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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/123456789/81185
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dc.contributor.advisor蘇柏青(Borching Su)
dc.contributor.authorWun-Jyun Liaoen
dc.contributor.author廖文鈞zh_TW
dc.date.accessioned2022-11-24T03:34:58Z-
dc.date.available2021-08-10
dc.date.available2022-11-24T03:34:58Z-
dc.date.copyright2021-08-10
dc.date.issued2021
dc.date.submitted2021-08-03
dc.identifier.citation[1]P. Raviteja, Y. Hong, E. Viterbo and E. Biglieri, “Practical Pulse­Shaping Wave­forms for Reduced­Cyclic­Prefix OTFS,” inIEEE Transactions on Vehicular Tech­nology, vol. 68, no. 1, pp. 957­961, Jan. 2019. [2]R. Hadani et al., “Orthogonal Time Frequency Space Modulation,”2017 IEEEWireless Communications and Networking Conference (WCNC), San Francisco,CA, 2017, pp. 1­6. [3]P. Raviteja, K. T. Phan and Y. Hong, “Embedded Pilot­Aided Channel Estimationfor OTFS in Delay–Doppler Channels,” inIEEE Transactions on Vehicular Tech­nology, vol. 68, no. 5, pp. 4906­4917, May 2019. [4]P. Raviteja, K. T. Phan, Y. Hong and E. Viterbo, “Embedded Delay­Doppler Chan­nel Estimation for Orthogonal Time Frequency Space Modulation,”2018 IEEE88th Vehicular Technology Conference (VTC­Fall), 2018, pp. 1­5. [5]W. Shen, L. Dai, J. An, P. Fan and R. W. Heath, “Channel Estimation for OrthogonalTime Frequency Space (OTFS) Massive MIMO,” inIEEE Transactions on SignalProcessing, vol. 67, no. 16, pp. 4204­4217, Aug. 2019. [6]L. Zhao, W. ­J. Gao and W. Guo, “Sparse Bayesian Learning of Delay­DopplerChannel for OTFS System,” inIEEE Communications Letters, vol. 24, no. 12, pp.2766­2769, Dec. 2020. [7]K. R. Murali and A. Chockalingam, “On OTFS Modulation for High­Doppler Fad­ing Channels”2018 Information Theory and Applications Workshop (ITA), SanDiego, CA, 2018. [8]P. Raviteja, K. T. Phan, Y. Hong and E. Viterbo, “Interference Cancellation andIterative Detection for Orthogonal Time Frequency Space Modulation,” inIEEETransactions on Wireless Communications, vol. 17, no. 10, pp. 6501­6515, Oct.2018. [9]P. Raviteja, K. T. Phan, Q. Jin, Y. Hong and E. Viterbo, “Low­complexity iterativedetection for orthogonal time frequency space modulation,”2018 IEEE WirelessCommunications and Networking Conference (WCNC), Barcelona, Spain, 2018,pp. 1­6. [10]S. Tiwari, S. S. Das and V. Rangamgari, ”Low complexity LMMSE Receiver forOTFS,” in IEEE Communications Letters, vol. 23, no. 12, pp. 2205­2209, Dec.2019. [11]G. D. Surabhi and A. Chockalingam, ”Low­Complexity Linear Equalization forOTFS Modulation,” in IEEE Communications Letters, vol. 24, no. 2, pp. 330­334,Feb. 2020. [12]R. Hadani et al., “Orthogonal Time Frequency Space (OTFS) modulation formillimeter­wave communications systems,”2017 IEEE MTT­S International Mi­crowave Symposium (IMS), 2017, pp. 681­683. [13]Xiaodong Xu, Ya Jing and Xiaohu Yu, “Subspace­based noise variance and SNRestimation for OFDM systems [mobile radio applications],”IEEE Wireless Com­munications and Networking Conference, 2005, New Orleans, LA, USA, 2005, pp.23­26 Vol. 1. [14]A. Klinger, “The Vandermonde matrix” in American Mathematical Monthly,Abingdon, U.K.:Taylor Francis, 1967.
dc.identifier.urihttp://tdr.lib.ntu.edu.tw/jspui/handle/123456789/81185-
dc.description.abstract正交分頻多工(OFDM)在時域—頻域(time-frquency domain)之中傳輸訊號,因此對於高都普勒頻率偏移十分敏感。而正交時頻空間調變(OTFS)則是在延遲域—都普勒域(delay-Doppler domain)之中傳輸訊號,可以把原本的衰減時變通道轉變為不受時間影響、且有固定複數通道增益的通道。因此正交時頻空間調變對於高都普勒頻率偏移的相容性更高,更適用於高速通訊的情境。Raviteja等人針對OTFS提出了以保護領航訊號(guard pilot)為基礎的通道估測方法,他們將雜訊變異量視為已知,並且以此來計算閾值。但事實上接收端並不會知道雜訊變異量,而是需要另行估計。因此,我們使用了最小描述長度(minimum description length)來估計雜訊變異量,以便通道估測的進行。模擬結果顯示透過此種方法,即使在不知道任何通道狀態資訊的情況下,我們也能夠準確地進行雜訊變異量的估計。zh_TW
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U0001-0308202112525100.pdf: 1032609 bytes, checksum: 2f7f84eea1f09f50528f70a9ffd10a39 (MD5)
Previous issue date: 2021
en
dc.description.tableofcontents誌謝 ii 摘要 iii Abstract iv 1 Introduction 1 2 System Model 3 2.1 Transmitter . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 4 2.2 Linear Time-­Varying Channel . . . . . . . . . . . . . . . . . . . . . . . . . 4 2.3 Receiver . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 5 2.4 Input-­Output Relation . . . . . . . . . . . . . . . . . . . . . . . . . . . . 6 2.5 Equalizer . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 8 3 Proposed Method 10 3.1 Guard Pilot-­Based Channel Estimation . . . . . . . . . . . . . . . . . . . . 11 3.2 Problem Formulation . . . . . . . . . . . . . . . . . . . . . . . . . . . . 14 3.3 Minimum Description Length . . . . . . . . . . . . . . . . . . . . . . . . . 17 3.3.1 Proof of Full Column Rank . . . . . . . . . . . . . . . . . . . . . . . . 18 3.3.2 Algorithm . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 21 4 Simulation Results 23 4.1 Noise Variance Estimation . . . . . . . . . . . . . . . . . . . . . . . . . 23 4.1.1 Simulation Parameters . . . . . . . . . . . . . . . . . . . . . . . . . . 23 4.1.2 Simulation Results . . . . . . . . . . . . . . . . . . . . . . . . . . . . 25 4.2 Effective Channel Matrix Estimation . . . . . . . . . . . . . . . . . . . . 35 4.2.1 Simulation Parameters . . . . . . . . . . . . . . . . . . . . . . . . . . 35 4.2.2 Simulation Results . . . . . . . . . . . . . . . . . . . . . . . . . . . . 36 5 Conclusions and Future Work 44 A Derivation of the Input-­Output Relation 45 Bibliography 50
dc.language.isoen
dc.subject都普勒頻率偏移zh_TW
dc.subject正交時頻空間調變zh_TW
dc.subject估計雜訊變異量zh_TW
dc.subject通道估測zh_TW
dc.subject最小描述長度zh_TW
dc.subject高速情境zh_TW
dc.subjectOrthogonal Time Frequency Space modulation (OTFS)en
dc.subjectchannel estimationen
dc.subjectnoise variance estimationen
dc.subjectDoppler shiften
dc.subjecthigh-speed communication scenariosen
dc.subjectminimum description length (MDL)en
dc.title基於最小描述長度估計正交時頻空間調變系統的雜訊變異量zh_TW
dc.titleNoise Variance Estimation for Orthogonal Time Frequency Space Modulation Using Minimum Description Lengthen
dc.date.schoolyear109-2
dc.description.degree碩士
dc.contributor.oralexamcommittee劉俊麟(Hsin-Tsai Liu),馮世邁 (Chih-Yang Tseng)
dc.subject.keyword正交時頻空間調變,估計雜訊變異量,通道估測,最小描述長度,高速情境,都普勒頻率偏移,zh_TW
dc.subject.keywordOrthogonal Time Frequency Space modulation (OTFS),noise variance estimation,channel estimation,minimum description length (MDL),high-speed communication scenarios,Doppler shift,en
dc.relation.page51
dc.identifier.doi10.6342/NTU202102035
dc.rights.note同意授權(限校園內公開)
dc.date.accepted2021-08-04
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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