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Forest inventory with Terrestrial LiDAR: what about Hand-Held Mobile LiDAR? ForestSat 2014, Nov. 5, Riva del Garda (Italy) Bauwens Sébastien, Bartholomeus H., Piboule A., Calders K., Lejeune P. [email protected]

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Page 1: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

Forest inventory with Terrestrial LiDAR: what about Hand-Held Mobile LiDAR?

ForestSat 2014, Nov. 5, Riva del Garda (Italy)

Bauwens Sébastien, Bartholomeus H., Piboule A., Calders K., Lejeune P.

[email protected]

Page 2: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

©Doucet JL

Introduction

3 types of laser scanning systems:

Airborne Laser Scanning (ALS)

2

Pulse 2

Pulse 1

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©Doucet JL

Introduction

3 types of laser scanning systems:

Airborne Laser Scanning (ALS)

Terrestrial Laser scanning (TLS)

3

Page 4: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

©Doucet JL

Introduction

3 types of laser scanning systems:

Airborne Laser Scanning (ALS)

Terrestrial Laser scanning (TLS)

Mobile Laser Scanning (MLS)

4 http://www.soue.org.uk/souenews/issue4/mobilerobots.html http://en.wikipedia.org/wiki/Laser_scanning

Page 5: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

©Doucet JL

Introduction

Mobile Laser Scanning

Personal Laser Scanning (PLS)

5

Kukko et al., 2012 Liang et al., 2014

Page 6: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

©Doucet JL

Introduction

Mobile Laser Scanning

Personal Laser Scanning (PLS):

6

Kukko et al., 2012 Liang et al., 2014

Hand-Held Mobile LiDAR

Page 7: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

©Doucet JL

Materials

7

Bosse M. et al. (2012)

FARO FOCUS 3D ZEB1

Page 8: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

©Doucet JL

Materials

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FARO Focus 3D 120

ZEB1

Accuracy @ 10m 2 mm 3 cm

Range 120 m 30 m

Beam divergence 0.19 mrad 10-14 mrad

Weight 5 kg 700 g

Approx.price 41 000 € 22 000€

0.4 €/credits

Page 9: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

©Doucet JL

Methods Study sites

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10 TL6

31 TL4

Page 10: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

©Doucet JL

Methods Study sites

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10 TL6

31 TL4

Page 11: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

©Doucet JL

Methods Site study

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10 TL6

31 TL4

=122

Page 12: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

©Doucet JL

Methods Field data acquisition

4 plots:

Circular plots of 15 m of radius

DBH measurement of trees > 10 cm with tape

Position of trees (azimuth and distance)

FARO Scans (TLS)

ZEB1 Scan (PLS-HHMLS)

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Page 13: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

©Doucet JL

Methods Field data acqusition

1st TLS method: Single scan in the center

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Page 14: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

©Doucet JL

Methods Field data acqusition

2nd TLS method: multi-scan (5 scans)

Setting up the position of the scans

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N

S

W E

Page 15: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

©Doucet JL

Methods Field data acqusition

2nd TLS method: multi-scan (5 scans)

Setting up the spheres

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Page 16: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

©Doucet JL

Methods Field data acqusition

2nd TLS method: multi-scan (5 scans)

Scans with 1/5th of the full resolution

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Page 17: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

©Doucet JL

Methods Field data acqusition

2nd TLS method: multi-scan (5 scans)

Scans with 1/5th of the full resolution

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Page 18: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

©Doucet JL

Methods Field data acqusition

2nd TLS method: multi-scan (5 scans)

Scans with 1/5th of the full resolution

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Page 19: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

©Doucet JL

Methods Field data acqusition

2nd TLS method: multi-scan (5 scans)

Scans with 1/5th of the full resolution

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Page 20: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

©Doucet JL

Methods Field data acqusition

2nd TLS method: multi-scan (5 scans)

Scans with 1/5th of the full resolution

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Page 21: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

©Doucet JL

Methods Field data acqusition

ZEB1 acquisition design:

21 STARTNG POINT

Page 22: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

©Doucet JL

Methods Field data acqusition

ZEB1 acquisition design:

Walk in the plot

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Page 23: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

©Doucet JL

Methods Field data acqusition

ZEB1 acquisition design:

23

Page 24: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

©Doucet JL

Methods Field data acqusition

ZEB1 acquisition design:

Making loop

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Page 25: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

©Doucet JL

Methods Field data acqusition

ZEB1 acquisition design:

Making loop

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Page 26: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

©Doucet JL

Methods Field data acqusition

ZEB1 acquisition design:

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Page 27: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

©Doucet JL

Methods Field data acqusition

ZEB1 acquisition design:

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Page 28: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

©Doucet JL

Methods Field data acqusition

ZEB1 acquisition design:

Closing the path

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Page 29: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

©Doucet JL

Methods

Pre-processing

FARO

Registering the 5 scans together by fitting the spheres with SCENE

Export of the point cloud in .xyb

ZEB

Uploading the scan in a server to refine the registering of the point cloud (average cost of 87 crédits/plot)

Download the registered scans in .laz

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Page 30: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

©Doucet JL

Methods Processing the point cloud

Processing with COMPUTREE

Algorithms from ONF-ENSAM (Othmani et al., 2011)

Extraction of rasters of 50 cm of resolution:

Density of the points classified as soil

Digital Terrain Model (DTM)

Canopy Height Model (CHM)

Fitting cylinders on stems & extraction of DBH

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Page 31: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

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Analysis

Evaluation criteria for the estimated DBH

_

RMS

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Yi= DBH measured with tape Yri= DBH estimated from LiDAR scan

Page 32: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

©Doucet JL

Results Point cloud of one tree in the plot

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FARO with 5 scans ZEB scan

Beech from plot 10

Page 33: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

©Doucet JL

Results Point cloud of one tree in the plot

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Page 34: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

©Doucet JL

Results Terrain extraction

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FARO 5 scans

Page 35: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

©Doucet JL

Results Terrain extraction

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ZEB1

Page 36: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

©Doucet JL

Results « Consitency » of the point cloud

Slice at 1.3m height

Top view (from z)

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5 FARO scans 1 FARO scan ZEB1 scan

Page 37: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

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Results « Consitency » of the point cloud

5 FARO scans VS ZEB scan

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Page 38: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

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5 FARO scans

Results Digital Terrain Model

1 FARO scan

h=14.4 m

h=7.0 m

h=14.5 m

h=6.9 m

h= 14.6 m

h=7.1 m

Plot

10

Plot

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ZEB1 scan

Page 39: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

©Doucet JL

Results Spatial distributions of points on the soil

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5 FARO scans 1 FARO scan ZEB1 scan

Plot

10

Plot

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Page 40: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

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Results Canopy Height Model

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5 FARO scans 1 FARO scan ZEB1 scan

PLOT 10

Page 41: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

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Results Canopy Height Model

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5 FARO scans 1 FARO scan ZEB1 scan

PLOT 10

Page 42: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

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Results DBH estimation: 1 FARO scan

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Page 43: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

©Doucet JL

Results DBH estimation: 5 FARO scans

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Page 44: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

©Doucet JL

Results DBH estimation: ZEB scan

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Page 45: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

©Doucet JL

Results DBH estimation

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single Scan

multi Scan

ZEB1

Page 46: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

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Time cost

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Page 47: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

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Time cost

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Page 48: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

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Time cost

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Page 49: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

©Doucet JL

Conclusion (1) ZEB1

Negative (-):

Noisy point cloud

Accuracy of 3cm

Oversampling of the understory within the range of the scanner

High beam divergence (12 cm @ 10m)

No reliable CHM

Range of the scanner

Upload the data on a server

offline check impossible

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Page 50: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

©Doucet JL

Conclusion (2)

ZEB1:

Positive (+)

Homogenous distribution of the points in XY

Same quality of the DTM (vs 2 other methods)

Good quality of DBH extraction

High rate of tree detection

Field work time similar to the time needed with usual measurement tools

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Page 51: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

©Doucet JL

Thanks

& thanks to Coralie Mengal, Cédric Geerts, Alain Monseur, Benoît Mackels & Fred Henrotay, the technical team

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Page 52: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

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Annexes

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Page 53: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

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CHM

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Plot 10 Plot 31

Hdom Hdom

Page 54: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

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Discussion DBH estimation

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Page 55: Forest inventory with Terrestrial LiDAR · ©Doucet JL Methods Pre-processing FARO Registering the 5 scans together by fitting the spheres with SCENE Export of the point cloud in

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Discussion DBH estimation

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References

Bosse, Michael; Zlot, Robert; Flick, P., "Zebedee: Design of a Spring-Mounted 3-D Range Sensor with

Application to Mobile Mapping," Robotics, IEEE Transactions on , vol.28, no.5, pp.1104,1119, Oct. 2012 doi: 10.1109/TRO.2012.2200990

Kukko, A., Kaartinen, H., Hyyppä, J., & Chen, Y. (2012). Multiplatform mobile laser scanning: Usability and performance. Sensors, 12(9), 11712-11733.

Liang, X., Kukko, A., Kaartinen, H., Hyyppä, J., Yu, X., Jaakkola, A., & Wang, Y. (2014). Possibilities of a Personal Laser Scanning System for Forest Mapping and Ecosystem Services. Sensors, 14(1), 1228-1248.0

Lindberg, E., Holmgren, J., Olofsson, K., & Olsson, H. (2012). Estimation of stem attributes using a combination of terrestrial and airborne laser scanning. European Journal of Forest Research, 131(6), 1917-1931.

Othmani, A., Piboule, A., Krebs, M., Stolz, C., & Voon, L. F. C. L. Y. (2011). Towards automated and operational forest inventories with T-Lidar. In Proceedings of SilviLaser 2011, 11th International Conference on LiDAR Applications for Assessing Forest Ecosystems

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