Related Experiment Video
Updated: Jun 29, 2026

Tracking Infiltration Front Depth Using Time-lapse Multi-offset Gathers Collected with Array Antenna Ground Penetrating Radar
Published on: May 1, 2018
Bound on range precision for shot-noise limited ladar systems
1Air Force Institute of Technology, 2950 Hobson Way, WPAFB, Ohio 45433-7765, USA. steven.johnson.ctr@afit.edu
Laser range imaging (ladar) precision is limited by shot noise, a fundamental random process in photon detection. Optimizing ladar range accuracy involves transmitting all energy in a single pulse for maximum precision.
Area of Science:
- Photonics and optical engineering
- Signal processing
- Statistical modeling
Background:
- Ladar (laser detection and ranging) systems are crucial for precise distance measurements.
- Measurement precision in ladar is fundamentally limited by inherent noise sources.
- Shot noise, arising from the random arrival of photons, is a primary noise contributor.
Purpose of the Study:
- To analyze the impact of noise on ladar range measurement precision.
- To derive the Cramer-Rao lower bound (CRLB) for range measurements under realistic noise conditions.
- To determine optimal energy transmission strategies for maximizing ladar range precision.
Main Methods:
- Modeling noise in ladar signals as Poisson random processes.
- Deriving the CRLB for range measurements assuming Poisson noise.
- Comparing the derived CRLB with that obtained under Gaussian noise assumptions.
- Analyzing the effect of energy distribution across multiple pulses versus a single pulse.
Main Results:
- The fundamental noise in laser signals is shot noise, modeled as a Poisson process.
- The CRLB for ladar range measurements under Poisson noise is higher than under Gaussian noise.
- Poisson noise imposes a more stringent limit on range precision than Gaussian noise of equal variance.
- Maximum range precision is achieved when the ladar transmits its total energy in a single pulse.
Conclusions:
- Shot noise significantly impacts ladar range measurement precision.
- Accurate modeling of noise as Poisson processes is essential for realistic CRLB derivations.
- Ladar systems should consolidate energy into single pulses to achieve optimal range precision.
Related Concept Videos
Difference from Background: Limit of Detection
The LOD indicates the presence or absence...
Projectile Motion: Example
When we speak of the range (R) of a projectile on level...
Common Leveling Mistakes and Errors
Range
15.9; 16.1; 15.2; 14.8; 15.8; 15.9; 16.0; 15.5
Measurements of the amount of soda in a 16-ounce can vary since different subjects record these measurements or since the exact amount - 16 ounces of liquid, was not...
Uncertainty in Measurement: Accuracy and Precision
Field Application of Global Positioning System

