A new QoS provisioning method for adaptive multimedia in cellular wireless networks
Third generation cellular wireless networks are designed to support adaptive multimedia by controlling individual ongoing flows to increase or decrease their bandwidth in response to changes in traffic load There is growing interest in quality of service (QoS) provisioning under this adaptive multim...
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| Veröffentlicht in: | 2004 IEEE Infocom Jg. 3; S. 2130 - 2141 vol.3 |
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| Format: | Tagungsbericht |
| Sprache: | Englisch |
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Piscataway, New Jersey
IEEE
2004
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| ISBN: | 0780383559, 9780780383555 |
| ISSN: | 0743-166X |
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| Abstract | Third generation cellular wireless networks are designed to support adaptive multimedia by controlling individual ongoing flows to increase or decrease their bandwidth in response to changes in traffic load There is growing interest in quality of service (QoS) provisioning under this adaptive multimedia framework, in which a bandwidth adaptation algorithm needs to be used in conjunction with the call admission control algorithm. This paper presents a novel method for QoS provisioning via the use of the average reward reinforcement learning, which can maximize the network revenue subject to several predetermined QoS constraints. By considering handoff dropping probability, average allocated bandwidth and intraclass fairness simultaneously, our algorithm formulation guarantees that these QoS parameters are kept within predetermined constraints. Unlike other model-based algorithms, our scheme does not require explicit state transition probabilities and therefore the assumptions behind the underlying system model are more realistic than those in previous schemes. Moreover, by considering the status of neighboring cells, the proposed scheme can dynamically adapt to changes in traffic condition. Simulation results demonstrate the effectiveness of the proposed approach in adaptive multimedia cellular networks |
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| AbstractList | Third generation cellular wireless networks are designed to support adaptive multimedia by controlling individual ongoing flows to increase or decrease their bandwidth in response to changes in traffic load There is growing interest in quality of service (QoS) provisioning under this adaptive multimedia framework, in which a bandwidth adaptation algorithm needs to be used in conjunction with the call admission control algorithm. This paper presents a novel method for QoS provisioning via the use of the average reward reinforcement learning, which can maximize the network revenue subject to several predetermined QoS constraints. By considering handoff dropping probability, average allocated bandwidth and intraclass fairness simultaneously, our algorithm formulation guarantees that these QoS parameters are kept within predetermined constraints. Unlike other model-based algorithms, our scheme does not require explicit state transition probabilities and therefore the assumptions behind the underlying system model are more realistic than those in previous schemes. Moreover, by considering the status of neighboring cells, the proposed scheme can dynamically adapt to changes in traffic condition. Simulation results demonstrate the effectiveness of the proposed approach in adaptive multimedia cellular networks |
| Author | Fei Yu Leung, V.C.M. Wong, V.W.S. |
| Author_xml | – sequence: 1 surname: Fei Yu fullname: Fei Yu organization: Dept. of Electr. & Comput. Eng., British Columbia Univ., Vancouver, BC – sequence: 2 givenname: V.W.S. surname: Wong fullname: Wong, V.W.S. organization: Dept. of Electr. & Comput. Eng., British Columbia Univ., Vancouver, BC – sequence: 3 givenname: V.C.M. surname: Leung fullname: Leung, V.C.M. organization: Dept. of Electr. & Comput. Eng., British Columbia Univ., Vancouver, BC |
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| Keywords | Access control Performance evaluation Mobile radiocommunication Wireless telecommunication Reinforcement learning Equity Teletraffic Cell network Traffic load Multimedia communication Algorithm Simulation Telecommunication network Transition probability Handover Service quality |
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| SubjectTerms | Access methods and protocols, osi model Adaptive control Algorithm design and analysis Applied sciences Bandwidth Call admission control Cellular networks Equipments and installations Exact sciences and technology Learning Mobile radiocommunication systems Operation, maintenance, reliability Programmable control Quality of service Radiocommunications Systems, networks and services of telecommunications Telecommunication traffic Telecommunications Telecommunications and information theory Teleprocessing networks. Isdn Transmission and modulation (techniques and equipments) Wireless networks |
| Title | A new QoS provisioning method for adaptive multimedia in cellular wireless networks |
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