Visions&of&the&Wireless&Future:& …cfp.mit.edu/events/13OctSlides/Dina_Katabi_CommFuture... ·...

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Visions of the Wireless Future: Insights into Emerging Technologies Dina Katabi Directory of Wireless@MIT

Transcript of Visions&of&the&Wireless&Future:& …cfp.mit.edu/events/13OctSlides/Dina_Katabi_CommFuture... ·...

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Visions  of  the  Wireless  Future:    Insights  into  Emerging  Technologies    

Dina  Katabi  Directory  of  Wireless@MIT  

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CSAIL

LIDS/EECS

MTL EECS

SLOAN RLE EECS

Over 20 PIs and 50 Graduate Students

MECHE

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Wireless@MIT Partners

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Traditional Approach New Approach

Optimize within isolated layers

HW  and  Radios  

Comms.  and  Coding  

Network  &  Apps  

Optimize across the layers

HW  and  Radios  

Comms.  and  Coding  

Network  and  Apps  

Disruptive gains are unlikely Major opportunities!

Fundamental Architectural Change

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10x Higher Data Rates

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The FCC projects that the US will face a spectrum shortfall in 2013.

Looming Wireless Capacity Crunch

The iPhone 4 demo failed due to wireless congestion. Jobs’s reaction: “If you want to see the demos, shut off your laptops, turn off all these MiFi base stations, and put them on the floor, please.”

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MegaMIMO

Alleviates the capacity crunch by transmitting more bits per unit of spectrum

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Access  Point  1  

Access  Point  2  

Today’s Wireless Networks Ethernet    

Access  Point  3  

User  2  User  3  User  1  

Today, Access Points Can’t Transmit Together in the Same Channel

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Access  Point  1  

Access  Point  2  

Today’s Wireless Networks Ethernet    

Access  Point  3  

User  2  User  3  User  1  

Interference!  

Today, Access Points Can’t Transmit Together in the Same Channel

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Access  Point  1  

Access  Point  2  

MegaMIMO Ethernet    

Access  Point  3  

Access Points Can Transmit Simultaneously in the Same Channel

Interference: d2+d3≈0

Data: d1 survives

Interference: d1+d3≈0

Data: d2 survives

Interference: d1+d2≈0

Data: d3 survives

User  2  User  3  User  1  

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User  1  

Ethernet    

AP1  

User  2  

AP2  

User  3  

AP3  

User  10  

AP10  …

Access Points act as a huge distributed MIMO transmitter with sum of antennas

10 Access Points 10x Higher Throughput

MegaMIMO = Distributed MIMO

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Testbed of Software Radios

Dense Conference Room Like Deployment

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0  

50  

100  

150  

200  

250  

300  

1   2   3   4   5   6   7   8   9   10  

MegaMIMO  

802.11  

Total  Throu

ghpu

t  [Mb/s]  

10x

10x throughput gain over existing Wi-Fi

Results from Prototype

Number  of  Access  Points  on  Same  Channel  

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CenBmeter-­‐Scale  LocalizaBon  

Today,  RF-­‐based  localizaBon  has  about  one  meter  accuracy  

Challenge:  MulBpath  effects  confuse  the  localizaBon  system  

SoluBon:  Use  the  mulBpath  reflecBon  paVern  as  a  signature  of  the  locaBon  

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0 50 100 1500

0.1

0.2

0.3

0 50 100 1500

0.1

0.2

0.3

Use  MulPpath  ReflecPons    Pow

er    of  

Refle

cPon

   

SpaPal  Angle  (degree)  

Receiver  

35o  

35o  

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0 50 100 1500

0.1

0.2

0.3

0 50 100 1500

0.1

0.2

0.3

 Pow

er    of  

Refle

cPon

   

SpaPal  Angle  (degree)  

140o  

140o  

Use  MulPpath  ReflecPons  

Receiver  

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0 50 100 1500

0.1

0.2

0.3

0 50 100 1500

0.1

0.2

0.3

0 50 100 1500

0.1

0.2

0.3

 Pow

er    of  

Refle

cPon

   

SpaPal  Angle  (degree)  

Use  MulPpath  ReflecPons  

Receiver  Can  localize  to  within  a  few  cenBmeters  

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Works  even  with  RFIDs  

BaVery-­‐free  sBckers  to  tag  any  and  every  object  

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No  more  customer  checkout  lines  

RFIDs  on  goods  

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No  more  customer  checkout  lines  

RFIDs  on  Basket  

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Red  Pringles  RFID  

Shelf  RFID  

Basket  RFID  

Pringles  

Basket  

Shelf  

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Red  Pringles  RFID  

Basket  RFID  

Shelf  RFID  

Basket   Shelf  Pringles  

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RFID-­‐tagged  Laptop  

RFID-­‐tagged  Laptop  Charger  

RFID-­‐tagged  Handbag  

Smart  Homes  

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Reference  RFIDs  

Smart  Homes  

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Smart  Homes  

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Charger  le\  behind!  

RFIDs  on  the  Door  Frame  

Smart  Homes  

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Can  your  cellphone  give  you  X-­‐ray  vision?  

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WiVi:  See  through-­‐walls  with  WiFi    •  WiFi  signals  traverse  walls  and  reflect  off  objects  

•  Challenge:  reflecBons  off  the  separaBng  wall  are  10,000x  higher  than  off  a  human  behind  the  wall  

•  SoluBon:  use  two  transmit  antennas  and  one  receive  antenna;  the  two  transmiVed  waves  cancel  each  other  for  staBc  objects  but  not  animated  objects  

•  See  video  on  YouTube  hVps://www.youtube.com/watch?v=uJkQzLjYBFI    

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Low-­‐power  RealBme  GHz-­‐Wide  

Spectrum  Sensing      

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Imagine

A low-power cheap sensor that captures GHz-wide spectrum in realtime

 Thousands of sensors to map spectrum usage  Very efficient dynamic spectrum sharing  Can detect fleeting signals like radar

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Realtime GHz Spectrum Sensing is Difficult •  Today, sequential scanning of tens of MHz

Can easily miss radar signals

•  Key Challenge: high-speed ADCs

Tens of MHz ADC < a dollar

Low-power High resolution

A Few GHz ADC Hundreds of dollars

10x more power Poor resolution

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Idea: Leverage Sparsity

Sparse recovery show that one can acquire sparse signals using sub-Nyquist sampling

SeaVle  January  7,  2013  (Microso\  Spectrum  observatory)  

 

Sparse  FFT  No  random  sampling    can  use  low-­‐speed  ADCs  

 

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Benefits of Sparse FFT

•  Sub-sample the data Can use low-speed ADCs •  Very fast algorithm Lower-power consumption

•  Used sparse FFT to build a GHz receiver from three 50 MHz ADCs

•  Both senses and decodes sparse spectrum

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Realtime GHz Spectrum Sensing Cambridge,  MA  January  18  2013  

Sense  GHz  using  3  tens  of  MHz  ADCs  

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Decoding  Senders  Randomly  Hopping  in  a  GHz  

Number  of  MHz  Senders  Randomly  Hopping  in  in  0.9  GHz  

Both  Senses  and  Decodes  

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3D  Photography  Using  Sparse  FFT    •  Generate  depth  and  perspecBve  using  a  camera  array    •  Images  are  correlated  4D  frequencies  are  sparse  •  Goal:    reduce  the  number  of  camera  elements  to  enable  implementaBon  in  a  hand-­‐held  device  

•  SoluBon:  Camera  images  are  correlated  Use  sparse  FFT  

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Results  show  that  we  can  accurately  reconstruct  unsampled  camera  outputs  

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Conclusion  

The  future  will  be  full  of  amazing  wireless  technologies  that  will  

change  our  life