AERIAL INSPECTIONS USING UNMANNED AERIAL VEHICLES · 2019. 3. 26. · MRN/SWANA MID-ATLANTIC ANNUAL...
Transcript of AERIAL INSPECTIONS USING UNMANNED AERIAL VEHICLES · 2019. 3. 26. · MRN/SWANA MID-ATLANTIC ANNUAL...
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AERIAL INSPECTIONS USING
UNMANNED AERIAL VEHICLES
MICHAEL A. PEREZ, WESLEY C. ZECH, PH.D., WESLEY N. DONALD, PH.D.
MRN/SWANA
MID-ATLANTIC ANNUAL
CONFERENCE
ELL ICOTT CITY, MD
JUNE 22 , 2016
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Research Motivation
Construction related environmental impacts
Produce 20 to 1,000 times more sediment discharge
80 million T/yr of construction generated sediment
Water quality & aquatic ecosystem degradation
2012 NPDES Construction General Permit (CGP)
Regulations limit NPS pollution from construction sites ≥ 1 acre
Requirements for erosion & sediment control practices,
inspections, and maintenance
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ESC INSPECTION REQUIREMENTS
Formal inspection
Conducted by Qualified Credential
Inspector (QCI)
Weekly or after ≥0.25 in. storm events
Time consuming & arduous site
walkthrough inspections
Reports to be retained for three years
from permit expiration
Need for more effective/efficient methods
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US HWY 27 / SR1 WIDENING RANDOLPH COUNTY, GA
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US HWY 27 / SR1 WIDENING RANDOLPH COUNTY, GA
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UNMANNED AERIAL VEHICLES - UAVs
Initially developed for military sector
Autonomous or remotely guided
Rapidly increasing civilian / research
applications
Availability / affordability
Low altitude, high resolution spatial
and sensing data collection
High flexibility in data collection and
platforms
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EMERGING UAV APPLICATIONS
Agriculture
Archeology
Delivery Services
Emergency Management
Inspections
Law Enforcement
Mapping
Meteorology
Photography
Search & Rescue
Wildlife Monitoring
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TRANSPORTATION & CONSTRUCTION INSPECTION APPLICATIONS
DAM & LEVEE SAFETY
BRIDGE & OVERHEAD TRAFFIC S IGNS
EROSION & SEDIMENT
REVERSE-LANING OPERATIONS
NATURAL RESOURCES
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UTILITY INSPECTION APPLICATIONS
PIPEL INE
POWER GENERATION
OVERHEAD L IGHTING WASTE MANAGEMENT
TRANSMISS ION L INES & TOWERS
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PHOTOGRAMMETRY & MAPPING APPLICATIONS
DEM: STOCKPILE & EARTHWORK 3D: BRIDGE & STRUCTURES
2D: ROADWAY DES IGN
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COMMERCIALLY AVAILABLE UAVS
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Easily deployable - VTOL
Agile maneuverability
Ability to hover, stare
Payload precision
Confined & vertical operation
Higher cruising speeds
Low energy consumption
Longer duration / range
Simpler structure
Longer range
ROTARY FIXED WING
UAV TYPES
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UNMANNED AERIAL SYSTEM ELEMENTS
GPS
RC
PC
SENSOR
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GPS
WIFI
BATTERY
TELEMETRY
CAPTURE
MODES
Camera
Angle
Position
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PROJECT OBJECTIVES
Identify UAV applications
Erosion & sediment control site
inspections
Project management & documentation
Conduct case study on active
construction site
Investigate photogrammetric applications
Identify advantages in UAV based
inspections
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DJI PHANTOM 2 VISION
UAV Quadcopter
13.8 in. length / 2.6 lb. weight
25 min. / 984 ft. flight range
34 mph max. flight speed
Sensor
14 MP photographs / 1080/30P video
0-60 deg. gimbal tilt
Operation
First person real-time view
GPS flight control enabled
Autonomous flight plan application
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CASE STUDY
Selected site study
25 acre residential subdivision
(Auburn, AL)
Six total inspections over 16 weeks
18 rain events ≥ 0.25” (21.8” total)
Flight plan
150’ flight altitude / 70% image overlap
Followed traditional on-foot
inspections
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STEEP SLOPE
STREAM
SEDIMENT
BASIN
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STREAM
SEDIMENT
BASIN
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GULLY EROSION – GROUND PERSPECTIVE
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GULLY EROSION – AERIAL PERSPECTIVE
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GULLY EROSION – GROUND PERSPECTIVE
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GULLY EROSION – AERIAL PERSPECTIVE (4/10/14)
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CORRECTIVE ACTION (5/1/14)
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EROSION AND FLOW PATH IDENTIFICATION
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SEDIMENTATION
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SEDIMENT BASIN
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INEFFECTIVE E&S CONTROLS
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E&S CONTROL IMPROVEMENTS
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PHOTOGRAMMETRY
Obtaining reliable measurements from
overlapping photographs
Scaled three-dimensional
reconstruction through triangulation
Common applications
Large-scale topographic surveys, land-
use maps, forestry covers
Image resolution
Airplane / satellite: 7.9 to 19.7 in./pixel
Low altitude UAV: 0.40 in./pixel
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PROJECT MOSAIC: APRIL 10, 2014 69 PHOTOS, 150 FT. ELEV.
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PROJECT MOSAIC: JUNE 30, 2014 45 PHOTOS, 150 FT. ELEV.
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PHOTOGRAMMETRIC DEM GENERATION
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VOLUME ESTIMATION
Haul & transport estimation
Efficient material storage /
handling
Available storage volume
Identification of dredging /
maintenance needs
STOCKPILES SEDIMENT BASINS
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EROSIVITY: ASSESMENT, RISK, & PREDICTION
DEM surface comparisons
Soil migration volumes
Risk & prediction
Topographic feature characterizations
Delineation of drainage sub-basins,
runoff flow reaches / paths
GIS risk indicator models for runoff
Tools for ESC selection / sizing
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VEGETATIVE ESTABLISHMENT
Temporary or permanent vegetation
Effective erosion control
Used to stabilize disturbed areas
Required within 14 days
Provide 70% of pre-construction cover
Normalized Difference Vegetation Index (NDVI)
Measures infrared reflectance of vegetation
Identification of areas in need of seeding, nourishment
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CONSTRUCTION DOCUMENTATION
Construction industry is burdened with legal disputes
Assessment of pre-development conditions
Identification of natural resources
Project progression
Evaluation of progress
Contractor claims / disputes
Material management
Pavement sub-base thickness
Stock-pile volumes
Project communication
Public meetings
Design engineers / contractors ALDOT constructed wetland, - Montgomery, AL
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INITIAL ROADWAY GRADING: MARCH 8, 2014
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FOLLOWING HEAVY RAINFALL EVENTS: MARCH 30, 2014
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ROADWAY BASE LAYER PLACEMENT: MAY 1, 2014
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ROADWAY & VERTICAL CONSTRUCTION: JUNE 30, 2014
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CONCLUSIONS
Affordability / low cost
Efficient & flexible to landscape
UAV site inspection advantages
Bird’s eye perspective
Identification of flow paths
Bridges the gap scale and resolution
Low altitude data collection
High resolution DEM generation
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CONTINUING RESEARCH GOALS
Further conduct aerial erosion and sediment control inspections
Comparatively analyze UAVs / photogrammetry software platforms
Access the accuracy of developed volumetric estimation methods
Develop UAV inspection recommendations / guidelines
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FAA STANDPOINT
Current “ban” on commercial operations
Regulation proposal released 2/15/15
Small drones ≥ 55 lbs
500 ft commercial operation ceiling
100 mph restriction
Visual contact w/ UAV
Ban on nighttime operation
Aerospace knowledge exam
TSA background security check
No requirements for pilots license
Final regulations expected September 2015 – delays likely
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Public Awareness
Be courteous, polite, professional
Area & Environment
Overhead obstructions: wires/cables, towers
Animals, bystanders, property
Buffer zones, alternate landing area
Topography
Inclement weather: wind, visibility, temperature, precipitation
Avoid controlled airspace
Flight Plan
Use a co-pilot / spotter
Notify bystanders, property owners
Contingency plan
Emergency preparedness
UAV OPERATION SAFETY CONSIDERATIONS
Equipment
Pre-flight inspection
Check for and address any damage
Battery status: RC & UAV
Safety & Common Sense!
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MICHAEL A. PEREZ
esc.auburn.edu
AU-ESCTF