ANNUAL REPORT 2012
ANNUAL REPORT 2012
ANNUAL REPORT 2012
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Ph D Graduation<br />
Situation-Aware Vehicles<br />
Supporting the Next Generation of Cooperative Traffic Systems<br />
KRISTOFFER LIDSTRÖM<br />
PhD thesis, Örebro University<br />
Main supervisor: Tony Larsson (Halmstad University)<br />
Co-supervisors Mathias Broxvall Örebro Universitet<br />
Opponent: Dr. Steven Shladover, University of California at Berkeley, Berkeley, USA<br />
Grading Committee: Professor Claes Beckman, Center for Wireless Systems, Royal Institute<br />
of Technology KTH, Kista, Stockholm, Professor Simin Nadjm-Tehrani, Real-Time Systems<br />
lab, Department of Computer and Information Science, Linköping University<br />
Docent Paolo Falcone, Signals and Systems, Chalmers Institute of Technology, Göteborg<br />
Wireless communication between road vehicles enables a range<br />
of cooperative traffic applications including safety, efficiency<br />
and comfort functions. A common characteristic of the envisioned<br />
applications is that they act on environmental information<br />
to intepret traffic situations in order to provide the driver<br />
with warnings or recommendations. In this thesis we explore<br />
both the detection of hazardous traffic situations in order to<br />
provide driver warnings but also the detection of situations in<br />
which the cooperative system itself may fail.<br />
The first theme of this thesis investigates how traffic<br />
safety functions that incorporate cooperatively exchanged<br />
information can be constructed so that they become resilient<br />
to failures in wireless communication. Inspired by how human<br />
drivers coordinate with limited information exchange,<br />
the use of pre-defined models of normative driver behavior is<br />
investigated by successfully predicting driver turning intent at<br />
an intersection using mobility traces extracted from video recordings.<br />
Furthermore a hazardous driving warning criterion<br />
based on model switching behavior is proposed and evaluated<br />
through test drives. Maneuvers classified as hazardous in the<br />
tests, such as swerving between lanes and not braking for traffic<br />
lights, are shown to be correctly detected using the criterion.<br />
Whereas robust coordination mechanisms may mask communication<br />
faults to some degree, severe degradations in communication<br />
are still expected to occur in non-line-of-sight conditions<br />
when using wireless communication at 5.9 GHz.<br />
The second theme of the thesis explores how communication<br />
performance can be efficiently logged, gathered<br />
and aggregated into maps of communication quality. Both innetwork<br />
aggregation as well as centralized aggregation is investigated<br />
using vehicles in the network as measurement probes<br />
and the feasibility of the approach in terms of bandwidth and<br />
storage requirements is shown analytically. In conjunction with<br />
a proposed communication quality requirements format, tailored<br />
specifically for vehicle-to-vehicle applications, such maps<br />
can be used to enable application-level adaptation in response<br />
to situations where quality requirements likely cannot be met.<br />
Dr. Kristoffer Lidström<br />
CERES Annual Report <strong>2012</strong><br />
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