Abstract
Safety management of winter roads is dependent on targeted distributions of salt. Insufficient salt dispersal results in dangerous driving conditions, while excessive deposition results in adverse environmental effects and wastes valuable resources. In this paper we present the results of Frequency Modulated Continuous Wave radar (FMCW) analysis for real-time salt detection on road surfaces. Experiments are conducted within laboratory conditions and field trials, with the FMCW sensor installed onto a commercial road gritter. Performed to industry-standard salt dispersal concentrations, we test FMCW sensitivity to ice-thaw on concrete, marine rock-salt on ice and brown-salt brine concentrations. Results demonstrate that FMCW in the K-band is sensitive to brine and rock-salt in both laboratory and field conditions. Consistent results for incremental salt residues in the field of view of the sensor are observed, where the return signal is consistently within a 0.5-3 x106 absolute unit (a.u.) range in the laboratory and a 10-50 (a.u.) range in the field. We propose that FMCW is uniquely suited to detecting black ice, concentrations of brine solutions and residual salt, invisible to visual inspection. FMCW sensing holds significant prospect for providing previously inaccessible data relating to runtime dynamic road surface conditions and environmental monitoring.
Original language | English |
---|---|
Title of host publication | 2020 IEEE Global Conference on Artificial Intelligence and Internet of Things (GCAIoT) |
Publisher | IEEE |
ISBN (Electronic) | 9781728184203 |
DOIs | |
Publication status | Published - 9 Feb 2021 |
Event | IEEE Global Conference on Artificial Intelligence and Internet of Things 2020 - virtual conference Duration: 12 Dec 2020 → 16 Dec 2020 https://gcaiot.org/ |
Conference
Conference | IEEE Global Conference on Artificial Intelligence and Internet of Things 2020 |
---|---|
Abbreviated title | 2020 IEEE GCAIoT |
Period | 12/12/20 → 16/12/20 |
Internet address |
Keywords
- FMCW
- Highways Maintenance
- Ice Detection
- Microwave Radar
- Non-Destructive Sensing
- Salt Detection
ASJC Scopus subject areas
- Artificial Intelligence
- Computer Networks and Communications
- Hardware and Architecture
- Information Systems and Management