Lecture 11:GNSS/IMU data workflow and LAS file...

51
Lecture 11: GNSS/IMU data workflow and LAS file creation Yuji Kuwano, Lead ALS Support Engineer Leica Geosystems AG Please insert a picture (Insert, Picture, from file). Size according to grey field (10 cm x 25.4 cm). Scale picture: highlight, pull corner point Cut picture: highlight, choose the cutting icon from the picture tool bar, click on a side point and cut

Transcript of Lecture 11:GNSS/IMU data workflow and LAS file...

Page 1: Lecture 11:GNSS/IMU data workflow and LAS file …home.iitk.ac.in/~blohani/LiDARSchool2008/Downloads/India...Lecture 11:GNSS/IMU data workflow and LAS file creation Yuji Kuwano, Lead

Lecture 11: GNSS/IMU data workflow and LAS file

creation

Yuji Kuwano, Lead ALS Support Engineer

Leica Geosystems AG

Please insert a picture

(Insert, Picture, from file).

Size according to grey field

(10 cm x 25.4 cm).

Scale picture: highlight, pull corner point

Cut picture: highlight, choose the cutting icon from the picture tool bar, click on a

side point and cut

Page 2: Lecture 11:GNSS/IMU data workflow and LAS file …home.iitk.ac.in/~blohani/LiDARSchool2008/Downloads/India...Lecture 11:GNSS/IMU data workflow and LAS file creation Yuji Kuwano, Lead

2

Presentation outline

1. Introduction of Leica Geosystems IPAS solution

2. LAS generation workflow with Leica Geosystems software

3. Lidar Point cloud data handling options

Page 3: Lecture 11:GNSS/IMU data workflow and LAS file …home.iitk.ac.in/~blohani/LiDARSchool2008/Downloads/India...Lecture 11:GNSS/IMU data workflow and LAS file creation Yuji Kuwano, Lead

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Leica Geosystems ALS50 process workflow

FPES

Mission

Planningmode

altitude

scan rate

FOV

flight speed

flight lines

flight height

lens FL

shutter speed

frame rate

record DGPS base

station data

Airborne

OperationsRecord position and attitude data

•GPS

•IMU

•event marks

record scanner data

•range

•scan angle

•intensity

•timing info

record camera data

•photo ID file

•CFA or RGB frames

extract

position

and

attitude

data

DGPS

processing

trajectory

processing

•point cloud generation

•output formatting – LDI, LAS, ASCII

•projection - WGS 84, UTM, state plane, Swiss, TW 97, user-supplied

•datum (state plane only) - NGVD 29, NAVD 88

•tiling

•coverage verification

•outlier removal

•bare earth

•thinning

•catenary generation

deliverables

Ground

Operations

Planning Collection Processing

real-time nav file

*.SCN raw scanner files

ALS50, FCMS

GrafNav IPAS Pro

ALS50 Post Processor

position and

attitude file

GPS1200

TerraScan

IPAS Pro

Micro

Statio

n

•TIN/contour

•control report

TerraModeller

laser boresite

calibration

Attune

Calculate

misalignment

and EOs

exterior orientation

file

IPAS CO

orthophoto

generation

LPS

“LAS” file

orthophotos

Page 4: Lecture 11:GNSS/IMU data workflow and LAS file …home.iitk.ac.in/~blohani/LiDARSchool2008/Downloads/India...Lecture 11:GNSS/IMU data workflow and LAS file creation Yuji Kuwano, Lead

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GNSS-IMU trajectory for ALS50 - the principle

The GNSS sensor generates an absolute position at 1 Hz.

The IMU sensor generates a relative position and a precise

orientation of pitch, roll and drift at 200 Hz.

Trajectory given by IMU is updated with absolute position given by

GNSS.

Page 5: Lecture 11:GNSS/IMU data workflow and LAS file …home.iitk.ac.in/~blohani/LiDARSchool2008/Downloads/India...Lecture 11:GNSS/IMU data workflow and LAS file creation Yuji Kuwano, Lead

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Leica Geosystems IPAS10Leica Geosystems strengths

Airborne components

� Leica Geosystems experience in designing and manufacturing airborne hardware

� Hardware designed according to DO-160E and complies with EMV standards Cat. M

� Powerful processor board and better designed electronics support high data rate

� Large number of external interfaces including four IMU types

GNSS/IMU post processing Software

� Straight forward and intuitive

General

� IPAS10 and IPAS Pro and IPAS CO is based on years of experience and testing

� All airborne sensing components from one supplier

� One point of contact for support of all components

Page 6: Lecture 11:GNSS/IMU data workflow and LAS file …home.iitk.ac.in/~blohani/LiDARSchool2008/Downloads/India...Lecture 11:GNSS/IMU data workflow and LAS file creation Yuji Kuwano, Lead

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Leica Geosystems IPAS10 Systems

Not

recommended

IMUtoo heavy

YesYesYes

Standalone

IPAS10 for

RC30/PAV30

YesYesYesYesAvailablility

for ALS50

HoneywellSAGEMNorthrop

Grumman

iMARIMU

Manufacturer

uIRS33BM61LN200FSASIMU type

POS 610 POS 510 POS 510 POS 410 Equivalent

IPAS10-CUS6 IPAS10-NUS5IPAS10-DUS5 IPAS10-NUS4 System

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GNSS-IMU for ALS50-II and RCD105

� IMU - integrated in Laser

Scanner LS50-II

� IPAS Position and Attitude

computer with GNSS

engine - integrated in

System Controller SC50

� GNSS post - processing software:

GrafNav

IPAS Pro

IPAS CO – for systems with RCD105

Page 8: Lecture 11:GNSS/IMU data workflow and LAS file …home.iitk.ac.in/~blohani/LiDARSchool2008/Downloads/India...Lecture 11:GNSS/IMU data workflow and LAS file creation Yuji Kuwano, Lead

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Leica Geosystems IPAS Pro

�Perform post processing of GPS/IMU data based on

proven error modeling principle,

�Simplified and refined Windows-based user interface

to make the GPS/IMU processing more reliable and

less challenging,

�Automatically checking GPS, IMU and mount data

integrity,

�Forward processing, backward processing and

optimal smoothing to produce optimal integrated

georeferencing solution,

�Use faimilar Waypoint GrafNav to process GPS data,

�Provides competitive georeferencing accuracy as

current systems on the market.

Page 9: Lecture 11:GNSS/IMU data workflow and LAS file …home.iitk.ac.in/~blohani/LiDARSchool2008/Downloads/India...Lecture 11:GNSS/IMU data workflow and LAS file creation Yuji Kuwano, Lead

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Differential GNSS trajectory calculation - GrafNav

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Leica IPAS CO

Camera Orientation Software for frame camera flow

� Transformation of IPAS Pro solution and camera events for further use in various photogrammetric software

� Computation of misalignment angles between IPAS reference frame and camera frame

� Transformation of points

Page 11: Lecture 11:GNSS/IMU data workflow and LAS file …home.iitk.ac.in/~blohani/LiDARSchool2008/Downloads/India...Lecture 11:GNSS/IMU data workflow and LAS file creation Yuji Kuwano, Lead

IPAS Pro

Aircraft trajectory computation

Page 12: Lecture 11:GNSS/IMU data workflow and LAS file …home.iitk.ac.in/~blohani/LiDARSchool2008/Downloads/India...Lecture 11:GNSS/IMU data workflow and LAS file creation Yuji Kuwano, Lead

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Aircraft trajectory workflow overview

in context of LIDAR workflow

AEROPLAN

FPES,

Mission

Planningmode

altitude

scan rate

FOV

flight speed

flight lines

flight height

lens FL

shutter speed

frame rate

record DGPS base

station data

Airborne

OperationsRecord position and attitude data

•GPS

•IMU

•event marks

record scanner data

•range

•scan angle

•intensity

•timing info

record camera data

•photo ID file

•CFA or RGB frames

extract

position

and

attitude

data

DGPS

processing

trajectory

processing

•point cloud generation

•output formatting – LDI, LAS, ASCII

•projection - WGS 84, UTM, state plane, Swiss, TW 97, user-supplied

•datum (state plane only) - NGVD 29, NAVD 88

•tiling

•coverage verification

•outlier removal

•bare earth

•thinning

•catenary generation

deliverables

Ground

Operations

Planning Collection Processing

real-time nav file

*.SCN raw scanner files

ALS50, ASCOT

GrafNav IPAS Pro

ALS50 Post Processor

position and

attitude file

GPS1200

TerraScan

IPAS Pro

Micro

Statio

n

•TIN/contour

•control report

TerraModeller

laser boresite

calibration

Attune

Calculate

misalignment

and EOs

exterior orientation

file

IPAS CO

orthophoto

generation

LPS

“LAS” file

orthophotos

Page 13: Lecture 11:GNSS/IMU data workflow and LAS file …home.iitk.ac.in/~blohani/LiDARSchool2008/Downloads/India...Lecture 11:GNSS/IMU data workflow and LAS file creation Yuji Kuwano, Lead

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IPAS Pro

extract directory automatically created

Page 14: Lecture 11:GNSS/IMU data workflow and LAS file …home.iitk.ac.in/~blohani/LiDARSchool2008/Downloads/India...Lecture 11:GNSS/IMU data workflow and LAS file creation Yuji Kuwano, Lead

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IPAS Pro

step 1 - data written to extract directory

Page 15: Lecture 11:GNSS/IMU data workflow and LAS file …home.iitk.ac.in/~blohani/LiDARSchool2008/Downloads/India...Lecture 11:GNSS/IMU data workflow and LAS file creation Yuji Kuwano, Lead

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IPAS Pro

Parameter check lever arms

� Lever Arm check

� GNSS

� IMU Lever Arm

� Data Gap

� GNSS

� IMU

Page 16: Lecture 11:GNSS/IMU data workflow and LAS file …home.iitk.ac.in/~blohani/LiDARSchool2008/Downloads/India...Lecture 11:GNSS/IMU data workflow and LAS file creation Yuji Kuwano, Lead

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IPAS Pro

output also stored in log file

Page 17: Lecture 11:GNSS/IMU data workflow and LAS file …home.iitk.ac.in/~blohani/LiDARSchool2008/Downloads/India...Lecture 11:GNSS/IMU data workflow and LAS file creation Yuji Kuwano, Lead

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IPAS Pro

check graphs – real time data

Page 18: Lecture 11:GNSS/IMU data workflow and LAS file …home.iitk.ac.in/~blohani/LiDARSchool2008/Downloads/India...Lecture 11:GNSS/IMU data workflow and LAS file creation Yuji Kuwano, Lead

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IPAS Pro

launch GNSS processor

Page 19: Lecture 11:GNSS/IMU data workflow and LAS file …home.iitk.ac.in/~blohani/LiDARSchool2008/Downloads/India...Lecture 11:GNSS/IMU data workflow and LAS file creation Yuji Kuwano, Lead

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IPAS Pro

process differential GNSS

GrafNav

� Differential GNSS processing

Page 20: Lecture 11:GNSS/IMU data workflow and LAS file …home.iitk.ac.in/~blohani/LiDARSchool2008/Downloads/India...Lecture 11:GNSS/IMU data workflow and LAS file creation Yuji Kuwano, Lead

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IPAS Pro

output GPS solution in IPAS Pro format

Page 21: Lecture 11:GNSS/IMU data workflow and LAS file …home.iitk.ac.in/~blohani/LiDARSchool2008/Downloads/India...Lecture 11:GNSS/IMU data workflow and LAS file creation Yuji Kuwano, Lead

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IPAS Pro

step 2 - import GNSS solution

Page 22: Lecture 11:GNSS/IMU data workflow and LAS file …home.iitk.ac.in/~blohani/LiDARSchool2008/Downloads/India...Lecture 11:GNSS/IMU data workflow and LAS file creation Yuji Kuwano, Lead

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IPAS Pro

review data import

Page 23: Lecture 11:GNSS/IMU data workflow and LAS file …home.iitk.ac.in/~blohani/LiDARSchool2008/Downloads/India...Lecture 11:GNSS/IMU data workflow and LAS file creation Yuji Kuwano, Lead

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IPAS Pro

check GNSS lever arms

Page 24: Lecture 11:GNSS/IMU data workflow and LAS file …home.iitk.ac.in/~blohani/LiDARSchool2008/Downloads/India...Lecture 11:GNSS/IMU data workflow and LAS file creation Yuji Kuwano, Lead

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IPAS Pro

check IMU lever arms

Page 25: Lecture 11:GNSS/IMU data workflow and LAS file …home.iitk.ac.in/~blohani/LiDARSchool2008/Downloads/India...Lecture 11:GNSS/IMU data workflow and LAS file creation Yuji Kuwano, Lead

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IPAS Pro

start trajectory processor

Process forward , backwords for smoothing

Page 26: Lecture 11:GNSS/IMU data workflow and LAS file …home.iitk.ac.in/~blohani/LiDARSchool2008/Downloads/India...Lecture 11:GNSS/IMU data workflow and LAS file creation Yuji Kuwano, Lead

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IPAS Pro

data written to proc directory

Page 27: Lecture 11:GNSS/IMU data workflow and LAS file …home.iitk.ac.in/~blohani/LiDARSchool2008/Downloads/India...Lecture 11:GNSS/IMU data workflow and LAS file creation Yuji Kuwano, Lead

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IPAS Pro

check graphs – processed data

Page 28: Lecture 11:GNSS/IMU data workflow and LAS file …home.iitk.ac.in/~blohani/LiDARSchool2008/Downloads/India...Lecture 11:GNSS/IMU data workflow and LAS file creation Yuji Kuwano, Lead

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IPAS Pro

Data handling flexibility

File format conversion feature,,,export to SBET format & ASCII

Page 29: Lecture 11:GNSS/IMU data workflow and LAS file …home.iitk.ac.in/~blohani/LiDARSchool2008/Downloads/India...Lecture 11:GNSS/IMU data workflow and LAS file creation Yuji Kuwano, Lead

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IPAS Pro

step 3 - data written to proc directory

Page 30: Lecture 11:GNSS/IMU data workflow and LAS file …home.iitk.ac.in/~blohani/LiDARSchool2008/Downloads/India...Lecture 11:GNSS/IMU data workflow and LAS file creation Yuji Kuwano, Lead

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Conclusions

IPAS Pro is used to calculate the aircraft trajectory.

There are 3 processing steps:

� Extract, where input data is separated into IMU and GPS files

� GrafNav, where a differential GNSS solution is calculated

� Processor, where the IMU data is blended with the differential

GPS solution

Page 31: Lecture 11:GNSS/IMU data workflow and LAS file …home.iitk.ac.in/~blohani/LiDARSchool2008/Downloads/India...Lecture 11:GNSS/IMU data workflow and LAS file creation Yuji Kuwano, Lead

ALS50 workflow

ALS Post Processor

Please insert a picture

(Insert, Picture, from file).

Size according to grey field

(10 cm x 25.4 cm).

Scale picture: highlight, pull corner point

Cut picture: highlight, choose the cutting icon from the picture tool bar, click on a

side point and cut

FPES

Mission

Planningmode

altitude

scan rate

FOV

flight speed

flight lines

record DGPS base

station data

Airborne

Operationsrecord position and attitude data

•GPS

•IMU

•event marks

record scanner data

•range

extract

position

and

attitude

data

DGPS

processing

trajectory

processing

•point cloud generation

•output formatting – LDI, LAS, ASCII

•projection - WGS 84, UTM, state plane, Swiss, TW 97, user-supplied

•datum (state plane only) - NGVD 29, NAVD 88

•tiling

•coverage verification

•outlier removal

•bare earth

•thinning

•catenary generation

Ground

Operations

real-time nav file

*.SCN raw scanner files

ALS50, FCMS, CamGUI

GrafNav IPAS Pro

ALS50 Post Processor

position and

attitude file

GPS1200

TerraScan

IPAS Pro

Micro

Statio

n

•TIN/contour

•control report

TerraModeller

laser boresite

calibration

Attune

“LAS” file

FPES

Mission

Planningmode

altitude

scan rate

FOV

flight speed

flight lines

record DGPS base

station data

Airborne

Operationsrecord position and attitude data

•GPS

•IMU

•event marks

record scanner data

•range

extract

position

and

attitude

data

DGPS

processing

trajectory

processing

•point cloud generation

•output formatting – LDI, LAS, ASCII

•projection - WGS 84, UTM, state plane, Swiss, TW 97, user-supplied

•datum (state plane only) - NGVD 29, NAVD 88

•tiling

•coverage verification

•outlier removal

•bare earth

•thinning

•catenary generation

Ground

Operations

real-time nav file

*.SCN raw scanner files

ALS50, FCMS, CamGUI

GrafNav IPAS Pro

ALS50 Post Processor

position and

attitude file

GPS1200

TerraScan

IPAS Pro

Micro

Statio

n

•TIN/contour

•control report

TerraModeller

laser boresite

calibration

Attune

“LAS” file

Page 32: Lecture 11:GNSS/IMU data workflow and LAS file …home.iitk.ac.in/~blohani/LiDARSchool2008/Downloads/India...Lecture 11:GNSS/IMU data workflow and LAS file creation Yuji Kuwano, Lead

32

Aircraft trajectory workflow overview

in context of LIDAR workflow

AEROPLAN

FPES,

Mission

Planningmode

altitude

scan rate

FOV

flight speed

flight lines

flight height

lens FL

shutter speed

frame rate

record DGPS base

station data

Airborne

OperationsRecord position and attitude data

•GPS

•IMU

•event marks

record scanner data

•range

•scan angle

•intensity

•timing info

record camera data

•photo ID file

•CFA or RGB frames

extract

position

and

attitude

data

DGPS

processing

trajectory

processing

•point cloud generation

•output formatting – LDI, LAS, ASCII

•projection - WGS 84, UTM, state plane, Swiss, TW 97, user-supplied

•datum (state plane only) - NGVD 29, NAVD 88

•tiling

•coverage verification

•outlier removal

•bare earth

•thinning

•catenary generation

deliverables

Ground

Operations

Planning Collection Processing

real-time nav file

*.SCN raw scanner files

ALS50, ASCOT

GrafNav IPAS Pro

ALS50 Post Processor

position and

attitude file

GPS1200

TerraScan

IPAS Pro

Micro

Statio

n

•TIN/contour

•control report

TerraModeller

laser boresite

calibration

Attune

Calculate

misalignment

and EOs

exterior orientation

file

IPAS CO

orthophoto

generation

LPS

“LAS” file

orthophotos

Page 33: Lecture 11:GNSS/IMU data workflow and LAS file …home.iitk.ac.in/~blohani/LiDARSchool2008/Downloads/India...Lecture 11:GNSS/IMU data workflow and LAS file creation Yuji Kuwano, Lead

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ALS Post ProcessorMarge AB trajectory & range finding data

ALSPP main feature

� Store system dependent

calibration parameter

� Factory calibration data

� User calibration data

� IMU Misalignment

� Range offset

� Marge Trajectory & Range data

� Leica IPAS(*.sol) / Applanix POS(*.sbet)

� Range data (*.scn) file

� Apply user selected projection

Page 34: Lecture 11:GNSS/IMU data workflow and LAS file …home.iitk.ac.in/~blohani/LiDARSchool2008/Downloads/India...Lecture 11:GNSS/IMU data workflow and LAS file creation Yuji Kuwano, Lead

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ALS PP

select trajectory file

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ALS PP

select rawlaser input files

Page 36: Lecture 11:GNSS/IMU data workflow and LAS file …home.iitk.ac.in/~blohani/LiDARSchool2008/Downloads/India...Lecture 11:GNSS/IMU data workflow and LAS file creation Yuji Kuwano, Lead

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ALS PP

specify output folder

Page 37: Lecture 11:GNSS/IMU data workflow and LAS file …home.iitk.ac.in/~blohani/LiDARSchool2008/Downloads/India...Lecture 11:GNSS/IMU data workflow and LAS file creation Yuji Kuwano, Lead

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ALS PP

select datum and projection

Page 38: Lecture 11:GNSS/IMU data workflow and LAS file …home.iitk.ac.in/~blohani/LiDARSchool2008/Downloads/India...Lecture 11:GNSS/IMU data workflow and LAS file creation Yuji Kuwano, Lead

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ALS PP

run

Page 39: Lecture 11:GNSS/IMU data workflow and LAS file …home.iitk.ac.in/~blohani/LiDARSchool2008/Downloads/India...Lecture 11:GNSS/IMU data workflow and LAS file creation Yuji Kuwano, Lead

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Conclusions

ALS Post Processor is used to calculate the point cloud. Inputs

required are:

� Aircraft Trajectory file

� Rawlaser files

� Selection of datum and projection

Page 40: Lecture 11:GNSS/IMU data workflow and LAS file …home.iitk.ac.in/~blohani/LiDARSchool2008/Downloads/India...Lecture 11:GNSS/IMU data workflow and LAS file creation Yuji Kuwano, Lead

Emerging alternatives in airborne LIDAR

processing

Please insert a picture

(Insert, Picture, from file).

Size according to grey field

(10 cm x 25.4 cm).

Scale picture: highlight, pull corner point

Cut picture: highlight, choose the cutting icon from the picture tool bar, click on a

side point and cut

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41

Caveats

Leica Geosystems is a reseller of both TIN-based and grid-based processing software:

� ALS Post-Processor (point cloud generator for ALS LIDAR systems)

� IMAGINE (image processing software)

� LPS (photogrammetry software)

� TerraScan/TerraModeler (point cloud & TIN based visualization, filtering and feature collection software for LIDAR data)

� LIDAR Analyst (grid based visualization, filtering and feature collection software for LIDAR data)

Page 42: Lecture 11:GNSS/IMU data workflow and LAS file …home.iitk.ac.in/~blohani/LiDARSchool2008/Downloads/India...Lecture 11:GNSS/IMU data workflow and LAS file creation Yuji Kuwano, Lead

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Trends affecting LIDAR processing

Pressure to increase accuracy of end data product

� 15 cm accuracy is commonplace

� New product releases target 5 cm accuracy

Increasing point density available

� 105 m swath @ 125 knots = 42 points/m2

� 15 cm average post spacing

� Facilitates feature extraction

Emerging applications for geospatial data

� Microsoft Virtual Earth, Google Earth

� Not hosting LIDAR data…yet

� Price/pixel, latency will be big drivers

Page 43: Lecture 11:GNSS/IMU data workflow and LAS file …home.iitk.ac.in/~blohani/LiDARSchool2008/Downloads/India...Lecture 11:GNSS/IMU data workflow and LAS file creation Yuji Kuwano, Lead

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Starting point

point cloud block loaded

All returns shown

Ortho point cloud view

Color coded by elevation

Page 44: Lecture 11:GNSS/IMU data workflow and LAS file …home.iitk.ac.in/~blohani/LiDARSchool2008/Downloads/India...Lecture 11:GNSS/IMU data workflow and LAS file creation Yuji Kuwano, Lead

44

Comparison of rendered 1st returns to point cloud

point cloud gridded

Page 45: Lecture 11:GNSS/IMU data workflow and LAS file …home.iitk.ac.in/~blohani/LiDARSchool2008/Downloads/India...Lecture 11:GNSS/IMU data workflow and LAS file creation Yuji Kuwano, Lead

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Comparison of rendered last returns to point cloud

point cloud gridded

Page 46: Lecture 11:GNSS/IMU data workflow and LAS file …home.iitk.ac.in/~blohani/LiDARSchool2008/Downloads/India...Lecture 11:GNSS/IMU data workflow and LAS file creation Yuji Kuwano, Lead

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Bare earth extraction

point cloud gridded

Page 47: Lecture 11:GNSS/IMU data workflow and LAS file …home.iitk.ac.in/~blohani/LiDARSchool2008/Downloads/India...Lecture 11:GNSS/IMU data workflow and LAS file creation Yuji Kuwano, Lead

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Building extraction

point cloud gridded

Page 48: Lecture 11:GNSS/IMU data workflow and LAS file …home.iitk.ac.in/~blohani/LiDARSchool2008/Downloads/India...Lecture 11:GNSS/IMU data workflow and LAS file creation Yuji Kuwano, Lead

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Tree extraction

point cloud gridded

Page 49: Lecture 11:GNSS/IMU data workflow and LAS file …home.iitk.ac.in/~blohani/LiDARSchool2008/Downloads/India...Lecture 11:GNSS/IMU data workflow and LAS file creation Yuji Kuwano, Lead

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Forest extraction

point cloud gridded

Page 50: Lecture 11:GNSS/IMU data workflow and LAS file …home.iitk.ac.in/~blohani/LiDARSchool2008/Downloads/India...Lecture 11:GNSS/IMU data workflow and LAS file creation Yuji Kuwano, Lead

50

Conclusions

generally speaking

Gridded workflows are optimized for high-density LIDAR data

Gridded workflows have the potential to reduce processing costs through the reduction of manual intervention, especially in the area of feature collection

Gridded workflows provide a good starting point for feature collection, but significant manual clean-up is still required

Accuracy degradation is minimal when using gridded workflows, as long as the point density is high

Point-cloud-based workflows are still optimal for cases where point density is low (less than ~4 points/m2), or in cluttered environments

Users will have to decide on which workflow to use based on primarily on required accuracy thresholds and availability of editing functions.

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51

Thank you

questions?

[email protected]

Leica Geosystems AG

Heinrich-Wild-Strasse

CH-9435 Heerbrugg ,Switzerland

Tell+41 71 727 4262

Fax+41 71 727 4674