Flow-level performance and capacity of wireless networks with user mobility
The performance evaluation of wireless networks is severely complicated by the specific features of radio communication, such as highly variable channel conditions, interference issues, and possible hand-offs among base stations. The latter elements have no natural counterparts in wireline scenarios...
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Published in | Queueing systems Vol. 63; no. 1-4; pp. 131 - 164 |
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Main Authors | , , , , |
Format | Journal Article |
Language | English |
Published |
Boston
Springer US
01.12.2009
Springer Nature B.V Springer Verlag |
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Abstract | The performance evaluation of wireless networks is severely complicated by the specific features of radio communication, such as highly variable channel conditions, interference issues, and possible hand-offs among base stations. The latter elements have no natural counterparts in wireline scenarios, and create a need for novel performance models that account for the impact of these characteristics on the service rates of users.
Motivated by the above issues, we review several models for characterizing the capacity and evaluating the flow-level performance of wireless networks carrying elastic data transfers. We first examine the flow-level performance and stability of a wide family of so-called
α
-fair channel-aware scheduling strategies. We establish that these disciplines provide maximum stability, and describe how the special case of the Proportional Fair policy gives rise to a Processor-Sharing model with a state-dependent service rate. Next we turn attention to a network of several base stations with inter-cell interference. We derive both necessary and sufficient stability conditions and construct lower and upper bounds for the flow-level performance measures. Lastly we investigate the impact of user mobility that occurs on a slow timescale and causes possible hand-offs of active sessions. We show that the mobility tends to increase the capacity region, both in the case of globally optimal scheduling and local
α
-fair scheduling. It is additionally demonstrated that the capacity and user throughput improve with lower values of the fairness index
α
. |
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AbstractList | The performance evaluation of wireless networks is severely complicated by the specific features of radio communication, such as highly variable channel conditions, interference issues, and possible hand-offs among base stations. The latter elements have no natural counterparts in wireline scenarios, and create a need for novel performance models that account for the impact of these characteristics on the service rates of users. Motivated by the above issues, we review several models for characterizing the capacity and evaluating the flow-level performance of wireless networks carrying elastic data transfers. We first examine the flow-level performance and stability of a wide family of so-called α-fair channel-aware scheduling strategies. We establish that these disciplines provide maximum stability, and describe how the special case of the Proportional Fair policy gives rise to a Processor-Sharing model with a state-dependent service rate. Next we turn attention to a network of several base stations with inter-cell interference. We derive both necessary and sufficient stability conditions and construct lower and upper bounds for the flow-level performance measures. Lastly we investigate the impact of user mobility that occurs on a slow time scale and causes possible hand-offs of active sessions. We show that the mobility tends to increase the capacity region, both in the case of globally optimal scheduling and local α-fair scheduling. It is additionally demonstrated that the capacity and user throughput improve with lower values of the fairness index α. The performance evaluation of wireless networks is severely complicated by the specific features of radio communication, such as highly variable channel conditions, interference issues, and possible hand-offs among base stations. The latter elements have no natural counterparts in wireline scenarios, and create a need for novel performance models that account for the impact of these characteristics on the service rates of users. Motivated by the above issues, we review several models for characterizing the capacity and evaluating the flow-level performance of wireless networks carrying elastic data transfers. We first examine the flow-level performance and stability of a wide family of so-called a-fair channel-aware scheduling strategies. We establish that these disciplines provide maximum stability, and describe how the special case of the Proportional Fair policy gives rise to a Processor-Sharing model with a state-dependent service rate. Next we turn attention to a network of several base stations with inter-cell interference. We derive both necessary and sufficient stability conditions and construct lower and upper bounds for the flow-level performance measures. Lastly we investigate the impact of user mobility that occurs on a slow timescale and causes possible hand-offs of active sessions. We show that the mobility tends to increase the capacity region, both in the case of globally optimal scheduling and local a-fair scheduling. It is additionally demonstrated that the capacity and user throughput improve with lower values of the fairness indexa. Issue Title: Special Issue: 100 Years of Queueing -- The Erlang Centennial; Guest Editors: Søren Asmussen and Onno J. Boxma The performance evaluation of wireless networks is severely complicated by the specific features of radio communication, such as highly variable channel conditions, interference issues, and possible hand-offs among base stations. The latter elements have no natural counterparts in wireline scenarios, and create a need for novel performance models that account for the impact of these characteristics on the service rates of users. Motivated by the above issues, we review several models for characterizing the capacity and evaluating the flow-level performance of wireless networks carrying elastic data transfers. We first examine the flow-level performance and stability of a wide family of so-called ...-fair channel-aware scheduling strategies. We establish that these disciplines provide maximum stability, and describe how the special case of the Proportional Fair policy gives rise to a Processor-Sharing model with a state-dependent service rate. Next we turn attention to a network of several base stations with inter-cell interference. We derive both necessary and sufficient stability conditions and construct lower and upper bounds for the flow-level performance measures. Lastly we investigate the impact of user mobility that occurs on a slow timescale and causes possible hand-offs of active sessions. We show that the mobility tends to increase the capacity region, both in the case of globally optimal scheduling and local α-fair scheduling. It is additionally demonstrated that the capacity and user throughput improve with lower values of the fairness index ... . (ProQuest: ... denotes non-USASCII text omitted) The performance evaluation of wireless networks is severely complicated by the specific features of radio communication, such as highly variable channel conditions, interference issues, and possible hand-offs among base stations. The latter elements have no natural counterparts in wireline scenarios, and create a need for novel performance models that account for the impact of these characteristics on the service rates of users. Motivated by the above issues, we review several models for characterizing the capacity and evaluating the flow-level performance of wireless networks carrying elastic data transfers. We first examine the flow-level performance and stability of a wide family of so-called α -fair channel-aware scheduling strategies. We establish that these disciplines provide maximum stability, and describe how the special case of the Proportional Fair policy gives rise to a Processor-Sharing model with a state-dependent service rate. Next we turn attention to a network of several base stations with inter-cell interference. We derive both necessary and sufficient stability conditions and construct lower and upper bounds for the flow-level performance measures. Lastly we investigate the impact of user mobility that occurs on a slow timescale and causes possible hand-offs of active sessions. We show that the mobility tends to increase the capacity region, both in the case of globally optimal scheduling and local α -fair scheduling. It is additionally demonstrated that the capacity and user throughput improve with lower values of the fairness index α . |
Author | Bonald, Thomas Hegde, Nidhi Borst, Sem Proutiere, Alexandre Jonckheere, Matthieu |
Author_xml | – sequence: 1 givenname: Thomas surname: Bonald fullname: Bonald, Thomas organization: Orange Labs – sequence: 2 givenname: Sem surname: Borst fullname: Borst, Sem email: sem@win.tue.nl organization: Bell Labs, Alcatel-Lucent, Department of Mathematics & Computer Science, Eindhoven University of Technology – sequence: 3 givenname: Nidhi surname: Hegde fullname: Hegde, Nidhi organization: Orange Labs – sequence: 4 givenname: Matthieu surname: Jonckheere fullname: Jonckheere, Matthieu organization: Department of Mathematics & Computer Science, Eindhoven University of Technology – sequence: 5 givenname: Alexandre surname: Proutiere fullname: Proutiere, Alexandre organization: Microsoft Research |
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Copyright | The Author(s) 2009 Springer Science+Business Media, LLC 2009 Distributed under a Creative Commons Attribution 4.0 International License |
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Keywords | Flow-level performance Stability 90B18 Transfer delay 90B22 User mobility Wireless networks 90B15 Proportional fair allocation 68M20 Processor sharing 60K25 Channel-aware scheduling |
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SubjectTerms | Business and Management Business metrics Computer Communication Networks Computer Science Control Networking and Internet Architecture Operations Research/Decision Theory Performance evaluation Probability Theory and Stochastic Processes Radio communications Scheduling Studies Supply Chain Management Systems Theory Traffic flow Wireless networks |
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