How not to leave any money on the table: interference, feedback and side information David Tse...

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How not to leave any money on the table: interference, feedback and side information David Tse Wireless Foundations U.C. Berkeley June 7, 2012 TCE Conference Technion

Transcript of How not to leave any money on the table: interference, feedback and side information David Tse...

Page 1: How not to leave any money on the table: interference, feedback and side information David Tse Wireless Foundations U.C. Berkeley June 7, 2012 TCE Conference.

How not to leave any money on the table:interference, feedback and side information

David TseWireless Foundations

U.C. Berkeley

June 7, 2012

TCE ConferenceTechnion

Page 2: How not to leave any money on the table: interference, feedback and side information David Tse Wireless Foundations U.C. Berkeley June 7, 2012 TCE Conference.

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Drive for Spectral Efficiency

• Lots of advances in the physical layer in the past 15 years.

• 4 to 8 fold increase in spectral efficiency from 2G to 3G and several more folds from 3G to 4G,

• Gains pertain mainly to point-to-point and single-cell performance.

• Interference is the current research frontier.

Page 3: How not to leave any money on the table: interference, feedback and side information David Tse Wireless Foundations U.C. Berkeley June 7, 2012 TCE Conference.

The Interference BarrierInterference gets worse as:• density of wireless nodes increases.• wireless architectures become more decentralized

Heterogeneous networks

Macro-cell

pico-cell

Tx1

Rx1

Peer-to-peer networks

Tx2

Rx2

Tx3

Rx3

Page 4: How not to leave any money on the table: interference, feedback and side information David Tse Wireless Foundations U.C. Berkeley June 7, 2012 TCE Conference.

Interference MitigationSome emerging techniques:

• Multiuser MIMO

• Network MIMO

• Interference alignment

Page 5: How not to leave any money on the table: interference, feedback and side information David Tse Wireless Foundations U.C. Berkeley June 7, 2012 TCE Conference.

Multiuser MIMOmitigates intra-cell interference

Page 6: How not to leave any money on the table: interference, feedback and side information David Tse Wireless Foundations U.C. Berkeley June 7, 2012 TCE Conference.

Network MIMOmitigates inter-cell interference

Central Unit

Page 7: How not to leave any money on the table: interference, feedback and side information David Tse Wireless Foundations U.C. Berkeley June 7, 2012 TCE Conference.

Downlink Interference Alignment(Suh, Ho & T. 10)

Page 8: How not to leave any money on the table: interference, feedback and side information David Tse Wireless Foundations U.C. Berkeley June 7, 2012 TCE Conference.

Downlink Interference Alignment

Interference alignment between out-of-cell and intra-cell interferenceWill see how each cell can use

2 out of 3 dimensions.

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1

1

2

2

transmission over 3 sub-carriers

(Suh, Ho & T. 10)

For K users/cell, can use K out of K+1 dimensions.

Interference-free performance is approached as K grows.

Page 9: How not to leave any money on the table: interference, feedback and side information David Tse Wireless Foundations U.C. Berkeley June 7, 2012 TCE Conference.

Key Enabler For All Techniques

Timely channel knowledge at the transmitters:

• Multiuser MIMO

• Network MIMO

• Interference alignment.

Central Unit

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1

1

2

2

Page 10: How not to leave any money on the table: interference, feedback and side information David Tse Wireless Foundations U.C. Berkeley June 7, 2012 TCE Conference.

Theory to Practice

• In a FDD system, channel has to be measured at the receivers and fed back to the transmitter.

• The fed-back channel may be outdated.

• Current approach: channel prediction

Page 11: How not to leave any money on the table: interference, feedback and side information David Tse Wireless Foundations U.C. Berkeley June 7, 2012 TCE Conference.

Prediction is very difficult, especially if it’s about the future.

Niels Bohr

(or was it Yogi Berra?)

Page 12: How not to leave any money on the table: interference, feedback and side information David Tse Wireless Foundations U.C. Berkeley June 7, 2012 TCE Conference.

Outdated FeedbackWe ask:

What if current channel is completely independent of the fed back information?

Conventional wisdom:

Feedback is totally useless.

Page 13: How not to leave any money on the table: interference, feedback and side information David Tse Wireless Foundations U.C. Berkeley June 7, 2012 TCE Conference.

Downlink MIMOPerfect channel knowledge: 2 symbols per time slot

A

B

Page 14: How not to leave any money on the table: interference, feedback and side information David Tse Wireless Foundations U.C. Berkeley June 7, 2012 TCE Conference.

Downlink MIMOPerfect channel knowledge: 2 symbols per time slot

No channel knowledge: 1 symbol per time slot

Page 15: How not to leave any money on the table: interference, feedback and side information David Tse Wireless Foundations U.C. Berkeley June 7, 2012 TCE Conference.

Downlink MIMO• Outdated channel knowledge? 4/3 symbol per time slot

reconstruct

Page 16: How not to leave any money on the table: interference, feedback and side information David Tse Wireless Foundations U.C. Berkeley June 7, 2012 TCE Conference.

Scalability of Technique

......

symbol/time slot

K antennas

K users (Maddah-Ali & T. 11)

Page 17: How not to leave any money on the table: interference, feedback and side information David Tse Wireless Foundations U.C. Berkeley June 7, 2012 TCE Conference.

Role of feedback in CommunicationOld:

• ARQ

• channel prediction.

New:

• exploiting side information

Page 18: How not to leave any money on the table: interference, feedback and side information David Tse Wireless Foundations U.C. Berkeley June 7, 2012 TCE Conference.

Exploiting Side Information

reconstruct

side info.

side info.

Page 19: How not to leave any money on the table: interference, feedback and side information David Tse Wireless Foundations U.C. Berkeley June 7, 2012 TCE Conference.

Interference, Side Info. And Feedback

• Broadcast nature of wireless creates interference.

• Interference can be viewed as side information.

• Side information can be exploited by feedback of previous channel.

Optimal scheme leaves no money on the table.

Page 20: How not to leave any money on the table: interference, feedback and side information David Tse Wireless Foundations U.C. Berkeley June 7, 2012 TCE Conference.

Side Information in Other Settings(Katti et al 06)(Ahlswede et al 00)

+

+ +X X

Another related work: index coding problem (Bar-Yossef et al)

Page 21: How not to leave any money on the table: interference, feedback and side information David Tse Wireless Foundations U.C. Berkeley June 7, 2012 TCE Conference.

Conclusions• Interference is a central barrier and new approaches to

mitigate interference are emerging.

• Innovative use of feedback is a key enabler for these approaches.

• New role of feedback emerges: exploiting side information.

• Optimal use of feedback leaves no money on the table.