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Dev
ice
Sim
ulat
ion
for
Car
bon
Nan
otub
e El
ectr
onic
sJi
ng G
uo
Dep
artm
ent o
f EC
E, U
nive
rsity
of F
lorid
aG
aine
svill
e, F
L, 3
2611
1.In
trodu
ctio
n2.
NE
GF
form
alis
m3.
Sim
ulat
ion
App
roac
h4.
Dev
ice
Ana
lysi
s5.
Sum
mar
y
2
Ack
now
ledg
emen
ts
Theo
ry: M
ark
Lund
stro
m, S
upriy
o D
atta
(Pur
due)
Exp
erim
ent:
Hon
gjie
Dai
, Ali
Jave
y(S
tanf
ord)
3
)nm(
8.0d
eVE G
≈
()
()2 2
31
2kd
Ek
EG
+
±=
McE
uen,
Fuh
rer,
Par
k, IE
EE
Tra
ns. N
anot
ech.
, 1, 7
8, 2
002.
Car
bon
nano
tube
s
(see
als
o: R
. Sai
to, G
. Dre
ssel
haus
, and
M.S
. Dre
ssel
haus
, Phy
sica
l Pro
perti
es
of C
arbo
n N
anot
ubes
, Im
peria
l Col
lege
Pre
ss, L
ondo
n, 1
998.
)
4
Top-
dow
n an
d bo
ttom
-up
view
Gat
e
atom
istic
pZ
orbi
tals
Qua
ntum
app
roac
h-t
unne
ling
at M
/CN
T co
ntac
ts
-tun
nelin
g an
d in
terfe
renc
e in
th
e C
NT
Bot
tom
-up
view
Gat
e
Top-
dow
n vi
ew
DS
E
kmob
ility
Sem
icla
ssic
al a
ppro
ach
appl
icab
le o
nly
whe
n qu
antu
m
effe
cts
not i
mpo
rtant
5
gate
ele
ctro
de
sour
ceco
ntac
tV
= 0
Cha
lleng
es in
nano
scal
ede
vice
sim
ulat
ion:
1)de
scrip
tion
at a
n at
omis
tic le
vel
2)qu
antu
m d
escr
iptio
n of
ope
n sy
stem
s un
der b
ias
3)tre
atm
ent o
f ine
last
ic s
catte
ring
Qua
ntum
sim
ulat
ion
forN
anoe
lect
roni
cs
drai
nco
ntac
tV
> 0
Nan
osca
lede
vice
Our
app
roac
h: t
he G
reen
’s fu
nctio
n fo
rmal
ism
6
1.In
trodu
ctio
n2.
NE
GF
form
alis
m3.
Sim
ulat
ion
App
roac
h4.
Dev
ice
Ana
lysi
s5.
Sum
mar
y
Out
line
7
One
con
tact
γ
D(E
)
EF
])
()
([
0E
FE
NE
Ef
UE
DdtdN
−−
−=hγ
)(
)(
0FE
Ef
UE
DdE
N−
−= ∫
in-fl
ow:
0)
(f
UE
D−
hγ
out-f
low
:EN
hγ
Dat
ta, Q
uant
um T
rans
port
Ato
m to
Tra
nsis
tor,
Cam
brid
ge U
niv.
Pre
ss, 2
005
8
Two
cont
acts
])
([
])
([
22
11
EE
EN
fE
DN
fE
DdtdN
−+
−=
hh
γγ
in-fl
ow:
11
)(
fU
ED
−hγ
out-f
low
:EN
h1γin
-flow
:2
2)
(f
UE
D−
hγ
out-f
low
:EN
h2γ
D(E
)
γ 1γ 2
EF2
EF1
9
[]2
12
1
21
)(
2f
fU
ED
dEq
I−
+−
=∫
γγ
γγ
h
N=
dE ∫D(E
−U)
γ 1f 1
+γ 2f 2
γ 1+
γ 2
U=UL
+U0(N
−N0)
Two
cont
acts
N
U
U
N
“Poi
sson
”
“Tra
nspo
rt”
Rah
man
, Guo
, Dat
ta, L
unds
trom
, IE
EE
Tra
ns. E
lect
ron
Dev
., p.
189
7 ,2
003
D(E
)
γ 1γ 2
EF2
EF1
10
ε→
H[]
γ→
Γ[] Σ[]
G=ES
−H
−Σ
[]−1
N
[ρ
][H
]
[U]
[Σ1]
[Σ2]
[ΣS]
Mul
tiple
leve
ls
11
Non
equ
ilibriu
m G
reen
’s F
unct
ion
(NE
GF)
Gat
e
mol
ecul
e or
dev
ice
[H]
Σ 1Σ
2
Σ SD
Sf 1
f 2
G=EI
−H
−Σ 1
−Σ
2−
ΣS
[]−1
devi
ceco
ntac
tssc
atte
ring
I D=2q h
T(E)
∫f 1(E)−f 2(E)
()dE
[]
[] π
ρ2)
()
()
()
(2
21
1dE
Ef
EA
Ef
EA ∫
+=
+Γ
=G
G)
(A
2,12,1E
]G
GTrace[
)(
21
+Γ
Γ=
ET
Cha
rge
dens
ity (b
allis
tic)
Cur
rent
][
2,12,1
+1,
2Σ
−Σ
=Γ
i
12
1.In
trodu
ctio
n2.
NE
GF
form
alis
m3.
Sim
ulat
ion
App
roac
h4.
Dev
ice
Ana
lysi
s5.
Sum
mar
y
Out
line
13
Rea
l-spa
ce b
asis
(bal
listic
)
DS
Gat
e
atom
istic
(pZ
orbi
tals
)
c
t
H=
Σ D
ΣS
=∑
+
O
00
00
00
00
][
ττS
S
g
=∑
+]
[0
00
00
00
0
ττD
D
g
O
1]
[−
Σ−
Σ−
−=
DS
rH
EIG
Rec
ursi
ve a
lgor
ithm
for G
r : O
(m3 N
)La
ke e
t al.,
JA
P, 8
1, 7
845,
199
7
(m, 0
) CN
T
14
Rea
l-spa
ce re
sults
band
ga
p
inte
rfer
ence
2nd
subb
and
Con
fined
sta
tes
Gat
e
n+n+
i
15
Mod
e-sp
ace
appr
oach
(bal
listic
)
c
t
k
t
The qt
hm
ode
=
Nq
q
q
q
q
ub
bu
tt
ub
bu
HO
O
O3
2
1
cqk q
π2=
-Σ S
(1,1
) and
ΣD
(N,N
) an
alyt
ical
ly c
ompu
ted
-C
ompu
tatio
nal c
ost:
O(N
)re
al s
pace
O(m
3 N)
(m,0
) CN
T
16
Mod
e-sp
ace
resu
lts
n+n+
i
2 m
odes
real
spa
ce
Con
duct
ion
band
pro
file
(ON
)
coax
ial G
V
D=0
.4V
d CN
T~1n
mco
axia
l G
coax
ial G
2 m
odes
real
spa
ceco
axia
l G
Gat
e8n
m H
fO2
SiO
2
p++
Si
Pd
Pd
CN
T
17
Trea
tmen
t of M
/CN
T co
ntac
ts
M
CE VE
FE
tα0Bφ
met
allic
tube
ban
d
−≈
∑O
00
0αit
m
:0Bφ
band
dis
cont
inui
ty
18
Trea
tmen
t of M
/CN
T co
ntac
ts
Gat
e
VD=V
G=0
.4V
Cha
rge
trans
fer i
n un
it ce
ll: L
eona
rd e
t al.,
AP
L, 8
1, 4
835,
200
2
Met
alS
met
alD
tunn
elin
g
19
3D P
oiss
on s
olve
r
Gat
e8n
m H
fO2
SiO
2
p++
Si
PdPd
CN
TMet
hod
of m
omen
ts:
∫−
='
)'(
)'(
)(
rdr
rr
Kr
Vv
vv
vv
ρ
Elec
tros
tatic
ker
nel:
for 2
type
s of
die
lect
rics
avai
labl
e in
Ja
ckso
n, C
lass
ical
Ele
ctro
dyna
mic
s, 1
962
)'(
rr
Kv
v−
)'(
rr
Kv
v−
20
Num
eric
al te
chni
ques
give
n n:
---
> U
scf
“Poi
sson
”
give
n U s
cf:
--->
n
trans
port
equa
tion
Itera
teun
tilse
lf-co
nsis
tent
give
n n:
---
> U
scf
Poi
sson
give
n U s
cf:
--->
n
NE
GF
Tran
spor
t
Itera
teun
tilse
lf-co
nsis
tent
-N
on-li
near
Poi
sson
-R
ecur
sive
alg
orith
m fo
r
-G
auss
ian
quad
ratu
refo
r do
ing
inte
gral
-Pa
ralle
l diff
eren
t bia
s po
ints
-~2
0min
for f
ull I
-V o
f a 5
0-nm
C
NTF
ET
1]
[)
(−
∑−
∑−
−=
DS
HEI
EG
21
1.In
trodu
ctio
n2.
NE
GF
form
alis
m3.
Sim
ulat
ion
App
roac
h4.
Dev
ice
Ana
lysi
s5.
Sum
mar
y
Out
line
22
nano
tube
dia
met
er ~
1.7
nm
L ch
~50n
m
Gat
e8n
m H
fO2
SiO
2
p++
Si
PdPd
CN
T
Dev
ice
issu
es
1)C
an w
e m
odel
and
und
erst
and
I-V?
2)H
ow c
lose
to th
e ba
llist
ic li
mit?
3)W
hat i
s th
e ro
le o
f sca
tterin
g?
4)H
ow to
opt
imiz
eI O
N?
5)H
ow to
redu
ce I o
ff?
6)H
ow to
com
pare
to S
i MO
SFE
Ts?
Jave
y et
al,
Nan
o Le
tt., 2
004
23
Mod
elin
g I D
-VG
SB
hei
ght:
φ Bp=
0, d
CN
T~1
.7nm
RS=R
D~1
.7K
Ω
VD=
-0.3
V
expe
rimen
t-0
.2V
-0.1
Vth
eory
24
Two
kind
s of
tran
sist
ors
tunn
elin
gGS
VTE
n+n+
ior p
-
gate
sour
cedr
ain
met
alm
etal
ior p
-
gate
sour
cedr
ain
MO
SFE
TS
BFE
TC
arbo
n na
notu
bes
as S
chot
tky
barr
ier t
rans
isto
rsH
einz
eet
al,
PR
L, 8
9, 1
0680
1,20
02
25
Am
bipo
lar c
ondu
ctio
n (th
in o
xide
)
hole
con
duct
ion
at lo
w V
G
EFD
EFS
EC EV
EFD
EFS
EC
EV
elec
tron
cond
uctio
n at
hig
h V G
log
I D
VG
barri
er th
ickn
ess
set b
yt in
s (g
eom
etric
scr
eeni
ng)
φ bp=
0
26
t ox=
40 n
m
φ Bp=
0
EFS
EFD
EC
EV
opaq
ue b
arrie
r for
el
ectr
on tu
nnel
inng
barri
er th
ickn
ess
set b
yt in
s (g
eom
etric
scr
eeni
ng)
Thic
k ox
ide
Guo
, Dat
ta a
nd L
unds
trom
, IE
EE
Tra
ns. E
D, 5
1, 1
72,
2004
VD=-
0.4V
27
How
clo
se to
bal
listic
lim
it?
expe
rimen
tth
eory
(bal
listic
)
SB
hei
ght:
φ Bp=
0, d
CN
T~1
.7nm
, R
S=R
D~1
.7K
Ω
Del
iver
nea
r-ba
llist
ic D
C o
n-cu
rren
t
G
28
No
surfa
ce ro
ughn
ess
scat
terin
g in
CN
Ts
CN
Tgr
aphe
ne
Phon
on s
catte
ring
dom
inat
es in
CN
TsY
ao, K
ane,
and
Dek
keer
, Phy
s. R
ev. L
ett.,
84,
294
1, 2
000
29
Pho
non
scat
terin
g in
CN
TsE
kA
P
E
kO
P(in
tra.
)O
P (in
terv
alle
y)
AP
: lon
g m
fp(
~1
µm)
OP
: sho
rt m
fp(
~1
0nm
)
ωh
E
k
ωh
Par
k, R
osen
blat
t, Y
aish
et a
l.,N
ano
Lett.
, 4, 5
17
high
1λhigh2λ
Jave
y, G
uo, P
auls
son
et a
l., P
hys.
Rev
. Let
t., 9
2, 1
0680
4, 2
004
Ky/k
0(K
x=0)
30
Sm
all e
ffect
of O
P s
catte
ring
E
Pos
ition
, x
OP
/ZB
P e
mis
sion
E FS
E FD
eV16.0
~ωh
conf
irmed
by
a se
para
te M
onte
-Car
lo s
imul
atio
n
Del
iver
nea
r-ba
llist
ic D
C o
n-cu
rren
t
31
How
clo
se to
the
ballis
tic li
mit?
expe
rimen
t
balli
stic
, φbp
=0
balli
stic
, φbp
=-0.
3V
φB
p= 0
E FS
E FD
zero
SB
stil
l lim
its I D
E V
E FS
E FD
E V
nega
tive
φ Bp
Guo
and
Lun
dstro
m,
IEE
E T
ED
, 49,
1897
, 200
2 (s
ilico
n)
VG=-
0.4V
32
Impr
ovin
g I O
N:S
calin
g t in
s
8nm
HfO
2
4nm
HfO
2
8nm
HfO
2
4nm
HfO
2
E FS
E FD
barri
er th
ickn
ess
set b
yt in
s (g
eom
etric
scr
eeni
ng)
VG=-
0.4V
33
Red
uce
I offfo
r thi
n t in
s
d CN
T~1.
7nm
t in
s~8n
m
d CN
T~1.
0nm
t in
s~4n
mV
D=-
0.4V
Eg~
0.8e
V/d
(nm
)
EFS
EFD
elec
tron
leak
age
hole
leak
age
p∆
n∆
2~
~D
gp
neV
E−
∆∆
near
ly tr
ansp
aren
t
smal
l dC
NT
redu
ces
I min
34
Red
uce
I offus
ing
MO
SFE
T-lik
e st
ruct
ure
elec
tric
al S
/D d
opin
gA
ppen
zelle
ret a
l, P
RL,
200
4
chem
ical
S/D
dop
ing
Che
n et
al.,
IED
M T
ech
Dig
, 200
4
Jave
y et
al.,
Nan
o Le
tt., 2
005
gate
p+p+
I
o-h+
o-h+
Gat
e8n
m H
fO2
10nm
SiO
2
p++
Si, V
bot=
-2.5
V
PdPd
++
++
+
35
ambi
pola
r SB C
NTF
ETM
OSF
ET-li
ke C
NTF
ET
band
gap
elec
tron
leak
age
negl
igib
le
hole
leak
age
unip
olar
gp
E~
∆
Sup
pres
sed
ambi
pola
r con
duct
ion
Red
uce
I offus
ing
MO
SFE
T-lik
e st
ruct
ure
EFS
EFD
elec
tron
leak
age
hole
leak
age
p∆
n∆
2~
~D
gp
neV
E−
∆∆
EC EV
EFS
EFD
36
How
to c
ompa
re to
Si M
OS
FET?
source
drain
S
source
drain
Si C
hann
elW
Si M
OSF
ETs
CN
T ar
ray
FETs
Key
dev
ice
met
rics:
I ONI OFF
τ=C GV D
DI ON
37
τvs
. IO
N/I O
FFte
chni
que
log10ID
V DD
V Glo
g 10
(I ON
/ I O
FF)
τ
subt
hres
hold
τ=C GV D
DI ON
Con
trol o
f VT
shift
s th
e w
indo
w
38
Com
pare
to 9
0nm
Si M
OS
FETs
90nm
Si n
-MO
S d
ata
from
Ant
onia
dis
and
Nay
feh,
MIT
39
1.In
trodu
ctio
n2.
NE
GF
form
alis
m3.
Sim
ulat
ion
App
roac
h4.
Dev
ice
Ana
lysi
s5.
Sum
mar
y
Out
line
40
Sum
mar
y: S
imul
atio
n A
ppro
ach
Qua
ntum
Tra
nspo
rt (N
EGF
form
alis
m)
-Ato
mis
tic d
escr
iptio
n
-Non
-equ
ilibr
ium
tran
spor
t
-Ine
last
ic s
catte
ring
Thre
e di
men
sion
al E
lect
rost
atic
s
-Met
hod
of m
omen
ts
Com
puta
tiona
l tec
hniq
ues
-rec
ursi
ve a
lgor
ithm
-mod
e-sp
ace
appr
oach
-par
alle
l sim
ulat
ion
41
Sum
mar
y
1)I-V
can
be
mod
eled
and
exp
lain
ed.
2)Th
e C
NTF
ET
deliv
ers
near
-bal
listic
I ON
3)S
calin
g t in
san
d us
ing
high
-κim
prov
es I O
N
4)Th
in t i
nsre
sults
in a
mbi
ploa
rcon
duct
ion
5)U
sing
sm
all d
CN
Ttu
be o
r MO
SFE
T-lik
e st
ruct
ure
supp
ress
es a
mbi
pola
r con
duct
ion
6)Th
e C
NTF
ET
perfo
rman
ce is
pro
mis
ing
42
Out
look
:
Tran
sist
ors
-3D
ele
ctro
stat
ics
-pho
non
scat
terin
g
-Adv
ance
d tra
nsis
tor s
truct
ures
-AC
cha
ract
eris
tics
New
dev
ices
-CN
T op
toel
ectro
nic
devi
ces
-CN
T-ba
sed
nano
sens
ors