Aerial Sensor Operator Training

Master Aerial Surveying
& GNSS Fundamentals

Everything you need to know for the Fugro Aerial Sensor Operator role โ€” from GNSS constellation basics to LiDAR point cloud acquisition, flight planning, and data quality assurance.

Begin Training Jump to GNSS

What is an Aerial Sensor Operator?

An Aerial Sensor Operator manages geospatial data acquisition systems mounted on aircraft, UAVs, or other platforms. You ensure sensors capture high-quality data for mapping, surveying, and inspection.

๐Ÿ“ก

Sensor Management

Operate and monitor LiDAR, photogrammetry, thermal, and multispectral sensors during flight operations. Calibrate instruments pre-flight and verify data quality in real-time.

Core Skill
๐Ÿ›ฐ๏ธ

GNSS & Positioning

Understand GPS, GLONASS, Galileo, and BeiDou constellations. Monitor RTK/PPK corrections, baseline solutions, and positional accuracy throughout missions.

Critical
โœˆ๏ธ

Flight Operations

Plan flight lines, calculate overlap requirements, manage altitude vs GSD trade-offs, and coordinate with pilots for optimal acquisition conditions.

Operational

GNSS Fundamentals

Global Navigation Satellite Systems are the backbone of aerial surveying. Without accurate positioning, your sensor data is just a pretty picture with no spatial reference.

Step 1

Constellations

Learn the four major GNSS systems, their orbital characteristics, and how multi-constellation receivers improve availability and accuracy.

Step 2

Signal Types

Understand L1, L2, L5 frequencies, code vs carrier phase, and why dual-frequency receivers are essential for cm-level accuracy.

Step 3

Corrections

RTK, PPK, SBAS, and PPP โ€” learn which correction method to use for your mission and how base-rover setups work.

GNSS Constellation Comparison

System Operator Satellites Orbit Coverage Civilian Signal
GPS USA (DoD) 31+ 20,200 km Global L1 C/A, L2C, L5
GLONASS Russia 24+ 19,100 km Global L1OF, L2OF
Galileo EU (ESA) 30 (planned) 23,222 km Global E1, E5a, E5b, E6
BeiDou China 35+ 21,500 km Global (BDS-3) B1I, B2I, B3I
NavIC India 7 36,000 km Regional L5, S-band
QZSS Japan 4+ 32,000 km Regional L1, L2, L5

Key GNSS Concepts

What is Dilution of Precision (DOP)?

DOP measures the geometric strength of satellite configuration. Lower DOP = better accuracy. Key types:

  • GDOP โ€” Geometric DOP (3D position + time)
  • PDOP โ€” Position DOP (3D position only) โ€” most important for surveying
  • HDOP โ€” Horizontal DOP (latitude + longitude)
  • VDOP โ€” Vertical DOP (altitude only)
  • TDOP โ€” Time DOP (clock bias)

Rule of thumb: PDOP < 3 is excellent, 3-5 is good, 5-10 is marginal, >10 is poor. For aerial surveying, always aim for PDOP < 3 during acquisition.

RTK vs PPK โ€” What's the difference?

RTK (Real-Time Kinematic): Corrections applied in real-time via radio or cellular link. Requires continuous base station communication. Great for live quality monitoring but depends on radio link reliability.

PPK (Post-Processed Kinematic): Raw observations logged on rover and base, processed after flight. No real-time radio link needed. More robust for aerial work since you don't need to maintain radio contact with a moving aircraft.

For Aerial Surveying: PPK is generally preferred because:

  • No radio range limitations
  • Can use multiple base stations post-flight
  • Forward/backward processing improves fix rate
  • Less operational complexity during flight
What is a base station and why do I need one?

A base station is a GNSS receiver at a known location that logs satellite observations. It provides the reference data needed to calculate cm-accurate positions for your mobile (rover) receiver.

How it works: Both base and rover see the same satellites. By comparing the rover's observations to the base's known position, error sources (ionosphere, troposphere, satellite clock errors) can be modeled and removed.

Base station requirements:

  • Known coordinates (surveyed or PPP-derived)
  • Clear sky view (no obstructions above 10ยฐ elevation)
  • Logging at same rate as rover (typically 1 Hz or 5 Hz for aerial)
  • Within ~20-30 km for L1-only, up to 50 km for dual-frequency
Coordinate Reference Systems (CRS) Explained

Raw GNSS positions are in WGS84 (a global datum). But your survey project probably uses a local CRS. Understanding transforms is critical.

Common CRS types:

  • WGS84 (EPSG:4326) โ€” Global, lat/lon, what GNSS satellites broadcast
  • ITRF2014 / ITRF2020 โ€” Global, cm-accurate, includes plate tectonics
  • GDA2020 (EPSG:7844) โ€” Australian datum, static at 2020.0 epoch
  • MGA2020 (EPSG:7855-7858) โ€” Australian projected zones (UTM-like)
  • AVWS โ€” Australian Vertical Working Surface (for AHD heights)

Key point: Australia moves ~7 cm/year north-east due to plate tectonics. GDA2020 is fixed to the Australian plate, while WGS84/ITRF are global. For cm-accurate work, you must account for this difference using ATRF (Australian Terrestrial Reference Frame) transformations.

Sensor Systems

Modern aerial survey platforms combine multiple sensor types. Understanding each sensor's principles, limitations, and data products is essential.

๐Ÿ“ท

Photogrammetry

Overlapping aerial images processed into orthomosaics, DSMs, and 3D point clouds. Requires 60-80% forward overlap and 20-40% side overlap. Key parameters: GSD, focal length, sensor size, and flight altitude.

Primary
๐Ÿ”ด

LiDAR

Active laser ranging system emitting 100,000+ pulses/second. Measures time-of-flight to generate dense 3D point clouds. Penetrates vegetation canopy. Key specs: pulse rate, scan angle, beam divergence, and multiple returns.

Advanced
๐ŸŒก๏ธ

Thermal / IR

Detects infrared radiation to measure surface temperature. Used for heat loss detection, solar panel inspection, and environmental monitoring. Requires temperature calibration and emissivity knowledge.

Specialist
๐ŸŒฟ

Multispectral

Captures specific wavelength bands (Blue, Green, Red, Red Edge, NIR). Used for vegetation health (NDVI), crop monitoring, and environmental assessment. Each band has specific applications.

Agriculture
๐ŸŽฅ

Hyperspectral

Captures continuous narrow bands across the electromagnetic spectrum. Enables material identification and mineral mapping. Data volume is massive โ€” requires significant processing.

Research
๐Ÿ“

SAR (Synthetic Aperture Radar)

Active microwave imaging that works day/night and through clouds. Uses platform motion to synthesize a larger antenna. Complex processing but invaluable for all-weather operations.

Advanced

Flight Planning Workflow

A systematic approach to mission planning ensures complete coverage, optimal data quality, and safe operations.

Phase 1

Pre-Flight

Define project requirements (accuracy, GSD, deliverables). Check NOTAMs and weather. Verify base station setup. Calibrate sensors and IMU. Program flight lines with appropriate overlap.

Phase 2

Acquisition

Monitor GNSS fix status, PDOP, and satellite count. Verify sensor operation and data logging. Maintain constant altitude and airspeed. Watch for data gaps or quality issues in real-time.

Phase 3

Post-Flight

Download and verify data completeness. Process GNSS (PPK/RTK). QC point cloud density and coverage. Generate deliverables. Archive raw data with metadata.

Flight Planning Formulas

# Ground Sample Distance (GSD) calculation
GSD = (sensor_pixel_size ร— flight_altitude) / focal_length

# Example: 3.9 ยตm pixels, 1000m altitude, 35mm lens
GSD = (0.0039 mm ร— 1,000,000 mm) / 35 mm = 111.4 mm/pixel

# Photo scale
Scale = focal_length / flight_altitude

# Forward overlap distance
Forward_overlap = image_ground_height ร— overlap_percentage

# Flight line spacing (side overlap)
Line_spacing = image_ground_width ร— (1 - side_overlap_percent)

# Number of flight lines
Lines = ceil(project_width / line_spacing) + 1

Pre-Flight Checklist

Use this checklist before every mission. Missing one item can compromise an entire flight.

๐Ÿ“‹

Documentation

โ˜ Flight authorization & NOTAMs checked
โ˜ Weather forecast reviewed (wind, cloud, visibility)
โ˜ Mission parameters confirmed (GSD, overlap, altitude)
โ˜ Emergency procedures briefed
โ˜ Client deliverables understood

๐Ÿ›ฐ๏ธ

GNSS Setup

โ˜ Base station position verified
โ˜ Base logging at correct rate
โ˜ Rover antenna checked (no obstructions)
โ˜ Satellite visibility confirmed (>6 sats, PDOP <3)
โ˜ Correction link tested (if RTK)

๐Ÿ“ก

Sensor Checks

โ˜ Sensor power and connections verified
โ˜ Calibration values loaded (boresight, lever arm)
โ˜ Storage capacity confirmed
โ˜ Test capture completed
โ˜ Data logging started and timestamp verified

โœˆ๏ธ

Aircraft

โ˜ Fuel / battery sufficient for mission + reserve
โ˜ Weight and balance within limits
โ˜ Flight control surfaces checked
โ˜ Communication equipment tested
โ˜ Emergency equipment on board

๐Ÿ’พ

Data Management

โ˜ Storage media formatted and tested
โ˜ Backup storage available
โ˜ File naming convention confirmed
โ˜ Metadata template ready
โ˜ Post-processing software licensed

๐Ÿ‘ค

Personal

โ˜ PPE available (high-vis, hard hat if needed)
โ˜ Sun protection and hydration
โ˜ Mobile phone charged
โ˜ Site contact details saved
โ˜ First aid kit accessible