Per-user unitary rate control: Difference between revisions

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'''Per-User Unitary Rate Control''' (PU²RC) is a multi-user MIMO scheme. PU2RC utilizes both transmission pre-coding and multi-user scheduling. By doing that, the network capacity is further enhanced than the capacity of the single-user MIMO scheme.

{{citation style|date=July 2019}}}}

{{Use dmy dates|date=October 2017}}

'''Per-user unitary rate control''' ('''PU²RC''') is a multi-user [[MIMO]] (multiple-input and multiple-output) scheme. PU²RC uses both transmission pre-coding and multi-user scheduling. By doing that, the network capacity is further enhanced than the capacity of the single-user MIMO scheme.

* Background technologies: A single-user MIMO was initially developed to improve the spectral efficiency of point-to-point wireless transmission link. A multi-user MIMO was developed for cellular systems where the base station simultaneously communicates with multiple users.

* Principle: The concept of Per-User Unitary Rate Control (PU²RC) was proposed in [http://www.google.com/patents/about?id=lpWnAAAAEBAJ&dq=7,324,480 US Patent No. 7,324,480, ''Mobile communication apparatus and method including base station and mobile station having multi-antenna''] by James S. Kim, Kwang Bok Lee, Kiho Kim and Changsoon Park.

Recently, PU²RC has been adopted in the IEEE 802.16m system description documentation (SDD) and the concept of this scheme was included in 3GPP [[3GPP Long Term Evolution|LTE]] standard.

==Technology==

Per-Useruser Unitaryunitary Raterate Controlcontrol (PU²RC) is a practical multi-user [[MIMO]] solution. PU²RC allows a base station to transmit different data streams to multiple users simultaneously. The base station selects target users from candidate users based on the information fed by users. Transmission data are multiplied by a pre-coding matrix selected from the set of predefined matrices before transmission. The selection of a pre-coding matrix is determined based on the information provided by users. The selection of both target users and a pre-coding matrix according to the information provided by mobiles enables the utilization of multi-user diversity and data multiplexing at the same time. Moreover., Usingusing predefined precoding matrices reduces feedback overhead from users to the base station. Pre-coding matrices used in this scheme is unitary. The use of unitary pre-coding matrices facilitates the estimation of interference from other users’users' data to the unintended user.

==Mathematical description==

The operation of PU²RC is mathematically described for the transmitter and receiver sides, respectively.

===Base Stationstation===

It is assumed that the base station employs <math>N_t</math> transmission antennas. The <math>N_t \times 1</math> transmission signal vector is given by

:<math>\mathbf{x} = \sum_{i=1}^K \mathbf{w}_i P_i s_i</math>

where <math>\mathbf{w}_i</math> is the <math>N_t \times 1</math> linear precoding vector. PU²RC generates <math>\mathbf{w}_i</math> based on the received finite channel status information, which is delivered to the base station from the user equipment (UE) through uplink feedback signaling. The feedback signal consists of index in a look-up table of a precoding codebook.

===Receiver Sideside===

Every receiver has a receive antenna array with <math>N_r</math> elements. The receive signal vector at user <math>k (=1,2,\ldots,K)</math> is modeled as follows:

:<math>\mathbf{y}_k = \mathbf{H}_k\mathbf{x}+\mathbf{n}_k</math>

Line 28 ⟶ 31:

The figure illustrates the throughput advantage of PU²RC over the conventional single-user and no scheduling scheme, assuming that the codebook size is one, i.e., <math>(G=1)</math>. For larger codebook sizes the performance can be better than the performance of the unit-size codebook. Because of codebook-based multi-user scheduling, PU²RC outperforms the conventional single-user and no scheduling scheme when the number of users is larger than one. Note that the performance plotted in the figure for the two systems were obtained assuming linear receiver.

==See also==

==PU²RC Source and Background Materials==

* [[Multiple-input multiple-output communications]]

* [[Multi-user MIMO]] as the advanced MIMO communication technology

* [[Precoding]]

* [[Spatial multiplexing]]

==References==

=== Source Materials ===

* James S. Kim, K. B. Lee, et al., Mobile communication apparatus and method including base station and mobile station having multi-antenna, US PTO 7,324,480

* [http://mobile.snu.ac.kr/mcl_list/papers/journal/IEICEtcomm_200608_sjkim_hjkim_cspark_kblee.pdf S. J. Kim, H. J. Kim, C. S. Park, and K. B. Lee, "On the Performance of Multiuser MIMO Systems in WCDMA/HSDPA: Beamforming, Feedback and User Diversity," IEICE Transactions on Communications, vol. E98-B, no. 8, pp. 2161–2169, Aug. 2006.]

* 3GPP TSG RAN WG1#31 R1-030354, [http://www.3gpp.org/ftp/tsg_ran/WG1_RL1/TSGR1_31/docs/Zips/R1-030354.zip Per unitary basis stream user and rate Control (PU2RC)], 3GPP TSG-R1-030354, Tokyo, Fed 18-2118–21, 2003. (See also R1-030130)

* Samsung, SNU, [http://www.3gpp.org/ftp/tsg_ran/WG1_RL1/TSGR1_44/Docs/R1-060335.zip "Downlink MIMO for EUTRA," in 3GPP TSG RAN WG1 # 44/R1-060335]

=== Enhanced Methods ===

* [http://mobile.snu.ac.kr/mcl_list/papers/conference/ew200504_sjkim_hjkim_kblee.pdf Multiuser MIMO Scheme for Enhanced 3GPP HSDPA]

* Kim, J.S., Hojin Kim, Yongxing Zhou, Jianjun Li, `'`Multi-Mode Multi-User MIMO System with Finite Rate Feedback'', IEEE Wireless Communication Systems, 2006. ISWCS '06. 3rd International Symposium on, 6-86–8 Sept.Sep 2006''

* R. W. Heath, Jr., M. Airy, and A. J. Paulraj, "Multiuser Diversity for MIMO Wireless Systems with Linear Receivers," Proc. of the IEEE Asilomar Conf. on Signals, Systems, and Computers, pp.&nbsp;1194 –1199, vol.2, Pacific Grove, California, 4–7 Nov 2001.

* A. Kogiantis and L. Ozarow, "Downlink best-effort packet data with multiple antennas," ICC'03, Volume 1, 11–15 May 2003 Page(s):715 – 719.

===Background References===

* R. W. Heath, Jr., M. Airy, and A. J. Paulraj, "Multiuser Diversity for MIMO Wireless Systems with Linear Receivers," Proc. of the IEEE Asilomar Conf. on Signals, Systems, and Computers, pp.&nbsp;1194 –1199, vol.2, Pacific Grove, California, Nov. 4 - 7, 2001.

* A. Kogiantis and L. Ozarow, "Downlink best-effort packet data with multiple antennas," ICC’03, Volume 1, 11–15 May 2003 Page(s):715 - 719.

* K.K. Wong, R.D. Murch and K.B. Letaief, "Performance Enhancement of Multiuser MIMO Wireless Communication Systems," IEEE Transactions on Communications, Vol 50 No 12, Dec. 2002, pp 1960 –1970

* Further benefits of the revised definition of CQI for TxAA, 3GPP TSG-R1-030130, San Diego, 7–10 Jan. 7-10, 2003.

==Further reading==

==PU²RC Citations==

=== Books ===

[1] [http://books.google.com/books?id=eUISAI5F7z4C&lpg=PA170&dq=pu2rc&hl=ko&pg=PA168#v=onepage&q=pu2rc&f=false Borko Furht, Syed A. Ahson, Long Term Evolution: 3GPP LTE Radio and Cellular Technology]

:* Page 169: In 3GPP LTE MU-MIMO is still a topic in discussion. Per-user unitary and rate control (PU²RC) is a typical proposed MU-MIMO scheme.

:* Page 170: In fact, because a single user's multiple code words can also be scheduled even in the same time-frequency resource, PU²RC realizes SDM

[2] [http://books.google.com/books?id=bcXOlU77ijAC&lpg=PA234&vq=pu2rc&hl=ko&pg=PA237#v=onepage&q=pu2rc&f=false George V. Tsoulos, MIMO system technology for wireless communications]

:* Page 237, Per-User Unitary Rate Control (PU²RC). This algorithm is based on the singular value decomposition of the MIMO channels.

[3] [http://www.amazon.com/dp/0470015756 Radio Network Planning and Optimisation for UMTS by Jaana Laiho, Achim Wacker, and Tomá Novosad (Hardcover - Feb 10, 2006)]

:* Page 366: "... backward incompatibility with previous standard releases. Per-User Unitary Rate Control (PU²RC) is based on the singular value decomposition of MIMO .

[4] [http://www.amazon.com/dp/0849341906 MIMO System Technology for Wireless Communications (Electrical Engineering and Applied Signal Processing) by George Tsoulos (Hardcover - Mar 28, 2006)]

:* Page 237: "... I due to additional transmit antennas. Per-User Unitary Rate Control (PU²RC). This algorithm is based on the singular value decomposition of ..."

[5] [http://books.google.com/books?id=tGodyAUz5XwC&pg=PR33&dq=pu2rc&ei=9HrsSt2qGJiSlQTq_I2ODA&hl=ko#v=onepage&q=pu2rc&f=false Marcos Katz,Frank H. P. Fitzek, WiMAX Evolution: Emerging Technologies and Applications]

:* Page 327, A similar design has also been developed in the industry and is called Per-User Unitary and Rate Control (PU²RC)

[6] [http://books.google.com/books?id=Zo5R1MBp1P4C&pg=PA304&lpg=PA304&dq=User+Grouping+Method+for+PU2RC+Downlink&source=bl&ots=-tHdXU46FX&sig=TWPdoN0RqCR-xCsCiBBIgo5bd-g&hl=ko&ei=G0i8TPDTFZCisAP90NiTDw&sa=X&oi=book_result&ct=result&resnum=4&ved=0CCQQ6AEwAw#v=onepage&q&f=false Broadband wireless access and local networks: mobile WiMax and WiFi (공)저: Byeong Gi Lee,Sunghyun Choi]

===Journal and Conference Papers===

[1] Jianhong Zheng, Zongzhi Huang, Jianrong Wei, ""A Novel Multi-User MIMO Scheme in OFDM Systems," Circuits, Communications and Systems, Pacific-Asia Conference on, pp.&nbsp;43–46, 2009 Pacific-Asia Conference on Circuits, Communications and Systems, 2009.

:* Page 4, [6] Samsung, SNU, "Downlink MIMO for EUTRA," in 3GPP TSG-RAN WG1, 44 R1-060335, February 2006.

[2] [http://cobweb.ecn.purdue.edu/~djlove/papers/papers/j32p.pdf D. J. Love, R. W. Heath, Jr., V. K. N. Lau, D. Gesbert, B. D. Rao, and M. Andrews, "An overview of limited feedback in wireless communication systems ," IEEE J. Select. Areas Commun., vol. 26, no. 8, pp. 1341–1365, Oct. 2008]

:* Page 21: [148] J. S. Kim, H. Kim, and K. B. Lee, "Limited feedback signaling for MIMO broadcast channels," in Proc. IEEE Int. Workshop on Signal Proc. Adv. Wireless Commun., June 2005, pp. 855–859.

:* Page 21: [149] J. S. Kim, H. Kim, C. S. Park, and K. B. Lee, "Adaptive precoding for wireless MIMO broadcast channels with limited feedback," IEICE Transactions, vol. 88-B, no. 11, pp. 4237–4245, Nov. 2005.

[3] [http://www.dbpia.co.kr/view/ar_view.asp?pid=243&isid=35948&arid=747821&topMenu=&topMenu1= M. Cho, Y. Kim, D. Hong, ''Feedback Reduction of Channel Quality Information for Multiuser MIMO Systems'', pp. 798~803 (6 pages), UCI : G300-j12264717.v31n8Ap798]

[4] Tae Hyun Kim, Robert W. Heath Jr., Sunghyun Choi, [http://www-vs.informatik.uni-ulm.de/de/intra/bib/2008/ICC/DATA/S08S07P02.PDF "Multiuser MIMO Downlink with Limited Feedback using Transmit-Beam Matching,"], IEEE ICC2008

:* Page 5, [10] Samsung, SNU, Downlink MIMO for EUTRA, 3GPP TSG RAN WG1 44/R1-060335.

[5] M. Trivellato, F. Boccardi, and H. Huang, [http://www.dei.unipd.it/~trivella/papers/TBH_PIMRC08.pdf "Zero-Forcing vs Unitary Beamforming in Multiuser MIMO Systems with Limited Feedback,"] in Proc. PIMRC 2008, Cannes, France, Sept. 2008.

:* Page 6: [9] Samsung, SNU, "Downlink MIMO for EUTRA," 3GPP TGS RAN WG1,R1-060335, Feb. 2006.

[6] K. Huang, J. G. Andrews, and Jr R. W. Heath, "Performance of Orthogonal Beamforming for SDMA with Limited Feedabck," accepted for publication in IEEE Trans. Vehic. Tech., May 2008.

:* Page 22, [5] Samsung, SNU, "Downlink MIMO for EUTRA," in 3GPP TSG RAN WG1#44/R1-060335.

[7] N. Ravindran, N. Jindal, and H. Huang, [http://www.ece.umn.edu/~nihar/papers/mimo_bc_los.pdf Beamforming with Finite Rate Feedback for LOS MIMO Downlink Channels], IEEE Globecom, Nov. 2007.

:* Page 5, [5] Samsung, SNU, "Downlink MIMO for EUTRA," 3GPP TSG RAN WG1 #44, no. R1-060335, Feb. 2006.

[8] [http://repositories.lib.utexas.edu/bitstream/handle/2152/4007/huangd43238.pdf;jsessionid=833A1B4DC55EF8559ADEAB83165DEE86?sequence=2 Kaibin Huang, MIMO Networking with Imperfect Channel State Information, Ph.D. Thesis, UTexas, Supervisor: Jafferey G. Andrews, May 2008]

:* Page 224, [16] Samsung, SNU, "Downlink MIMO for EUTRA," in 3GPP TSG RAN WG1 #44/R1-060335, Feb. 2006.

[9] [http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=4641946, Love, D.J., Heath, R.W.' Lau, V.K.N. Gesbert, D., Rao, B.D., Andrews, M., An overview of limited feedback in wireless communication systems, JSAC 2008]

[10] W Choi, A Forenza, JG Andrews, RW Heath Jr, [http://users.ece.utexas.edu/~rheath/papers/2006/tc_OSDMA/paper.pdf "Opportunistic space-division multiple access with beam selection"], IEEE Transactions on Communications, 2007

:* Page 16, [25] S. J. Kim, H. Kim, C. S. Park, and K. B. Lee, "Space-time technique for wireless multiuser MIMO systems with SIC receivers," Proc. IEEE Int. Symp. on Pers., Indoor and Mobile Radio Comm., vol. 3, pp. 2013–2017, Sep. 2004.

:* Page 16, [26] S. J. Kim, H. Kim, M. Kountouris, A. Forenza, C. S. Park, and K. B. Lee, "Efficient feedback signaling using multi-channel selection diversity for multi-user MIMO systems," Proc. of Wireless World Research Forum, Mar. 2005.

:* Page 16, [27] S. J. Kim, A. Forenza, M. Kountouris, H. Kim, C. S. Park, A. Pandharipande, and K. B. Lee, "On the performance of multiuser MIMO systems in beyond 3G: beamforming, feedback and scheduling," Proc. of Wireless World Research Forum, Mar. 2005.

[11] Seong-Bo Shim, Sung Kyo Kang, and Yun Hee Kim°, [http://mnet.skku.ac.kr/data/2007data/JCCI2007/papers/pdf/III-A-6.pdf Capacity Comparison of Multiuser MIMO-OFDM Transmission with Limited Feedback]

[12] N. Ravindran, and N. Jindal, [http://www.ece.umn.edu/~nihar/papers/mud_vs_quant_journal.pdf Multi-User Diversity vs. Accurate Channel State Information in MIMO Downlink Channels], Submitted to IEEE Trans. Communications, July 2009.], [http://www.ece.umn.edu/~nihar/mud_csi_code.html (Matlab Code)]

:* Page 20, [15] J. Kim, H. Kim, C. Park, and K. Lee, "On the performance of multiuser MIMO systems in WCDMA/HSDPA: Beamforming, feedback and user diversity," IEICE Trans. on Commun., vol. 89, no. 8, pp. 2161–2169, 2006.

[13] Bartosz Mielczarek and Witold A. Krzymien, [http://www.lcs.poli.usp.br/isssta2006/isssta_cd/M4.pdf "Vector Quantization of Channel Information in Linear Multi-User MIMO Systems"], 2006 IEEE 9th International Symposium on Spread Spectrum Techniques and Applications

[14] Mohammad Ali Khojastepour, Xiaodong Wang, and Mohammad Madihian, [http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&isnumber=&arnumber=4558660 "Quantized Linear MIMO Precoding for Multiuser Downlink Systems"], CISS 2008

:* Page 306, J.S. Kim, H. Kim, and K.B. Lee, "Limited feedback signaling for MIMO broadcast channels," in 2005 IEEE 6th Workshop on Signal Processing Advances in Wireless Communications, New York,USA, June 2005.

[15] Peilu Ding, Member, IEEE, David J. Love, Member, IEEE, and Michael D. Zoltowski, Fellow, IEEE, [http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.85.3380&rep=rep1&type=pdf "Multiple Antenna Broadcast Channels With Shape Feedback and Limited Feedback"], IEEE Transactions on Signal Processing, 2007, http://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=04244670

:* Page 3427, [36] J. S. Kim, H. Kim, and K. B. Lee, "Limited feedback precoding for wireless MIMO broadcast channels," in Proc. IST Mobile Wireless Commun. Summit, Jun. 2005.

[16] Peilu Ding, Love, D.J., Zoltowski, M.D.,[http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=4151394 WLC26-2: Limited Feedback in Multiple Antenna Broadcast Channels], Global Telecommunications Conference, 2006. GLOBECOM '06. IEEE

:* Page 5, [14] J. S. Kim, H. Kim, and K. B. Lee, "Limited feedback precoding for wireless MIMO broadcast channels," in Proc. IST: Mobile and Wireless Commun. Summit, June 2005.

[17] [http://mnet.skku.ac.kr/data/2008data/VTC2008/DATA/03-13-01.PDF H Chae, Y Kim, JH Yang, BC Ihm, DK Kim, "Multimode Random Beamforming for Multiuser Downlink MIMO System with Limited Feedback", Proc. IEEE Veh. Technol. Conf, 2008 - mnet.skku.ac.kr]

:* Page 5, [5] J. Kim, H. Kim, C. S. Park, and K. B. Lee, "On the Performance of Multiuser MIMO Systems in WCDMA/HSDPA: Beamforming, Feedback and User Diversity", IEICE Trans. Comm. Vol. E89-B, pp.2161 - 2169, Aug. 2006

[18] [http://portal.acm.org/citation.cfm?id=1803141 Caihua Zhang, Wei Xu, Ming Chen, Multi-mode transmission for MIMO broadcast channels with PU2RC, Proceedings of the 15th Asia-Pacific conference on Communications, 277-280, 2009]

===Slide and Documentations===

# [http://userver.ftw.at/~cfm/389039/lecture13/HSDPA_Lecture_2004-01-15.pdf Forschungszentrum Telekommunikation, Wien LVA 389.089, Lecture January 15, 2004., High Speed Downlink Packet Access (HSDPA)]

# http://ettrends.etri.re.kr/PDFData/21-3_048_058.pdf

# http://onyx.yonsei.ac.kr/~tta2007/files/5_WiBro.pdf

# 802.11vht (Motorola), July 2007, [https://mentor.ieee.org/802.11/public/07/11-07-2187-01-0vht-another-resource-to-exploit-multi-user-diversity.ppt Another resource to exploit: multi-user diversity]

# [http://www.ist-mascot.org/deliverables/deliverable-4-4-first-industry-course-on-mu-mimo/mumimo_industry_course_mecklenbraeuker_part2.pdf/download Christoph Mecklenbräuker, MU-MIMO schemes in current standards for 3GPP Long Term Evolution, Wireless LAN, and WiMax, November 16, 2007.]

# [http://www.douglaschan.com/pubs/DSChan_VHT_SG_CSMA-MPR_Whitepaper.pdf Douglas S. Chan, Technologies Delivering Multiuser Transmission for Next-Generation IEEE 802.11 Wireless Networks, November 5, 2007]

# [http://ftp.3gpp.org/tsg_ran/WG1_RL1/TSGR1_46bis/Docs/R1-062925.zip Lucent Technologies, "Link-level results for nonunitary precoding using zero-forcing in LOS channels," 3GPP TSG-RAN WG1#46-bis, no. R1-062925, Oct. 2006.]

# [http://wg4.ww-rf.org/WWRF_WG4_Smart_antennas_WP.pdf, Smart Antennas, MIMO systems and Related Technologies, WWRF]

# [http://www.eurecom.fr/~gesbert/presentations/federico.ppt F. Boccardi (joint work with H. Huang) MIMO MULTIUSER schemes for downlink transmissions: theoretic bounds and practical techniques]

# "Link-level results for nonunitary precoding using zero-forcing in LOS channels," 3GPP TSG-RAN WG1#46-bis, no. R1-062925, Oct. 2006.

# [http://www.freshpatents.com/Structured-codebook-and-successive-beamforming-for-multiple-antenna-systems-dt20070816ptan20070191066.php M. Khojastepour, X. Wang, M. Madihian, Structured codebook and successive beamforming for multiple-antenna systems]

# [http://ieee802.org/16////tgm/contrib/C80216m-08_406.doc MU-MIMO Comparison(C80216m-08_406.doc), May 3, 2008,Intel]

== MU-MIMO Standard Contributions ==

The following documents are standard contributions about both PU2RC related and general MU-MIMO issues.

=== General MU-MIMO issues ===

# [http://www.3gpp.org/ftp/tsg_ran/WG1_RL1/TSGR1_49/Docs/R1-072464.zip 3GPP, R1-072464, MU-MIMO for E-UTRA DL, Ericsson]

# [http://www.3gpp.org/ftp/tsg_ran/WG1_RL1/TSGR1_49/Docs/R1-072513.zip 3GPP, R1-072513, Details on MU-MIMO, Freescale Semiconductor]

# [http://www.3gpp.org/ftp/tsg_ran/WG1_RL1/TSGR1_49/Docs/R1-072514.zip 3GPP, R1-072514, Codebook design for MU-MIMO, Freescale Semiconductor]

# [http://www.3gpp.org/ftp/tsg_ran/WG1_RL1/TSGR1_49/Docs/R1-072515.zip 3GPP, R1-072515, Reference Signalling for MU-MIMO, Freescale Semiconductor]

=== PU2RC related issues ===

# [http://www.3gpp.org/ftp/tsg_ran/WG1_RL1/TSGR1_31/docs/Zips/R1-030354.zip 3GPP TSG RAN WG1#31, R1-030354, Per unitary basis stream user and rate Control (PU2RC), 3GPP TSG-R1-030354, Tokyo, Fed 18-21, 2003. (See also R1-030130)]

# [http://www.3gpp.org/ftp/tsg_ran/WG1_RL1/TSGR1_44/Docs/R1-060335.zip 3GPP, TSG RAN WG1#44/R1-060335 "Downlink MIMO for EUTRA," Samsung and SNU]

# [http://www.3gpp.org/ftp/tsg_ran/WG1_RL1/TSGR1_49/Docs/R1-072401.zip 3GPP, R1-072401, User Grouping Method for PU2RC Downlink MU-MIMO, Alcatel-Lucent]

==See also==

===Codebook and Signal Processing===

* Quantized Principal Component Selection Precoding for Limited Feedback Spatial Multiplexing, 2006 ICC

* System level performance evaluation of spatial multiplexing with per common basis rate control, 2005-fall VTC

* Multimode basis selection for spatial multiplexing with limited feedback, 2005 Electronics Letters

=== Wikipedia Articles ===

* [[Multiple-input multiple-output communications]]

* [[Multi-user MIMO]] as the advanced MIMO communication technology

* [[Precoding]]

* [[Spatial multiplexing]]

===MU-MIMO papers===

* [http://www.eurecom.fr/~gesbert/papers/TutorialMUMIMOv3.pdf D. Gesbert, M. Kountouris, R W. Heath Jr., C. B. Chae, T. Sälzer, From Single User to Multiuser Communications: Shifting the MIMO Paradigm]

* [http://www.ll.mit.edu/asap/asap_04/DAY1/14_PR_POOR.PDF V. Poor, Multiuser MIMO Systems]

*[https://web.archive.org/web/20110722145413/http://www.ieee.li/pdf/viewgraphs/wireless_mimo.pdf Dr. Jacob Sharony, "Introduction to Wireless MIMO – Theory and Applications", IEEE LI, 15 November 2006]

*[http://www.ll.mit.edu/publications/journal/pdf/vol15_no1/15_1mimo.pdf Daniel W. Bliss, Keith W. Forsythe, and Amanda M. Chan, MIMO Wireless Communication, VOLUME 15, NUMBER 1, 2005 LINCOLN LABORATORY JOURNAL]

==MIMO Literature==

#[http://www.ieee.li/pdf/viewgraphs/wireless_mimo.pdf Dr. Jacob Sharony, "Introduction to Wireless MIMO – Theory and Applications", IEEE LI, November 15, 2006]

#[http://www.ll.mit.edu/publications/journal/pdf/vol15_no1/15_1mimo.pdf Daniel W. Bliss, Keith W. Forsythe, and Amanda M. Chan, MIMO Wireless Communication, VOLUME 15, NUMBER 1, 2005 LINCOLN LABORATORY JOURNAL]

[[Category:Wireless communciations]]

[[Category:MIMO]]

[[Category:MU-MIMO]]

[[Category:3GPP]]

[[Category:IEEE 802]]

[[Category:Information theory]]