Perceived rain dynamics on hydrophilic/hydrophobic lens surfaces and their influences on vehicle camera performance
Open Access
- 1 December 2024
- journal article
- research article
- Published by Canadian Science Publishing in Transactions of the Canadian Society for Mechanical Engineering
- Vol. 48 (4) , 543-553
Abstract
Cameras are increasingly used in modern vehicles equipped with advanced driver assistance systems (ADAS) to collect environmental information. Cameras suffer performance degradation when driving in adverse weather conditions, such as rain, as precipitation droplets impact the camera lens and cause obstruction and blurring of the vision. The relationships between image quality, object detection accuracy, and surface wettability of camera lenses are investigated. This paper applies a previously developed evaluation procedure for wind tunnel testing with simulated adverse driving and rain conditions. Realistic rain characteristics perceived by a moving vehicle at different driving speeds are simulated using a novel rain simulation system implemented into a wind tunnel. Moreover, an emphasis is put on comparing the use of hydrophilic and hydrophobic surfaces to provide insights into material selection when designing camera lenses for ADAS. It is found that droplet dynamics, such as size, velocity, shape, and motion can impact the camera image quality and, subsequently, object detection accuracy. This paper demonstrates the use of various materials and evaluation metrics and their implications from a practical perspective when subjected to realistic driving-in-rain scenarios. The results suggest that the use of hydrophobic lenses promotes better performance over hydrophilic lenses in most cases with exceptions.Keywords
Funding Information
- Natural Sciences and Engineering Research Council of Canada
This publication has 29 references indexed in Scilit:
- Wind Tunnel Testing Methodology for Autonomous Vehicle Optical Sensors in Adverse Weather Conditions2023
- Water droplet bouncing dynamicsNano Energy, 2021
- A Proposed Calibration Procedure for the Simulation of Wind-Driven Rain in Small-Scale Wind TunnelExperimental Techniques, 2018
- A Meteorological Supersite for Aviation and Cold Weather ApplicationsPure and Applied Geophysics, 2018
- Statistical characteristics of raindrop size distributions observed in East China during the Asian summer monsoon season using 2‐D video disdrometer and Micro Rain Radar dataJournal of Geophysical Research: Atmospheres, 2016
- Wettability2016
- No-reference image quality assessment algorithms: A surveyOptik, 2015
- Microsoft COCO: Common Objects in Context2014
- Realistic Modeling of Water Droplets for Monocular Adherent Raindrop Recognition Using Bézier Curves2011
- Soiling Mechanisms and Performance of Anti-Soiling Surface Coatings1988