SlideShare a Scribd company logo
1 of 37
An evolving Remote Sensing tool
-Bob Champoux
-ICESAT, NASA
LIght Detection And Ranging
Introduction to LIDAR
The basics (of Photo Interpretation)….
-Lixin Wang
What about elevations?
Aerial Photo Contours from Photos
-Eastern Topographics
Contours developed manually…
LIDAR Points
Each black dot is a LIDAR point
•At each point, the elevation has
been sampled.
Start counting!
-GIS Dept. Clinton County, Ohio
Seeing more than contours….
-GIS Dept. Clinton County, Ohio
Active Imagery…
Three Components:
•Laser Scanner
•Up to 400,000 pulses/second
•Near infrared
•Global Positioning System
•Positions the scanner
•Inertial Navigation System
•Orientation of the scanner
-Andersen
-Andersen
How LIDAR works
The process:
•LIDAR sensor measures time from
when pulse sent to when received.
•This translates to distance
from sensor to object.
•GPS knows location of sensor.
•Coordinates (X,Y,Z)
are assigned to each pulse.
•Result is a "cloud of points"
each point has its own coordinates & height.
How LIDAR works
•So, not only does each dot
(sample point) have an elevation.
•Each dot has X and Y coords
or, Latitude and Longitude
•The collected data are
hundreds of thousands,
sometimes, millions of points.
•Each with its own:
•Latitude
•Longitude
•Elevation
-GIS Dept. Clinton County, Ohio
How many points?
• Points equals resolution.
• Dependent on these variables:
• Number of pulses.
• Flying height.
• Flying speed.
• Scan angle.
-N. Carolina State University
Guesses on file size?
– Megabytes
– Gigabytes
– Terabytes
-Seagate
How LIDAR works
LIDAR image of Durham, NH
-DeLorme
-GIS Dept. Clinton County, Ohio
-Natural Hazards Centre, NZ
Triangulated Irregular Network Digital Elevation Model
Modeling with LIDAR
Modeling with LIDAR
Contours can be derived
-Digital Mapping Australia
Modeling with LIDAR
Oblique view of Wilmington, OH
-GIS Dept. Clinton County, Ohio
-DeLorme
Modeling with LIDAR
LIDAR image showing all points LIDAR image after removal of trees
Digital Elevation Models can be created
Modeling with LIDAR
Develop Watersheds
-Instituto Agrario di S. Michele all’Adige
Map Slopes and Aspect
-Free Geography Tools-ESRI
Map Slopes
Colors relate to
Aspect (Direction)
Modeling with LIDAR
Profile View…
-GIS Dept. Clinton County, Ohio
Modeling Forests
Canopy Height Model
Instead of focusing on the
ground…
– Measure the heights of the trees.
– Canopy height is a critical parameter
for ecosystem modeling
-Digital Mapping Australia
Modeling Forests
Estimate stand volume and
biomass by:
– Identify and measure
the individual tree crowns.
– Individual tree volume and biomass
are strongly correlated to the tree’s
crown area.
– Can look at distribution of volume
across the forest.
– Aids in forest management
-Lefsky
Other Forest Applications:
•Vertical and Horizontal
distribution of:
•Individual trees
•Branches
•From this:
•Canopy density
•Species Identification
and Classification
•Stand Structure
•Successional state
•Forest health
•Habitats
•With time: Change detection
Modeling Forests
-Spencer B. Gross
Modeling Individual Trees
-Stephen F. Austin State University
• With a very high resolution
– Individual trees can be mapped.
-Lefsky
LIDAR points
Modeling Individual Trees
Species can be identified of individual trees
Modeling Individual Trees
Can develop:
•Crown base height
•Individual tree crowns
•3D tree models
Subcanopy
•Volumes, distribution, etc.
The forest floor:
•Amount of light reaching the ground.
(By studying canopy interception).
•Woody debris
•Fuel loading
Modeling urban areas
-TerrascanHouston, TX
-OpenTopography
Modeling urban areas
Uses:
•Urban Planning
•Transportation
•Emergency Response
•Drainage Patterns
•Flooding
•Flooding Response
•Amount of Impervious
Surface
•Vegetation
Image above:
New Orleans, LA
-Terrascan
Two types of LIDAR sensors
• Discrete
– Individual points
– Small footprint (5-30 cm)
– More common sensor
-University of Washington
Two types of LIDAR sensors
-CSIRO
• Waveform
– Continuous vertical return
– Better for forest biometrics
– Less cost
-ASPRS
Two types of LIDAR sensors
• Waveform
– Previously:
– Large footprint (10’s of m)
– Short range
-CSIRO
LIDAR Limitations...
Bathymetric and shoreline work is being done
with LIDAR that transmits at two wavelengths:
•Infrared to detect surface
•Green (provides for max. penetration)
-Terrascan
• Water
– Because of using NIR:
– Water absorbs signal
– Same issue with:
– Asphalt
– Clouds
– Fog, smoke, haze
– Rain
• Dense Vegetation
– May not reach ground
– Light may scatter and reflect
before returning to sensor
(False elevations are the result)
Why LIDAR now?
• History
– 1970’s Development began (NASA)
– 1980’s GPS incorporated
– 1990’s Commercial LIDAR
– 2000’s Maturing of technologies:
• GPS positional accuracy increases
cm level accuracy
• INS orientation accuracy increases
Pitch/roll accuracy ≈ 0.005º
– What’s to come:
• More incorporation of LIDAR with other technologies
– Digital camera commonly flown with LIDAR
• Use of signal intensity
• Multiple pulses in the air
-GPS satellite
-Fugro EarthData
LIDAR equipment
-Wire Services
-McKim & Creed
LIDAR unit in action
-ICESAT, NASA
Pretty exciting, huh?
LIDAR:
-Provides the Elevation
-Intensity can be measured
-DN values
Accuracies?
• Dependent on:
– Laser scanner
• Range errors
– GPS
• Position errors
– IMU
• Orientation errors
• For Discreet LIDAR:
– 15-30 cm Vertical
– 1m Horizontal
-USGS
Accuracies?
Other factors affecting LIDAR accuracy:
– Steep slopes
– Recording of scanner angle
– Atmospheric effects
-N. Carolina State University
References
• Baltsavais, E.P. (1999). Airborne Laser Scanning: Basic Relations and
Formulas. ISPRS Journal of Photogrammetry and Remote Sensing 54
(2/3), 199-214.
• Flood, M. and Satalich, J. (3/28/01) LIDAR 101. POB.
• Dubayah, R. and Drake, J. LIDAR Remote Sensing for Forestry
Applications, College Park, MD, University of Maryland, Department of
Geography.
• Kraus, K. and Pfeifer, N. (1998) Determination of Terrain Models in
Wooded Areas with Airborne Laser Scanning Data. ISPRS Journal of
Photogrammetry and Remote Sensing 53 (4), 193-203.
• Lefsky, M., Cohen, W., Parker, G. and Harding, D. (2002) LIDAR Remote
Sensing for Ecosystem Studies. BioScience 52 (1), 19-30
• CLICK—USGS Center for LIDAR Information Coordination

More Related Content

What's hot

What's hot (20)

Lidar final ppt
Lidar final pptLidar final ppt
Lidar final ppt
 
Lidar
LidarLidar
Lidar
 
LIDAR
LIDARLIDAR
LIDAR
 
Lidar and sensing
Lidar and sensingLidar and sensing
Lidar and sensing
 
Remote Sensing with a Drone
Remote Sensing with a DroneRemote Sensing with a Drone
Remote Sensing with a Drone
 
Remote sensing with drones: The challenges of obtaining truly quantitative da...
Remote sensing with drones: The challenges of obtaining truly quantitative da...Remote sensing with drones: The challenges of obtaining truly quantitative da...
Remote sensing with drones: The challenges of obtaining truly quantitative da...
 
LIDAR
LIDARLIDAR
LIDAR
 
Lidar technology and it’s applications
Lidar technology and it’s applicationsLidar technology and it’s applications
Lidar technology and it’s applications
 
Lidar
LidarLidar
Lidar
 
RADAR
RADARRADAR
RADAR
 
Lidar : light detection and rangeing
Lidar : light detection and rangeingLidar : light detection and rangeing
Lidar : light detection and rangeing
 
Lidar- light detection and ranging
Lidar- light detection and rangingLidar- light detection and ranging
Lidar- light detection and ranging
 
Applications of lidar technology
Applications of lidar technologyApplications of lidar technology
Applications of lidar technology
 
ppt on radar system
 ppt on radar system ppt on radar system
ppt on radar system
 
LiDAR 101
LiDAR 101LiDAR 101
LiDAR 101
 
Remote Sensing
Remote Sensing Remote Sensing
Remote Sensing
 
Introduction to lidar and its application
Introduction to lidar and its applicationIntroduction to lidar and its application
Introduction to lidar and its application
 
RADAR
RADARRADAR
RADAR
 
GPS Aircraft Tracking
GPS Aircraft TrackingGPS Aircraft Tracking
GPS Aircraft Tracking
 
Radar
RadarRadar
Radar
 

Similar to Introduction to LiDAR

Introduction to LiDAR presentation.
Introduction to LiDAR presentation.Introduction to LiDAR presentation.
Introduction to LiDAR presentation.Bob Champoux
 
bc_fp_lidar_pres_moskal.ppt
bc_fp_lidar_pres_moskal.pptbc_fp_lidar_pres_moskal.ppt
bc_fp_lidar_pres_moskal.pptFatima891926
 
GIS and Remote sensing CIvil Engg by Mrunmayee
GIS and Remote sensing CIvil Engg by MrunmayeeGIS and Remote sensing CIvil Engg by Mrunmayee
GIS and Remote sensing CIvil Engg by MrunmayeeMrunmayee Manjari
 
Airborne Laser Scanning Remote Sensing with LiDAR.ppt
Airborne Laser Scanning Remote Sensing with LiDAR.pptAirborne Laser Scanning Remote Sensing with LiDAR.ppt
Airborne Laser Scanning Remote Sensing with LiDAR.pptssuser6358fd
 
LiDAR Technology and Geospatial Services
LiDAR Technology and Geospatial Services LiDAR Technology and Geospatial Services
LiDAR Technology and Geospatial Services MattBethel1
 
Rankin LiDAR presentation
Rankin LiDAR presentationRankin LiDAR presentation
Rankin LiDAR presentationJustin Farrow
 
Remote Sensing Data Acquisition,Scanning/Imaging systems
Remote Sensing Data Acquisition,Scanning/Imaging systemsRemote Sensing Data Acquisition,Scanning/Imaging systems
Remote Sensing Data Acquisition,Scanning/Imaging systemsdaniyal rustam
 
Lidarpptbysharath copy-140316044543-phpapp01
Lidarpptbysharath copy-140316044543-phpapp01Lidarpptbysharath copy-140316044543-phpapp01
Lidarpptbysharath copy-140316044543-phpapp01bhanu kushangala
 
Introduction of GIS & Remote Sensing (RS)
Introduction of GIS & Remote Sensing (RS)Introduction of GIS & Remote Sensing (RS)
Introduction of GIS & Remote Sensing (RS)Subtain Hussain Syed
 
Lidar and radar.pptx
Lidar and radar.pptxLidar and radar.pptx
Lidar and radar.pptxBivaYadav3
 
LiDER ACTIVE MICROWACE REMOTE SENSING
LiDER ACTIVE MICROWACE REMOTE SENSINGLiDER ACTIVE MICROWACE REMOTE SENSING
LiDER ACTIVE MICROWACE REMOTE SENSINGSyedSamiulHaque
 
LIDAR- Modern techniques in Surveying.pptx
LIDAR- Modern techniques in Surveying.pptxLIDAR- Modern techniques in Surveying.pptx
LIDAR- Modern techniques in Surveying.pptxsurekha1287
 
GEOGRAPHICAL INFORMATION SYSTEM (GIS)
GEOGRAPHICAL INFORMATION SYSTEM (GIS)GEOGRAPHICAL INFORMATION SYSTEM (GIS)
GEOGRAPHICAL INFORMATION SYSTEM (GIS)Siva Mbbs
 
2015 FOSS4G Track: Analyzing Aspen's Community Forest with Lidar, Object-Base...
2015 FOSS4G Track: Analyzing Aspen's Community Forest with Lidar, Object-Base...2015 FOSS4G Track: Analyzing Aspen's Community Forest with Lidar, Object-Base...
2015 FOSS4G Track: Analyzing Aspen's Community Forest with Lidar, Object-Base...GIS in the Rockies
 
remotesensing-150904070146-lva1-app6892.pdf
remotesensing-150904070146-lva1-app6892.pdfremotesensing-150904070146-lva1-app6892.pdf
remotesensing-150904070146-lva1-app6892.pdfBSuresh26
 
Remote sensing
Remote sensingRemote sensing
Remote sensingImran Syed
 
What is LiDAR_ A Guide to its Technical Aspects.pdf
What is LiDAR_ A Guide to its Technical Aspects.pdfWhat is LiDAR_ A Guide to its Technical Aspects.pdf
What is LiDAR_ A Guide to its Technical Aspects.pdfAnil
 

Similar to Introduction to LiDAR (20)

Introduction to LiDAR presentation.
Introduction to LiDAR presentation.Introduction to LiDAR presentation.
Introduction to LiDAR presentation.
 
bc_fp_lidar_pres_moskal.ppt
bc_fp_lidar_pres_moskal.pptbc_fp_lidar_pres_moskal.ppt
bc_fp_lidar_pres_moskal.ppt
 
Lidar
LidarLidar
Lidar
 
Eastern WV LiDAR Acquisition
Eastern WV LiDAR Acquisition Eastern WV LiDAR Acquisition
Eastern WV LiDAR Acquisition
 
GIS and Remote sensing CIvil Engg by Mrunmayee
GIS and Remote sensing CIvil Engg by MrunmayeeGIS and Remote sensing CIvil Engg by Mrunmayee
GIS and Remote sensing CIvil Engg by Mrunmayee
 
Airborne Laser Scanning Remote Sensing with LiDAR.ppt
Airborne Laser Scanning Remote Sensing with LiDAR.pptAirborne Laser Scanning Remote Sensing with LiDAR.ppt
Airborne Laser Scanning Remote Sensing with LiDAR.ppt
 
LiDAR Technology and Geospatial Services
LiDAR Technology and Geospatial Services LiDAR Technology and Geospatial Services
LiDAR Technology and Geospatial Services
 
Rankin LiDAR presentation
Rankin LiDAR presentationRankin LiDAR presentation
Rankin LiDAR presentation
 
Remote Sensing Data Acquisition,Scanning/Imaging systems
Remote Sensing Data Acquisition,Scanning/Imaging systemsRemote Sensing Data Acquisition,Scanning/Imaging systems
Remote Sensing Data Acquisition,Scanning/Imaging systems
 
Lidarpptbysharath copy-140316044543-phpapp01
Lidarpptbysharath copy-140316044543-phpapp01Lidarpptbysharath copy-140316044543-phpapp01
Lidarpptbysharath copy-140316044543-phpapp01
 
Lodha govardhan
Lodha govardhanLodha govardhan
Lodha govardhan
 
Introduction of GIS & Remote Sensing (RS)
Introduction of GIS & Remote Sensing (RS)Introduction of GIS & Remote Sensing (RS)
Introduction of GIS & Remote Sensing (RS)
 
Lidar and radar.pptx
Lidar and radar.pptxLidar and radar.pptx
Lidar and radar.pptx
 
LiDER ACTIVE MICROWACE REMOTE SENSING
LiDER ACTIVE MICROWACE REMOTE SENSINGLiDER ACTIVE MICROWACE REMOTE SENSING
LiDER ACTIVE MICROWACE REMOTE SENSING
 
LIDAR- Modern techniques in Surveying.pptx
LIDAR- Modern techniques in Surveying.pptxLIDAR- Modern techniques in Surveying.pptx
LIDAR- Modern techniques in Surveying.pptx
 
GEOGRAPHICAL INFORMATION SYSTEM (GIS)
GEOGRAPHICAL INFORMATION SYSTEM (GIS)GEOGRAPHICAL INFORMATION SYSTEM (GIS)
GEOGRAPHICAL INFORMATION SYSTEM (GIS)
 
2015 FOSS4G Track: Analyzing Aspen's Community Forest with Lidar, Object-Base...
2015 FOSS4G Track: Analyzing Aspen's Community Forest with Lidar, Object-Base...2015 FOSS4G Track: Analyzing Aspen's Community Forest with Lidar, Object-Base...
2015 FOSS4G Track: Analyzing Aspen's Community Forest with Lidar, Object-Base...
 
remotesensing-150904070146-lva1-app6892.pdf
remotesensing-150904070146-lva1-app6892.pdfremotesensing-150904070146-lva1-app6892.pdf
remotesensing-150904070146-lva1-app6892.pdf
 
Remote sensing
Remote sensingRemote sensing
Remote sensing
 
What is LiDAR_ A Guide to its Technical Aspects.pdf
What is LiDAR_ A Guide to its Technical Aspects.pdfWhat is LiDAR_ A Guide to its Technical Aspects.pdf
What is LiDAR_ A Guide to its Technical Aspects.pdf
 

Recently uploaded

DENR EPR Law Compliance Updates April 2024
DENR EPR Law Compliance Updates April 2024DENR EPR Law Compliance Updates April 2024
DENR EPR Law Compliance Updates April 2024itadmin50
 
VIP Kolkata Call Girl Kalighat 👉 8250192130 Available With Room
VIP Kolkata Call Girl Kalighat 👉 8250192130  Available With RoomVIP Kolkata Call Girl Kalighat 👉 8250192130  Available With Room
VIP Kolkata Call Girl Kalighat 👉 8250192130 Available With Roomdivyansh0kumar0
 
Call Girl Nagpur Roshni Call 7001035870 Meet With Nagpur Escorts
Call Girl Nagpur Roshni Call 7001035870 Meet With Nagpur EscortsCall Girl Nagpur Roshni Call 7001035870 Meet With Nagpur Escorts
Call Girl Nagpur Roshni Call 7001035870 Meet With Nagpur EscortsCall Girls in Nagpur High Profile
 
webinaire-green-mirror-episode-2-Smart contracts and virtual purchase agreeme...
webinaire-green-mirror-episode-2-Smart contracts and virtual purchase agreeme...webinaire-green-mirror-episode-2-Smart contracts and virtual purchase agreeme...
webinaire-green-mirror-episode-2-Smart contracts and virtual purchase agreeme...Cluster TWEED
 
Hot Call Girls |Delhi |Preet Vihar ☎ 9711199171 Book Your One night Stand
Hot Call Girls |Delhi |Preet Vihar ☎ 9711199171 Book Your One night StandHot Call Girls |Delhi |Preet Vihar ☎ 9711199171 Book Your One night Stand
Hot Call Girls |Delhi |Preet Vihar ☎ 9711199171 Book Your One night Standkumarajju5765
 
VIP Call Girls Saharanpur Aaradhya 8250192130 Independent Escort Service Saha...
VIP Call Girls Saharanpur Aaradhya 8250192130 Independent Escort Service Saha...VIP Call Girls Saharanpur Aaradhya 8250192130 Independent Escort Service Saha...
VIP Call Girls Saharanpur Aaradhya 8250192130 Independent Escort Service Saha...Suhani Kapoor
 
(NANDITA) Hadapsar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...
(NANDITA) Hadapsar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...(NANDITA) Hadapsar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...
(NANDITA) Hadapsar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...ranjana rawat
 
Mumbai Call Girls, 💞 Prity 9892124323, Navi Mumbai Call girls
Mumbai Call Girls, 💞  Prity 9892124323, Navi Mumbai Call girlsMumbai Call Girls, 💞  Prity 9892124323, Navi Mumbai Call girls
Mumbai Call Girls, 💞 Prity 9892124323, Navi Mumbai Call girlsPooja Nehwal
 
BOOK Call Girls in (Dwarka) CALL | 8377087607 Delhi Escorts Services
BOOK Call Girls in (Dwarka) CALL | 8377087607 Delhi Escorts ServicesBOOK Call Girls in (Dwarka) CALL | 8377087607 Delhi Escorts Services
BOOK Call Girls in (Dwarka) CALL | 8377087607 Delhi Escorts Servicesdollysharma2066
 
Call Girls Pune Airport Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Pune Airport Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Pune Airport Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Pune Airport Call Me 7737669865 Budget Friendly No Advance Bookingtanu pandey
 
VIP Call Girls Service Chaitanyapuri Hyderabad Call +91-8250192130
VIP Call Girls Service Chaitanyapuri Hyderabad Call +91-8250192130VIP Call Girls Service Chaitanyapuri Hyderabad Call +91-8250192130
VIP Call Girls Service Chaitanyapuri Hyderabad Call +91-8250192130Suhani Kapoor
 
(RIYA) Kalyani Nagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(RIYA) Kalyani Nagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(RIYA) Kalyani Nagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(RIYA) Kalyani Nagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...ranjana rawat
 
(DIYA) Call Girls Sinhagad Road ( 7001035870 ) HI-Fi Pune Escorts Service
(DIYA) Call Girls Sinhagad Road ( 7001035870 ) HI-Fi Pune Escorts Service(DIYA) Call Girls Sinhagad Road ( 7001035870 ) HI-Fi Pune Escorts Service
(DIYA) Call Girls Sinhagad Road ( 7001035870 ) HI-Fi Pune Escorts Serviceranjana rawat
 
Contact Number Call Girls Service In Goa 9316020077 Goa Call Girls Service
Contact Number Call Girls Service In Goa  9316020077 Goa  Call Girls ServiceContact Number Call Girls Service In Goa  9316020077 Goa  Call Girls Service
Contact Number Call Girls Service In Goa 9316020077 Goa Call Girls Servicesexy call girls service in goa
 
(ANIKA) Call Girls Wagholi ( 7001035870 ) HI-Fi Pune Escorts Service
(ANIKA) Call Girls Wagholi ( 7001035870 ) HI-Fi Pune Escorts Service(ANIKA) Call Girls Wagholi ( 7001035870 ) HI-Fi Pune Escorts Service
(ANIKA) Call Girls Wagholi ( 7001035870 ) HI-Fi Pune Escorts Serviceranjana rawat
 

Recently uploaded (20)

E Waste Management
E Waste ManagementE Waste Management
E Waste Management
 
DENR EPR Law Compliance Updates April 2024
DENR EPR Law Compliance Updates April 2024DENR EPR Law Compliance Updates April 2024
DENR EPR Law Compliance Updates April 2024
 
VIP Kolkata Call Girl Kalighat 👉 8250192130 Available With Room
VIP Kolkata Call Girl Kalighat 👉 8250192130  Available With RoomVIP Kolkata Call Girl Kalighat 👉 8250192130  Available With Room
VIP Kolkata Call Girl Kalighat 👉 8250192130 Available With Room
 
Call Girl Nagpur Roshni Call 7001035870 Meet With Nagpur Escorts
Call Girl Nagpur Roshni Call 7001035870 Meet With Nagpur EscortsCall Girl Nagpur Roshni Call 7001035870 Meet With Nagpur Escorts
Call Girl Nagpur Roshni Call 7001035870 Meet With Nagpur Escorts
 
webinaire-green-mirror-episode-2-Smart contracts and virtual purchase agreeme...
webinaire-green-mirror-episode-2-Smart contracts and virtual purchase agreeme...webinaire-green-mirror-episode-2-Smart contracts and virtual purchase agreeme...
webinaire-green-mirror-episode-2-Smart contracts and virtual purchase agreeme...
 
Hot Call Girls |Delhi |Preet Vihar ☎ 9711199171 Book Your One night Stand
Hot Call Girls |Delhi |Preet Vihar ☎ 9711199171 Book Your One night StandHot Call Girls |Delhi |Preet Vihar ☎ 9711199171 Book Your One night Stand
Hot Call Girls |Delhi |Preet Vihar ☎ 9711199171 Book Your One night Stand
 
VIP Call Girls Saharanpur Aaradhya 8250192130 Independent Escort Service Saha...
VIP Call Girls Saharanpur Aaradhya 8250192130 Independent Escort Service Saha...VIP Call Girls Saharanpur Aaradhya 8250192130 Independent Escort Service Saha...
VIP Call Girls Saharanpur Aaradhya 8250192130 Independent Escort Service Saha...
 
(NANDITA) Hadapsar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...
(NANDITA) Hadapsar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...(NANDITA) Hadapsar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...
(NANDITA) Hadapsar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...
 
Mumbai Call Girls, 💞 Prity 9892124323, Navi Mumbai Call girls
Mumbai Call Girls, 💞  Prity 9892124323, Navi Mumbai Call girlsMumbai Call Girls, 💞  Prity 9892124323, Navi Mumbai Call girls
Mumbai Call Girls, 💞 Prity 9892124323, Navi Mumbai Call girls
 
Call Girls In Pratap Nagar꧁❤ 🔝 9953056974🔝❤꧂ Escort ServiCe
Call Girls In Pratap Nagar꧁❤ 🔝 9953056974🔝❤꧂ Escort ServiCeCall Girls In Pratap Nagar꧁❤ 🔝 9953056974🔝❤꧂ Escort ServiCe
Call Girls In Pratap Nagar꧁❤ 🔝 9953056974🔝❤꧂ Escort ServiCe
 
BOOK Call Girls in (Dwarka) CALL | 8377087607 Delhi Escorts Services
BOOK Call Girls in (Dwarka) CALL | 8377087607 Delhi Escorts ServicesBOOK Call Girls in (Dwarka) CALL | 8377087607 Delhi Escorts Services
BOOK Call Girls in (Dwarka) CALL | 8377087607 Delhi Escorts Services
 
Gandhi Nagar (Delhi) 9953330565 Escorts, Call Girls Services
Gandhi Nagar (Delhi) 9953330565 Escorts, Call Girls ServicesGandhi Nagar (Delhi) 9953330565 Escorts, Call Girls Services
Gandhi Nagar (Delhi) 9953330565 Escorts, Call Girls Services
 
Call Girls Pune Airport Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Pune Airport Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Pune Airport Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Pune Airport Call Me 7737669865 Budget Friendly No Advance Booking
 
VIP Call Girls Service Chaitanyapuri Hyderabad Call +91-8250192130
VIP Call Girls Service Chaitanyapuri Hyderabad Call +91-8250192130VIP Call Girls Service Chaitanyapuri Hyderabad Call +91-8250192130
VIP Call Girls Service Chaitanyapuri Hyderabad Call +91-8250192130
 
(RIYA) Kalyani Nagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(RIYA) Kalyani Nagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(RIYA) Kalyani Nagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(RIYA) Kalyani Nagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
 
(DIYA) Call Girls Sinhagad Road ( 7001035870 ) HI-Fi Pune Escorts Service
(DIYA) Call Girls Sinhagad Road ( 7001035870 ) HI-Fi Pune Escorts Service(DIYA) Call Girls Sinhagad Road ( 7001035870 ) HI-Fi Pune Escorts Service
(DIYA) Call Girls Sinhagad Road ( 7001035870 ) HI-Fi Pune Escorts Service
 
Contact Number Call Girls Service In Goa 9316020077 Goa Call Girls Service
Contact Number Call Girls Service In Goa  9316020077 Goa  Call Girls ServiceContact Number Call Girls Service In Goa  9316020077 Goa  Call Girls Service
Contact Number Call Girls Service In Goa 9316020077 Goa Call Girls Service
 
(ANIKA) Call Girls Wagholi ( 7001035870 ) HI-Fi Pune Escorts Service
(ANIKA) Call Girls Wagholi ( 7001035870 ) HI-Fi Pune Escorts Service(ANIKA) Call Girls Wagholi ( 7001035870 ) HI-Fi Pune Escorts Service
(ANIKA) Call Girls Wagholi ( 7001035870 ) HI-Fi Pune Escorts Service
 
Sustainable Packaging
Sustainable PackagingSustainable Packaging
Sustainable Packaging
 
Escort Service Call Girls In Shakti Nagar, 99530°56974 Delhi NCR
Escort Service Call Girls In Shakti Nagar, 99530°56974 Delhi NCREscort Service Call Girls In Shakti Nagar, 99530°56974 Delhi NCR
Escort Service Call Girls In Shakti Nagar, 99530°56974 Delhi NCR
 

Introduction to LiDAR

  • 1. An evolving Remote Sensing tool -Bob Champoux -ICESAT, NASA LIght Detection And Ranging Introduction to LIDAR
  • 2. The basics (of Photo Interpretation)…. -Lixin Wang
  • 3. What about elevations? Aerial Photo Contours from Photos -Eastern Topographics
  • 5. LIDAR Points Each black dot is a LIDAR point •At each point, the elevation has been sampled. Start counting! -GIS Dept. Clinton County, Ohio
  • 6. Seeing more than contours…. -GIS Dept. Clinton County, Ohio
  • 7. Active Imagery… Three Components: •Laser Scanner •Up to 400,000 pulses/second •Near infrared •Global Positioning System •Positions the scanner •Inertial Navigation System •Orientation of the scanner -Andersen
  • 8. -Andersen How LIDAR works The process: •LIDAR sensor measures time from when pulse sent to when received. •This translates to distance from sensor to object. •GPS knows location of sensor. •Coordinates (X,Y,Z) are assigned to each pulse. •Result is a "cloud of points" each point has its own coordinates & height.
  • 9. How LIDAR works •So, not only does each dot (sample point) have an elevation. •Each dot has X and Y coords or, Latitude and Longitude •The collected data are hundreds of thousands, sometimes, millions of points. •Each with its own: •Latitude •Longitude •Elevation -GIS Dept. Clinton County, Ohio
  • 10. How many points? • Points equals resolution. • Dependent on these variables: • Number of pulses. • Flying height. • Flying speed. • Scan angle. -N. Carolina State University
  • 11. Guesses on file size? – Megabytes – Gigabytes – Terabytes -Seagate How LIDAR works
  • 12. LIDAR image of Durham, NH -DeLorme
  • 13. -GIS Dept. Clinton County, Ohio -Natural Hazards Centre, NZ Triangulated Irregular Network Digital Elevation Model Modeling with LIDAR
  • 14. Modeling with LIDAR Contours can be derived -Digital Mapping Australia
  • 15. Modeling with LIDAR Oblique view of Wilmington, OH -GIS Dept. Clinton County, Ohio -DeLorme
  • 16. Modeling with LIDAR LIDAR image showing all points LIDAR image after removal of trees Digital Elevation Models can be created
  • 17. Modeling with LIDAR Develop Watersheds -Instituto Agrario di S. Michele all’Adige
  • 18. Map Slopes and Aspect -Free Geography Tools-ESRI Map Slopes Colors relate to Aspect (Direction) Modeling with LIDAR
  • 19. Profile View… -GIS Dept. Clinton County, Ohio
  • 20. Modeling Forests Canopy Height Model Instead of focusing on the ground… – Measure the heights of the trees. – Canopy height is a critical parameter for ecosystem modeling
  • 21. -Digital Mapping Australia Modeling Forests Estimate stand volume and biomass by: – Identify and measure the individual tree crowns. – Individual tree volume and biomass are strongly correlated to the tree’s crown area. – Can look at distribution of volume across the forest. – Aids in forest management
  • 22. -Lefsky Other Forest Applications: •Vertical and Horizontal distribution of: •Individual trees •Branches •From this: •Canopy density •Species Identification and Classification •Stand Structure •Successional state •Forest health •Habitats •With time: Change detection Modeling Forests
  • 23. -Spencer B. Gross Modeling Individual Trees -Stephen F. Austin State University • With a very high resolution – Individual trees can be mapped.
  • 24. -Lefsky LIDAR points Modeling Individual Trees Species can be identified of individual trees
  • 25. Modeling Individual Trees Can develop: •Crown base height •Individual tree crowns •3D tree models Subcanopy •Volumes, distribution, etc. The forest floor: •Amount of light reaching the ground. (By studying canopy interception). •Woody debris •Fuel loading
  • 27. -OpenTopography Modeling urban areas Uses: •Urban Planning •Transportation •Emergency Response •Drainage Patterns •Flooding •Flooding Response •Amount of Impervious Surface •Vegetation Image above: New Orleans, LA -Terrascan
  • 28. Two types of LIDAR sensors • Discrete – Individual points – Small footprint (5-30 cm) – More common sensor -University of Washington
  • 29. Two types of LIDAR sensors -CSIRO • Waveform – Continuous vertical return – Better for forest biometrics – Less cost
  • 30. -ASPRS Two types of LIDAR sensors • Waveform – Previously: – Large footprint (10’s of m) – Short range -CSIRO
  • 31. LIDAR Limitations... Bathymetric and shoreline work is being done with LIDAR that transmits at two wavelengths: •Infrared to detect surface •Green (provides for max. penetration) -Terrascan • Water – Because of using NIR: – Water absorbs signal – Same issue with: – Asphalt – Clouds – Fog, smoke, haze – Rain • Dense Vegetation – May not reach ground – Light may scatter and reflect before returning to sensor (False elevations are the result)
  • 32. Why LIDAR now? • History – 1970’s Development began (NASA) – 1980’s GPS incorporated – 1990’s Commercial LIDAR – 2000’s Maturing of technologies: • GPS positional accuracy increases cm level accuracy • INS orientation accuracy increases Pitch/roll accuracy ≈ 0.005º – What’s to come: • More incorporation of LIDAR with other technologies – Digital camera commonly flown with LIDAR • Use of signal intensity • Multiple pulses in the air -GPS satellite
  • 33. -Fugro EarthData LIDAR equipment -Wire Services -McKim & Creed
  • 34. LIDAR unit in action -ICESAT, NASA Pretty exciting, huh? LIDAR: -Provides the Elevation -Intensity can be measured -DN values
  • 35. Accuracies? • Dependent on: – Laser scanner • Range errors – GPS • Position errors – IMU • Orientation errors • For Discreet LIDAR: – 15-30 cm Vertical – 1m Horizontal -USGS
  • 36. Accuracies? Other factors affecting LIDAR accuracy: – Steep slopes – Recording of scanner angle – Atmospheric effects -N. Carolina State University
  • 37. References • Baltsavais, E.P. (1999). Airborne Laser Scanning: Basic Relations and Formulas. ISPRS Journal of Photogrammetry and Remote Sensing 54 (2/3), 199-214. • Flood, M. and Satalich, J. (3/28/01) LIDAR 101. POB. • Dubayah, R. and Drake, J. LIDAR Remote Sensing for Forestry Applications, College Park, MD, University of Maryland, Department of Geography. • Kraus, K. and Pfeifer, N. (1998) Determination of Terrain Models in Wooded Areas with Airborne Laser Scanning Data. ISPRS Journal of Photogrammetry and Remote Sensing 53 (4), 193-203. • Lefsky, M., Cohen, W., Parker, G. and Harding, D. (2002) LIDAR Remote Sensing for Ecosystem Studies. BioScience 52 (1), 19-30 • CLICK—USGS Center for LIDAR Information Coordination

Editor's Notes

  1. This and following 2 slides: Remote Sensing so far. Tons of info but no elevational data obtained.
  2. Contour lines come from aerial photography.
  3. Elevational info came from manual interpolation methods. Slow and info was basic (e.g. Contour lines)
  4. Colors keyed to relative elevations
  5. Dense set of points. Probably from a helicopter-based campaign. Looks like lower area was flown again or slower.
  6. Terabytes
  7. Large horizontal swath is a power line. Below it, is Route 4.
  8. DEM on right is used to determine erosion and cliff collapse potential.
  9. Lidar “Images” Pawtuckaway State Park on Left
  10. All the usual DEM products can be created.
  11. Left-hand image: Scale is percent slope. Right-hand image: Hues relate to aspect. Saturation (Brilliance) represents slope. Brighter color>steeper slope.
  12. Great slide. Can walk across plan view and see features in profile view.
  13. This images comes from a study of Biomass and Fuel loading
  14. Can get returns on water but elevations usually off. Max. depth of bathymetry is 60m
  15. Can see overlapping flights. Probably a helicopter campaign.