cognitive radios motivation: scarce wireless spectrum what is a cognitive radio? 3 paradigms:...

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Cognitive Radios Motivation: scarce wireless spectrum What is a cognitive radio? 3 paradigms: Underlay, Overlay, Interweave Focus on Interweave: Exploiting white space Cognitive Radios: Brain empowered Wireless Communications: Ying Chang Cognitive Radios: White Space and Spectrum Utilization: David Jackson

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Page 1: Cognitive Radios Motivation: scarce wireless spectrum What is a cognitive radio? 3 paradigms: Underlay, Overlay, Interweave Focus on Interweave: Exploiting

Cognitive Radios

Motivation: scarce wireless spectrumWhat is a cognitive radio?3 paradigms: Underlay, Overlay,

InterweaveFocus on Interweave: Exploiting white

spaceCognitive Radios: Brain empowered

Wireless Communications: Ying ChangCognitive Radios: White Space and

Spectrum Utilization: David Jackson

Page 2: Cognitive Radios Motivation: scarce wireless spectrum What is a cognitive radio? 3 paradigms: Underlay, Overlay, Interweave Focus on Interweave: Exploiting

Spectral efficiency in wireless channels:

Some basics

Radio is a broadcast medium

Radios in the same spectrum interfere

Interference degrades performance

Regulation used to avoid/control interference

Has lead to spectrum gridlock

Page 3: Cognitive Radios Motivation: scarce wireless spectrum What is a cognitive radio? 3 paradigms: Underlay, Overlay, Interweave Focus on Interweave: Exploiting

Scarce Wireless Spectrum

and Expensive

$$$

Page 4: Cognitive Radios Motivation: scarce wireless spectrum What is a cognitive radio? 3 paradigms: Underlay, Overlay, Interweave Focus on Interweave: Exploiting

Exploiting Interference through

Cognition Cognitive radios can support new wireless

users in existing crowded spectrumWithout degrading performance of existing users

Utilize advanced communication and signal processing techniquesCoupled with novel spectrum allocation policies

Technology could Revolutionize the way spectrum is allocated

worldwide Provide sufficient bandwidth to support higher

quality and higher data rate products and services

Page 5: Cognitive Radios Motivation: scarce wireless spectrum What is a cognitive radio? 3 paradigms: Underlay, Overlay, Interweave Focus on Interweave: Exploiting

What is a Cognitive Radio?

Cognitive radios (CRs) intelligently exploit available side information about the

(a)Channel conditions(b)Activity

(c)Codebooks(d) Messages

of other nodes with which they share the spectrum

Page 6: Cognitive Radios Motivation: scarce wireless spectrum What is a cognitive radio? 3 paradigms: Underlay, Overlay, Interweave Focus on Interweave: Exploiting

Cognitive Radio Paradigms

UnderlayCognitive radios constrained to cause

minimal interference to noncognitive radios

InterweaveCognitive radios find and exploit spectral

holes to avoid interfering with noncognitive radios

OverlayCognitive radios overhear and enhance

noncognitive radio transmissionsKnowled

geand

Complexity

Page 7: Cognitive Radios Motivation: scarce wireless spectrum What is a cognitive radio? 3 paradigms: Underlay, Overlay, Interweave Focus on Interweave: Exploiting

Underlay Systems Cognitive radios determine the interference

their transmission causes to noncognitive nodesTransmit if interference below a given threshold

The interference constraint may be metVia wideband signalling to maintain interference

below the noise floor (spread spectrum or UWB)Via multiple antennas and beamforming

NCR

IP

NCRCR CR

Page 8: Cognitive Radios Motivation: scarce wireless spectrum What is a cognitive radio? 3 paradigms: Underlay, Overlay, Interweave Focus on Interweave: Exploiting

Ultrawideband Radio (UWB)

Uses 7.5 Ghz of “free spectrum” (underlay)

UWB is an impulse radio: sends pulses of tens of picoseconds(10-12) to nanoseconds (10-9)Duty cycle of only a fraction of a percent

A carrier is not necessarily needed

Uses a lot of bandwidth (GHz)

High data rates, up to 500 Mbps

Multipath highly resolvable: good and bad

Limited commercial success to date

Page 9: Cognitive Radios Motivation: scarce wireless spectrum What is a cognitive radio? 3 paradigms: Underlay, Overlay, Interweave Focus on Interweave: Exploiting

Underlay ChallengesMeasurement challenges

Measuring interference at NC receiverMeasuring direction of NC node for

beamsteeringBoth easy if NC receiver also transmits, else hard

Policy challengesUnderlays typically coexist with licensed usersLicensed users paid $$$ for their spectrum

Licensed users don’t want underlays Insist on very stringent interference constraints Severely limits underlay capabilities and applications

Page 10: Cognitive Radios Motivation: scarce wireless spectrum What is a cognitive radio? 3 paradigms: Underlay, Overlay, Interweave Focus on Interweave: Exploiting

Overlay Cognitive Systems

Cognitive user has knowledge of other user’s message and/or encoding strategyUsed to help noncognitive

transmissionUsed to presubtract noncognitive

interference RX1

RX2CR

NCR

CRbroadcast

bound

outer boundcurrent

schemeprior schemes

Page 11: Cognitive Radios Motivation: scarce wireless spectrum What is a cognitive radio? 3 paradigms: Underlay, Overlay, Interweave Focus on Interweave: Exploiting

Transmission Strategy “Pieces”

Rate splitting

Precoding againstinterference

at CR TX

Cooperationat CR TXCooperation

atCR TX

Coop

era

tion

at

CR

TX P

recod

ing

ag

ain

stin

terfe

ren

ce

at C

R T

X

To allow each receiver to decode part of the other node’s message

reduces interference

Removes the NCR interference at the CR RX

To help in sending NCR’s

message to its RX

Must optimally combine these approaches

MIMO adds another degree of freedom to the design

Page 12: Cognitive Radios Motivation: scarce wireless spectrum What is a cognitive radio? 3 paradigms: Underlay, Overlay, Interweave Focus on Interweave: Exploiting

Other Overlay Systems

Cognitive relaysCognitive Relay 1

Cognitive Relay 2

Cognitive BSs

Page 13: Cognitive Radios Motivation: scarce wireless spectrum What is a cognitive radio? 3 paradigms: Underlay, Overlay, Interweave Focus on Interweave: Exploiting

Overlay Challenges

Complexity of transmission and detection

Obtaining information about channel, other user’s messages, etc.

Full-duplex vs. half duplex

Synchronization

And many more …

Page 14: Cognitive Radios Motivation: scarce wireless spectrum What is a cognitive radio? 3 paradigms: Underlay, Overlay, Interweave Focus on Interweave: Exploiting

Interweave Systems:Avoid interference

Measurements indicate that even crowded spectrum is not used across all time, space, and frequenciesOriginal motivation for “cognitive” radios (Mitola’00)

These holes can be used for communication Interweave CRs periodically monitor spectrum for holesHole location must be agreed upon between TX and RXHole is then used for opportunistic communication with

minimal interference to noncognitive users

Page 15: Cognitive Radios Motivation: scarce wireless spectrum What is a cognitive radio? 3 paradigms: Underlay, Overlay, Interweave Focus on Interweave: Exploiting

Interweave Challenges

Spectral hole locations change dynamicallyNeed wideband agile receivers with fast sensing

Compresses sensing can play a role hereSpectrum must be sensed periodicallyTX and RX must coordinate to find common holesHard to guarantee bandwidth

Detecting and avoiding active users is challengingFading and shadowing cause false hole detectionRandom interference can lead to false active user

detection

Policy challengesLicensed users hate interweave even more than underlay Interweave advocates must outmaneuver incumbents

Page 16: Cognitive Radios Motivation: scarce wireless spectrum What is a cognitive radio? 3 paradigms: Underlay, Overlay, Interweave Focus on Interweave: Exploiting

More details on Interweave

Cognitive Radios: Brain empowered Wireless Communications: Ying Chang

Cognitive Radios: White Space and Spectrum Utilization: David Jackson

Page 17: Cognitive Radios Motivation: scarce wireless spectrum What is a cognitive radio? 3 paradigms: Underlay, Overlay, Interweave Focus on Interweave: Exploiting

Summary

Wireless spectrum is scarce

Interference can be exploited via cognition to improve spectral utilization as well as end-to-end performance

Much room for innovation

Philosophical changes in system design and spectral allocation policy also required