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LiDAR-Based sampling procedures for regional forest biomass and carbon estimation – On-going and New Initiatives. Erik Næsset and Terje Gobakken Norwegian University of Life Sciences Dept. of Ecology and Natural Resource Management Paul Bolstad and Ron McRoberts University of Minnesota - PowerPoint PPT Presentation
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LiDAR-Based sampling procedures for regional forest biomass and carbon estimation
– On-going and New Initiatives
Erik Næsset and Terje GobakkenNorwegian University of Life Sciences
Dept. of Ecology and Natural Resource Management
Paul Bolstad and Ron McRobertsUniversity of Minnesota
Dept. of Forest Resources
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Light Detection and Ranging – A Review
Source: TopScan, Germany
LiDAR = laser range finder– Ground elevations– Canopy heights– Structural information
• Leaf area• Percent crown cover• Tree stocking density
Advantages– Cost efficient for large areas– High spatial resolution (~30 cm)– Numerous applications
• Forest biomass, growth and change detection, carbon exchange
• Wildlife habitat• Disturbance (e.g., pests,
blowdowns)
Source: Hyyppä et al. 1999.
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What is laser scanning?
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Laser scanning
Detailed studies of wood quality
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Laser scanningDeveloping a national system for inventory of
biomass/carbon stocks combining airborne laser and field data
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Expert meeting on assessment of forest inventory approaches for REDD+
– 31 May/1 June 2011 at FAO headquarters, Rome, Italy
Forest Inventory and UN REDD Monitoring in the Tropics:
– Proposal for an International Scientific Meeting– Submitted by:
• Piermaria Corona, University of Tuscia, Italy
• Lorenzo Fattorini, University of Siena, Italy
• Lutz Fehrmann, Georg-August-University, Germany
• Terje Gobakken, Norwegian University of Life Sciences, Norway
• Timothy G. Gregoire, Yale University, USA
• Christoph Kleinn, Georg-August-University, Germany
• Ronald E. McRoberts, U. S. Forest Service, USA
• Erik Næsset, Norwegian University of Life Sciences, Norway
• Ross Nelson, NASA, USA
• Göran Ståhl, Swedish University of Agricultural Sciences, Sweden
• Stephen V. Stehman, State University of New York, USA
• Erkki Tomppo, METLA, Finland6
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Researcher Exchange and ResultsResearcher exchange 2004:
– PhD. Bruce Cook, one week in Norway – Prof. Erik Næsset, one week in USA
2006:– Prof. Paul Bolstad, one week in Norway– M.Sc. Ryan Anderson, one week in
Norway
2007:– Prof. Terje Gobakken 7.5 months in
Wisconsin– Prof. Erik Næsset, one week at NASA’s
Goddard Space Flight Center
2009– Prof. Erik Næsset, one week at NASA’s
Goddard SFC and Texas A&M
Results 2007:
– Ryan Andersen, M.Sc. (now Ph.D. student in Montana)
2008:– Bruce Cook, PhD. (now NASA's
Goddard Space Flight Center)– Melissa Maxa, Senior thesis project
Great Lakes Region (Source: NASA)
400 m flux tower (M. Jenson)
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1. Erik Næsset, professor
2. Terje Gobakken, associate professor
3. Ole Martin Bollandsås, researcher
4. Hans Ole Ørka, PhD student
5. Liviu Theodor Ene, PhD student
6. Nadja Thieme, PhD student
7. Vegard Lien, PhD student
8. Knut Marius Hauglin, PhD student
9. Rune Østergaard Pedersen, PhD student
10. Terje Kristensen, PhD student
11. John Wirkola Dirksen, PhD student
12. NN1, PhD student. Starting July 2011
13. NN2, PhD student. Starting July 2011
14. NN3, PhD student. Starting Sept. 2011
The LiDAR research group
Visiting researchers:
1. NASA – physical scientist:Shorter periods 2006, 2008, 2009, 2010
2. University of Eastern Finland – visiting professor- 6 months in 2009
- 1.5 months in 2011
3. IASMA Research and Innovation Center, Italia – Marie Curie fellow1.5 years 2011-2012
4. Canadian Forest Service – research scientist
1 week 2011
5. UMN – research scientist
1-2 weeks in 2011?????
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PhD Student exchange (Since 2008)
Terje Kristensen– UMN, 12-18 months
– Funding: • PhD fellowship allocated by UMB.
• The Research Council of Norway, Leif Eriksson mobility
• Fulbright
Liviu Ene– Yale University, fall 2008
– Funding: The Research Council of Norway (Nordam-Sam).
Hans Ole Ørka– Canadian Forest Service - Pacific Forestry Center, 6 month in 2009
Nadja Thieme– Canadian Forest Service - Pacific Forestry Center, 6 month in 2010
Marius Hauglin– Spatial Sciences Laboratory - Texas A&M University, 6 month in 2010
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Selected peer review publications (Since 2008)
1. Gobakken, T., Næsset, E., Nelson, R., Bollandsås, O.M., Gregoire, T.G., Ståhl, G., Holm, S., Ørka, H.O., & Astrup, R. (2011). Estimating biomass in Hedmark County, Norway using national forest inventory field plots and airborne laser scanning. In submission.
2. Næsset, E., Gobakken, T., Solberg, S., Gregoire, T.G., Nelson, R., Ståhl, G., & Wydahl, D. (2011). Model-assisted regional forest biomass estimation using LiDAR and InSAR as auxiliary data: A case study from a boreal forest area. In submission.
3. Nelson, R., Gobakken, T., Næsset, E., Gregoire, T.G., Ståhl, G., Holm, S., & Flewelling, J. (2011). Lidar Sampling - Using an Airborne Profiler to Estimate Forest Biomass in Hedmark County, Norway. In submission.
4. Gregoire, T., Ståhl, G., Næsset, E., Gobakken, T., Nelson, R., & Holm, S. (2011). Model-assisted estimation of biomass in a LiDAR sample survey in Hedmark county, Norway. Can. J. For. Res., 41, 83-95.
5. Ståhl, G., Holm, S., Gregoire, T., Gobakken, T., Næsset, E., & Nelson, R. (2011). Model-based inference for biomass estimation in a LiDAR sample survey in the county of Hedmark County, Norway. Can. J. For. Res., 41, 96-107.
6. Cook, B., Bolstad, P.V., Næsset, E., Anderson, R.S., Garrigues, S., Morisette, J.T., Nickeson, J. & Davis, K.J. 2009. Using LiDAR and Quickbird data to model plant production and quantify uncertainties associated with wetland detection and land cover generalizations. Remote Sensing of Environment, 113: 2366-2379.
7. McRoberts, R.E., Tomppo, E.O., & Næsset, E. (2010). Advances and emerging issues in national forest inventories. Scand. J. For. Res., 25, 368 - 381.
8. McRoberts, R.E., Cohen, W.B., Næsset, E., Stehman, S.V., & Tomppo, E.O. (2010). Using remotely sensed data to construct and assess forest attribute maps and related spatial products. Scand. J. For. Res., 25, 340 - 367.