Boos$ng’the’Spectral’Efficiency’’ of’Wireless’Networks...

37
Boos$ng the Spectral Efficiency of Wireless Networks via Spa$al Mul$plexing with pCell Technology BWRC, University of California, Berkeley April 1 st , 2016 Patents, Patents Pending April 1, 2016 Page 1 Antonio Forenza, PhD Cofounder & CTO, Artemis Networks

Transcript of Boos$ng’the’Spectral’Efficiency’’ of’Wireless’Networks...

Page 1: Boos$ng’the’Spectral’Efficiency’’ of’Wireless’Networks ...Forecastof’Mobile’DataTraffic’ April’1,2016 Patents,’Patents’Pending’ Page’3’ Global’Mobile’DataTraffic’(

Boos$ng  the  Spectral  Efficiency    of  Wireless  Networks  via  Spa$al  Mul$plexing    

with  pCell  Technology    

BWRC,  University  of  California,  Berkeley    April  1st,  2016    

Patents,  Patents  Pending  April  1,  2016   Page  1  

 Antonio  Forenza,  PhD  Co-­‐founder  &  CTO,  Artemis  Networks  

 

Page 2: Boos$ng’the’Spectral’Efficiency’’ of’Wireless’Networks ...Forecastof’Mobile’DataTraffic’ April’1,2016 Patents,’Patents’Pending’ Page’3’ Global’Mobile’DataTraffic’(

Outline  

•  Background  •  SINR  analysis  of  volumes  of  coherent  signal  •  Descrip$on  of  pCell  SDR  wireless  plaRorm    •  Experimental  results  •  Conclusions  

April  1,  2016   Patents,  Patents  Pending   Page  2  

Page 3: Boos$ng’the’Spectral’Efficiency’’ of’Wireless’Networks ...Forecastof’Mobile’DataTraffic’ April’1,2016 Patents,’Patents’Pending’ Page’3’ Global’Mobile’DataTraffic’(

Forecast  of  Mobile  Data  Traffic  

April  1,  2016   Patents,  Patents  Pending   Page  3  

Global  Mobile  Data  Traffic  (Actual/Projected)  

ExaB

ytes/m

onth  

[Cisco’16]  “Cisco  visual  network  index:  global  mobile  data  traffic  forecast  update  2015-­‐2020”  February  2016  

CAGR  =  40-­‐70%  

Page 4: Boos$ng’the’Spectral’Efficiency’’ of’Wireless’Networks ...Forecastof’Mobile’DataTraffic’ April’1,2016 Patents,’Patents’Pending’ Page’3’ Global’Mobile’DataTraffic’(

Solu$ons  to  Spectrum  Crunch  

April  1,  2016   Patents,  Patents  Pending   Page  4  

•  3  solu$ons  [Qualcomm,  SKT,  Nokia]  •  More  cell  density  •  More  spectrum  •  More  spectral  efficiency  

“New   forecasts   show   much  more  spectrum  is  needed.”    “Operators  will  con$nue  to  deploy  new   cells,   including   small   cells,  and   will   con$nue   to   upgrade  networks   to   state-­‐of-­‐the-­‐art   4G  LTE   technology   to   take  advantage  of   improved   spectral   efficiency,  but  that  is  not  enough.”    [CTIA’15]  CTIA  report  to  FCC,  June  22,  2015    

Spectrum  

Cell  density  

Spectral  efficiency  

Current  performance  

Future  performance  

[3GPP]  K.  Mallinson,  “2020  vision  for  LTE”,  June  2012  

Page 5: Boos$ng’the’Spectral’Efficiency’’ of’Wireless’Networks ...Forecastof’Mobile’DataTraffic’ April’1,2016 Patents,’Patents’Pending’ Page’3’ Global’Mobile’DataTraffic’(

More  Cell  Density  

•  Small  cells  perform  poorly  •  Intercell  interference  [Andrews’15]  •  Handoff  overhead  [3GPP-­‐TR36.839]  

•  Solu$ons  •  SON  and  ICIC  [AT&T’12][Mao’08]  •  CoMP  [3GPP-­‐TR36.819][ChinaMob’11]  

•  High  cost,  difficult  deployment  •  Zoning  permits  •  Backhaul    

Patents,  Patents  Pending  April  1,  2016   Page  5  

“AT&T has dropped plans to deploy 40,000 small cells on its network by the end of 2015” Fierce  Wireless,  March  2015  

[Andrews’15]  

[BS/Km3]

[bps/H

z/m

2 ]

0

BS-­‐to-­‐BS  distance  of  50m  

Page 6: Boos$ng’the’Spectral’Efficiency’’ of’Wireless’Networks ...Forecastof’Mobile’DataTraffic’ April’1,2016 Patents,’Patents’Pending’ Page’3’ Global’Mobile’DataTraffic’(

More  Spectrum  

Patents,  Patents  Pending  April  1,  2016   Page  6  [Rappaport’14]  

•  Na$onal  Broadband  Plan  [FCC’10]    •  547  MHz  available  in  2010  for  mobile  broadband  •  Allocate  500  MHz  by  2020  

•  LTE-­‐U  [Forum’15][Qualcomm’15]  •  Operate  LTE  in  ISM  unlicensed  5GHz  band    •  Use  200  MHz  of  spectrum  (+300  MHz  for  future  use)  

•  Millimeter-­‐wave  [Heath’16]  •  Pros:  large  bandwidth  

•  BW=4GHz  @  28  and  38  GHz  •  BW=7GHz  @  60  GHz  

•  Cons:  pathloss,  body  absorp$on  (blocking)  •  Short-­‐range  links  up  to  200m  

[Qualcomm’15]  

Page 7: Boos$ng’the’Spectral’Efficiency’’ of’Wireless’Networks ...Forecastof’Mobile’DataTraffic’ April’1,2016 Patents,’Patents’Pending’ Page’3’ Global’Mobile’DataTraffic’(

More  Spectral  Efficiency  

•  Massive-­‐MIMO  •  Theory:  asympto$cally  noise/interference-­‐free  links  [Marzeqa’10][Larsson’14]    •  Requires  upgrade  to  4G  LTE  standard,  proposed  for  Pre-­‐5G  [3GPP-­‐Rel.13]    •  Prac$cal  only  at  mmWave,  complex  RF  design  •  Centralized  cellular  architecture    

•  Pilot  contamina$on  •  Coordina$on  between  cells  

•  4-­‐8x  mux  gain  with  64-­‐128  antennas              [ZTE’16][Intel’16]  

•  pCell  •  Theory:  dirty  paper  coding  [Caire’03][Viswanath’03][Yu’04]    •  Compliant  with  standard  LTE  Rel.8  devices,  readily  deployable  •  Works  at  any  frequency  band,  simple  frequency-­‐agile  RRHs  (pWaves)  •  Distributed  architecture,  no  cells  •  16x  mux  gain  with  24  antennas,  can  scale  to  higher  orders  

Patents,  Patents  Pending  April  1,  2016   Page  7  

4  users,  SNR=10dB  

pCell  C-­‐RAN  

[Samsung’12]   [Larsson’14]  

Page 8: Boos$ng’the’Spectral’Efficiency’’ of’Wireless’Networks ...Forecastof’Mobile’DataTraffic’ April’1,2016 Patents,’Patents’Pending’ Page’3’ Global’Mobile’DataTraffic’(

Downlink  Spectral  Efficiency  5  MHz,  2-­‐antenna  LTE  devices  

pCell  Performance  Today  

April  1,  2016   Patents,  Patents  Pending   Page  8  

5  10  15  20  25  30  35  40  45  50  55  60  

Spectral  Efficien

cy  (b

ps/H

z)  

pCell  LTE  HSPA+  

[Rysavy’14] Rysavy Research/4G Americas, August 2014

1.2  bps/Hz  per  sector  

59.3  bps/Hz  per  area  ≥1  m2  

1.7  bps/Hz  per  sector  

Presented  results  

Page 9: Boos$ng’the’Spectral’Efficiency’’ of’Wireless’Networks ...Forecastof’Mobile’DataTraffic’ April’1,2016 Patents,’Patents’Pending’ Page’3’ Global’Mobile’DataTraffic’(

Cellular  vs.  pCell  Coverage  

Patents,  Patents  Pending  April  1,  2016   Page  9  

Base  Sta$on  User  Equipment   Power  distribu$on  

Cellular  Coverage  

pCell  Coverage  

Page 10: Boos$ng’the’Spectral’Efficiency’’ of’Wireless’Networks ...Forecastof’Mobile’DataTraffic’ April’1,2016 Patents,’Patents’Pending’ Page’3’ Global’Mobile’DataTraffic’(

Cellular  vs.  pCell  SINR  

Patents,  Patents  Pending  April  1,  2016   Page  10  

Base  Sta$on  User  Equipment   SINR  (darker  is  higher)  

   

   

   

   

                   

   

           

       

                   

           

       

   

           

       

       

       

pCells  

Real-­‐world  Cellular  SINR  

Real-­‐world  pCell  SINR  

Page 11: Boos$ng’the’Spectral’Efficiency’’ of’Wireless’Networks ...Forecastof’Mobile’DataTraffic’ April’1,2016 Patents,’Patents’Pending’ Page’3’ Global’Mobile’DataTraffic’(

Cellular  Layout,  Sparse  Users  

April  1,  2016   Patents,  Patents  Pending   Page  11  

Page 12: Boos$ng’the’Spectral’Efficiency’’ of’Wireless’Networks ...Forecastof’Mobile’DataTraffic’ April’1,2016 Patents,’Patents’Pending’ Page’3’ Global’Mobile’DataTraffic’(

Cellular  Layout,  Clustered  Users  

April  1,  2016   Patents,  Patents  Pending   Page  12  

Page 13: Boos$ng’the’Spectral’Efficiency’’ of’Wireless’Networks ...Forecastof’Mobile’DataTraffic’ April’1,2016 Patents,’Patents’Pending’ Page’3’ Global’Mobile’DataTraffic’(

Serendipitous  Layout,  Sparse  Users  

April  1,  2016   Patents,  Patents  Pending   Page  13  

Page 14: Boos$ng’the’Spectral’Efficiency’’ of’Wireless’Networks ...Forecastof’Mobile’DataTraffic’ April’1,2016 Patents,’Patents’Pending’ Page’3’ Global’Mobile’DataTraffic’(

Data  Rate  Performance  

April  1,  2016   Page  14  

200mW  Max  64-­‐QAM  

500mW  Max  256-­‐QAM  

Page 15: Boos$ng’the’Spectral’Efficiency’’ of’Wireless’Networks ...Forecastof’Mobile’DataTraffic’ April’1,2016 Patents,’Patents’Pending’ Page’3’ Global’Mobile’DataTraffic’(

Outline  

•  Background  •  SINR  analysis  of  volumes  of  coherent  signal  •  Descrip$on  of  pCell  SDR  wireless  plaRorm    •  Experimental  results  •  Conclusions  

April  1,  2016   Patents,  Patents  Pending   Page  15  

Page 16: Boos$ng’the’Spectral’Efficiency’’ of’Wireless’Networks ...Forecastof’Mobile’DataTraffic’ April’1,2016 Patents,’Patents’Pending’ Page’3’ Global’Mobile’DataTraffic’(

System  and  Channel  Models  

•  System  model:  N  transmiqers,  U  users      •  Channel  model  [Svantesson’00]  

 •  Volume  of  coherent  signal  

Patents,  Patents  Pending  April  1,  2016   Page  16  

Page 17: Boos$ng’the’Spectral’Efficiency’’ of’Wireless’Networks ...Forecastof’Mobile’DataTraffic’ April’1,2016 Patents,’Patents’Pending’ Page’3’ Global’Mobile’DataTraffic’(

SINR  at  Displaced  Loca$on  

Patents,  Patents  Pending  April  1,  2016   Page  17  

ZF  precoding  

Spherical  Bessel  func$on  of  the  first  kind  and  order    Legendre  polynomial  of  degree  

•  With  linear  precoder      •  Mul$pole  expansion  [Poon’05]  

 •  Exact  expression  

Page 18: Boos$ng’the’Spectral’Efficiency’’ of’Wireless’Networks ...Forecastof’Mobile’DataTraffic’ April’1,2016 Patents,’Patents’Pending’ Page’3’ Global’Mobile’DataTraffic’(

Dimension  of  Volume  of  Coherent  Signal  

Patents,  Patents  Pending  April  1,  2016   Page  18  

•  Approxima$on  for        •  LOS  components  only  and  

 •  Radius  of  volume  of  coherent  signal  

kr <<1

N =U

Page 19: Boos$ng’the’Spectral’Efficiency’’ of’Wireless’Networks ...Forecastof’Mobile’DataTraffic’ April’1,2016 Patents,’Patents’Pending’ Page’3’ Global’Mobile’DataTraffic’(

Envelope  SINR  

April  1,  2016   Page  19  

Centralized  transmiqers    (ULA  with  λ/2  spacing)  

Distributed  transmiqers  N  =  10,    U  =  8  

Patents,  Patents  Pending  

Page 20: Boos$ng’the’Spectral’Efficiency’’ of’Wireless’Networks ...Forecastof’Mobile’DataTraffic’ April’1,2016 Patents,’Patents’Pending’ Page’3’ Global’Mobile’DataTraffic’(

Volumes  of  Coherent  Signal  

Patents,  Patents  Pending  April  1,  2016   Page  20  

N  =  16,    U  =  10,    SINRo  =  5dB  

Page 21: Boos$ng’the’Spectral’Efficiency’’ of’Wireless’Networks ...Forecastof’Mobile’DataTraffic’ April’1,2016 Patents,’Patents’Pending’ Page’3’ Global’Mobile’DataTraffic’(

Outline  

•  Background  •  SINR  analysis  of  volumes  of  coherent  signal  •  Descrip$on  of  pCell  SDR  wireless  plaRorm    •  Experimental  results  •  Conclusions  

April  1,  2016   Patents,  Patents  Pending   Page  21  

Page 22: Boos$ng’the’Spectral’Efficiency’’ of’Wireless’Networks ...Forecastof’Mobile’DataTraffic’ April’1,2016 Patents,’Patents’Pending’ Page’3’ Global’Mobile’DataTraffic’(

Hardware  Architecture  

Patents,  Patents  Pending  April  1,  2016   Page  22  

LTE  UEs  

Internet

pCell Data Center

Page 23: Boos$ng’the’Spectral’Efficiency’’ of’Wireless’Networks ...Forecastof’Mobile’DataTraffic’ April’1,2016 Patents,’Patents’Pending’ Page’3’ Global’Mobile’DataTraffic’(

Sowware  Architecture  

Patents,  Patents  Pending  April  1,  2016   Page  23  

Internet

pCell Processing

IP Routing

0 1

2

3

4

5

6

7

A

E F

B C

D

H

G

pCell Data Center

Fronthaul

pCell antenna

LTE UE

pCell

eNB  

VRI  0  

eNB  

VRI  1  

eNB  

VRI  2  

eNB  

VRI  3  

eNB  

VRI  4  

eNB  

VRI  5  

eNB  

VRI  6  

eNB  

VRI  7  

Page 24: Boos$ng’the’Spectral’Efficiency’’ of’Wireless’Networks ...Forecastof’Mobile’DataTraffic’ April’1,2016 Patents,’Patents’Pending’ Page’3’ Global’Mobile’DataTraffic’(

TDD  LTE  Frame  

Patents,  Patents  Pending  April  1,  2016   Page  24  

SF #0 SF #1 SF #2 SF #3 SF #4 SF #5 SF #6 SF #7 SF #8 SF #9 SRS 1 SRS 2 SRS 1 SRS 2

1 msec

Page 25: Boos$ng’the’Spectral’Efficiency’’ of’Wireless’Networks ...Forecastof’Mobile’DataTraffic’ April’1,2016 Patents,’Patents’Pending’ Page’3’ Global’Mobile’DataTraffic’(

Outline  

•  Background  •  SINR  analysis  of  volumes  of  coherent  signal  •  Descrip$on  of  pCell  SDR  wireless  plaRorm    •  Experimental  results  •  Conclusions  

April  1,  2016   Patents,  Patents  Pending   Page  25  

Page 26: Boos$ng’the’Spectral’Efficiency’’ of’Wireless’Networks ...Forecastof’Mobile’DataTraffic’ April’1,2016 Patents,’Patents’Pending’ Page’3’ Global’Mobile’DataTraffic’(

Indoor  Trials  

April  1,  2016   Patents,  Patents  Pending   Page  26  

Page 27: Boos$ng’the’Spectral’Efficiency’’ of’Wireless’Networks ...Forecastof’Mobile’DataTraffic’ April’1,2016 Patents,’Patents’Pending’ Page’3’ Global’Mobile’DataTraffic’(

16    iPhone  6  Pluses  in  1  Square  Meter  

April  1,  2016   Patents,  Patents  Pending   Page  27  

1m  x  1m  Plexiglass  table  

Page 28: Boos$ng’the’Spectral’Efficiency’’ of’Wireless’Networks ...Forecastof’Mobile’DataTraffic’ April’1,2016 Patents,’Patents’Pending’ Page’3’ Global’Mobile’DataTraffic’(

Measured  LTE  MAC-­‐level  SE  

April  1,  2016   Patents,  Patents  Pending   Page  28  

Uplink  (Uniform  Peak:  27.5  bps/Hz)  

18  meters  

Downlink  (Avg.  59.3,  Peak  59.8  bps/Hz)  

14  m

eters  

Page 29: Boos$ng’the’Spectral’Efficiency’’ of’Wireless’Networks ...Forecastof’Mobile’DataTraffic’ April’1,2016 Patents,’Patents’Pending’ Page’3’ Global’Mobile’DataTraffic’(

Outdoor  Trials  

Patents,  Patents  Pending  April  1,  2016   Page  29  

0.5  to  5W  PA  

Power  (if  Fiber)  

•  Roowops  in  downtown  SF  •  600  roowops  available  •  58  roowops  for  first  trial  •  About  500  pWaves  for  beta-­‐tes$ng    

Page 30: Boos$ng’the’Spectral’Efficiency’’ of’Wireless’Networks ...Forecastof’Mobile’DataTraffic’ April’1,2016 Patents,’Patents’Pending’ Page’3’ Global’Mobile’DataTraffic’(

pWave  1.0:  600-­‐6000  MHz  

Patents,  Patents  Pending   Page  30  

•  0.5  to  5W  PA  •  GPS  or  Ethernet  sync  •  PoE  or  Fiber  

April  1,  2016  

Page 31: Boos$ng’the’Spectral’Efficiency’’ of’Wireless’Networks ...Forecastof’Mobile’DataTraffic’ April’1,2016 Patents,’Patents’Pending’ Page’3’ Global’Mobile’DataTraffic’(

pWave  Installa$ons  

Patents,  Patents  Pending  April  1,  2016   Page  31  

Power  (if  Fiber)  

LTE  Antennas  

Fiber,  power  

pWaves  

Frequency-­‐agile  RRH  

Page 32: Boos$ng’the’Spectral’Efficiency’’ of’Wireless’Networks ...Forecastof’Mobile’DataTraffic’ April’1,2016 Patents,’Patents’Pending’ Page’3’ Global’Mobile’DataTraffic’(

Outline  

•  Background  •  SINR  analysis  of  volumes  of  coherent  signal  •  Descrip$on  of  pCell  SDR  wireless  plaRorm    •  Experimental  results  •  Conclusions  

April  1,  2016   Patents,  Patents  Pending   Page  32  

Page 33: Boos$ng’the’Spectral’Efficiency’’ of’Wireless’Networks ...Forecastof’Mobile’DataTraffic’ April’1,2016 Patents,’Patents’Pending’ Page’3’ Global’Mobile’DataTraffic’(

Conclusions  

•  Higher  SE  is  the  prac$cal  solu$on  to  “spectrum  crunch”  

•  Distributed  antennas  enable  confined  volumes  with  peak  SINR  

•  Volumes  for  mul$ple  users  yield  large  spa$al  mul$plexing  gain  

•  Large  mul$plexing  gain  with  a  deployable  SDR  wireless  plaRorm  

April  1,  2016   Patents,  Patents  Pending   Page  33  

Page 34: Boos$ng’the’Spectral’Efficiency’’ of’Wireless’Networks ...Forecastof’Mobile’DataTraffic’ April’1,2016 Patents,’Patents’Pending’ Page’3’ Global’Mobile’DataTraffic’(

References  

Patents,  Patents  Pending  April  1,  2016   Page  34  

•  [Artemis’15]  S.G.  Perlman  and  A.  Forenza,  “An  introduc$on  to  pCell”,  Feb.  2015.  hqp://www.rearden.com/artemis/An-­‐Introduc$on-­‐to-­‐pCell-­‐White-­‐Paper-­‐150224.pdf  •  [Cisco’16]  Cisco,  “Cisco  visual  network  index:  global  mobile  data  traffic  forecast  update,  2015-­‐2020”,  White  paper,  Feb.  3,  2016

hqp://www.cisco.com/c/en/us/solu$ons/collateral/service-­‐provider/visual-­‐networking-­‐index-­‐vni/mobile-­‐white-­‐paper-­‐c11-­‐520862.html    •  [Qualcomm]  “The  1000x  mobile  data  challenge”,  Nov.  2013  hqps://www.qualcomm.com/inven$on/1000x  •  [SKT]  H.  Park,  “Efficient  spectrum  resource  usage  for  next-­‐genera$on  N/W”,  SK  Telecom,  3GPP  workshop  on  Rel.12  and  onwards,  Jun.  2012  

hqp://www.3gpp.org/wp/workshop/2012-­‐06-­‐11_12_RAN_REL12/Docs/RWS-­‐120020.zip  •  [Nokia]  “Support  up  to  1000  $mes  more  capacity”,  hqp://networks.nokia.com/innova$on/technology-­‐vision/1000x-­‐capacity  •  [3GPP]  K.  Mallinson,  “2020  vision  for  LTE”,  3GPP,  June  2012  hqp://www.3gpp.org/news-­‐events/press-­‐clippings/1261-­‐2020-­‐vision-­‐for-­‐lte  •  [CTIA’15]  Sawanobori,  T.,  Roche,  R.,  “Mobile  Data  Demand:  Growth  Forecasts  Met”,  June  22,  2015.  CTIA.  

hqp://www.c$a.org/docs/default-­‐source/default-­‐document-­‐library/062115mobile-­‐data-­‐demands-­‐white-­‐paper.pdf  •  [Andrews’15]  A.K.  Gupta,  X.  Zhang,  J.G.  Andrews,  “Poten$al  throughput  in  3D  ultradense  cellular  networks,”  IEEE  Asilomar  Conf.  on  Sign.  Syst.  and  Comp.,  Nov.  2015  

[3GPP-­‐TR36.839]  3GPP,  “Mobility  Enhancements  in  Heterogeneous  Networks  (Release  11),”  TR  36.839,  v11.0.0,  Sep.  2012  hqp://www.3gpp.org/dynareport/36839.htm  •  [AT&T’12]  “AT&T  deploying  SON  technology  as  part  of  latest  network  upgrades”,  Feb.  2012  hqp://www.cellular-­‐news.com/story/Operators/53297.php      •  [Mao’08]  X.  Mao,  A.  Maaref,  K.  H.  Teo  “Adap$ve  Sow  Frequency  Reuse  for  Inter-­‐Cell  Interference  Coordina$on  in  SC-­‐FDMA  Based  3GPP  LTE  Uplinks,”  Globecom,  2008  •  [3GPP-­‐TR36.819]  3GPP  TR  36.819,  “Coordinated  mul$-­‐point  opera$on  for  LTE  physical  layer  aspects  (Rel.  11)”,  Dec.  2011,  hqp://www.qtc.jp/3GPP/Specs/36819-­‐b10.pdf  •  [ChinaMob’11]  “C-­‐RAN,  the  road  towards  green  RAN”,  Oct.  2011  hqp://labs.chinamobile.com/cran/wp-­‐content/uploads/CRAN_white_paper_v2_5_EN.pdf,  p,  22    •  [AT&T’15]  Fierce  Wireless,  “AT&T  drops  goal  of  deploying  40,000  small  cells  on  its  network  by  end  of  2015,”  Mar.  2015

hqp://www.fiercewireless.com/story/aq-­‐drops-­‐goal-­‐deploying-­‐40000-­‐small-­‐cells-­‐end-­‐2015-­‐ci$ng-­‐benefits-­‐leap-­‐de/2015-­‐03-­‐05  •  [FCC’10]  FCC,  “Connec$ng  America:  the  na$onal  broadband  plan”,  p.84  hqp://download.broadband.gov/plan/na$onal-­‐broadband-­‐plan.pdf    •  [Forum’15]  LTE-­‐U  Forum,  “Coexistence  study  for  LTE-­‐U  SDL,”  LTE-­‐U  technical  report,  Feb.  2015  

hqp://www.lteuforum.org/uploads/3/5/6/8/3568127/lte-­‐u_forum_lte-­‐u_technical_report_v1.0.pdf  •  [Qualcomm’15]  “LTE-­‐U/LAA,  MuLTEfire  and  Wi-­‐Fi,  making  best  use  of  unlicensed  spectrum,”  Sep.  2015  

hqps://www.qualcomm.com/media/documents/files/making-­‐the-­‐best-­‐use-­‐of-­‐unlicensed-­‐spectrum-­‐presenta$on.pdf  

 

Page 35: Boos$ng’the’Spectral’Efficiency’’ of’Wireless’Networks ...Forecastof’Mobile’DataTraffic’ April’1,2016 Patents,’Patents’Pending’ Page’3’ Global’Mobile’DataTraffic’(

References  

Patents,  Patents  Pending  April  1,  2016   Page  35  

•  [Heath’16]  R.W.  Heath,  “Millimeter  wave  for  5G  finding  a  new  spectrum  mother  load,”  Invited  talk,  Jan.  2016  hqp://www.ece.utexas.edu/~rheath/presenta$ons/2016/MillimeterWave5GFindingNewSpectrumMotherLoad.pdf  

•  [Rappaport’14]  T.  Rappaport,  “Millimeter  wave  cellular  communica$ons,”  IEEE  Comm.  Theory  Workshop,  May  2014  hqp://www.ieee-­‐ctw.org/2014/slides/session1/Ted_Rappaport_CTW2014.pdf  

•  [Marzeqa’10]  T.  L.  Marzeqa,  “Noncoopera$ve  cellular  wireless  with  unlimited  numbers  of  base  sta$on  antennas,”  IEEE  Trans.  on  Wireless  Commun.,  vol.  9,  no.  11,  pp.  3590–3600,  Nov.  2010.  

•  [Larsson’14]  E.  Larsson,  O.  Edfors,  and  T.L.  Marzeqa,  “Massive  MIMO  for  next  genera$on  wireless  systems”,  IEEE  Comm.  Magazine,  pp.186-­‐195,  Feb.  2014.    •  [3GPP-­‐Rel.13]  D.  Flore,  “Ini$al  priori$es  for  the  evolu$on  of  the  evolu$on  of  LTE  in  Release-­‐13”,  3GPP  RAN,  Sep.  20,  2014.  

hqp://www.3gpp.org/news-­‐events/3gpp-­‐news/1628-­‐rel13    •  [ZTE’16]  “ZTE  wins  two  awards  at  MWC”,  Feb.  2016  hqps://www.youtube.com/watch?v=tO1a6ESsO5w  •  [Intel’16]  Intel  “How  will  Massive  MIMO  Improve  5G  Data  Transfers?  Intel  Explains”,  Feb.  2016  hqps://www.youtube.com/watch?v=k3ZqaxikXdk  •  [Samsung’12]  Y.  Kim,  “Full  dimension  MIMO  and  beamforming  technologies  for  B4G,”  Samsung,  Oct.  2012  •  [Caire’03]  G.  Caire  and  S.  Shamai  (Shitz),  “On  the  achievable  throughput  of  a  mul$antenna  Gaussian  broadcast  channel,”  IEEE  Trans.  on  Inform.  Theory,  vol.  49,  pp.  1691–

1706,  July  2003.  •  [Viswanath’03]  S.  Vishwanath,  N.  Jindal,  and  A.  Goldsmith,  “Duality,  achievable  rates,  and  sum-­‐rate  capacity  of  Gaussian  MIMO  broadcast  channels,”  IEEE  Trans.  on  Inform.  

Theory,  vol.  49,  pp.  2658–2668,  Oct.  2003.  •  [Yu’04]  W.  Yu  and  J.M.  Cioffi,  “Sum  capacity  of  Gaussian  vector  broadcast  channels,”  IEEE  Trans.  on  Inform.  Theory,  vol.  50,  pp.  1875–1892,  Sept.  2004.  •  [Svantesson’00]  T.  Svantesson,  “A  study  of  polariza$on  diversity  using  an  electromagne$c  spa$o-­‐temporal  channel  model,”  Proc.  IEEE  Veh.  Tech.  Conf.,  vol.  1,  Sep.  2000.  •  [Poon’05]  A.S.Y.  Poon,  R.W.  Brodersen,  and  D.N.C.  Tse,  “Degrees  of  freedom  in  mul$ple-­‐antenna  channels:  A  signal  space  approach,”  IEEE  Trans.  Info.  Th.,  Feb.  2005.  

 

 

Page 36: Boos$ng’the’Spectral’Efficiency’’ of’Wireless’Networks ...Forecastof’Mobile’DataTraffic’ April’1,2016 Patents,’Patents’Pending’ Page’3’ Global’Mobile’DataTraffic’(

Thank  you  

Patents,  Patents  Pending  April  1,  2016   Page  36  

Page 37: Boos$ng’the’Spectral’Efficiency’’ of’Wireless’Networks ...Forecastof’Mobile’DataTraffic’ April’1,2016 Patents,’Patents’Pending’ Page’3’ Global’Mobile’DataTraffic’(

pCell  Videos  at  www.artemis.com  

Patents,  Patents  Pending  April  1,  2016   Page  37