Advanced driver assistance systems (ADAS) usage and resulting safety effects
Publicerad
Författare
Typ
Examensarbete för masterexamen
Master's Thesis
Master's Thesis
Modellbyggare
Tidskriftstitel
ISSN
Volymtitel
Utgivare
Sammanfattning
The development of active safety systems such as Adaptive Cruise Control (ACC),
Lane Keeping Aid (LKA), and Volvo’s Pilot Assist (PA) has the potential to improve
road safety. These systems assist drivers in performing driving tasks through the
use of cameras, radar, and Light Detection and Ranging (LIDAR). However, to
what extent are these systems actually used in real-world driving? When and where
are they activated, and how do their usage differ among different drivers? What
measurable safety effects can be achieved by using these systems in various driving
scenarios?
This thesis investigates usage patterns of Advanced Driver Assistance Systems (ADAS),
with a particular focus on time gap settings of PA and ACC, types of system deactivations,
and lane deviation in comparison to manual driving. In addition, the
thesis explores general ADAS usage and the contexts in which these systems are engaged.
Typical driving scenarios, such as car following, car approaching, and cut-in
scenarios are defined and analyzed to understand how ADAS operates within each
scenario.
The result showed that the usage of ADAS, both ACC and PA, are used to a
greater extent on high speed roads such as highways and expressways compared to
rural roads. Additionally, drivers who engage ACC and PA during car following
and car approaching scenarios tend to maintain greater safety margins in terms of
time gap and Time to Collision (TTC) compared to those driving manually. The
analysis further revealed that drivers who set larger time gaps when using ACC or
PA also tend to maintain greater time gaps during manual driving. Drivers with PA
activated also showed to maintain the lowest mean lane deviations, while manual
driving resulted in the highest mean lane deviations on highways, expressways, and
rural roads.
Beskrivning
Ämne/nyckelord
Active Safety, ADAS, ACC, LCA, PA, fleet, data, Volvo Cars
