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8/16/2019 cognitive radio principal
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Underlay and Interweave
CRs
Announcements! 1 "osted #ty"os corrected$% due &e'( 2)
at *"m+ro,ress re"orts due &e'( 2- at midni,.t
Introduction to co,nitive radiosUnderlay co,nitive radios
/"read s"ectrumIO
Interweave co,nitive radiosasic "remise
/"ectrum sensin,
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/carce !ireless/"ectrum
and E"ensive
$$$
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Co,nition RadioIntroduction
Co,nitive radios can su""ort new wireless usersin eistin, crowded s"ectrum !it.out de,radin, "erormance o eistin, users
Utili4e advanced communication and si,nal"rocessin, tec.ni5uesCou"led wit. novel s"ectrum allocation "olicies
ec.nolo,y couldRevolutioni4e t.e way s"ectrum is allocated worldwide+rovide su7icient 'andwidt. to su""ort .i,.er 5uality
and .i,.er data rate "roducts and services
. i i i
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!.at is a Co,nitiveRadio8
Co,nitive radios #CRs$ intelli,ently e"loitavaila'le side inormation a'out t.e
#a$C.annel conditions#'$Activity
#c$Code'oo9s
#d$ essa,es
t.er nodes wit. w.ic. t.ey s.are t.e s"ectru
i i di
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Co,nitive Radio+aradi,ms
Underlay Co,nitive radios constrained to cause minimal
intererence to nonco,nitive radios
InterweaveCo,nitive radios nd and e"loit s"ectral .oles
to avoid intererin, wit. nonco,nitive radios
Overlay Co,nitive radios over.ear and en.ance
nonco,nitive radio transmissions
Knowledgeand
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Underlay /ystems
Co,nitive radios determine t.e intererencet.eir transmission causes to nonco,nitivenodesransmit i intererence 'elow a ,iven t.res.old
.e intererence constraint may 'e met ;ia wide'and si,nallin, to maintain intererence
'elow t.e noise
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Underlay C.allen,es
easurement c.allen,eseasurin, intererence at "rimary receiver easurin, direction o "rimary node or
'eamsteerin,
+olicy c.allen,esUnderlays ty"ically coeist wit. licensed usersLicensed users "aid or t.eir s"ectrum
Licensed users don=t want underlays Insist on very strin,ent intererence constraints /everely limits underlay ca"a'ilities and a""lications
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Ultrawide'and Radio#U!$
Uses >(* ?.4 o @ree s"ectrum #underlay$
U! is an im"ulse radio: sends "ulses otens o "icoseconds#10B12$ to nanoseconds
#10B-$uty cycle o only a raction o a "ercent
A carrier is not necessarily needed
Uses a lot o 'andwidt. #?4$
i,. data rates% u" to *00 '"s% very low"ower
ulti"at. .i,.ly resolva'le: ,ood and 'ad
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DullB/"ace Learnin, in IO CRDetwor9s
+erormance o CRs su7ers rom intererence constraint
In IO systems% secondary users can utili4e t.e null s"ace o t.e "rimary user=s c.annel wit.out intererin, C.allen,e is or CR to learn and t.en transmit wit.in t.e null s"ace o t.e 12 matri !e develo" 'lind nullBs"ace learnin, al,orit.ms 'ased on sim"le ener,y measurements wit. ast
conver,ence
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+ro'lem /tatement
Consider a sin,le "rimary user% User 1
O'ective: Learn null s"ace null#1$%
1 wit. minimal 'urden on t.e "rimary user
+ro"ose two sc.emes:
+assive "rimary user sc.eme: +rimay usero'livious to secondary system Active "rimary user sc.eme: inimal
coo"eration #no .ands.a9e orsync.roni4ation$( &aster learnin, time(
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/ystem /etu"
Dote: q(t) can 'e any monotonic unction o y 2(t)
Ener,y is easily measura'le at secondary transmitter
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Learnin, +rocess
.e /U=s learns t.e null s"ace o 12 'y insertin, a
series o in"ut sym'ols and measurin,
q(n)=f k#
$(
.e only inormation t.at can 'e etracted is
w.et.er q(n) increases or decreases
Is t.is su7icient to learn t.e null s"ace o 128
)}(~W{ 21 n xk −
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FesGThe problem is equivalent to a blind Jacobi EVD decomposition
The theorem ensures that Jacobi can be carried out by a blind 2D
optimization in which every local minimum is a global minimum.
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an oun earc Accuracy
ore relaed constraints on +U intererence leads to 'etter"erormance o t.e secondary user
.is tec.ni5ue re5uires no coo"eration wit. +U
I +U transmits its intererence "lus noise "ower% can s"eed u"conver,ence si,nicantly
.e "ro"osed learnin, tec.ni5ue also "rovides a novel s"atialdivision multi"le access mec.anism
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+erormance
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/ummary o Underlay IO/ystems
DullBs"ace learnin, in IO systems
can 'e e"loited or co,nitive radios
lind Haco'i tec.ni5ues "rovide ast
conver,ence wit. very limited
inormation
.ese ideas may also 'e a""lied to w.ite
s"ace radios
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Interweave /ystems: Avoid interference
easurements indicate t.at even crowded s"ectrumis not used across all time% s"ace% and re5uenciesOri,inal motivation or @co,nitive radios #itola=00$
.ese .oles can 'e used or communication Interweave CRs "eriodically monitor s"ectrum or .olesole location must 'e a,reed u"on 'etween and Role is t.en used or o""ortunistic communication wit.
minimal intererence to nonco,nitive users
I t
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InterweaveC.allen,es
/"ectral .ole locations c.an,e dynamically Deed wide'and a,ile receivers wit. ast sensin,
Com"resses sensin, can "lay a role .ere/"ectrum must 'e sensed "eriodically and R must coordinate to nd common .oles
ard to ,uarantee 'andwidt.
etectin, and avoidin, active users is c.allen,in,&adin, and s.adowin, cause alse .ole detectionRandom intererence can lead to alse active user
detection
+olicy c.allen,esLicensed users .ate interweave even more t.an underlay Interweave advocates must outmaneuver incum'ents
!.it /
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!.ite /"aceetection
!.ite s"ace detection can 'e done 'y a sin,lesensor or multi"le sensors
!it. multi"le sensors% detection can 'e distri'utedor done 'y a central usion center
Jnown tec.ni5ues or centrali4ed or distri'uteddetection can 'e a""lied
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etection Errors
issed detection o "rimaryuser activity causesintererence to "rimary users(
&alse detection o "rimaryuser activity #alse alarm$misses s"ectrumo""ortunities
.ere is ty"ically a tradeo7'etween t.ese two#conservative vs( a,,ressive$
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/ummary !ireless s"ectrum is scarce
Intererence constraints .ave .indered t.e"erormance o underlay systemsE"loitin, t.e s"atial dimension o"ens new
o""ortunities
Interweave CRs nd and e"loit ree s"ectrum:+rimary users concerned a'out intererence
uc. room or innovation
+.iloso".ical c.an,es in system desi,n ands"ectral allocation "olicy also re5uired
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+resentation
@A /urvey o /"ectrum /ensin, Al,orit.ms or Co,nitive Radio
A""lications
Aut.ors: % Fuce9 and ( Arslan
+resented 'y Cey.un A9cay