6533b870fe1ef96bd12cf153

RESEARCH PRODUCT

A Resilient Smart Architecture for Road Surface Condition Monitoring

Vincenzo AgateFederico ConconePierluca Ferraro

subject

Settore ING-INF/05 - Sistemi Di Elaborazione Delle InformazioniRoad monitoringAnomaly detection

description

Nowadays, road surface condition monitoring is a challenging problem that cannot be addressed with traditional techniques. In this paper we propose an architecture for monitoring the condition of road surfaces based on the paradigm of Mobile Crowdsensing. First, a surface detection module extracts high level features from raw data, indicating the presence of hazards. Then, in order to make the system resilient to attacks, the system exploits a reputation module to identify malicious users and filter out unreliable data. Finally, a truth discovery module aggregates the resulting information to obtain the desired truth values. Experiments carried out on a real world dataset prove the resilience of the proposed system to different attacks and the accuracy achieved.

yearjournalcountryeditionlanguage
2022-03-01
https://doi.org/10.1007/978-3-030-94191-8_16