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  1. NTU Theses and Dissertations Repository
  2. 電機資訊學院
  3. 電信工程學研究所
請用此 Handle URI 來引用此文件: http://tdr.lib.ntu.edu.tw/jspui/handle/123456789/53995
完整後設資料紀錄
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dc.contributor.advisor蘇柏青(Borching Su)
dc.contributor.authorTing-Yi Linen
dc.contributor.author林庭毅zh_TW
dc.date.accessioned2021-06-16T02:35:55Z-
dc.date.available2023-08-04
dc.date.copyright2020-08-06
dc.date.issued2020
dc.date.submitted2020-08-05
dc.identifier.citation[1] H. Wouter, M. Gupta, ``5G and the Factories of the Future' 5G-PPP White Paper, 2015.
[2] Z. Ding, Z. Yang, P. Fan, H. V. Poor, ``On the performance of non-orthogonal multiple access in 5G systems with randomly deployed users,'' IEEE signal processing letters, vol. 21, pp. 1501-1505, Dec. 2014.
[3] L. Dai, B. Wang, Y. Yuan, S. Han, C.-L. I, Z. Wang, ``Non-orthogonal multiple access for 5G: solutions, challenges, opportunities, and future research trends,'' IEEE Communications Magazine, vol. 53, pp. 74-81, Sept. 2015.
[4] Y. Wu, C. Wang, Y. Chen, A. Bayesteh, ``Sparse code multiple access for 5g radio transmission,'' IEEE 86th Vehicular Technology Conference (VTC-Fall), Sept. 2017.
[5] K. Xiao, B. Xia, Z. Chen, B. Xiao, D. Chen, S. Ma, ``On capacity-based codebook design and advanced decoding for sparse code multiple access systems,'' IEEE Transactions on Wireless Communications, vol. 17, pp. 3834-3849, June 2018.
[6] S. Moon, H. S. Lee, J. W. Lee, ``SARA: Sparse code multiple access-applied random access for IoT devices,'' IEEE Internet of Things Journal, vol. 5, pp. 3160-3174, Aug. 2018.
[7] N. Hosein, H. Baligh, ``Sparse code multiple access,'' IEEE 24th Annual International Symposium on Personal, Indoor, and Mobile Radio Communications (PIMRC), Sept. 2013.
[8] Q. Wang, R. Zhang, L.-L. Yang, and L. Hanzo, ``Non-orthogonal multiple access: A unified perspective,'' IEEE Wireless Communications, vol. 25, pp. 10-16, April 2018.
[9] M. Taherzadeh, H. Nikopour, A. Bayesteh, H. Baligh, ``SCMA Codebook Design,'' IEEE 80th Vehicular Technology Conference (VTC), 2014.
[10] L. Yu, X. Lei, P. Fan, D. Chen, ``An optimized design of SCMA codebook based on star-QAM signaling constellations,'' IEEE International Conference on Wireless Communications and Signal Processing (WCSP), Oct. 2015.
[11] H. Yan, H. Zhao, Z. Lv, H. Yang, ``A top-down SCMA codebook design scheme based on lattice theory,'' IEEE 27th Annual International Symposium on Personal, Indoor, and Mobile Radio Communications (PIMRC), Sept. 2016.
[12] S. Sharma, K. Deka, V. Bhatia, A. Gupta, ``SCMA codebook based on optimization of mutual information and shaping gain,'' IEEE Globecom Workshops, Dec. 2018.
[13] J. Peng, W. Chen, B. Bai, X. Guo, and C. Sun, ``Joint Optimization of Constellation With Mapping Matrix for SCMA Codebook Design,'' IEEE Signal Processing Letters, vol. 24, no. 3, pp. 264-268, Mar. 2017.
[14] Y. Huang, R. Yang, B. Su, ``Integrating Sparse Code Multiple Access With Circularly Pulse-Shaped OFDM Waveform for 5G and the Factories of the Future,'' European Conference on Networks and Communications (EuCNC), June. 2019.
[15] Y. Lin, Y. Liu, Y. Siu, ``Low complexity message passing algorithm for SCMA system,'' IEEE Communications Letters, vol. 20, issue: 12 ,pp. 2466-2469 Dec. 2016.
[16] R. Hoshyar, F. P. Wathan, R. Tafazolli, ``Novel low-density signature for synchronous CDMA systems over AWGN channel,'' IEEE Transactions on Signal Processing, vol. 56, pp.1616-1626, April 2008.
[17] Y. Wu, S. Zhang, Y, Chen, ``Iterative multiuser receiver in sparse code multiple access systems,'' IEEE International Conference on Communications (ICC), June 2015.
[18] S. Lou, C. Gong, Q. Gao, Z. Xu, ``SCMA with low complexity symmetric codebook design for visible light communication,'' IEEE International Conference on Communications (ICC), May 2018.
[19] D. Cai, P. Fan, X. Lei, Y. Liu, D. Chen, ``Multi-Dimensional SCMA Codebook Design Based on Constellation Rotation and Interleaving,'' IEEE 83rd Vehicular Technology Conference (VTC Spring), May. 2016.
[20] S. Boyd, S. P. Boyd, L. Vandenberghe, ``Convex optimization,'' Cambridge university press, 2004.
[21] J. Dattorro, ``Convex optimization and Euclidean distance geometry,'' Meboo Publishing, 2016.
[22] P. C. Chen, B. Su, ``Filter optimization of out-of-band radiation with performance constraints for GFDM systems,'' IEEE 18th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC), July 2017.
[23] Y. Huang and B. Su, ``Circularly pulse-shaped precoding for OFDM: a new waveform and its optimization design for 5G New Radio,' IEEE Access, vol. 6, pp. 44129-44146, Aug. 2018.
[24] Z. Q. Luo, W. K. Ma, A. M. C. So, Y. Ye, S. Zhang, ``Semidefinite Relaxation of Quadratic Optimization Problems.'' IEEE Signal Processing Magazine vol. 27, May 2010.
[25] M. Grant, S. Boyd, ``CVX: Matlab software for disciplined convex programming, version 2.1,'' 2014.
[26] K. C. Toh, M. J. Todd, R. H. Tütüncü, ``SDPT3—a MATLAB software package for semidefinite programming, version 1.3,'' Optimization methods and software, pp. 545-581, 1999.
dc.identifier.urihttp://tdr.lib.ntu.edu.tw/jspui/handle/123456789/53995-
dc.description.abstract稀疏碼多重接取是一種基於碼書架構下的非正交多重接取技術,近年來受到了研究的關注。因為碼書的選擇高度影響著系統的性能,有關於稀疏碼多重接取碼書設計的問題也已經得到了一定程度上研究。儘管能預期隨著具有更大的最小歐幾里德距離,稀疏碼多重接取碼書可以獲得更好的位元錯誤率性能表現,但根據作者所知的稀疏碼多重接取文獻中,至今仍然沒有針對最小歐幾里德距離最大化來設計的最佳化稀疏碼多重接取碼書。
在這篇論文當中,為了解決這個問題,我們首先推導出來最小歐幾里德距離最大化問題的拉格朗日偶題,藉此來得到原始問題的最佳值之上限。其次,我們提出了一種基於凸迭代的演算法,該演算法至少在某些特殊情況下證明了,所設計出來的最佳化碼書與其拉格朗日偶題,兩者的最佳值是匹配的。
在模擬結果中更加確認了本論文所提出的碼書,其最小歐幾里德距離確實達到了最佳值,並且在現有存在的碼書中,有著最佳的位元錯誤率性能表現。
然而,在一般情況下,尋找最佳密碼本仍然是一個懸而未決的問題,需要進一步的研究。
zh_TW
dc.description.abstractSparse code multiple access (SCMA), as a codebook-based non-orthogonal multiple access (NOMA) technique, has received research attention in recent years. The codebook design problem for SCMA has also been studied to some extent since codebook choices are highly related to system performance. While an SCMA codebook with a larger minimum Euclidean distance (MED) is expected to obtain a better BER performance, no optimal SCMA codebook in terms of MED maximization, to the authors' best knowledge, has been reported in the SCMA literature yet.
In this thesis, we approach this problem by first deriving the Lagrange dual of the MED maximization problem to get the upper bound of the optimal value for the primal problem. Secondly, we proposed a convex iteration-based algorithm that proves, at least in some special cases, to obtain an optimal codebook design whose optimal value matches that of the dual problem.
Simulation results confirm that the proposed codebook indeed reaches the optimal value and has the best BER performance among all existing codebook designs.
The search for optimal codebook in the general case, however, is still an open question that requires future investigations.
en
dc.description.provenanceMade available in DSpace on 2021-06-16T02:35:55Z (GMT). No. of bitstreams: 1
U0001-0408202011440600.pdf: 1441149 bytes, checksum: 43118409d5a4eca3069b50fb4a15e45e (MD5)
Previous issue date: 2020
en
dc.description.tableofcontents摘要 ... ii
Abstract ... iii
1 Introduction ... 1
2 System Model ... 4
2.1 SCMA System ... 4
2.2 SCMA Encoder ... 6
2.3 SCMA Decoder ... 7
2.3.1 MAP Detection ... 7
2.3.2 Message Passing Algorithm ... 8
3 Proposed Codebook Design ... 10
3.1 Formulation of the Main Problem ... 10
3.1.1 Minimum Euclidean distance ... 10
3.1.2 Mapping Matrix ... 11
3.1.3 Problem Formulation of Constellation Design ... 12
3.1.4 Dual problem ... 14
3.2 Proposed Method ... 15
3.2.1 For the case of J= 3 ... 15
3.2.2 For the case of more users ... 17
4 Simulation Results ... 19
4.1 Simulation Parameters ... 19
4.2 Simulation Results ... 21
4.2.1 The case of J= 3 ... 21
4.2.2 The case of J= 4 ... 23
4.2.3 The case of J= 6 ... 25
5 Conclusions and Future Work ... 27
A Power Constraint and Distance Constraint Matrix ... 28
A.1 Power Constraint Matrix ... 28
A.2 Distance Constraint Matrix ... 29
Bibliography ... 30
dc.language.isoen
dc.subject凸迭代zh_TW
dc.subject第五代行動通訊系統zh_TW
dc.subject大規模機器型通訊zh_TW
dc.subject非正交多重接取zh_TW
dc.subject稀疏碼多重接取zh_TW
dc.subject凸最佳化zh_TW
dc.subject拉格朗日偶題zh_TW
dc.subject半定放寬zh_TW
dc.subject隨機分派zh_TW
dc.subjectsparse code multiple access (SCMA)en
dc.subjectsemidefinite relaxation (SDR)en
dc.subjectLagrange dual problemen
dc.subjectconvex optimizationen
dc.subject5Gen
dc.subjectmMTCen
dc.subjectnon-orthogonal multiple access (NOMA)en
dc.subjectconvex iterationen
dc.subjectrandomizatiomen
dc.title最大化稀疏碼多重接取星座點之最小歐幾里得距離之碼書設計zh_TW
dc.titleMaximization of Minimum Euclidean Distance for SCMA Codebook Constellation Designen
dc.typeThesis
dc.date.schoolyear108-2
dc.description.degree碩士
dc.contributor.oralexamcommittee馮世邁(See-May Phoong),劉俊麟(Chun-Lin Liu)
dc.contributor.oralexamcommittee-orcid,劉俊麟(0000-0003-3135-9684)
dc.subject.keyword第五代行動通訊系統,大規模機器型通訊,非正交多重接取,稀疏碼多重接取,凸最佳化,拉格朗日偶題,半定放寬,隨機分派,凸迭代,zh_TW
dc.subject.keyword5G,mMTC,non-orthogonal multiple access (NOMA),sparse code multiple access (SCMA),convex optimization,Lagrange dual problem,semidefinite relaxation (SDR),randomizatiom,convex iteration,en
dc.relation.page33
dc.identifier.doi10.6342/NTU202002355
dc.rights.note有償授權
dc.date.accepted2020-08-05
dc.contributor.author-college電機資訊學院zh_TW
dc.contributor.author-dept電信工程學研究所zh_TW
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