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UAS Lidar Mission
Planning and Applications
September 14th, 2022
Geospatial Project Manager
Tyler Kaebisch
Firm Overview
• Who is Ayres?
• With a team of 300+ innovative
problem-solvers nationwide, we
stand with integrity behind
thousands of projects that
strengthen communities and our
country’s infrastructure,
economy, and environment.
Firm Overview
Our tools and expertise include:
• civil and municipal engineering
• transportation
• structural design and inspection
• river engineering and water resources
• architecture
• landscape architecture
• environmental
• geospatial
• planning and development
• telecommunications and SUE
Agenda
1. UAS Equipment Innovations
2. UAS Pilot Certification
3. UAS Mission Planning
4. Project Examples and Lessons
Learned
Ingenuity, Integrity, and Intelligence.
Aircraft innovations
• GPS stabilization (allows flight automation)
• Battery life and hybrid power systems
• Safety (collision avoidance, remote ID,
redundant systems)
• Flight control systems (AI-assisted flight,
improved sensors to coordinate control
and flight)
• Hardened communications
• VTOL
Ingenuity, Integrity, and Intelligence.
Sensor innovations
• Smaller high-resolution cameras (4K
now the minimum standard)
• More choices (specialization)
• Zoom, multi-band, thermal, and metric-
grade options
• Lidar
• More powerful and capable sensors
• Better choice of IMUs (accuracy)
• Integration with imagery
• Reductions in size, weight and power
consumption
Ingenuity, Integrity, and Intelligence.
Capability Gradient
Consumer
Grade
Mapping
Grade
Survey
Grade
Ingenuity, Integrity, and Intelligence.
UAS by the numbers (US Market)
• 860,742 drones registered
• 329,433 commercial
• 527,755 recreational
• 3,554 paper registrations
• 260,276 Remote pilot certificates
• Global market in 2020 was USD $18.28B, projected to reach USD 40.90B
in 2027 (12.27% CAGR)
Sources: FAA (Jan 21, 2022) and Brandessence Market Research and Consulting Private Limited Sep 2021)
Ingenuity, Integrity, and Intelligence.
Ayres’ Capabilities
BFD SE-8 with True View 620
• 40 pounds
• ~35 minutes flight
• RIEGL Mini VUX2 UAS
• APX-20 IMU
• Dual offset Sony cameras
• Missions: Lidar scanning to
create colorized point clouds
*Also requires a survey-grade GPS
base station to properly calibrate data!
UAS Hardware
• Optimized for the
simultaneous collection of
ortho imagery and Lidar point
clouds
• Focus on data quality
• RIEGL sensor and Applanix IMU
• 1-inch resolution imagery can
be captured to pair with Lidar
Ingenuity, Integrity, and Intelligence.
Ingenuity, Integrity, and Intelligence.
Ingenuity, Integrity, and Intelligence.
UAS Pilot Certification
Ayres UAS Projects
• Ayres began processing UAS data in 2015
• Part 107 (Commercial Small Unmanned
Aircraft Regulations) were announced in June
2016. These regulations streamlined the
ability to operate UAS commercially in the
national airspace.
• Ayres had its first FAA-certified remote pilot by
August 2016.
• Ayres currently has 13 certified remote pilots
and 12 UAS platforms within the company.
• Advanced systems, including a metric camera
and the UAS Lidar system
Remote Pilot in Command
(RPIC)
✓ Remote Pilot in Command (Remote PIC or Remote Pilot). A person
who holds a remote pilot certificate with an sUAS rating and has the final
authority and responsibility for the operation and safety of an sUAS
operation conducted under part 107.
✓ To become a pilot you must:
• Be at least 16 years old
• Be able to read, speak, write, and understand English
• Be in a physical and mental condition to safely operate a small UAS
• Pass the initial aeronautical knowledge exam at an FAA-approved
knowledge testing center
Aeronautical Knowledge Exam
✓ sUAS ratings privileges, limitations, and flight operations
✓ Airspace classification, operating requirements, and flight restrictions
✓ Aviation weather
✓ sUAS loading and performance
✓ Emergency procedures
✓ Crew resource management
✓ Radio communication procedures
✓ Physiological effects of drugs and alcohol
✓ Aeronautical decision-making and judgement
✓ Airport operations
✓ Maintenance and preflight inspection procedures
Safety Checklist and Protocols
• Site hazards
• Aerial operation hazards
• Hazard assessment
• Personal protective equipment
• Local emergency resources
• Emergency contacts
• Preflight equipment checklist
Controlled Airspace Authorizations
Since 2018, authorizations to fly in
many controlled (non-Class G)
airspaces have been streamlined
with the implementation of LAANC
(Low Altitude Authorization and
Notification Capability) and the
FAA DroneZone website.
Mission Planning
UAS Project Planning
Important Factors
• Location of Project
• Size of Project
• Features of Interest
• Site Access
• Ground Control
• Flying Height
Ingenuity, Integrity, and Intelligence.
• What UAS technology does not do:
× Replaces need for surveyor or boots
on the ground
× No or little planning needed
× No or little survey control
× ”One-click” and/or fully automated
pre/post-processing
Common Misconceptions of UAS
• The Principles and science behind lidar and imagery acquisition
processing remain the same, only the method of acquisition is changing
Constraints
• Weather constraints
• snow, rain or gusty wind
• Dense vegetation
• especially tall grass
• most forest is penetrable
• Certain applications require higher
accuracy and/or point density
• Airspace and FAA regulations
• Built-up areas are of concern
• https://www.faa.gov/uas/commercial_operators/uas_facility_maps/
• https://www.faa.gov/uas/commercial_operators/uas_facility_maps/
Landfill Project
• 20 ppsm Lidar
• 3-inch Imagery
• Site Size
• 740 acres
(1.15 sq mi)
Landfill Project
• 20 ppsm Lidar
• 3-inch Imagery
• Site Size
• 740 acres
(1.15 sq mi)
UAS Flight Plan
• 32 flight lines
• 22 ground
control points
Landfill Project
• 20 ppsm Lidar
• 3-inch Imagery
• Site Size
• 740 acres
(1.15 sq mi)
Aerial Flight Plan
• 3 flight lines
• 5 ground control
points
Ingenuity, Integrity, and Intelligence.
Project Requirements
• Start with deliverables/objectives
• Accuracy requirements
• Capability gaps?
• Pilot or survey
• Post processing (skill or resources)
• Ground/Site conditions (seasonality?)
Ingenuity, Integrity, and Intelligence.
Planning Process
Determine Project Feasibility
• Can you safely fly the project?
• Can you collect and process the data at the accuracy you require?
• Can you efficiently fly the project (or are there better alternatives?)
Ingenuity, Integrity, and Intelligence.
No-fly zones
• Restricted Airspace (e.g.
schools, prisons, military sites)
• Local Restrictions (e.g. State
Parks, wildlife areas)
• Temporary Flight Restrictions
(TFRs)
• Sporting events
• VIP visits
• Emergency response
Ingenuity, Integrity, and Intelligence.
Manual Authorization
faadronezone.faa.gov
• Date & Time
• Frequency
• Location (coordinates)
• Max Altitude
• Nearest Airport and Airspace
Class
• Description of Operations
Ingenuity, Integrity, and Intelligence.
Manual Authorization
Ingenuity, Integrity, and Intelligence.
Risk Mitigation
Identify what might go wrong (rank and
prioritize)
Likelihood vs Severity
Mitigate risk to an acceptable level
Murphy’s Law…
Ingenuity, Integrity, and Intelligence.
Quantifying Risk
Ingenuity, Integrity, and Intelligence.
Additional Resources
Plan ahead, be prepared!
Ingenuity, Integrity, and Intelligence.
Flight Planning
• Automated vs. Manual
• Test/Train thoroughly with your
hardware in a safe area
• Emergency procedures (geofences,
RTH)
• Terrain Models
• Software cannot replace human skill in
an emergency
Ingenuity, Integrity, and Intelligence.
Survey grade Lidar
Ingenuity, Integrity, and Intelligence.
Plan for accuracy!
Ingenuity, Integrity, and Intelligence.
Flight Planning
Ingenuity, Integrity, and Intelligence.
Adjusting to terrain
Ingenuity, Integrity, and Intelligence.
Flight lines, launch points, control
Ingenuity, Integrity, and Intelligence.
Control
Ingenuity, Integrity, and Intelligence.
Training
• Think ‘Capabilities’
not platforms
• Maintain experience
• Depth vs. Breadth
• Develop subject
matter experts
(sensors, work flows)
Ingenuity, Integrity, and Intelligence.
Fleet Management
• Flight logs
• Maintenance
Schedule
• Pilot experience
• Documentation!
Ingenuity, Integrity, and Intelligence.
Project Examples
UAS Lidar data can be applied to:
• Topographic mapping
• Corridor mapping
- Transmission & distribution
- Transportation
- Pipeline
• As-built surveys
• Vegetation encroachment analysis
• Earthworks
• Agriculture
• Water Resources
- Floodplain mapping
- Coastal erosion
- Hydro-flow
Applications
UAS Lidar Capabilities and deliverables
• High vertical accuracy point clouds
• Typically, 2cm or better on hard surfaces
• Generation of surfaces
• Supports 1-foot contours
• Feature extraction
• Planimetrics
• Ortho-imagery
• Site documentation
• Oblique and nadir Video
Topographic Mapping
UAS mapping products can be applied to:
• Site design
• Slope measurement
• Drainage analysis
• Cut/fill and volumetric measurements
Earthworks
Quarry Volumetric Survey
• Derived Products:
• Classified & colorized point cloud
• Surface model & contours
• Image ortho-mosaic
• Volumetrics (cut/fill)
Lidar
Leaf-On High Vegetation Conditions
Ingenuity, Integrity, and Intelligence.
Waste Management - Landfill
Derived Products:
Civil3D Surface Model
Raster DEM (1ft Pixel
Resolution)
Colorized & Classified
Point Cloud
Orthomosaic
Metadata in XML
Format
Ingenuity, Integrity, and Intelligence.
Deliverables
Structural Inspections – Utilities
Corridor Mapping
T&D network mapping on corridors
up to 20 miles
• Derived Products:
• Classified & colorized point cloud
• Surface model & contours
• Image ortho-mosaic
• Feature extractions
Ingenuity, Integrity, and Intelligence.
Transportation – Design/Build
Products Derived:
Civil3D Surface Model
1”:50’ Planimetrics in
DWG Format
Field survey outside
corridor due to heavy
vegetation
Colorized & Classified
Point Cloud
Orthomosaic
Metadata in XML
Format
Ingenuity, Integrity, and Intelligence.
Products
IH 41 Milwaukee Project
• 2 miles of 4 lane urban divided interstate
• DTM
• Planimetric
• Utility survey (dry util + storm, san and water)
• Culvert survey
• 2 Mainline structure surveys over railroad
• Multiple sign structure surveys
• Started with countywide ortho & HD 30 ppsm
lidar and augmented with UAS and ground
survey at mainline railroad bridges
IH 41 Milwaukee Project
Limited access to project site
Agriculture
Lemon grove in Oxnard, CA
• Yield assessment
• Deliverables:
• Classified & colorized point cloud
Project highlights:
• High density LiDAR (~800 ppsm)
Difficult Terrain
California Slope Stabilization
• 13 acres rugged terrain
• 1000 ft+ elevation range
• Aerial targeting survey
• 80 ppsm lidar acquisition
• Classified, colorized lidar point cloud
• Supporting 1 ft contour creation
• 1 ft pixel DEM
• Civil 3D surface
California Slope Stabilization
California Slope Stabilization
California Slope Stabilization
Ingenuity, Integrity, and Intelligence.
Ingenuity, Integrity, and Intelligence.
Ingenuity, Integrity, and Intelligence.
Ingenuity, Integrity, and Intelligence.
Ingenuity, Integrity, and Intelligence.
Ingenuity, Integrity, and Intelligence.
Ingenuity, Integrity, and Intelligence.
Transportation – Engineering/Design
Products Derived:
Civil3D Surface Model
MicroStation
OpenRoads TIN Surface
Bare Earth DEM
Colorized & Classified
Point Cloud
Metadata in XML
Format
Ingenuity, Integrity, and Intelligence.
Water Resources – Lagoon
Derived Products:
Civil3D Surface Model
Raster DEM (1ft Pixel
Resolution)
Thermal Imagery
Colorized & Classified
Point Cloud
Metadata in XML
Format
Ingenuity, Integrity, and Intelligence.
Water Resources - Stream Restoration
Derived Products:
Hydro-breaklines
1ft Contours
Bare Earth DEM
Colorized & Classified
Point Cloud
Orthomosaic
Metadata in XML
Format
Ingenuity, Integrity, and Intelligence.
Asset Management – Dams & Levees
Derived Products:
Civil3D Surface Model
Colorized & Classified
Point Cloud
Orthomosaic
Metadata in XML
Format
Ingenuity, Integrity, and Intelligence.
Manual Editing
Initial Lessons on Data Processing
✓ Don’t under-estimate importance of editing surface model.
✓ Accurate GPS surveyed ground control points are essential for
accurate data.
✓ The type of ground surface had a major influence on bare
earth surface accuracy.
✓ Production done with combination of specialized image and
LiDAR processing software.
✓ Low-cost software/push-button solutions are not sufficient for
professional topographic mapping.
Thank You! Questions?
Tyler Kaebisch
Geospatial Project Manager
KaebischT@AyresAssociates.com

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NDGeospatialSummit2022 - UAS Lidar Mission Planning and Applications

  • 1. UAS Lidar Mission Planning and Applications September 14th, 2022 Geospatial Project Manager Tyler Kaebisch
  • 2. Firm Overview • Who is Ayres? • With a team of 300+ innovative problem-solvers nationwide, we stand with integrity behind thousands of projects that strengthen communities and our country’s infrastructure, economy, and environment.
  • 3. Firm Overview Our tools and expertise include: • civil and municipal engineering • transportation • structural design and inspection • river engineering and water resources • architecture • landscape architecture • environmental • geospatial • planning and development • telecommunications and SUE
  • 4. Agenda 1. UAS Equipment Innovations 2. UAS Pilot Certification 3. UAS Mission Planning 4. Project Examples and Lessons Learned
  • 5. Ingenuity, Integrity, and Intelligence. Aircraft innovations • GPS stabilization (allows flight automation) • Battery life and hybrid power systems • Safety (collision avoidance, remote ID, redundant systems) • Flight control systems (AI-assisted flight, improved sensors to coordinate control and flight) • Hardened communications • VTOL
  • 6. Ingenuity, Integrity, and Intelligence. Sensor innovations • Smaller high-resolution cameras (4K now the minimum standard) • More choices (specialization) • Zoom, multi-band, thermal, and metric- grade options • Lidar • More powerful and capable sensors • Better choice of IMUs (accuracy) • Integration with imagery • Reductions in size, weight and power consumption
  • 7. Ingenuity, Integrity, and Intelligence. Capability Gradient Consumer Grade Mapping Grade Survey Grade
  • 8. Ingenuity, Integrity, and Intelligence. UAS by the numbers (US Market) • 860,742 drones registered • 329,433 commercial • 527,755 recreational • 3,554 paper registrations • 260,276 Remote pilot certificates • Global market in 2020 was USD $18.28B, projected to reach USD 40.90B in 2027 (12.27% CAGR) Sources: FAA (Jan 21, 2022) and Brandessence Market Research and Consulting Private Limited Sep 2021)
  • 9. Ingenuity, Integrity, and Intelligence. Ayres’ Capabilities BFD SE-8 with True View 620 • 40 pounds • ~35 minutes flight • RIEGL Mini VUX2 UAS • APX-20 IMU • Dual offset Sony cameras • Missions: Lidar scanning to create colorized point clouds *Also requires a survey-grade GPS base station to properly calibrate data!
  • 10. UAS Hardware • Optimized for the simultaneous collection of ortho imagery and Lidar point clouds • Focus on data quality • RIEGL sensor and Applanix IMU • 1-inch resolution imagery can be captured to pair with Lidar
  • 11. Ingenuity, Integrity, and Intelligence.
  • 12. Ingenuity, Integrity, and Intelligence.
  • 13. Ingenuity, Integrity, and Intelligence. UAS Pilot Certification
  • 14. Ayres UAS Projects • Ayres began processing UAS data in 2015 • Part 107 (Commercial Small Unmanned Aircraft Regulations) were announced in June 2016. These regulations streamlined the ability to operate UAS commercially in the national airspace. • Ayres had its first FAA-certified remote pilot by August 2016. • Ayres currently has 13 certified remote pilots and 12 UAS platforms within the company. • Advanced systems, including a metric camera and the UAS Lidar system
  • 15. Remote Pilot in Command (RPIC) ✓ Remote Pilot in Command (Remote PIC or Remote Pilot). A person who holds a remote pilot certificate with an sUAS rating and has the final authority and responsibility for the operation and safety of an sUAS operation conducted under part 107. ✓ To become a pilot you must: • Be at least 16 years old • Be able to read, speak, write, and understand English • Be in a physical and mental condition to safely operate a small UAS • Pass the initial aeronautical knowledge exam at an FAA-approved knowledge testing center
  • 16. Aeronautical Knowledge Exam ✓ sUAS ratings privileges, limitations, and flight operations ✓ Airspace classification, operating requirements, and flight restrictions ✓ Aviation weather ✓ sUAS loading and performance ✓ Emergency procedures ✓ Crew resource management ✓ Radio communication procedures ✓ Physiological effects of drugs and alcohol ✓ Aeronautical decision-making and judgement ✓ Airport operations ✓ Maintenance and preflight inspection procedures
  • 17. Safety Checklist and Protocols • Site hazards • Aerial operation hazards • Hazard assessment • Personal protective equipment • Local emergency resources • Emergency contacts • Preflight equipment checklist
  • 18. Controlled Airspace Authorizations Since 2018, authorizations to fly in many controlled (non-Class G) airspaces have been streamlined with the implementation of LAANC (Low Altitude Authorization and Notification Capability) and the FAA DroneZone website.
  • 20. UAS Project Planning Important Factors • Location of Project • Size of Project • Features of Interest • Site Access • Ground Control • Flying Height
  • 21. Ingenuity, Integrity, and Intelligence. • What UAS technology does not do: × Replaces need for surveyor or boots on the ground × No or little planning needed × No or little survey control × ”One-click” and/or fully automated pre/post-processing Common Misconceptions of UAS • The Principles and science behind lidar and imagery acquisition processing remain the same, only the method of acquisition is changing
  • 22. Constraints • Weather constraints • snow, rain or gusty wind • Dense vegetation • especially tall grass • most forest is penetrable • Certain applications require higher accuracy and/or point density • Airspace and FAA regulations • Built-up areas are of concern
  • 25. Landfill Project • 20 ppsm Lidar • 3-inch Imagery • Site Size • 740 acres (1.15 sq mi)
  • 26. Landfill Project • 20 ppsm Lidar • 3-inch Imagery • Site Size • 740 acres (1.15 sq mi) UAS Flight Plan • 32 flight lines • 22 ground control points
  • 27. Landfill Project • 20 ppsm Lidar • 3-inch Imagery • Site Size • 740 acres (1.15 sq mi) Aerial Flight Plan • 3 flight lines • 5 ground control points
  • 28. Ingenuity, Integrity, and Intelligence. Project Requirements • Start with deliverables/objectives • Accuracy requirements • Capability gaps? • Pilot or survey • Post processing (skill or resources) • Ground/Site conditions (seasonality?)
  • 29. Ingenuity, Integrity, and Intelligence. Planning Process Determine Project Feasibility • Can you safely fly the project? • Can you collect and process the data at the accuracy you require? • Can you efficiently fly the project (or are there better alternatives?)
  • 30. Ingenuity, Integrity, and Intelligence. No-fly zones • Restricted Airspace (e.g. schools, prisons, military sites) • Local Restrictions (e.g. State Parks, wildlife areas) • Temporary Flight Restrictions (TFRs) • Sporting events • VIP visits • Emergency response
  • 31. Ingenuity, Integrity, and Intelligence. Manual Authorization faadronezone.faa.gov • Date & Time • Frequency • Location (coordinates) • Max Altitude • Nearest Airport and Airspace Class • Description of Operations
  • 32. Ingenuity, Integrity, and Intelligence. Manual Authorization
  • 33. Ingenuity, Integrity, and Intelligence. Risk Mitigation Identify what might go wrong (rank and prioritize) Likelihood vs Severity Mitigate risk to an acceptable level Murphy’s Law…
  • 34. Ingenuity, Integrity, and Intelligence. Quantifying Risk
  • 35. Ingenuity, Integrity, and Intelligence. Additional Resources Plan ahead, be prepared!
  • 36. Ingenuity, Integrity, and Intelligence. Flight Planning • Automated vs. Manual • Test/Train thoroughly with your hardware in a safe area • Emergency procedures (geofences, RTH) • Terrain Models • Software cannot replace human skill in an emergency
  • 37. Ingenuity, Integrity, and Intelligence. Survey grade Lidar
  • 38. Ingenuity, Integrity, and Intelligence. Plan for accuracy!
  • 39. Ingenuity, Integrity, and Intelligence. Flight Planning
  • 40. Ingenuity, Integrity, and Intelligence. Adjusting to terrain
  • 41. Ingenuity, Integrity, and Intelligence. Flight lines, launch points, control
  • 42. Ingenuity, Integrity, and Intelligence. Control
  • 43. Ingenuity, Integrity, and Intelligence. Training • Think ‘Capabilities’ not platforms • Maintain experience • Depth vs. Breadth • Develop subject matter experts (sensors, work flows)
  • 44. Ingenuity, Integrity, and Intelligence. Fleet Management • Flight logs • Maintenance Schedule • Pilot experience • Documentation!
  • 45. Ingenuity, Integrity, and Intelligence. Project Examples
  • 46. UAS Lidar data can be applied to: • Topographic mapping • Corridor mapping - Transmission & distribution - Transportation - Pipeline • As-built surveys • Vegetation encroachment analysis • Earthworks • Agriculture • Water Resources - Floodplain mapping - Coastal erosion - Hydro-flow Applications
  • 47. UAS Lidar Capabilities and deliverables • High vertical accuracy point clouds • Typically, 2cm or better on hard surfaces • Generation of surfaces • Supports 1-foot contours • Feature extraction • Planimetrics • Ortho-imagery • Site documentation • Oblique and nadir Video
  • 48. Topographic Mapping UAS mapping products can be applied to: • Site design • Slope measurement • Drainage analysis • Cut/fill and volumetric measurements
  • 49. Earthworks Quarry Volumetric Survey • Derived Products: • Classified & colorized point cloud • Surface model & contours • Image ortho-mosaic • Volumetrics (cut/fill)
  • 50. Lidar
  • 52. Ingenuity, Integrity, and Intelligence. Waste Management - Landfill Derived Products: Civil3D Surface Model Raster DEM (1ft Pixel Resolution) Colorized & Classified Point Cloud Orthomosaic Metadata in XML Format
  • 53. Ingenuity, Integrity, and Intelligence. Deliverables
  • 55. Corridor Mapping T&D network mapping on corridors up to 20 miles • Derived Products: • Classified & colorized point cloud • Surface model & contours • Image ortho-mosaic • Feature extractions
  • 56. Ingenuity, Integrity, and Intelligence. Transportation – Design/Build Products Derived: Civil3D Surface Model 1”:50’ Planimetrics in DWG Format Field survey outside corridor due to heavy vegetation Colorized & Classified Point Cloud Orthomosaic Metadata in XML Format
  • 57. Ingenuity, Integrity, and Intelligence. Products
  • 58. IH 41 Milwaukee Project • 2 miles of 4 lane urban divided interstate • DTM • Planimetric • Utility survey (dry util + storm, san and water) • Culvert survey • 2 Mainline structure surveys over railroad • Multiple sign structure surveys • Started with countywide ortho & HD 30 ppsm lidar and augmented with UAS and ground survey at mainline railroad bridges
  • 59. IH 41 Milwaukee Project
  • 60. Limited access to project site
  • 61. Agriculture Lemon grove in Oxnard, CA • Yield assessment • Deliverables: • Classified & colorized point cloud Project highlights: • High density LiDAR (~800 ppsm)
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  • 71. Difficult Terrain California Slope Stabilization • 13 acres rugged terrain • 1000 ft+ elevation range • Aerial targeting survey • 80 ppsm lidar acquisition • Classified, colorized lidar point cloud • Supporting 1 ft contour creation • 1 ft pixel DEM • Civil 3D surface
  • 75. Ingenuity, Integrity, and Intelligence.
  • 76. Ingenuity, Integrity, and Intelligence.
  • 77. Ingenuity, Integrity, and Intelligence.
  • 78. Ingenuity, Integrity, and Intelligence.
  • 79. Ingenuity, Integrity, and Intelligence.
  • 80. Ingenuity, Integrity, and Intelligence.
  • 81. Ingenuity, Integrity, and Intelligence. Transportation – Engineering/Design Products Derived: Civil3D Surface Model MicroStation OpenRoads TIN Surface Bare Earth DEM Colorized & Classified Point Cloud Metadata in XML Format
  • 82. Ingenuity, Integrity, and Intelligence. Water Resources – Lagoon Derived Products: Civil3D Surface Model Raster DEM (1ft Pixel Resolution) Thermal Imagery Colorized & Classified Point Cloud Metadata in XML Format
  • 83. Ingenuity, Integrity, and Intelligence. Water Resources - Stream Restoration Derived Products: Hydro-breaklines 1ft Contours Bare Earth DEM Colorized & Classified Point Cloud Orthomosaic Metadata in XML Format
  • 84. Ingenuity, Integrity, and Intelligence. Asset Management – Dams & Levees Derived Products: Civil3D Surface Model Colorized & Classified Point Cloud Orthomosaic Metadata in XML Format
  • 85. Ingenuity, Integrity, and Intelligence. Manual Editing
  • 86. Initial Lessons on Data Processing ✓ Don’t under-estimate importance of editing surface model. ✓ Accurate GPS surveyed ground control points are essential for accurate data. ✓ The type of ground surface had a major influence on bare earth surface accuracy. ✓ Production done with combination of specialized image and LiDAR processing software. ✓ Low-cost software/push-button solutions are not sufficient for professional topographic mapping.
  • 87. Thank You! Questions? Tyler Kaebisch Geospatial Project Manager KaebischT@AyresAssociates.com