CENIIT Project 02.09
Optimal Design and Management
of Telecommunications Systems
(Optimal Design och Effektiv
Planering av Telekommunikationssystem)
Patrik Björklund, Iana Siomina,
Peter Värbrand, and Di Yuan
Communications and Transportation Systems, Department of Science and
Technology
Linköping Institute of Technology, Sweden
Background
and Motivation
The core of this research program is to apply mathematical
programming techniques, in particular optimization models and methods,
in order to design, analyze, and utilize telecommunications systems efficiently.
A simple but fundamental motivation to this research program can be initialized
by the question: How can we meet future demand in our telecommunications
systems? One possibility is to invest in additional infrastructure and
to expand existing ones. A second option is to utilize the existing infrastructure
more efficiently by, for example, optimizing the assignment of resources
to users. Infrastructure design and resource management involve many decision
problems, such as network topology design, capacity dimensioning, facility
location, bandwidth allocation, etc. Optimization models and methods provides
us with a tool for approaching solutions to these decision problems.
People
Patrik Björklund (patbj@itn.liu.se),
PhD candidate.
Iana Siomina (iansi@itn.liu.se),
PhD candidate.
Peter Värbrand (petva@itn.liu.se),
Professor.
Di Yuan (diyua@itn.liu.se), Senior
lecturer.
Current
Topics
The focus of our current
research is resource management in wireless communication networks.
At present, the research topics are
Pilot power management in UMTS networks
Dynamic bandwidth allocation in cellular networks
Resource management in ad hoc networks using STDMA
Energy-efficient ad hoc networking
Pilot Power Management in UMTS Networks
(Iana Siomina, Peter Värbrand, Di Yuan)
Description: In a WCDMA network, a common pilot channel is associated
with each cell. This pilot signal is used to provide channel estimation
to the mobile terminals. A mobile terminal selects cell by measuring the
quality of the pilot signals from the base stations. The problem of choosing
the power levels of the pilot signals involves the trade-off between full
coverage and power consumption. Increasing the pilot power yields better
coverage. However, this would reduce the power available for user traffic.
With equally-spread base stations and a uniform traffic distribution, a
uniform power level for the pilot signals is adequate. In a networks with
a mixture of rural and downtown areas, however, a uniform level of pilot
power is not a good solution. The aim of this project is to use optimization
methods for planning the levels of the pilot power, with the objectives
of maximizing coverage and traffic throughput.
Research collaboration: Ericsson Research, Linköping, Sweden.
Contact person: Iana Siomina.
Dynamic Bandwidth Allocation in WCDMA Networks
(Patrik Björklund, Peter Värbrand, Di Yuan.)
Description: Bandwidth allocation is a key component in real-time
management of radio resources. The traffic characteristics in WCDMA networks
are very different from those in the second generation mobile networks.
Because of the variable-rate nature of the user demands in a WCDMA network,
flexible bandwidth allocation is necessary. Moreover, the control system
must have the intelligence to perform bandwidth allocation for multiple
traffic classes. In recently years, research of resource management in
next-generation mobile networks is becoming more intensive. Here, resource
management consists of a number of issues, such as queuing and scheduling,
admission control, and bandwidth allocation. We consider bandwidth allocation
in the context of WCDMA power control. The initial focus lies on the downlink
direction, which is expected to support higher rates than the uplink. The
project aims to develop effective on-line algorithms that can be used for
dynamically allocating the power resource to the mobile users. The criteria
for evaluating the algorithms include resource utilization and user
fairness.
Research collaboration: Ericsson Research, Linköping, Sweden.
Contact person: Patrik Björklund.
Resource Management in Ad Hoc Networks using
STDMA (Peter Värbrand, Di Yuan.)
Description: Ad hoc networks is an attractive alternative when
it is impractical to provide coverage using fixed infrastructure (e.g.,
military command and control systems). In ad hoc networks, a link is established
between two radio units whenever the signal strength is sufficiently high.
Not all pairs of nodes can establish direct links, therefore traffic between
two units may have to be relayed through some other units (the multi-hop
functionality). We study resource allocation in ad hoc networks where the
access control uses Spatial Time Division Multiple Access (STDMA). STDMA
improves TDMA by reusing the time slots spatially. In this project, we
intend to investigate the potential of STDMA in terms of spatial reuse
of the radio resource, and to construct algorithms that are suitable for
distributed implementations.
Research collaboration: The Swedish Defense Research Agency,
Linköping, Sweden.
Contact person: Di Yuan.
Energy-Efficient Ad Hoc Networking (Peter
Värbrand, Di Yuan)
Description: Wireless networking environments pose new design
problems in determining network topology and operation. In ad hoc networks,
energy efficiency is a crucial issue for topology management and routing.
This research topic is further justified by the fundamental difference
between wired and wireless transmission - the latter has an inherent broadcast
nature, that is, when omnidirectional antennas are used, transmission of
a node can be received simultaneously by all nodes within a certain range.
As a consequence, a single transmission is sufficient to reach a group
of nodes. At present, most algorithms for topology management and routing
are based on wired networking environments. In this project, we develop
algorithms that are tailored for wireless ad hoc networks. At the moment,
the research focus is energy-efficient broadcasting and multicasting in
ad hoc networks.
Research collaboration: Dipartimento di Elettronica e Informazione,
Politechnico di Milano, Italy.
Contact person: Peter Värbrand.
Previous
Topics
Frequency Assignment in Frequency-Hopping
Cellular Networks
Description: Due to the limited available frequency spectrum
of GSM networks, the performance of a network is greatly dependent on how
well the spectrum is utilized. In the classical frequency assignment problem,
radio frequencies (or channels) are assigned to transceivers with the objective
of either minimizing the number of frequencies, or the total interference.
We generalize the classical frequency assignment for frequency-hopping
systems, and develop meta-heuristics for finding high-quality assignment
solutions.
Topology Design and Wavelength Assignment in
Optical Networks
Description: We consider the planning of optical networks in
the context of Dense Wave Division Multiplexing (DWDM) technologies. The
planning issues include topology design, capacity dimensioning, traffic
routing, wavelength assignment, and locations of optical cross-connects
(OXCs). We apply integer programming models for the problem of making these
decision with the objective of minimizing the total cost. Our solution
approach combines a cutting plane method with a rounding heuristic. (This
research was carried out jointly by Linköping University and Politecnico
of Milan.)
Publications
(As
of April 2004)
Journal Articles
P. Björklund, P. Värbrand, and D. Yuan, "A Column Generation
Method for Spatial TDMA Scheduling in Ad Hoc Networks," Ad Hoc Networks.
(In press.)
P. Björklund, P. Värbrand, and D. Yuan, "Optimal Frequency Planning
in Mobile Networks with Frequency Hopping," Computers and Operations
Research. (In press.)
L. Brunetta, F. Malucelli, P. Värbrand, and D Yuan, "Joint Optical
Network Design, Routing, and Wavelength Assignment by Integer Programming,"
Telecommunication
Systems. (In press.)
Chapter in Book
P. Värbrand, and D. Yuan, "Resource Allocation of Spatial Time Division
Multiple Access in Multi-hop Radio Networks," In: Resource Management
in Wireless Networking, M. Cardei, I. Cardei, and D.-Z. Zhu, (Eds.)
Kluwer Academic Publishers, 2004.
Conference Articles
I.Siomina and D. Yuan, "Load Balancing in WCDMA Networks by Adapting Pilot
Power to Traffic Intensity," Proceedings of the International Conference
on Computing, Communications and Control Technologies (CCCT 2004),
2004. (To appear in August 2004.)
I. Siomina, P. Värbrand, and D. Yuan, "Two Mathematical Programming
Approaches for Pilot Power Optimization in WCDMA Networks," Proceedings
of 8th World Multi-Conference on Systemic, Cybernetics and Informatices
(SCI 2004), 2004. (To appear in July 2004.)
J. Grönkvist, J. Nilsson, and D. Yuan, "Throughput of Optimal Spatial
Reuse TDMA for Wireless Ad-Hoc Networks," Proceedings of IEEE Vehicular
Technology Conference (VTC Spring 2004), 2004. (To appear in May 2004.)
P. Björklund, P. Värbrand, and D. Yuan, "A Dynamic Programming
Technique for Downlink Bandwidth Allocation in WCDMA Networks," Proceedings
of IEEE Vehicular Technology Conference (VTC Spring 2004), 2004. (To
appear in May 2004.)
I. Siomina, P. Värbrand, and D. Yuan, "Pilot Power Optimization in
WCDMA Networks," Proceedings of WiOpt ‘04: Modeling and Optimization
in Mobile, Ad Hoc and Wireless Networks, pp. 191-199, 2004.
P. Värbrand and D. Yuan, "A Mathematical Programming Approach for
Pilot Power Optimization in WCDMA Networks," Proceedings of 2003 Australian
Telecommunications, Networks and Applications Conference (ATNAC), 2003.
P. Värbrand and D. Yuan, "Throughput Optimization of STDMA in Ad Hoc
Networks," Proceedings of the 10th Symposium on Communications and Vehicular
Technology in the Benelux (SCVT 2003), 2003.
P. Björklund, P. Värbrand, and D. Yuan, "A Simulated Annealing
Algorithm for Frequency Assignment in Frequency Hopping GSM Networks,"
Proceedings of Joint Meeting of the International Conference on Communications
and Control Technologies (CCCT '03) and the 9th International Conference
on Information Systems Analysis and Synthesis (ISAS '03), pp. 155-160.
2003.
P. Björklund, P. Värbrand, and D. Yuan, "Resource Optimization
of Spatial TDMA in Ad Hoc Radio Networks: A Column Generation Approach,"
Proceedings of IEEE INFOCOM 2003, pp. 818-824, 2003.
Thesis
P. Björklund. Two Resource Optimization Applications in Wireless
Networks, Licentiate Thesis, Linköping Studies in Science and
Technology, Licentiate thesis No 943, 2002.
Conference
Presentations
I. Siomina, "Pilot Power Optimization in WCDMA Networks,"
WiOpt ‘04: Modeling and Optimization in Mobile, Ad Hoc and Wireless
Networks, Cambridge, UK, March 2004.
I. Siomina, "A Mathematical Programming Approach
for Pilot Power Optimization in WCDMA Networks," Australian Telecommunications,
Networks and Applications Conference (ATNAC 2003). December 2003.
D. Yuan, "Minimum-energy Broadcasting and Multicasting
in Ad Hoc Networks: Some Integer Programming Formulations and Computational
Experiences," The 3rd Workshop of Italian research projet “Optimization
and Simulation in Telecommunications Networks”, Rome, Italy, November
2003.
D. Yuan, "Throughput Optimization of STDMA in Ad
Hoc Networks," The 10th Symposium on Communications and Vehicular Technology
in the Benelux (SCVT '03), Eindhoven, The Netherlands, November 2003.
P. Värbrand, "Optimization of Pilot Power in
WCDMA Networks," The 18th International Symposium on Mathematical
Programming, Copenhagen, Denmark, August 2003.
D. Yuan, "Scheduling of Spatial Time Division Multiple
Access in Multi-hop Radio Networks," The 18th International Symposium
on Mathematical Programming, Copenhagen, Denmark, August 2003.
P. Björklund, "A Simulated Annealing
Algorithm for Frequency Assignment in Frequency Hopping GSM Networks,"
Joint Meeting of the International Conference on Communications and
Control Technologies (CCCT '03) and the 9th International Conference on
Information Systems Analysis and Synthesis (ISAS '03), Orlando, Florida,
USA, July 2003.
P. Värbrand, "Computational Optimization of Pilot Power in
UMTS Networks," 1st International Conference on "Computational Management Science",
Chania, Greece, May 2003.
D. Yuan, "Maximal Throughput of Spatial TDMA in Ad
Hoc Networks," The 3rd Scandinavian Workshop on Wireless Ad-hoc Networks,
Stockholm, Sweden, May 2003.
D. Yuan, "Resource Optimization of Spatial TDMA in
Ad Hoc Radio Networks: A Column Generation Approch," IEEE INFOCOM 2003,
San Francisco, California, USA, April 2003.
D. Yuan, "An Optimization Approach for Resource Management
in Multihop Radio Networks," The sixteenth triennial conference of the
International Federation of Operational Research Societies, Edinburgh,
UK, July 2002.
D. Yuan, "Joint Optical Network Design, Routing and
Wavelength Assignment by Integer Programming," The Seventh Meeting of
the Nordic Section of the Mathematical Programming Society, Copenhagen,
Denmark, November 2001.
D. Yuan, "Optimization in Cellular Communication
Network Planning with Frequency Hopping," INFORMS Fifth Telecommunications
Conference, Boca Raton, Florida, USA, March 2000.
D. Yuan, "Optimization in Cellular Mobile Systems:
Planning Frequency Hopping GSM Networks," The Third Alio-Euro Workshop
on Applied Combinatorial Optimization, Erice, Italy, November 1999.