AERIAL INSPECTIONS USING UNMANNED AERIAL VEHICLES · 2019. 3. 26. · MRN/SWANA MID-ATLANTIC ANNUAL...

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Transcript of AERIAL INSPECTIONS USING UNMANNED AERIAL VEHICLES · 2019. 3. 26. · MRN/SWANA MID-ATLANTIC ANNUAL...

Page 1: AERIAL INSPECTIONS USING UNMANNED AERIAL VEHICLES · 2019. 3. 26. · MRN/SWANA MID-ATLANTIC ANNUAL CONFERENCE ELLICOTT CITY, MD JUNE 22, 2016. Research Motivation ... APRIL 10, 2014
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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

[email protected]

esc.auburn.edu

AU-ESCTF