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  1. NTU Theses and Dissertations Repository
  2. 電機資訊學院
  3. 電機工程學系
請用此 Handle URI 來引用此文件: http://tdr.lib.ntu.edu.tw/jspui/handle/123456789/54130
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dc.contributor.advisor魏宏宇(Hung-Yu Wei)
dc.contributor.authorYuan-Chi Pangen
dc.contributor.author龎元綺zh_TW
dc.date.accessioned2021-06-16T02:41:15Z-
dc.date.available2017-10-12
dc.date.copyright2015-10-12
dc.date.issued2015
dc.date.submitted2015-07-22
dc.identifier.citation[1] Cisco. Cisco Visual Networking Index: Global Mobile Data Traffic Forecast Update, 2011-2016. 2013.
[2] Nokia Siemens Networks. 2020: Beyond 4G Radio Evolution for the Gigabit Experience. 2011.
[3] 3GPP TS 22.368 V11.2.0. Technical Specification Group Services and System Aspects; Service requirements for Machine-Type Communications (MTC). Jun. 2011.
[4] 3GPP TR 37.868 V0.7.0. Study on RAN Improvements for Machine-type Communications. Oct. 2010.
[5] S. Lien, T. Liau, C. Kao, and K. Chen. Cooperative access class barring for machine-to-machine communications. Wireless Communications, IEEE Transactions on, 11(1):27–32, January 2012.
[6] M. Hasan, E. Hossain, and D. Niyato. Random access for machine-to-machine communication in lte-advanced networks: issues and approaches. IEEE Communications Magazine, 51(6):86–93, June 2013.
[7] A. Laya, L. Alonso, and J. Alonso-Zarate. Is the random access channel of lte and lte-a suitable for m2m communications? a survey of alternatives. IEEE Communications Surveys Tutorials, 16(1):4–16, First 2014.
[8] A. Lo, Y. Law, M. Jacobsson, and M. Kucharzak. Enhanced lte-advanced random access mechanism for massive machine-to-machine (m2m) communications. In 27th World Wireless Research Forum (WWRF) Meeting, pages 1–5, 2011.
[9] M. Cheng, G. Lin, H. Wei, and A. Hsu. Overload control for Machine-Type-Communications in LTE-advanced system. IEEE Communication Magazine, 50(6):38–45, June 2012.
[10] M. Cheng, G. Lin, H. Wei, and C. Hsu. Performance evaluation of radio access network overloading from machine type communications in LTE-A networks. In IEEE Wireless Communications and Networking Conference Workshops, pages 248–252, April 2012.
[11] C. Wei, R. Cheng, and S. Tsao. Performance Analysis of Group Paging for Machine type Communications in LTE Networks. IEEE Transactions on Vehicular Technology, 2013.
[12] A. Larmo and R. Susitaival. Ran overload control for machine type communications in lte. In IEEE Globecom Workshops, pages 1626–1631, Dec 2012.
[13] P. Osti, P. Lassila, S. Aalto, A. Larmo, and T. Tirronen. Analysis of pdcch performance for m2m traffic in lte. IEEE Transactions on Vehicular Technology, 63(9):4357–4371, Nov 2014.
[14] G. Lin, S. Chang, and H. Wei. Estimation and adaptation for bursty lte random access. IEEE Transactions on Vehicular Technology, PP(99):1–1, 2015.
[15] D.T. Wiriaatmadja and Kae W. C. Hybrid random access and data transmission protocol for machine-to-machine communications in cellular networks. IEEE Transactions on Wireless Communications, 14(1):33–46, Jan 2015.
[16] C. Wei, R. Cheng, and S. Tsao. Modeling and estimation of one-shot random access for finite-user multichannel slotted aloha systems. IEEE Communications Letters, 16(8):1196–1199, 2012.
[17] C. Stefanovic, K.F. Trilingsgaard, N.K. Pratas, and P. Popovski. Joint estimation and contention-resolution protocol for wireless random access. In IEEE International Conference on Communications, pages 3382–3387, June 2013.
[18] G. Maduen˜o, N. Pratas, C. Stefanovic´, and P. Popovski. Massive m2m access with reliability guarantees in lte systems. In IEEE International Conference on Communications, pages 3382–3387, June 2015.
[19] D. Niyato, P. Wang, and D. Kim. Performance modeling and analysis of heterogeneous machine type communications. IEEE Transactions on Wireless Communications, 13(5):2836–2849, May 2014.
[20] K. Zheng, S. Ou, J. Alonso-Zarate, M. Dohler, F. Liu, and H. Zhu. Challenges of massive access in highly dense lte-advanced networks with machine-to-machine communications. IEEE Wireless Communications, 21(3):12–18, June 2014.
[21] K. Lee, S. Kim, and B. Yi. Throughput comparison of random access methods for M2M service over LTE networks. In IEEE GLOBECOM Workshops, pages 373–377, 2011.
[22] T. Lin, C. Lee, J. Cheng, and W. Chen. PRADA: Prioritized Random Access with Dynamic Access Barring for MTC in 3GPP LTE-A Networks. IEEE Transactions on Vehicular Technollogy, 2014.
[23] J. Cheng, C. Lee, and T. Lin. Prioritized random access with dynamic access barring for ran overload in 3gpp lte-a networks. In IEEE GLOBECOM Workshops, pages 368–372, Dec 2011.
[24] S. Lien, K. Chen, and Y. Lin. Toward ubiquitous massive accesses in 3GPP machine-to-machine communications. IEEE Communication Magazine, 49(4):66–74, 2011.
[25] 3GPP TS 36.321 V10.2.0. E-UTRA Medium Access Control (MAC) Protocol Specification. Jun. 2011.
[26] L. Chen T. Cui and S.H. Low. A Game-Theoretic Framework for Medium Access Control. IEEE J. Sel. Areas Commun., 26(7):1116–1127, 2008.
[27] 3GPP TS 36.331 V12.1.0 (2014-03). LTE Radio Resource Control (RRC) Protocol specification (Release 12) . Mar. 2014.
[28] ZTE. R2-104662: MTC Simulation Results with Specific Solutions. 3GPP TSG RAN WG2 Meeting 71, Aug. 2010.
[29] Vodafone. R2-102296: RACH intensity of Time Controlled Devices. 3GPP TSG RAN WG2 Meeting 69, Apr. 2010.
dc.identifier.urihttp://tdr.lib.ntu.edu.tw/jspui/handle/123456789/54130-
dc.description.abstract世界正蓬勃發展的物聯網,將使得機械通訊的聯網裝置大增,在次世代的無線網路系統LTE 中,這些裝置的連網需求有極高可能將會造成隨機存取的碰撞。在這篇論文中,為了解決這個問題並提高LTE 連網效能,我們提出了連線數量的估計方法,並以此為基礎分析兩個不同的情境,第一個為考慮機械通訊與人對人通訊的共存情形下之賽局理論分析,另一個則為海量接取下的動態資源分配系統Context-Aware Dynamic Resource Allocation (CADRA)。CADRA 的設計概念是先估計連線數量,再適當分配資源,在穩定成功率下追求最高效率,這個方法也可以進一步套用於多種異質性應用下的情境。我們並透過模擬方式驗證理論,並和標準文件中的解決方案做比較,驗證它的可行性。zh_TW
dc.description.abstractAccording to the prediction, the devices in the Internet of Things will grow explosively. While the huge number of machine-to-machine (M2M) devices connects to the LTE system, the bursty random access attempts from them are potential to cause severe random access collisions. To resolve the problem and improve the performance of LTE RACH, this work gives a map on estimating the number of connections. After that, two scenarios for network access are analyzed. One is a game theoretic analysis to a hybrid scenario, and the other is a context-aware dynamic resource allocation (CADRA) scheme designed for massive devices. CADRA is a two-phased method to resolve random access contention. Phase I is for the estimation of random access attempts, and phase II is for the resource allocation in pursuit of high resource efficiency given high success probability. This approach is also competent in diverse applications with different delay constraint. We evaluate the performance and find that our proposed scheme has better performance over other contention solutions in terms of success probability, resource efficiency and delay.en
dc.description.provenanceMade available in DSpace on 2021-06-16T02:41:15Z (GMT). No. of bitstreams: 1
ntu-104-R02921041-1.pdf: 775064 bytes, checksum: 4065b79941fd617a912d2199162f7172 (MD5)
Previous issue date: 2015
en
dc.description.tableofcontents口試委員會審定書 . . . . . . i
誌謝 . . . . . . ii
摘要 . . . . . . iii
Abstract . . . . . . iv
1 Introduction . . . . . . 1
1.1 Goals and Challenges . . . . . .2
1.2 Contributions . . . . . .3
2 Related Works . . . . . . 5
2.1 RACH Congestion Control Method . . . . . . 5
2.2 Control Resource Constraint . . . . . . 6
2.3 Load Estimation Algorithm . . . . . . 6
2.4 Hybrid Scenario with H2H/M2M Coexistence . . . . . . 7
2.5 Heterogeneous M2M Applications . . . . . . 8
3 Network Access in LTE . . . . . . 9
3.1 The Random Access Channel Procedure . . . . . . 9
3.2 Theoretical Analysis of the Preamble Usage . . . . . . 11
4 Game Theoretic Approach for M2M/H2H Hybrid System . . . . . . 15
4.1 Framework Overview . . . . . . 15
4.2 Game Formation . . . . . . 16
4.3 System of Imperfect Information . . . . . . 21
4.4 Numerical Results . . . . . . 22
5 RACH Overload Solution for the 3GPP Standard . . . . . . 26
5.1 Barring Mechanism Defined in the 3GPP Standard . . . . . . 26
5.2 Proposed Overload Detection Method Compatible with the 3GPP Standard . . . . . . 28
5.3 Proposed Overload Solution for the 3GPP Standard . . . . . . 30
6 The Proposed Overload Solution CADRA (Context-aware Dynamic Resource Allocation) . . . . . . 32
6.1 System Model and Assumptions . . . . . . 32
6.2 Phase 1: Network Access Estimating Algorithm . . . . . . 34
6.2.1 Estimating Algorithm . . . . . . 34
6.2.2 Estimation Error . . . . . . 36
6.3 Phase 2: Resource Allocation Scheme . . . . . . 38
6.4 Numerical results and performance comparison . . . . . . 41
7 CADRA Extension for Heterogeneous M2M: A Game Theoretic Approach . . . . . . 46
7.1 System Model . . . . . . 46
7.2 Game Formation . . . . . . 48
7.3 Mechanism Design and Results . . . . . . 50
7.3.1 Bayesian-Nash equilibrium . . . . . . 53
7.3.2 Social Welfare Optimization . . . . . . 60
7.4 Numerical results . . . . . . 63
8 Conclusion . . . . . . 65
dc.language.isoen
dc.subject資源分配zh_TW
dc.subject長期演進技術zh_TW
dc.subject隨機存取zh_TW
dc.subject長期演進技術zh_TW
dc.subject隨機存取zh_TW
dc.subject機械通訊zh_TW
dc.subject機械通訊zh_TW
dc.subject資源分配zh_TW
dc.subjectLTEen
dc.subjectM2Men
dc.subjectLTEen
dc.subjectRandom accessen
dc.subjectResource allocationen
dc.subjectM2Men
dc.subjectRandom accessen
dc.subjectResource allocationen
dc.titleLTE網路中機械通訊隨機存取的動態資源分配zh_TW
dc.titleDynamic Resource Allocation for Random Access of M2M communications in LTEen
dc.typeThesis
dc.date.schoolyear103-2
dc.description.degree碩士
dc.contributor.oralexamcommittee林靖茹,李佳翰,王志宇
dc.subject.keyword機械通訊,長期演進技術,隨機存取,資源分配,zh_TW
dc.subject.keywordM2M,LTE,Random access,Resource allocation,en
dc.relation.page70
dc.rights.note有償授權
dc.date.accepted2015-07-22
dc.contributor.author-college電機資訊學院zh_TW
dc.contributor.author-dept電機工程學研究所zh_TW
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