boos$ng’the’spectral’efficiency’’ of’wireless’networks...

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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  

 

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  

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%  

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  

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  

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]  

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]  

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  

Cellular  vs.  pCell  Coverage  

Patents,  Patents  Pending  April  1,  2016   Page  9  

Base  Sta$on  User  Equipment   Power  distribu$on  

Cellular  Coverage  

pCell  Coverage  

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  

Cellular  Layout,  Sparse  Users  

April  1,  2016   Patents,  Patents  Pending   Page  11  

Cellular  Layout,  Clustered  Users  

April  1,  2016   Patents,  Patents  Pending   Page  12  

Serendipitous  Layout,  Sparse  Users  

April  1,  2016   Patents,  Patents  Pending   Page  13  

Data  Rate  Performance  

April  1,  2016   Page  14  

200mW  Max  64-­‐QAM  

500mW  Max  256-­‐QAM  

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  

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  

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  

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

Envelope  SINR  

April  1,  2016   Page  19  

Centralized  transmiqers    (ULA  with  λ/2  spacing)  

Distributed  transmiqers  N  =  10,    U  =  8  

Patents,  Patents  Pending  

Volumes  of  Coherent  Signal  

Patents,  Patents  Pending  April  1,  2016   Page  20  

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

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  

Hardware  Architecture  

Patents,  Patents  Pending  April  1,  2016   Page  22  

LTE  UEs  

Internet

pCell Data Center

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  

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

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  

Indoor  Trials  

April  1,  2016   Patents,  Patents  Pending   Page  26  

16    iPhone  6  Pluses  in  1  Square  Meter  

April  1,  2016   Patents,  Patents  Pending   Page  27  

1m  x  1m  Plexiglass  table  

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  

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    

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  

pWave  Installa$ons  

Patents,  Patents  Pending  April  1,  2016   Page  31  

Power  (if  Fiber)  

LTE  Antennas  

Fiber,  power  

pWaves  

Frequency-­‐agile  RRH  

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  

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  

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  

 

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.  

 

 

Thank  you  

Patents,  Patents  Pending  April  1,  2016   Page  36  

pCell  Videos  at  www.artemis.com  

Patents,  Patents  Pending  April  1,  2016   Page  37  

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