| 研究生: |
林芳儀 Lin, Fang-Yi |
|---|---|
| 論文名稱: |
採用功率域非正交多重擷取技術的窄帶物聯網系統及其性能分析 Performance Analysis of Narrow-Band IoT Systems Based on Power Domain Non-Orthogonal Multiple Access |
| 指導教授: |
陳曉華
Chen, Hsiao-Hwa |
| 學位類別: |
碩士 Master |
| 系所名稱: |
工學院 - 工程科學系 Department of Engineering Science |
| 論文出版年: | 2021 |
| 畢業學年度: | 109 |
| 語文別: | 英文 |
| 論文頁數: | 269 |
| 中文關鍵詞: | 窄帶物聯網 、物聯網 、低功率廣覆蓋 、隨機接入 、功率域非正交多重接取 、馬可夫鍊 、吞吐量 |
| 外文關鍵詞: | NB-IoT, IoT, LPWAN, Random access, Power domain NOMA, Markov chain, Throughput |
| 相關次數: | 點閱:233 下載:0 |
| 分享至: |
| 查詢本校圖書館目錄 查詢臺灣博碩士論文知識加值系統 勘誤回報 |
根據愛立信發布的行動趨勢報告指出,由於蜂窩式物聯網(Internet of Things, IoT)的大規模部署,物聯裝置將在2026年將達到35億。滿足物聯網廣大市場的新訴求,低功耗廣域覆蓋的新技術日趨被重視。在眾多被看好的技術中,窄帶物聯網(NarrowBand Internet of Things, NB-IoT)技術於3GPP的Release-13標準中提出,既可滿足低功耗且可達到廣域覆蓋的優勢,再加上其可覆用GSM或LTE時頻資源得以降低裝置建布的複雜與成本的優點使各家電信業者在近幾年紛紛積極推出相關的通訊方案。有鑑於該技術的重要性,本篇論文將回顧過去幾年有關窄帶物聯網的相關文獻和3GPP標準,討論其演進與重要性。並詳細介紹通訊網路中的一項重要的技術,為用戶初始接入網路的隨機接入過程,並且建立馬可夫鍊解析模型加以討論其性能之外,為了滿足大量裝置接入的需求,我們更進一步提出將時下5G的關鍵技術功率域的非正交多重接取技術(Power domain NOMA),加入隨機接入過程藉以提高用戶接入網路的吞吐量。
According to the Ericsson mobility report released, due to the large-scale deployment of the cellular Internet of Things (IoT), the number of Massive IoT connections is expected to have doubled, reaching close to 200 million connections in 2020. And By the end of 2026, the IoT devices are expected to reach 3500 million, and 44 percent of cellular IoT connections will be broadband IoT, with 4G connecting the majority. To meet the demands of the Internet of Things, new technologies with low power and wide-area coverage are increasingly being emphasized. Among many promising technologies, Narrow-Band Internet of Things (NB-IoT) technology was first proposed in 3GPP Release-13 to not only meet the low-power wide-area coverage but also reuse GSM or LTE time-frequency resources. The advantages of resource reduction in the complexity and cost of device construction have led various telecom operators to actively launch related communication plans recently. Because of the importance of this technology, this paper will review the relevant literature and 3GPP standards related to NB-IoT in the past few years, and discuss its evolution and importance. Besides, we introduce one of the important technologies in the communication network for users to initially access the network in detail, the random access process and establish analytical models to discuss its performance. To meet the needs of a large number of accessing the device. We further propose to add power domain NOMA, a key technology of 5G, to the random access process to improve the throughput of users’ access to the network.
[1] Ericsson Mobility Report, https://www.ericsson.com/mobility-report, June, 2020.
[2] H. Wang and A. O. Fapojuwo, “A Survey of Enabling Technologies of Low Power and Long Range Machine-to-Machine Communications,” in IEEE Communications Surveys & Tutorials, vol. 19, no. 4, pp. 2621-2639, Fourthquarter 2017. Doi: 10.1109/COMST.2017.2721379
[3] J. Xu, J. Yao, L. Wang, Z. Ming, K. Wu and L. Chen, “Narrowband Internet of Things: Evolutions, Technologies, and Open Issues,” in IEEE Internet of Things Journal, vol. 5, no. 3, pp. 1449-1462, June 2018. Doi: 10.1109/JIOT.2017.2783374
[4] ”Study on provision of low-cost Machine-type Communications (MTC) User Equipments (UEs) based on LTE”, Tech. Rep. 36.888 v12.0.0, Jun. 2013.
[5] 戴博,袁戈非,等, “窄物网(NB-IoT)標準與關鍵技術,” 北京:人民出版社,2016.
[6] 江林華, “5G物聯網及NB-IoT技術詳解,” 電子工業出版社,2018.
[7] U. Raza, P. Kulkarni and M. Sooriyabandara, “Low Power Wide Area Networks: An Overview,” in IEEE Communications Surveys & Tutorials, vol. 19, no. 2, pp. 855-873, Secondquarter 2017. Doi: 10.1109/COMST.2017.2652320
[8] Third Generation Partnership Project, Technical Report 45.820 v13.0.0, Cellular System Support for Ultralow Complexity and Low Throughput Internet of Things, 2016.
[9] Qualcomm, Incorporated, “Narrowband IoT (NB-IoT),” RP-151621, 3GPP TSG RAN Meeting #69, Sept. 2015.
[10] Olof Liberg, Marten Sundberg, Y.-P. Eric Wang, Johan Bergman and Joachim Sachs, “Cellular Internet of things: technologies, standards, and performance” London, United Kingdom : Academic Press, an imprint of Elsevier, 2018.
[11] J. Gozalvez, “New 3GPP Standard for IoT [Mobile Radio],” in IEEE Vehicular Technology Magazine, vol. 11, no. 1, pp. 14-20, March 2016. Doi: 10.1109/MVT.2015.2512358
[12] X. Lin, A. Adhikary and Y. -. Eric Wang, “Random Access Preamble Design and Detection for 3GPP Narrowband IoT Systems,” in IEEEWireless Communications Letters, vol. 5, no. 6, pp. 640-643, Dec. 2016. Doi: 10.1109/LWC.2016.2609914
[13] Y. -. E. Wang et al., ”A Primer on 3GPP Narrowband Internet of Things,” in IEEE Communications Magazine, vol. 55, no. 3, pp. 117-123, March 2017. Doi: 10.1109/MCOM.2017.1600510CM
[14] R. Harwahyu, R. Cheng, C.Wei and R. F. Sari “Optimization of Random Access Channel in NB-IoT,” in IEEE Internet of Things Journal, vol. 5, no. 1, pp. 391-402, Feb. 2018. Doi: 10.1109/JIOT.2017.2786680
[15] N. Jiang, Y. Deng, M. Condoluci, W. Guo, A. Nallanathan and M. Dohler, “RACH Preamble Repetition in NB-IoT Network,” in IEEE Communications Letters, vol. 22, no. 6, pp. 1244-1247, June 2018. Doi: 10.1109/LCOMM.2018.2793274
[16] T. Kim, D. M. Kim, N. Pratas, P. Popovski and D. K. Sung, “An Enhanced Access Reservation Protocol With a Partial Preamble Transmission Mechanism in NB-IoT Systems,” in IEEE Communications Letters, vol. 21, no. 10, pp. 2270 2273, Oct. 2017. Doi: 10.1109/LCOMM.2017.2720585
[17] T. Li, J. Yuan and M. Torlak, “Network Throughput Optimization for Random Access Narrowband Cognitive Radio Internet of Things (NB-CR-IoT),” in IEEE Internet of Things Journal, vol. 5, no. 3, pp. 1436-1448, June 2018. Doi: 10.1109/JIOT.2017.2789217
[18] Y. Sun, F. Tong, Z. Zhang and S. He, “Throughput Modeling and Analysis of Random Access in Narrowband Internet of Things,” in IEEE Internet of Things Journal, vol. 5, no. 3, pp. 1485-1493, June 2018. Doi: 10.1109/JIOT.2017.2782318
[19] Y. Zhao, K. Liu, H. Yan and L. Huang, “A classification back-off method for capacity optimization in NB-IOT random access,” 2017 11th IEEE International Conference on Anti-counterfeiting, Security, and Identification (ASID), Xiamen, 2017, pp. 104-108. Doi: 10.1109/ICASID.2017.8285753
[20] Y. Liu, Y. Deng, M. Elkashlan and A. Nallanathan, Random Access Performance for Three Coverage Enhancement Groups in NB-IoT Networks,” 2019 IEEE Global Communications Conference (GLOBECOM), Waikoloa, HI, USA, 2019, pp. 1-6, doi: 10.1109/GLOBECOM38437.2019.9013330.
[21] F. Wu et al., ”An Enhanced Random Access Algorithm Based on the Clustering-Reuse Preamble Allocation in NB-IoT System,” in IEEE Access, vol. 7, pp. 183847-183859, 2019, doi: 10.1109/ACCESS.2019.2960436.
[22] 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,” in IEEE Communications Surveys and Tutorials, vol. 16, no. 1, pp. 4-16, First Quarter 2014. Doi: 10.1109/SURV.2013.111313.00244
[23] X. Yang, A. Fapojuwo, and E. Egbogah, “Performance Analysis and Parameter Optimization of Random Access Backoff Algorithm in LTE,” in 2012 IEEE Vehicular Technology Conf. (VTC Fall), 2012, pp. 1–5.
[24] G. Bianchi, ”Performance analysis of the IEEE 802.11 distributed coordination function,” in IEEE Journal on Selected Areas in Communications, vol. 18, no. 3, pp. 535-547, March 2000. Doi: 10.1109/49.840210.
[25] J. Seo and V. C. M. Leung, ”Design and Analysis of Backoff Algorithms for Random Access Channels in UMTS-LTE and IEEE 802.16 Systems,” in IEEE Transactions on Vehicular Technology, vol. 60, no. 8, pp. 3975-3989, Oct. 2011, doi: 10.1109/TVT.2011.2166569.
[26] F. Daneshgaran, M. Laddomada, F. Mesiti and M. Mondin, ”Unsaturated Throughput Analysis of IEEE 802.11 in Presence of Non Ideal Transmission Channel and Capture Effects,” in IEEE Transactions on Wireless Communications, vol. 7, no. 4, pp. 1276-1286, April 2008. Doi: 10.1109/TWC.2008.060859
[27] C. Oh, D. Hwang and T. Lee, “Joint Access Control and Resource Allocation for Concurrent and Massive Access of M2M Devices,” in IEEE Transactions on Wireless Communications, vol. 14, no. 8, pp. 4182-4192, Aug. 2015. Doi: 10.1109/TWC.2015.2417873
[28] K. Lee and J. W. Jang, “An Efficient Contention Resolution Scheme for Massive IoT Devices in Random Access to LTE-A Networks,” in IEEE Access, vol. 6, pp. 67118-67130, 2018. Doi: 10.1109/ACCESS.2018.2876438
[29] J. Choi, “NOMA-Based Random AccessWith Multichannel ALOHA,” in IEEE Journal on Selected Areas in Communications, vol. 35, no. 12, pp. 2736-2743, Dec. 2017. Doi: 10.1109/JSAC.2017.2766778
[30] 3GPP TS 36.321, “Medium access control (MAC) protocol specification,” V15.4.0, Dec. 2018.
[31] Third Generation Partnership Project, Technical Specifications 36.211 version 14.13.1 Release 14, Evolved Universal Terrestrial Radio Access (E UTRA); Physical channels and modulation, 2020.
[32] Third Generation Partnership Project, Technical Specifications 36.213 v13.3.0, Evolved Universal Terrestrial Radio Access (E-UTRA) and Evolved Universal Terrestrial Radio Access Network (E-UTRAN); Physical Layer Procedures, 2016. 20577, 2017. Doi: 10.1109/ACCESS.2017.2751586
[36] G. H. Baracat and J. M. C. Brito, ”NB-IoT Random Access Procedure Analysis,” 2018 IEEE 10th Latin-American Conference on Communications (LATINCOM), Guadalajara, 2018, pp. 1-6. Doi: 10.1109/LATINCOM.2018.8613207
[37] N. Jiang, Y. Deng, M. Condoluci, W. Guo, A. Nallanathan and M. Dohler, ”RACH Preamble Repetition in NB-IoT Network,” in IEEE Communications Letters, vol. 22, no. 6, pp. 1244-1247, June 2018, doi: 10.1109/LCOMM.2018.2793274.
[38] A. H. EL Fawal, A. Mansour, M. Najem, F. L. Roy and D. Le Jeune, ”CTMC Modeling for M2M/H2H Coexistence in a NB-IoT Adaptive eNodeB,” 2018 IEEE International Conference on Internet of Things (iThings) and IEEE Green Computing and Communications (GreenCom) and IEEE Cyber, Physical and Social Computing (CPSCom) and IEEE Smart Data (SmartData), Halifax, NS, Canada, 2018, pp. 1-8, doi: 10.1109/Cybermatics.2018.2018.00035.
[39] A. G. Mart´ın, R. P. Leal, A. G. Armada and A. F. Dur´an, “NBIoT Random Access Procedure: System Simulation and Performance,” 2018 Global Information Infrastructure and Networking Symposium (GIIS), Thessaloniki, Greece, 2018, pp. 1-5. Doi: 10.1109/GIIS.2018.8635738
[40] Mahmoud Aldababsa, Mesut Toka, Selahattin G¨okc¸eli, G¨unes¸ Karabulut Kurt, and O˘guz Kucur, “A Tutorial on Nonorthogonal Multiple Access for 5G and Beyond,” Wireless Communications and Mobile Computing, vol. 2018, Article ID 9713450, 24 pages, 2018. https://Doi.org/10.1155/2018/9713450.
[41] R. Ratasuk, N. Mangalvedhe, Y. Zhang, M. Robert, and J.-P. Koskinen, “Overview of narrowband IoT in LTE Rel-13,” in Proc. IEEE Conf. Standard Commun. Netw. (CSCN), Oct./Nov. 2016, pp. 1–7.
[42] 3GPP Release 13, “Study on downlink multiuser superposition transmission (MUST) for LTE,” TR36.859, May 2016.
[43] Sesia, S., Toufik, I., & Baker, M. (2009). LTE—the UMTS long term evolution: From theory to practice. UK: Wiley.
[44] N. Jiang, Y. Deng, A. Nallanathan, X. Kang and T. Q. S. Quek, ”Analyzing Random Access Collisions in Massive IoT Networks,” in IEEE Transactions on Wireless Communications, vol. 17, no. 10, pp. 6853-6870, Oct. 2018. Doi: 10.1109/TWC.2018.2864756
[45] A. Laya, C. Kalalas, F. Vazquez-Gallego, L. Alonso and J. Alonso-Zarate, “Goodbye, ALOHA!,” in IEEE Access, vol. 4, pp. 2029-2044, 2016. Doi: 10.1109/ACCESS.2016.2557758
[46] A. E. Mostafa, Y. Zhou and V.W. S.Wong, “Connectivity maximization for narrowband IoT systems with NOMA,” 2017 IEEE International Conference on Communications (ICC), Paris, 2017, pp. 1-6. Doi: 10.1109/ICC.2017.7996362
[47] A. Shahini and N. Ansari, ”NOMA Aided Narrowband IoT for Machine Type Communications With User Clustering,” in IEEE Internet of Things Journal, vol. 6, no. 4, pp. 7183-7191, Aug. 2019. Doi: 10.1109/JIOT.2019.2914947
[48] M. Moradian and F. Ashtiani, ”On the Tradeoff Between Collision and Cooperation in a Random Access Wireless Network With Energy Harvesting Nodes,” in IEEE Transactions on Vehicular Technology, vol. 67, no. 3, pp. 2501-2513, March 2018. Doi: 10.1109/TVT.2017.2732478.
[49] Y. Saito, Y. Kishiyama, A. Benjebbour, T. Nakamura, A. Li and K. Higuchi, ”Non-Orthogonal Multiple Access (NOMA) for Cellular Future Radio Access,” 2013 IEEE 77th Vehicular Technology Conference (VTC Spring), Dresden, 2013, pp. 1-5, doi: 10.1109/VTCSpring.2013.6692652.
[50] H. Q. Ngo, and E. G. Larssin, “No downlink pilots are needed in TDD massive MIMO,” IEEE Transactions on Wireless Communications, DOI: 10.1109/TWC.2017.2672540, Mar. 2017.
[51] Mahmoud Aldababsa, Mesut Toka, Selahattin G¨okc¸eli, G¨unes¸ Karabulut Kurt, and O˘guz Kucur, “A Tutorial on Nonorthogonal Multiple Access for 5G and Beyond,” Wireless Communications and Mobile Computing, vol. 2018, Article ID 9713450, 24 pages, 2018. https://doi.org/10.1155/2018/9713450.
[52] J. Choi, “Re-Transmission Diversity Multiple Access Based on SIC and HARQ-IR,” in IEEE Transactions on Communications, vol. 64, no. 11, pp. 4695-4705, Nov. 2016. Doi: 10.1109/TCOMM.2016.2607710
[53] Klienrock, L., Queueing Systems, Vol. 1 Theory, JohnWiley & Sons, 1975, New York, NY.
[54] Gross D., Shortie J.F., Thompson J.M. and Harris C.M., “Fundamentals of queueing theory: fourth edition,” John Wiley & Sons, Inc., New York, NY, 2013. Doi: 10.1002/9781118625651
[55] R. Harwahyu, R. Cheng, D. Liu and R. Sari, ”Fair Configuration Scheme for Random Access in NB-IoT with Multiple Coverage Enhancement Levels,” in IEEE Transactions on Mobile Computing, doi: 10.1109/TMC.2019.2962422.
[56] H. Li, G. Chen, Y. Wang, Y. Gao and W. Dong, ”Accurate Performance Modeling of Uplink Transmission in NB-IoT,” 2018 IEEE 24th International Conference on Parallel and Distributed Systems (ICPADS), Singapore, Singapore, 2018, pp. 910-917, doi: 10.1109/PADSW.2018.8644571.
[57] Goldsmith, A. (2005). Wireless Communications. Cambridge: Cambridge University Press. Doi:10.1017/CBO9780511841224
[58] 3GPP R2-161135, “Remaining issues on Random access procedure in NB-IoT,” February 2016.
[59] “Technical Specification Group Radio Access Network; study on RAN Improvements for Machine-type communications; (Release 11),” 3GPP, TR 37.868 V11.0.0, Sep. 2011.
[60] Seokki Kim, Jaesun Cha, Soojung Jung, Chulsik Yoon and Kwangjae Lim, ”Performance evaluation of random access for M2M communication on IEEE 802.16 network,” 2012 14th International Conference on Advanced Communication Technology (ICACT), PyeongChang, 2012, pp. 278-283.
[61] E. Felemban and E. Ekici, ”Single Hop IEEE 802.11 DCF Analysis Revisited: Accurate Modeling of Channel Access Delay and Throughput for Saturated and Unsaturated Traffic Cases,” in IEEE Transactions on Wireless Communications, vol. 10, no. 10, pp. 3256-3266, October 2011, doi: 10.1109/TWC.2011.072511.101227.
[62] N. Zhang, J.Wang, G. Kang and Y. Liu, “Uplink Nonorthogonal Multiple Access in 5G Systems,” in IEEE Communications Letters, vol. 20, no. 3, pp. 458-461, March 2016. Doi: 10.1109/LCOMM.2016.2521374
[63] YaliWu, G. Kang and N. Zhang, ”Random access and resource allocation for the coexistence of NOMA-based and OMA-based M2M communications,” in China Communications, vol. 14, no. 6, pp. 43-53, 2017. Doi: 10.1109/CC.2017.7961362
[64] J. Seo, B. C. Jung and H. Jin, ”Performance Analysis of NOMA Random Access,” in IEEE Communications Letters, vol. 22, no. 11, pp. 2242 2245, Nov. 2018. Doi: 10.1109/LCOMM.2018.2866376
[65] Giovanni Giambene, ”Queuing Theory and Telecommunications: Networks and Applications,” Springer New York Heidelberg Dordrecht London. Doi: 10.1007/978-1-4614-4084-0
[66] Cˇ. Stefanovic´, M. Momoda and P. Popovski, “Exploiting capture effect in frameless ALOHA for massive wireless random access,” 2014 IEEE Wireless Communications and Networking Conference (WCNC), Istanbul, 2014, pp. 17621767. Doi: 10.1109/WCNC.2014.6952516
[67] A. D. Zayas and P. Merino, “The 3GPP NB-IoT system architecture for the Internet of Things,” 2017 IEEE International Conference on Communications Workshops (ICC Workshops), Paris, 2017, pp. 277-282. Doi: 10.1109/ICCW.2017.7962670
[68] J. Hwang, C. Li and C. Ma, “Efficient Detection and Synchronization of Superimposed NB-IoT NPRACH Preambles,” in IEEE Internet of Things Journal, vol. 6, no. 1, pp. 1173-1182, Feb. 2019. Doi: 10.1109/JIOT.2018.2867876
[69] A. Mengali, R. De Gaudenzi and Cˇ. Stefanovic´, ”On the Modeling and Performance Assessment of Random Access With SIC,” in IEEE Journal on Selected Areas in Communications, vol. 36, no. 2, pp. 292-303, Feb. 2018. Doi: 10.1109/JSAC.2018.2804175
[70] Zhifeng Tao and S. Panwar, ”Throughput and delay analysis for the IEEE 802.11e enhanced distributed channel access,” in IEEE Transactions on Communications, vol. 54, no. 4, pp. 596-603, April 2006, doi: 10.1109/TCOMM.2006.873066.