Distributed traffic information systems (DTIS) are traffic information systems based
on inter-vehicle communication. DTIS constitute a developing system that promises
greater safety, comfort and convenience in transportation systems. Compared with
centralized traffic information systems (CTIS), DTIS require less investment, have
stronger resilience to disruptions and disasters and are more suitable for some vital
traffic safety applications such as highway collision avoidance and advanced driver
assistance systems. A number of projects (e.g., PATH; CarTalk; FleetNet) have
explored enabling technologies and applications of DTIS. To guide the future
deployment of DTIS, researchers have tried to construct theoretical models and use
simulations to investigate DTIS performances under different traffic situations.
This thesis conducts its research on DTIS from three perspectives-(1) theoretical
model construction, (2) simulation software development, and (3) prototype
application design.
Firstly, it develops theoretical models to evaluate DTIS performance under different
traffic situations. As a decentralized system, DTIS highly relies on inter-vehicle
communication (IVC) as its information exchange infrastructure. Due to the limited
communication coverage range, IVC depends on wireless-communication relay
within traffic streams to transmit information. However, dynamic topology of IVC
equipped vehicles (simply referred as "equipped vehicles" later) makes IVC not as reliable as centralized wireless communication. Since whether information can be
timely transmitted through IVC to targeted vehicles is essential to the usability of
DTIS, to analyze how fast information can be transmitted through IVC becomes an
important research question. In this thesis, based on traffic-flow theory, probabilistic
models are developed to predict mean value of IVC-message transmission speed,
which can be used as indexes of IVC efficiencies. This model could provide
analytical results for estimating DTIS performance. It reveals various traffic
parameters’ (e.g., traffic density, traffic flow direction, traffic speed, and etc.) effects
on DTIS efficiency. These would help DTIS design (e.g., help to decide how many
equipped vehicles should be deployed for a certain DTIS service in a city) in the
future.
Secondly, a software package is developed for simulation of IVC in DTIS.
Simulation is an important technique for research of DTIS. Compared with
theoretical models, simulation could embrace more complicated traffic settings (e.g.,
traffic lights, traffic incidents and etc.) and can better help identify these traffic
settings’ effects on DTIS. Furthermore, simulation provides an effective way for
validating results of theoretical models. Based on a commercial microscopic traffic
simulation tool -PARAMICS, a software package for simulations of IVC in DTIS is
developed with C++. This software package provides a useful means for
understanding how IVC message would spread in complex traffic scenarios.
Moreover, theoretical results in this thesis are also verified with the software package’s simulation results.
Thirdly, a prototype design of a typical application of DTIS - autonomous
traffic-condition collecting & sharing - is conducted in this paper. The prototype
design is divided into two parts in this paper. In part 1, the required equipped vehicle
population size, which would guarantee the system’s normal functioning, is
estimated with proposed theoretical models. In part 2, a prototype device for this
application, including hardware part and software part, is developed. IEEE 802.11 a
protocol is used as the IVC protocol for test because IEEE 802.11 p is based on IEEE
802.11 a. Experiments are done with prototype devices to show that the proposed
application could provide new services to traffic users in real life.
In conclusion, this thesis focuses its research on DTIS. Theoretical models and
simulation tools are developed to investigate the performance of DTIS under
different traffic scenarios. Furthermore, a prototype design for a typical DTIS
application is finished in this thesis. The thesis’s contribution could be regarded as
threefold: (1) It proposes an effective theoretical model for evaluating DTIS
performance; (2) It develops an efficient software package for delicate DTIS
simulation; (3) A prototype design is conducted to explore potential DTIS application
which could be deployed in the future.
| Date of Award | 3 Oct 2012 |
|---|
| Original language | English |
|---|
| Awarding Institution | - City University of Hong Kong
|
|---|
| Supervisor | Shaoyi Stephen LIAO (Supervisor) |
|---|
- Intelligent transportation systems
Distributed traffic information systems: theory, simulation and prototype development
WANG, W. (Author). 3 Oct 2012
Student thesis: Doctoral Thesis