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Laser and LIDAR in a System for Visibility Distance Estimation in Fog Conditions
Razvan-Catalin Miclea1, Ciprian Dughir2, Florin Alexa2
1Automation and Applied Informatics Department, Politehnica University Timisoara, 300006 Timisoara, Romania.
Sensors (Basel, Switzerland)
|November 10, 2020
Summary
Autonomous vehicles struggle with fog. This study compares laser and LIDAR visibility estimation systems against human observers to improve fog detection for safer driving.
Area of Science:
- Transportation Engineering
- Sensor Technology
- Automotive Safety
Background:
- Increasing autonomous vehicle adoption necessitates robust perception systems.
- Poor visibility, especially fog, poses a significant challenge for vehicle detection and navigation.
- Current systems often struggle to accurately estimate visibility distance in adverse weather.
Purpose of the Study:
- To evaluate laser and Light Detection and Ranging (LIDAR) systems for visibility distance estimation in fog.
- To compare sensor-based estimations with human observer performance under identical foggy conditions.
- To develop a unified approach for validating visibility data from diverse sensing systems.
Main Methods:
- Development of a novel experimental setup for fog condition analysis.
- Laboratory evaluation of laser and LIDAR radiation effects on visibility distance estimation.
- Comparative analysis of sensor data against human observer assessments in simulated fog.
Main Results:
- Quantified the performance of laser and LIDAR systems in estimating visibility distance within fog.
- Established a benchmark by comparing sensor data accuracy against human perception.
- Validated the potential for integrating sensor data for enhanced environmental awareness.
Conclusions:
- Laser and LIDAR technologies show promise for reliable visibility estimation in fog.
- Sensor fusion and comparison with human observation can lead to more accurate fog detection.
- Proposed systems, both stationary and mobile, can enhance driver notification and road safety.
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