Spatial predictions of harsh driving events using statistical and ...
2022年6月1日 · Smartphone driving behavior data & OpenStreetMap geometric data are exploited. Harsh braking counts are spatially analyzed in an urban road network. GWPR, CAR, …
Predicting risky driving behavior with classification algorithms ...
2024年11月21日 · The study defined risky driving behaviors as actions like harsh acceleration and harsh braking. By using classification algorithms such as SVM, Decision Tree, and Naive …
Checkpoint data-driven GCN-GRU vehicle trajectory and traffic …
2024年12月6日 · The checkpoint data refers to the vehicle traffic information extracted from the capture and image recognition of the passing vehicles by the high-definition intelligent capture …
5 While the driver event data collects in-vehicle driving events during a journey, such as harsh 6 acceleration and harsh braking, seat belt status, headlight status, and others, along with the 7 …
Spatial analysis of harsh driving behavior events in urban …
2021年7月1日 · These analyses yielded promising results showing highly linear trends between harsh driving events (i.e. harsh brakings – HBs & harsh accelerations – HAs) and geometric …
A multimodal driver monitoring benchmark dataset for driver …
2024年3月30日 · To capture data reflecting various mental and physical states of the subjects, the scenarios encompassed a range of distinct driving events and conditions. manD 1.0 includes …
Estimating the Necessary Amount of Driving Data for Assessing Driving …
2020年5月2日 · Detailed data collected from smartphone sensors are used to test the proposed methodology. The driving metrics used in the analysis are the number of harsh acceleration …
Modeling and Sustainability Implications of Harsh Driving Events: …
2024年7月18日 · This study identifies critical thresholds for harsh events: (a) 48.82 harsh accelerations and (b) 45.40 harsh brakings per 100 km, providing new benchmarks for …
Visualization of hard-braking event processing - ResearchGate
We present algorithms for analyzing acceleration and GPS data recorded using a smartphone and a GoPro to distinguish between different driving styles performed by experienced examiners...
Spatial predictions of harsh driving events using statistical and ...
2022年6月1日 · Harsh driving behavior events, such as harsh braking events (HBs) are road safety surrogate measures showing promising research venues towards crash mitigation, such …