol.41 , pp. 83-95
    • Gregoire, T.G.1    Ståhl, G.2    Næsset, E.3    Gobakken, T.4    Nelson, R.5    Holm, S.6
  • 29
    • 34247328834 scopus 로고    scopus 로고
    • Sampling strategies for natural resources and the environment.
    • Chapman & Hall/CRC Boca Raton, Fla.
    • Gregoire, T.G., Valentine, H., Sampling strategies for natural resources and the environment. 2008, Chapman & Hall/CRC, Boca Raton, Fla.
    • (2008)
    • Gregoire, T.G.1    Valentine, H.2
  • 30
    • 84887724460 scopus 로고    scopus 로고
    • High-resolution global maps of 21st-century forest cover change.
    • (Data available on-line from:)
    • Hansen, M.C., Potapov, P.V., Moore, R., Hancher, M., Turubanova, S.A., Tyukavina, A., et al. High-resolution global maps of 21st-century forest cover change. Science 342 (2013), 850–853 (Data available on-line from: http://earthenginepartners.appspot.com/science-2013-global-forest).
    • (2013) Science , vol.342 , pp. 850-853
    • Hansen, M.C.1    Potapov, P.V.2    Moore, R.3    Hancher, M.4    Turubanova, S.A.5    Tyukavina, A.6
  • 31
    • 84937883655 scopus 로고    scopus 로고
    • Effects of pulse density on digital terrain models and canopy metrics using airborne laser scanning in a tropical rainforest
    • Hansen, E.H., Gobakken, T., Næsset, E., Effects of pulse density on digital terrain models and canopy metrics using airborne laser scanning in a tropical rainforest. Remote Sens. 7 (2015), 8453–8468.
    • (2015) Remote Sens. , vol.7 , pp. 8453-8468
    • Hansen, E.H.1    Gobakken, T.2    Næsset, E.3
  • 32
    • 84939432841 scopus 로고    scopus 로고
    • Relative efficiency of ALS and InSAR for biomass estimation in a Tanzanian rainforest
    • Hansen, E.H., Gobakken, T., Solberg, S., Kangas, A., Ene, L., Mauya, E., Næsset, E., Relative efficiency of ALS and InSAR for biomass estimation in a Tanzanian rainforest. Remote Sens. 7 (2015), 9865–9885.
    • (2015) Remote Sens. , vol.7 , pp. 9865-9885
    • Hansen, E.H.1    Gobakken, T.2    Solberg, S.3    Kangas, A.4    Ene, L.5    Mauya, E.6    Næsset, E.7
  • 33
    • 79952950566 scopus 로고    scopus 로고
    • Monitoring, reporting and verification for national REDD plus programmes: Two proposals
    • Herold, M., Skutsch, M., Monitoring, reporting and verification for national REDD plus programmes: Two proposals. Environ. Res. Lett., 6(01/2011), 2011, 6, 10.1088/1748-9326/6/1/014002.
    • (2011) Environ. Res. Lett. , vol.6 , Issue.1-2011 , pp. 6
    • Herold, M.1    Skutsch, M.2
  • 34
    • 11144310034 scopus 로고    scopus 로고
    • Prediction of tree height, basal area and stem volume in forest stands using airborne laser scanning
    • Holmgren, J., Prediction of tree height, basal area and stem volume in forest stands using airborne laser scanning. Scand. J. For. Res. 19 (2004), 543–553.
    • (2004) Scand. J. For. Res. , vol.19 , pp. 543-553
    • Holmgren, J.1
  • 36
    • 84885460562 scopus 로고    scopus 로고
    • REDD + readiness: Early insights on monitoring, reporting and verification systems of project developers
    • Joseph, S., Herold, M., Sunderlin, W.D., Verchot, L.V., REDD + readiness: Early insights on monitoring, reporting and verification systems of project developers. Environ. Res. Lett., 8, 2013, 034038, 10.1088/1748-9326/8/3/034038.
    • (2013) Environ. Res. Lett. , vol.8 , pp. 034038
    • Joseph, S.1    Herold, M.2    Sunderlin, W.D.3    Verchot, L.V.4
  • 37
    • 84872591926 scopus 로고    scopus 로고
    • Strategies for minimizing sample size for use in airborne LiDAR-based forest inventory
    • Junttila, V., Finley, A.O., Bradford, J.B., Kauranne, T., Strategies for minimizing sample size for use in airborne LiDAR-based forest inventory. For. Ecol. Manag. 292 (2013), 75–85.
    • (2013) For. Ecol. Manag. , vol.292 , pp. 75-85
    • Junttila, V.1    Finley, A.O.2    Bradford, J.B.3    Kauranne, T.4
  • 38
    • 0346412362 scopus 로고    scopus 로고
    • A guide to using international GNSS service (IGS) products
    • IGS Central Bureau, Jet Propulsion Laboratory Pasadena, CA
    • Kouba, J., A guide to using international GNSS service (IGS) products. 2009, IGS Central Bureau, Jet Propulsion Laboratory, Pasadena, CA, 34.
    • (2009) , pp. 34
    • Kouba, J.1
  • 39
    • 0004202334 scopus 로고    scopus 로고
    • Sampling: Design and analysis
    • Duxbury Press 494 pp.
    • Lohr, S., Sampling: Design and analysis. 1999, Duxbury Press 494 pp.
    • (1999)
    • Lohr, S.1
  • 40
    • 37149028465 scopus 로고    scopus 로고
    • Effects on estimation accuracy of forest variables using different pulse density of laser data
    • Magnusson, M., Fransson, J.E.S., Holmgren, J., Effects on estimation accuracy of forest variables using different pulse density of laser data. For. Sci. 53 (2007), 619–626.
    • (2007) For. Sci. , vol.53 , pp. 619-626
    • Magnusson, M.1    Fransson, J.E.S.2    Holmgren, J.3
  • 41
    • 64749096048 scopus 로고    scopus 로고
    • Sampling techniques for forest inventories
    • Chapman & Hall/CRC 256 pp.
    • Mandallaz, D., Sampling techniques for forest inventories. 2008, Chapman & Hall/CRC 256 pp.
    • (2008)
    • Mandallaz, D.1
  • 42
    • 84864749867 scopus 로고    scopus 로고
    • Systematic sampling of scanning lidar swaths
    • S. Popescu R. Nelson Z. Kaiguang A. Neusenschwander Texas A&M University College Station, USA
    • Marcell, W., Eriksson, M., Popescu, S., Systematic sampling of scanning lidar swaths. Popescu, S., Nelson, R., Kaiguang, Z., Neusenschwander, A., (eds.) Proceedings of SilviLaser 2009, 14–16 October 2009, 2009, Texas A&M University, College Station, USA, 184–192.
    • (2009) Proceedings of SilviLaser 2009, 14–16 October 2009 , pp. 184-192
    • Marcell, W.1    Eriksson, M.2    Popescu, S.3
  • 43
    • 81355147450 scopus 로고    scopus 로고
    • Evaluating uncertainty in mapping forest carbon with airborne LiDAR
    • Mascaro, J., Detto, M., Asner, G.P., Muller-Landau, H.C., Evaluating uncertainty in mapping forest carbon with airborne LiDAR. Remote Sens. Environ. 115 (2011), 3770–3774.
    • (2011) Remote Sens. Environ. , vol.115 , pp. 3770-3774
    • Mascaro, J.1    Detto, M.2    Asner, G.P.3    Muller-Landau, H.C.4
  • 44
    • 84859930159 scopus 로고    scopus 로고
    • Scale-dependence of aboveground carbon accumulation in secondary forests of Panama: A test of the intermediate peak hypothesis
    • Mascaro, J., Asner, G.P., Dent, D.H., DeWalt, S.J., Denslow, J.S., Scale-dependence of aboveground carbon accumulation in secondary forests of Panama: A test of the intermediate peak hypothesis. For. Ecol. Manag. 276 (2012), 62–70.
    • (2012) For. Ecol. Manag. , vol.276 , pp. 62-70
    • Mascaro, J.1    Asner, G.P.2    Dent, D.H.3    DeWalt, S.J.4    Denslow, J.S.5
  • 48
    • 84869880759 scopus 로고    scopus 로고
    • Participatory forest carbon assessment and REDD +: Learning from Tanzania
    • Article ID 126454, 14 pages, 2012
    • Mukama, K., Mustalahti, I., Zahabu, E., Participatory forest carbon assessment and REDD +: Learning from Tanzania. Int. J. For. Res., 2012, 2012, 10.1155/2012/126454 Article ID 126454, 14 pages, 2012.
    • (2012) Int. J. For. Res. , vol.2012
    • Mukama, K.1    Mustalahti, I.2    Zahabu, E.3
  • 49
    • 84909634662 scopus 로고    scopus 로고
    • Area-based inventory in Norway – From innovation to an operational reality
    • M. Maltamo E. Næsset J. Vauhkonen Springer Chap. 11
    • Næsset, E., Area-based inventory in Norway – From innovation to an operational reality. Maltamo, M., Næsset, E., Vauhkonen, J., (eds.) Forestry applications of airborne laser scanning. Concepts and case studies, 2014, Springer, 215–240 Chap. 11.
    • (2014) Forestry applications of airborne laser scanning. Concepts and case studies , pp. 215-240
    • Næsset, E.1
  • 51
    • 84871777463 scopus 로고    scopus 로고
    • Comparison of precision of biomass estimates in regional field sample surveys and airborne LiDAR-assisted surveys in Hedmark County, Norway
    • Næsset, E., Gobakken, T., Bollandsås, O.M., Gregoire, T.G., Nelson, R., Ståhl, G., Comparison of precision of biomass estimates in regional field sample surveys and airborne LiDAR-assisted surveys in Hedmark County, Norway. Remote Sens. Environ. 130 (2013), 108–120.
    • (2013) Remote Sens. Environ. , vol.130 , pp. 108-120
    • Næsset, E.1    Gobakken, T.2    Bollandsås, O.M.3    Gregoire, T.G.4    Nelson, R.5    Ståhl, G.6
  • 52
    • 84937892999 scopus 로고    scopus 로고
    • The effects of field plot size on model-assisted estimation of aboveground biomass change using multitemporal interferometric SAR and airborne laser scanning data
    • Næsset, E., Bollandsås, O.M., Gobakken, T., Solberg, S., McRoberts, R.E., The effects of field plot size on model-assisted estimation of aboveground biomass change using multitemporal interferometric SAR and airborne laser scanning data. Remote Sens. Environ. 168 (2015), 252–264.
    • (2015) Remote Sens. Environ. , vol.168 , pp. 252-264
    • Næsset, E.1    Bollandsås, O.M.2    Gobakken, T.3    Solberg, S.4    McRoberts, R.E.5
  • 53
    • 84960350657 scopus 로고    scopus 로고
    • Mapping and estimating forest area and aboveground biomass in miombo woodlands in Tanzania using data from airborne laser scanning, TanDEM-X, RapidEye, and global forest maps: A comparison of estimated precision
    • Næsset, E., Ørka, H.O., Solberg, S., Bållandsås, O.M., hansesn, E.H., Mauya, E., Zahabu, E., Malimbwi, R., Chamuya, N., Olsson, H., Gobakken, T., Mapping and estimating forest area and aboveground biomass in miombo woodlands in Tanzania using data from airborne laser scanning, TanDEM-X, RapidEye, and global forest maps: A comparison of estimated precision. Remote Sens. Environ. 175 (2015), 282–300.
    • (2015) Remote Sens. Environ. , vol.175 , pp. 282-300
    • Næsset, E.1    Ørka, H.O.2    Solberg, S.3    Bållandsås, O.M.4    hansesn, E.H.5    Mauya, E.6    Zahabu, E.7    Malimbwi, R.8    Chamuya, N.9    Olsson, H.10    Gobakken, T.11
  • 55
    • 84989300574 scopus 로고    scopus 로고
    • Accuracy assessment of global forest maps and high-resolution satellite imagery for forest area estimation in a first phase of MRV for REDD+.
    • Unpublished report to the Norwegian Space Centre June 2015, 19 p. Unpublished
    • Ørka, H.O., Accuracy assessment of global forest maps and high-resolution satellite imagery for forest area estimation in a first phase of MRV for REDD+. 29, 2015, Unpublished report to the Norwegian Space Centre June 2015, 19 p. Unpublished.
    • (2015) , vol.29
    • Ørka, H.O.1
  • 56
    • 2942711670 scopus 로고    scopus 로고
    • An application of LiDAR in a double-sampling forest inventory
    • Parker, R.C., Evans, D.L., An application of LiDAR in a double-sampling forest inventory. West. J. Appl. For. 19 (2004), 95–101.
    • (2004) West. J. Appl. For. , vol.19 , pp. 95-101
    • Parker, R.C.1    Evans, D.L.2
  • 57
    • 34250179532 scopus 로고    scopus 로고
    • Stratified light detection and ranging double-sample forest inventory
    • Parker, R.C., Evans, D.L., Stratified light detection and ranging double-sample forest inventory. South. J. Appl. For. 31 (2007), 66–72.
    • (2007) South. J. Appl. For. , vol.31 , pp. 66-72
    • Parker, R.C.1    Evans, D.L.2
  • 58
    • 84988638462 scopus 로고    scopus 로고
    • nlme: Linear and nonlinear mixed effects models. R package version 3.1-118
    • URL last accessed June 2015
    • Pinheiro, J., Bates, D., DebRoy, S., Sarkar, D., R Core Team, nlme: Linear and nonlinear mixed effects models. R package version 3.1-118., 2014 URL http://CRAN.R-project.org/package=nlme last accessed June 2015.
    • (2014)
    • Pinheiro, J.1    Bates, D.2    DebRoy, S.3    Sarkar, D.4    R Core Team5
  • 59
    • 0004018193 scopus 로고
    • Model assisted survey sampling
    • Springer-Verlag Inc. New York 694 pp.
    • Särndal, C.-E., Swensson, B., Wretman, J., Model assisted survey sampling. 1992, Springer-Verlag, Inc. New York 694 pp.
    • (1992)
    • Särndal, C.-E.1    Swensson, B.2    Wretman, J.3
  • 61
    • 78951479247 scopus 로고    scopus 로고
    • Model-based inference for biomass estimation in a Lidar sample survey in Hedmark County, Norway
    • Ståhl, G., Holm, S., Gregoire, T.G., Gobakken, T., Næsset, E., Nelson, R., Model-based inference for biomass estimation in a Lidar sample survey in Hedmark County, Norway. Can. J. For. Res. 41 (2011), 96–107.
    • (2011) Can. J. For. Res. , vol.41 , pp. 96-107
    • Ståhl, G.1    Holm, S.2    Gregoire, T.G.3    Gobakken, T.4    Næsset, E.5    Nelson, R.6
  • 65
    • 84989342279 scopus 로고    scopus 로고
    • A report to FAO in support of sampling study for national forestry resources monitoring and assessment in Tanzania |
    • Finnish Forest Research Institute Vantaa, Finland Sokoine University of Agriculture, the United Republic of Tanzania., Forest and Beekeeping Division of Ministry of Natural Resources, the United Republic of Tanzania. Food and Agriculture Organization of the United Nations. last accessed January 2015
    • Tomppo, E., Katila, M., Makisara, K., Perasaari, J., Malimbwi, R., Chamuya, N., Otieno, J., Dalsgaard, S., Leppanen, M., A report to FAO in support of sampling study for national forestry resources monitoring and assessment in Tanzania |.  2010, Finnish Forest Research Institute, Vantaa, Finland Sokoine University of Agriculture, the United Republic of Tanzania., Forest and Beekeeping Division of Ministry of Natural Resources, the United Republic of Tanzania. Food and Agriculture Organization of the United Nations. (http://www.mp-discussion.org/NAFORMA.pdf), last accessed January 2015.
    • (2010)
    • Tomppo, E.1    Katila, M.2    Makisara, K.3    Perasaari, J.4    Malimbwi, R.5    Chamuya, N.6    Otieno, J.7    Dalsgaard, S.8    Leppanen, M.9
  • 67
    • 84861319378 scopus 로고    scopus 로고
    • LiDAR sampling density for forest resource inventories in Ontario, Canada
    • Treitz, P., Lim, K., Woods, M., Pitt, D., Nesbitt, D., Etheridge, D., LiDAR sampling density for forest resource inventories in Ontario, Canada. Remote Sens. 4 (2012), 830–848.
    • (2012) Remote Sens. , vol.4 , pp. 830-848
    • Treitz, P.1    Lim, K.2    Woods, M.3    Pitt, D.4    Nesbitt, D.5    Etheridge, D.6
  • 69
    • 84989300587 scopus 로고    scopus 로고
    • National forestry resources monitoring and assessment of Tanzania (NAFORMA)
    • Ministry of Natural Resources & Tourism, Forestry and Beekeeping Division Tanzania URL: last accessed January 2015
    • Vesa, L., Malimbwi, R.E., Tomppo, E., Zahabu, E., Maliondo, S., Chamuya, N., Nssoko, E., Otieno, J., Miceli, G., Kaaya, A.K., Dalsgaard, S., National forestry resources monitoring and assessment of Tanzania (NAFORMA). Biophysical survey. Field manual, 2011, Ministry of Natural Resources & Tourism, Forestry and Beekeeping Division, Tanzania URL: http://www.fao.org/forestry/23484-05b4a32815ecc769685b21b03be44ea77.pdf, last accessed January 2015.
    • (2011) Biophysical survey. Field manual
    • Vesa, L.1    Malimbwi, R.E.2    Tomppo, E.3    Zahabu, E.4    Maliondo, S.5    Chamuya, N.6    Nssoko, E.7    Otieno, J.8    Miceli, G.9    Kaaya, A.K.10    Dalsgaard, S.11
  • 70
    • 0003657903 scopus 로고
    • The vegetation of Africa, a descriptive memoir to accompany the UNESCO/AETFAT/UNSO vegetation map of Africa (3 plates, Northwestern Africa, Northeastern Africa, and Southern Africa, 1: 5,000,000)
    • United Nations Educational, Scientific and Cultural Organization Paris, France
    • White, F., The vegetation of Africa, a descriptive memoir to accompany the UNESCO/AETFAT/UNSO vegetation map of Africa (3 plates, Northwestern Africa, Northeastern Africa, and Southern Africa, 1: 5,000,000). 1983, United Nations Educational, Scientific and Cultural Organization, Paris, France.
    • (1983)
    • White, F.1
  • 72
    • 0004093765 scopus 로고    scopus 로고
    • Introduction to variance estimation
    • 2nd ed Springer New York
    • Wolter, K.M., Introduction to variance estimation. 2nd ed, 2007, Springer, New York.
    • (2007)
    • Wolter, K.M.1
  • 73
    • 84868663200 scopus 로고    scopus 로고
    • A meta-analysis of terrestrial aboveground biomass estimation using lidar remote sensing
    • Zolkos, S.G., Goetz, S.J., Dubayah, R., A meta-analysis of terrestrial aboveground biomass estimation using lidar remote sensing. Remote Sens. Environ. 128 (2013), 289–298.
    • (2013) Remote Sens. Environ. , vol.128 , pp. 289-298
    • Zolkos, S.G.1    Goetz, S.J.2    Dubayah, R.3


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