학술논문

Enhancement of road weather services using vehicle sensor data
Document Type
Conference
Source
2022 IEEE 19th Annual Consumer Communications & Networking Conference (CCNC) Consumer Communications & Networking Conference (CCNC), 2022 IEEE 19th Annual. :1-6 Jan, 2022
Subject
Communication, Networking and Broadcast Technologies
Computing and Processing
Robotics and Control Systems
Temperature measurement
Temperature sensors
Rain
Roads
Time series analysis
Weather forecasting
Market research
Vehicle Data
Road Safety
Road Weather Conditions
Road Weather Models
Road Weather Services
Nowcasting
Weather Warnings
Language
ISSN
2331-9860
Abstract
Road weather conditions such as ice, snow, or heavy rain can have a significant impact on driver safety. Vehicle safety technologies have a reactive nature to these conditions. In this paper, we discuss the state of our research using a vehicle fleet equipped with external sensors to enhance road weather services. We present the architecture to share data amongst stakeholders. Next, the data are investigated. Significant trends in the data can be found when the rain starts or stops using correlation and relative measurements. This is followed by an investigation of the placed sensors to ensure qualitative measurements. Lastly, we discuss a road weather model that is adapted to make use of these car sensor observations.