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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 />

17

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