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in
g
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e
tech
n
ical
d
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m
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s
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th
e
s
tu
d
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s
co
llectiv
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h
ig
h
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co
m
m
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o
b
jectiv
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t
h
e
d
e
v
elo
p
m
en
t
o
f
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tellig
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t
s
y
s
tem
s
th
at
ar
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u
r
e,
r
esil
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t,
ef
f
icien
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d
ca
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f
o
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atin
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with
in
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i
g
h
ly
in
t
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n
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ted
d
ig
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en
v
ir
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n
m
en
ts
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g
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o
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tellig
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ity
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an
d
d
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g
ital
tr
an
s
f
o
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m
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p
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v
id
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n
im
p
o
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tan
t
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tex
t
f
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er
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g
th
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th
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e
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d
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er
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g
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th
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.
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he
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o
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ilient
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llig
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urit
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it
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l t
ra
ns
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o
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m
a
t
io
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T
h
e
ac
ce
ler
atin
g
p
ac
e
o
f
d
ig
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tal
tr
an
s
f
o
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m
atio
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is
r
esh
ap
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n
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th
e
r
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ip
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etwe
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tellig
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n
n
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tiv
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a
n
d
s
ec
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ity
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cr
o
s
s
m
o
d
er
n
tech
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l
o
g
ical
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o
s
y
s
tem
s
.
Ad
v
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ce
s
in
ar
t
if
icial
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tellig
en
ce
,
in
tellig
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t
co
m
p
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tin
g
,
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u
d
s
er
v
ices,
ed
g
e
co
m
p
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tin
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a
n
d
d
is
tr
ib
u
ted
d
i
g
ital
in
f
r
astru
ct
u
r
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ar
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in
c
r
ea
s
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g
ly
co
n
v
er
g
in
g
to
s
u
p
p
o
r
t
ad
ap
ti
v
e
an
d
d
ata
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d
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iv
e
n
o
p
er
atio
n
s
ac
r
o
s
s
d
iv
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s
e
s
ec
to
r
s
.
R
ec
en
t
d
ev
elo
p
m
en
ts
in
m
ac
h
in
e
lear
n
in
g
,
d
ee
p
lear
n
in
g
,
f
o
u
n
d
atio
n
m
o
d
els,
an
d
m
u
ltimo
d
al
AI
ar
ch
itectu
r
es
h
av
e
s
ig
n
if
ican
tly
ex
p
an
d
e
d
th
e
ca
p
ab
ilit
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o
f
in
tellig
en
t
s
y
s
tem
s
,
en
ab
lin
g
m
o
r
e
s
o
p
h
is
ticated
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ec
is
io
n
-
m
a
k
i
n
g
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au
t
o
m
atio
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,
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d
k
n
o
wled
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tr
ac
tio
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.
As
o
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g
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izatio
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s
an
d
s
o
cieties
b
ec
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m
e
in
cr
ea
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in
g
ly
r
elia
n
t
o
n
d
ig
ital
tech
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o
lo
g
ies,
th
e
in
teg
r
atio
n
o
f
in
tellig
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i
n
to
cr
itical
in
f
r
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ctu
r
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co
m
m
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n
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n
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r
k
s
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in
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u
s
tr
ial
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y
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tem
s
,
an
d
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lic
s
er
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ices c
o
n
tin
u
es to
cr
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te
n
e
w
o
p
p
o
r
tu
n
ities
f
o
r
in
n
o
v
ati
o
n
an
d
ef
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cy
.
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th
e
s
am
e
tim
e,
t
h
e
g
r
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wi
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g
co
m
p
lex
ity
an
d
in
ter
co
n
n
ec
ted
n
ess
o
f
d
i
g
ital
en
v
ir
o
n
m
en
ts
h
av
e
in
ten
s
if
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co
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ce
r
n
s
r
eg
a
r
d
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y
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r
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r
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,
tr
u
s
t,
an
d
o
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al
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h
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r
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id
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p
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o
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p
latf
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m
s
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i
n
ter
n
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o
f
t
h
i
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g
s
(
I
o
T
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o
s
y
s
tem
s
,
cy
b
er
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h
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s
ical
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y
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tem
s
,
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d
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to
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o
m
o
u
s
ap
p
licatio
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s
h
as
b
r
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e
n
ed
p
o
ten
tial
attac
k
s
u
r
f
ac
es
wh
ile
in
cr
ea
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in
g
th
e
co
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s
eq
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en
ce
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o
f
s
y
s
tem
f
ailu
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d
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ity
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r
ea
ch
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E
m
er
g
in
g
ap
p
r
o
ac
h
es
s
u
ch
as
Z
er
o
-
T
r
u
s
t
ar
ch
itectu
r
es,
p
r
i
v
ac
y
-
p
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eser
v
in
g
m
ac
h
in
e
lear
n
in
g
,
s
ec
u
r
e
m
u
lti
-
p
ar
ty
co
m
p
u
tatio
n
,
h
o
m
o
m
o
r
p
h
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cr
y
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d
A
I
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en
a
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led
cy
b
e
r
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ity
ar
e
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ed
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n
in
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s
tr
ateg
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f
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r
p
r
o
tectin
g
d
ig
ital
ass
ets
an
d
m
ain
tain
in
g
s
y
s
tem
in
teg
r
ity
.
T
h
ese
d
ev
elo
p
m
en
ts
h
i
g
h
l
ig
h
t
th
e
in
cr
ea
s
in
g
im
p
o
r
tan
ce
o
f
em
b
ed
d
in
g
s
ec
u
r
ity
an
d
r
esil
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ce
t
h
r
o
u
g
h
o
u
t
th
e
en
tire
life
cy
cle
o
f
d
ig
ital
s
y
s
tem
s
r
ath
er
th
an
tr
ea
tin
g
th
em
as is
o
lated
tech
n
ical
co
n
s
id
er
atio
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s
.
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o
th
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s
ig
n
if
ican
t
tr
en
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in
v
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lv
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g
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o
win
g
co
n
v
e
r
g
en
ce
o
f
clo
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d
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tellig
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ce
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ed
g
e
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m
p
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tin
g
,
d
ec
en
tr
alize
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p
latf
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r
m
s
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d
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ig
ital tr
u
s
t f
r
am
ewo
r
k
s
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d
g
e
i
n
tellig
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ce
en
a
b
les r
ea
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tim
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er
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ata
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r
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cin
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c
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ile
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r
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v
in
g
p
r
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d
o
p
er
ati
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n
al
ef
f
icien
c
y
.
Me
a
n
wh
ile,
b
lo
ck
c
h
ain
tech
n
o
lo
g
ies
an
d
d
ec
en
tr
alize
d
co
m
p
u
tin
g
ar
ch
itectu
r
es
ar
e
cr
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tin
g
n
ew
o
p
p
o
r
t
u
n
ities
f
o
r
s
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u
r
e
in
f
o
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m
atio
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ex
ch
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g
e
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a
n
s
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t tr
an
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s
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is
tr
ib
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co
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r
d
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g
m
u
ltip
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tak
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s
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o
g
eth
e
r
,
t
h
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ad
v
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ce
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ar
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s
u
p
p
o
r
tin
g
th
e
d
ev
elo
p
m
en
t
o
f
r
esil
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t
d
ig
ita
l
ec
o
s
y
s
tem
s
ca
p
ab
le
o
f
o
p
e
r
atin
g
ac
r
o
s
s
h
ig
h
ly
d
y
n
am
ic
a
n
d
i
n
ter
co
n
n
ec
ted
en
v
ir
o
n
m
en
ts
.
T
h
e
s
tu
d
ies
p
r
esen
ted
in
th
is
is
s
u
e
co
llectiv
ely
r
ef
lect
th
is
tr
an
s
f
o
r
m
atio
n
a
n
d
d
em
o
n
s
tr
a
te
h
o
w
th
e
in
teg
r
atio
n
o
f
in
tellig
en
ce
,
s
ec
u
r
ity
,
r
esil
ien
ce
,
an
d
h
u
m
a
n
-
ce
n
ter
e
d
in
n
o
v
atio
n
is
s
h
ap
in
g
th
e
f
u
tu
r
e
o
f
elec
tr
ical
en
g
i
n
ee
r
in
g
,
co
m
p
u
ter
s
cien
ce
,
an
d
in
f
o
r
m
atio
n
an
d
co
m
m
u
n
icatio
n
tech
n
o
lo
g
ies.
Art
if
icia
l int
ellig
ence
,
m
a
c
hin
e
lea
rning
,
a
nd
inte
llig
ent
a
na
ly
t
ics
Ar
tific
ial
in
tellig
en
ce
(
AI
)
co
n
tin
u
es
to
b
e
o
n
e
o
f
th
e
m
o
s
t
tr
an
s
f
o
r
m
ativ
e
tech
n
o
lo
g
i
es
s
h
ap
in
g
m
o
d
er
n
en
g
in
ee
r
in
g
an
d
co
m
p
u
tin
g
r
esear
ch
.
R
ec
en
t
ad
v
a
n
ce
s
in
m
ac
h
in
e
lear
n
in
g
,
d
e
ep
lear
n
in
g
,
n
atu
r
al
lan
g
u
ag
e
p
r
o
ce
s
s
in
g
,
an
d
in
te
llig
en
t
an
aly
tics
h
av
e
s
ig
n
if
ic
an
tly
ex
p
a
n
d
ed
th
e
ab
ilit
y
o
f
d
ig
ital
s
y
s
tem
s
to
ex
tr
ac
t
k
n
o
wled
g
e
f
r
o
m
lar
g
e
an
d
co
m
p
lex
d
atasets
,
au
t
o
m
ate
d
ec
is
io
n
-
m
ak
in
g
p
r
o
c
ess
es,
an
d
s
u
p
p
o
r
t
p
r
ed
ictiv
e
an
d
p
r
escr
ip
tiv
e
in
tellig
en
ce
.
T
h
e
in
cr
ea
s
in
g
av
aila
b
ilit
y
o
f
co
m
p
u
tatio
n
al
r
eso
u
r
ce
s
,
clo
u
d
in
f
r
astru
ctu
r
es,
an
d
lar
g
e
-
s
ca
le
d
ata
r
ep
o
s
ito
r
ies
h
as
ac
ce
ler
ated
th
e
d
ep
lo
y
m
en
t
o
f
AI
ac
r
o
s
s
d
iv
er
s
e
ap
p
licatio
n
d
o
m
ain
s
,
r
an
g
in
g
f
r
o
m
in
d
u
s
tr
ial
au
to
m
atio
n
an
d
b
u
s
in
ess
in
tellig
en
ce
to
h
ea
lth
ca
r
e,
ed
u
ca
tio
n
,
an
d
s
m
ar
t
cities.
I
n
p
ar
allel,
em
er
g
in
g
d
ev
elo
p
m
en
ts
in
f
o
u
n
d
atio
n
m
o
d
els
an
d
lar
g
e
lan
g
u
ag
e
m
o
d
els
ar
e
en
ab
lin
g
m
o
r
e
g
en
er
alize
d
a
n
d
co
n
tex
t
-
awa
r
e
f
o
r
m
s
o
f
i
n
tellig
en
ce
ca
p
ab
le
o
f
s
u
p
p
o
r
tin
g
in
cr
ea
s
in
g
ly
s
o
p
h
is
ticated
an
aly
tical
task
s
.
Sev
er
al
co
n
tr
ib
u
tio
n
s
i
n
th
is
is
s
u
e
r
ef
lect
th
e
g
r
o
win
g
im
p
o
r
t
an
ce
o
f
in
tellig
en
t
a
n
aly
tics
in
ad
d
r
ess
in
g
co
m
p
lex
r
ea
l
-
wo
r
ld
p
r
o
b
lem
s
.
Ad
v
an
ce
d
m
ac
h
i
n
e
lear
n
in
g
te
ch
n
iq
u
es
ar
e
b
ein
g
a
p
p
lied
to
p
atter
n
r
ec
o
g
n
itio
n
,
s
en
tim
en
t
an
aly
s
is
,
an
o
m
al
y
d
etec
tio
n
,
k
n
o
wled
g
e
d
is
co
v
e
r
y
,
a
n
d
d
ec
is
io
n
-
s
u
p
p
o
r
t
a
p
p
l
icatio
n
s
.
R
esear
ch
in
v
o
lv
in
g
g
r
ap
h
-
b
ased
lear
n
in
g
,
s
o
cial
n
etwo
r
k
an
aly
tics
,
an
d
n
atu
r
al
lan
g
u
ag
e
p
r
o
ce
s
s
in
g
d
em
o
n
s
tr
ates
h
o
w
in
tellig
en
t
alg
o
r
ith
m
s
ca
n
u
n
co
v
er
m
ea
n
in
g
f
u
l
r
elatio
n
s
h
ip
s
with
in
h
ig
h
ly
i
n
ter
co
n
n
ec
ted
an
d
u
n
s
tr
u
ctu
r
ed
d
at
a
Evaluation Warning : The document was created with Spire.PDF for Python.
I
n
d
o
n
esian
J
E
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E
n
g
&
C
o
m
p
Sci
I
SS
N:
2502
-
4
7
5
2
R
esil
ien
t a
r
tifi
cia
l in
tellig
en
ce
,
s
ec
u
r
e
d
ig
ita
l e
co
s
ystems
,
a
n
d
in
tellig
en
t c
o
mp
u
tin
g
…
(
To
le
S
u
tikn
o
)
633
en
v
ir
o
n
m
en
ts
.
At
th
e
s
am
e
ti
m
e,
s
tu
d
ies
ex
p
lo
r
in
g
h
y
b
r
id
lear
n
in
g
ar
ch
itectu
r
es
an
d
a
d
v
an
ce
d
o
p
tim
izatio
n
m
eth
o
d
s
h
ig
h
lig
h
t
o
n
g
o
i
n
g
ef
f
o
r
ts
to
im
p
r
o
v
e
p
r
e
d
ictiv
e
p
e
r
f
o
r
m
a
n
ce
,
co
m
p
u
tatio
n
al
ef
f
i
cien
cy
,
an
d
m
o
d
el
ad
ap
tab
ilit
y
.
T
h
ese
d
ev
elo
p
m
e
n
ts
illu
s
tr
ate
th
e
co
n
tin
u
in
g
ev
o
lu
tio
n
o
f
AI
f
r
o
m
n
ar
r
o
w
task
-
s
p
ec
if
ic
s
o
lu
tio
n
s
to
war
d
m
o
r
e
in
teg
r
ated
an
d
c
o
n
tex
t
-
s
en
s
itiv
e
an
aly
tical
f
r
am
ewo
r
k
s
.
Desp
ite
r
em
ar
k
ab
le
p
r
o
g
r
ess
,
s
ev
er
al
ch
allen
g
es
r
em
ain
ce
n
tr
al
to
th
e
f
u
tu
r
e
d
ev
el
o
p
m
en
t
o
f
AI
s
y
s
tem
s
.
I
n
cr
ea
s
in
g
m
o
d
el
c
o
m
p
lex
ity
h
as
r
aised
im
p
o
r
tan
t
co
n
ce
r
n
s
r
e
g
ar
d
in
g
in
ter
p
r
eta
b
ilit
y
,
tr
an
s
p
ar
e
n
cy
,
f
air
n
ess
,
b
ias
m
itig
atio
n
,
an
d
r
o
b
u
s
tn
ess
.
As
AI
tech
n
o
lo
g
ies
b
ec
o
m
e
m
o
r
e
d
ee
p
ly
in
te
g
r
ated
in
to
cr
itical
in
f
r
astru
ctu
r
es
a
n
d
s
o
cieta
l
d
ec
is
io
n
-
m
ak
in
g
p
r
o
ce
s
s
es,
en
s
u
r
in
g
r
e
s
p
o
n
s
ib
le
a
n
d
tr
u
s
two
r
th
y
d
ep
lo
y
m
en
t
b
ec
o
m
es
in
cr
ea
s
in
g
ly
im
p
o
r
ta
n
t.
E
m
er
g
in
g
r
esear
ch
o
n
ex
p
l
ain
ab
le
AI
,
p
r
iv
ac
y
-
p
r
eser
v
in
g
m
ac
h
in
e
lear
n
i
n
g
,
f
ed
er
ated
lear
n
i
n
g
,
an
d
h
u
m
a
n
-
ce
n
ter
ed
in
tellig
en
t sy
s
tem
s
s
ee
k
s
to
ad
d
r
ess
th
ese
co
n
ce
r
n
s
wh
ile
m
ain
tain
in
g
h
ig
h
le
v
els
o
f
p
er
f
o
r
m
a
n
ce
a
n
d
s
ca
lab
ilit
y
.
C
o
llectiv
ely
,
t
h
e
s
tu
d
ies
p
r
esen
ted
in
th
is
i
s
s
u
e
h
ig
h
lig
h
t
th
e
ex
p
an
d
i
n
g
r
o
le
o
f
a
r
tific
ial
in
tellig
en
ce
an
d
in
tellig
en
t
a
n
aly
tics
as
k
ey
en
ab
ler
s
o
f
in
n
o
v
atio
n
,
wh
ile
em
p
h
asizin
g
th
e
n
ee
d
t
o
b
alan
ce
tech
n
o
lo
g
ical
a
d
v
a
n
ce
m
en
t
with
r
esil
ien
ce
,
ac
co
u
n
tab
ilit
y
,
an
d
s
o
cieta
l tr
u
s
t.
AI f
o
r
hea
lt
hca
re
,
bio
m
edica
l e
ng
ineering
,
a
nd
dig
it
a
l he
a
lt
h
Hea
lth
ca
r
e
co
n
tin
u
es
to
b
e
o
n
e
o
f
th
e
m
o
s
t
im
p
ac
tf
u
l
ap
p
lic
atio
n
d
o
m
ain
s
f
o
r
ar
tific
ial
in
t
ellig
en
ce
,
in
tellig
en
t
s
en
s
in
g
,
an
d
a
d
v
a
n
ce
d
co
m
p
u
tatio
n
al
tech
n
o
lo
g
ies.
T
h
e
g
r
o
win
g
av
ailab
ilit
y
o
f
m
ed
ical
d
ata,
wea
r
ab
le
d
ev
ices,
co
n
n
ec
te
d
h
ea
lth
p
latf
o
r
m
s
,
an
d
in
tellig
en
t
d
iag
n
o
s
tic
s
y
s
tem
s
h
as
ac
ce
l
er
ated
th
e
ad
o
p
ti
o
n
o
f
AI
-
d
r
iv
e
n
ap
p
r
o
ac
h
es
f
o
r
d
is
ea
s
e
d
etec
tio
n
,
p
atien
t
m
o
n
ito
r
in
g
,
cl
in
ical
d
ec
is
io
n
s
u
p
p
o
r
t,
an
d
h
ea
lth
ca
r
e
m
an
ag
em
en
t.
R
ec
en
t
ad
v
a
n
ce
s
in
m
ac
h
in
e
lear
n
in
g
a
n
d
d
ee
p
lear
n
in
g
h
av
e
en
ab
le
d
th
e
d
ev
elo
p
m
en
t
o
f
m
o
r
e
ac
cu
r
ate
an
d
e
f
f
icien
t
d
iag
n
o
s
tic
m
o
d
els
ca
p
ab
le
o
f
ass
is
tin
g
h
ea
lth
ca
r
e
p
r
o
f
ess
io
n
als
in
i
d
en
tify
in
g
co
m
p
lex
m
ed
ical
co
n
d
itio
n
s
wh
ile
s
u
p
p
o
r
tin
g
ea
r
lier
i
n
ter
v
en
tio
n
an
d
p
er
s
o
n
alize
d
tr
ea
tm
e
n
t stra
teg
ies.
R
esear
ch
in
b
io
m
ed
ical
e
n
g
i
n
ee
r
in
g
i
n
cr
ea
s
in
g
ly
c
o
m
b
in
e
s
in
tellig
en
t
alg
o
r
ith
m
s
with
ad
v
an
ce
d
s
en
s
in
g
an
d
im
ag
in
g
tech
n
o
l
o
g
ies
to
im
p
r
o
v
e
h
ea
lt
h
ca
r
e
ac
ce
s
s
ib
ilit
y
,
d
iag
n
o
s
tic
r
elia
b
ilit
y
,
an
d
p
atien
t
o
u
tco
m
es.
Ma
ch
in
e
lear
n
in
g
tech
n
iq
u
es
ar
e
b
ein
g
ap
p
lied
to
an
aly
ze
p
h
y
s
io
lo
g
ical
s
ig
n
als,
m
ed
ical
im
ag
es,
clin
ical
r
ec
o
r
d
s
,
an
d
p
o
p
u
latio
n
h
ea
lth
d
ata,
en
a
b
lin
g
th
e
ex
tr
ac
tio
n
o
f
m
ea
n
in
g
f
u
l
p
atter
n
s
t
h
at
m
ay
b
e
d
if
f
icu
l
t
to
id
en
tify
th
r
o
u
g
h
co
n
v
en
tio
n
al
m
eth
o
d
s
.
I
n
p
ar
allel,
ad
v
an
c
es
in
b
io
m
ed
ical
in
s
tr
u
m
en
tatio
n
,
wir
eless
h
ea
lth
m
o
n
ito
r
in
g
s
y
s
tem
s
,
an
d
d
i
g
ital
h
ea
lth
p
latf
o
r
m
s
ar
e
c
r
e
atin
g
o
p
p
o
r
tu
n
ities
f
o
r
co
n
tin
u
o
u
s
an
d
r
em
o
te
h
ea
lth
ca
r
e
s
er
v
ices.
T
h
ese
d
e
v
elo
p
m
en
ts
a
r
e
p
ar
ticu
lar
ly
i
m
p
o
r
tan
t
in
ad
d
r
ess
in
g
ch
allen
g
es
ass
o
ciate
d
with
ag
in
g
p
o
p
u
latio
n
s
,
ch
r
o
n
ic
d
is
ea
s
e
m
an
ag
em
en
t,
a
n
d
d
is
p
ar
it
ies in
h
ea
lth
ca
r
e
ac
ce
s
s
ac
r
o
s
s
d
if
f
er
en
t
r
eg
io
n
s
.
E
m
er
g
in
g
tr
en
d
s
s
u
c
h
as
ex
p
la
in
ab
le
AI
,
p
r
iv
ac
y
-
p
r
eser
v
i
n
g
an
aly
tics
,
f
ed
er
ated
lear
n
in
g
,
a
n
d
h
u
m
an
-
ce
n
ter
ed
h
ea
lth
ca
r
e
tech
n
o
lo
g
ies
ar
e
f
u
r
th
er
s
h
ap
in
g
t
h
e
f
u
t
u
r
e
o
f
d
ig
ital
h
ea
lth
ec
o
s
y
s
tem
s
.
As
AI
s
y
s
tem
s
b
ec
o
m
e
in
cr
ea
s
in
g
ly
in
v
o
lv
e
d
in
clin
ical
d
ec
is
io
n
-
m
a
k
i
n
g
,
co
n
ce
r
n
s
r
e
g
ar
d
in
g
tr
an
s
p
ar
en
cy
,
f
ai
r
n
ess
,
r
eliab
ilit
y
,
p
r
iv
ac
y
,
a
n
d
r
eg
u
l
ato
r
y
c
o
m
p
lian
ce
co
n
tin
u
e
to
attr
ac
t
s
ig
n
if
ican
t
atten
tio
n
.
Ad
d
r
ess
in
g
th
ese
ch
allen
g
es
r
eq
u
ir
es
in
ter
d
is
cip
lin
ar
y
co
llab
o
r
atio
n
am
o
n
g
en
g
in
ee
r
s
,
co
m
p
u
ter
s
ci
en
tis
ts
,
h
ea
lth
ca
r
e
p
r
o
f
ess
io
n
als,
an
d
p
o
licy
m
a
k
er
s
to
en
s
u
r
e
th
at
tech
n
o
lo
g
ic
al
in
n
o
v
atio
n
r
em
ain
s
alig
n
e
d
with
clin
ical
n
ee
d
s
an
d
eth
ical
s
tan
d
ar
d
s
.
T
h
e
co
n
tr
ib
u
tio
n
s
p
r
esen
ted
in
th
is
is
s
u
e
h
ig
h
lig
h
t th
e
g
r
o
win
g
co
n
v
er
g
en
ce
o
f
ar
tific
ial
in
tellig
en
ce
,
b
io
m
ed
ical
en
g
i
n
ee
r
in
g
,
an
d
d
ig
ital
h
ea
lth
,
d
em
o
n
s
tr
atin
g
th
e
p
o
ten
tial
o
f
in
tel
lig
en
t
tech
n
o
l
o
g
ies
to
s
u
p
p
o
r
t
m
o
r
e
ac
ce
s
s
ib
le,
ef
f
icien
t,
an
d
p
atien
t
-
ce
n
ter
ed
h
e
alth
ca
r
e
s
y
s
tem
s
in
th
e
y
ea
r
s
a
h
ea
d
.
Cy
bersecurit
y
,
cr
y
pto
g
ra
ph
y
,
priv
a
cy
,
a
nd
s
ec
ure
dig
it
a
l e
co
s
y
s
t
em
s
As
d
ig
ital
tr
an
s
f
o
r
m
atio
n
c
o
n
tin
u
es
to
ac
ce
ler
ate,
cy
b
er
s
ec
u
r
ity
h
as
b
ec
o
m
e
a
f
u
n
d
am
e
n
tal
r
eq
u
ir
em
e
n
t
f
o
r
m
o
d
er
n
in
f
o
r
m
atio
n
s
y
s
tem
s
,
co
m
m
u
n
ica
tio
n
n
etwo
r
k
s
,
an
d
c
r
itical
in
f
r
astru
ctu
r
es.
T
h
e
in
cr
ea
s
in
g
in
ter
co
n
n
ec
tio
n
o
f
c
lo
u
d
p
latf
o
r
m
s
,
I
o
T
d
ev
ices,
cy
b
er
-
p
h
y
s
ical
s
y
s
tem
s
,
an
d
in
tel
lig
en
t
ap
p
licatio
n
s
h
as e
x
p
an
d
ed
b
o
th
th
e
s
ca
le
an
d
c
o
m
p
lex
ity
o
f
cy
b
er
th
r
ea
ts
.
T
r
ad
itio
n
al
p
er
im
eter
-
b
ased
s
ec
u
r
ity
ap
p
r
o
ac
h
es
ar
e
o
f
ten
in
s
u
f
f
icien
t
in
h
ig
h
l
y
d
is
tr
ib
u
ted
an
d
d
y
n
am
ic
en
v
ir
o
n
m
e
n
ts
,
cr
ea
tin
g
a
g
r
o
win
g
n
ee
d
f
o
r
a
d
ap
tiv
e,
in
tellig
en
ce
-
d
r
iv
e
n
,
an
d
r
esil
ien
ce
-
o
r
ien
te
d
s
ec
u
r
ity
f
r
am
ewo
r
k
s
.
C
o
n
s
e
q
u
en
tly
,
cy
b
er
s
ec
u
r
ity
is
ev
o
lv
in
g
f
r
o
m
a
s
u
p
p
o
r
tin
g
f
u
n
ctio
n
in
t
o
a
s
tr
ateg
ic
co
m
p
o
n
en
t
o
f
d
i
g
ital e
co
s
y
s
tem
d
esig
n
,
g
o
v
er
n
a
n
ce
,
an
d
o
p
er
atio
n
.
R
ec
en
t
ad
v
an
ce
s
in
cr
y
p
to
g
r
ap
h
y
,
p
r
iv
ac
y
-
p
r
eser
v
in
g
tech
n
o
lo
g
ies,
an
d
in
tellig
en
t
th
r
ea
t
d
etec
tio
n
ar
e
r
esh
ap
in
g
th
e
c
y
b
er
s
ec
u
r
ity
la
n
d
s
ca
p
e.
Mo
d
e
r
n
s
ec
u
r
ity
f
r
a
m
ewo
r
k
s
in
cr
ea
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26
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6
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6
634
E
m
er
g
in
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c
o
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ce
p
ts
s
u
ch
as
AI
-
en
ab
led
c
y
b
er
s
ec
u
r
ity
,
cy
b
er
r
esil
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r
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ig
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in
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f
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e
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g
e
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with
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Su
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tr
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ly
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.
T
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s
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in
teg
r
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co
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p
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tatio
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ca
p
ab
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m
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T
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ch
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tech
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le
d
atasets
an
d
ad
v
an
ce
d
c
o
m
p
u
tatio
n
al
r
eso
u
r
ce
s
h
as
ac
ce
ler
ated
in
n
o
v
atio
n
wh
ile
en
ab
lin
g
m
o
r
e
ac
cu
r
at
e
an
d
r
o
b
u
s
t
v
is
u
al
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tellig
en
ce
s
o
lu
tio
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s
.
Alo
n
g
s
id
e
ad
v
an
ce
s
in
co
m
p
u
ter
v
is
io
n
,
m
u
ltim
o
d
al
in
tell
ig
en
ce
is
em
e
r
g
in
g
as
a
tr
an
s
f
o
r
m
ativ
e
p
ar
ad
ig
m
f
o
r
n
ex
t
-
g
en
er
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AI
s
y
s
tem
s
.
B
y
in
teg
r
atin
g
in
f
o
r
m
atio
n
f
r
o
m
m
u
ltip
le
s
o
u
r
ce
s
s
u
ch
as
im
ag
es,
tex
t,
au
d
i
o
,
s
en
s
o
r
d
ata,
an
d
c
o
n
tex
tu
al
i
n
f
o
r
m
atio
n
,
m
u
ltim
o
d
al
m
o
d
els
ca
n
ac
h
iev
e
r
ich
e
r
r
e
p
r
esen
tatio
n
s
o
f
r
ea
l
-
wo
r
ld
p
h
e
n
o
m
en
a
an
d
s
u
p
p
o
r
t
m
o
r
e
s
o
p
h
is
ticated
r
ea
s
o
n
in
g
ca
p
ab
ilit
ies.
R
ec
en
t
p
r
o
g
r
ess
in
f
o
u
n
d
atio
n
m
o
d
els
an
d
lar
g
e
-
s
ca
le
m
u
ltimo
d
al
ar
ch
itectu
r
es
h
as
d
em
o
n
s
tr
ated
th
e
p
o
ten
tial
o
f
AI
s
y
s
tem
s
to
p
r
o
ce
s
s
an
d
co
r
r
elate
d
iv
e
r
s
e
f
o
r
m
s
o
f
i
n
f
o
r
m
atio
n
with
in
u
n
i
f
ied
an
al
y
tical
f
r
am
ewo
r
k
s
.
T
h
ese
ca
p
a
b
ilit
ies
ar
e
o
p
en
in
g
n
ew
o
p
p
o
r
tu
n
ities
f
o
r
in
tellig
en
t
d
ec
is
io
n
s
u
p
p
o
r
t,
c
o
n
ten
t
g
en
e
r
atio
n
,
h
u
m
a
n
-
m
ac
h
in
e
co
llab
o
r
atio
n
,
an
d
ad
ap
tiv
e
lear
n
in
g
en
v
ir
o
n
m
en
t
s
.
As
AI
tech
n
o
lo
g
ies
b
ec
o
m
e
in
cr
ea
s
in
g
ly
in
teg
r
ated
in
to
e
v
er
y
d
a
y
life
,
g
r
ea
ter
atten
tio
n
is
b
ein
g
d
ir
ec
ted
to
war
d
h
u
m
a
n
-
ce
n
ter
ed
d
esig
n
p
r
in
cip
les.
Fu
tu
r
e
in
tellig
en
t
s
y
s
tem
s
m
u
s
t
n
o
t
o
n
ly
ac
h
iev
e
h
ig
h
lev
els
o
f
tech
n
ical
p
er
f
o
r
m
an
ce
b
u
t
also
r
em
ain
u
n
d
er
s
tan
d
a
b
le,
tr
u
s
two
r
th
y
,
in
cl
u
s
iv
e,
an
d
a
lig
n
ed
with
h
u
m
an
v
alu
es.
I
s
s
u
es
s
u
ch
as
tr
an
s
p
ar
en
cy
,
ex
p
lain
ab
ilit
y
,
f
air
n
e
s
s
,
p
r
iv
ac
y
,
an
d
u
s
er
ac
ce
p
ta
n
ce
ar
e
b
ec
o
m
in
g
ess
en
tial
co
n
s
id
er
atio
n
s
in
th
e
d
esig
n
an
d
d
e
p
lo
y
m
e
n
t
o
f
AI
-
d
r
iv
en
ap
p
licatio
n
s
.
T
h
e
s
tu
d
ies
f
ea
tu
r
ed
in
th
is
is
s
u
e
h
ig
h
lig
h
t
o
n
g
o
i
n
g
ad
v
a
n
ce
s
in
v
is
u
al
in
tellig
en
ce
an
d
m
u
ltimo
d
al
c
o
m
p
u
tin
g
wh
i
le
em
p
h
asizin
g
th
e
im
p
o
r
tan
ce
o
f
d
ev
elo
p
i
n
g
AI
s
y
s
tem
s
th
at
ef
f
ec
tiv
ely
s
u
p
p
o
r
t
h
u
m
an
n
ee
d
s
,
en
h
a
n
ce
d
e
cisi
o
n
-
m
ak
in
g
,
an
d
co
n
tr
ib
u
te
p
o
s
itiv
ely
to
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o
ciet
y
.
Evaluation Warning : The document was created with Spire.PDF for Python.
I
n
d
o
n
esian
J
E
lec
E
n
g
&
C
o
m
p
Sci
I
SS
N:
2502
-
4
7
5
2
R
esil
ien
t a
r
tifi
cia
l in
tellig
en
ce
,
s
ec
u
r
e
d
ig
ita
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co
s
ystems
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a
n
d
in
tellig
en
t c
o
mp
u
tin
g
…
(
To
le
S
u
tikn
o
)
635
Clo
ud
co
m
pu
t
ing
,
o
ptim
iza
t
i
o
n,
a
nd
l
a
rg
e
-
s
ca
le
dis
t
ribute
d sy
s
t
em
s
C
lo
u
d
co
m
p
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h
as
b
ec
o
m
e
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f
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n
d
am
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tal
en
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ler
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m
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er
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an
s
f
o
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m
atio
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p
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o
v
id
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lab
le
co
m
p
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tatio
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eso
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s
,
f
lex
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er
v
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d
eliv
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o
d
els,
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d
ef
f
icien
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d
ata
m
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ag
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t
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p
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b
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T
h
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p
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wth
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f
d
ata
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ten
s
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p
licatio
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ter
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ted
d
ig
ital
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er
v
ices
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cr
ea
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ed
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d
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f
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clo
u
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ctu
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p
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lar
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in
g
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s
to
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ag
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d
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eq
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ir
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.
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v
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ir
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aliza
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co
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izatio
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tio
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e
to
im
p
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e
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e
ef
f
icien
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an
d
ad
ap
tab
ilit
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f
clo
u
d
en
v
ir
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m
en
ts
,
e
n
ab
lin
g
o
r
g
an
izatio
n
s
to
d
ep
lo
y
an
d
m
an
ag
e
co
m
p
lex
ap
p
licatio
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s
with
g
r
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ter
f
lex
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b
ilit
y
an
d
r
eliab
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y
.
Op
tim
izati
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tech
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iq
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en
h
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cin
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d
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ti
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o
f
d
is
tr
ib
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ted
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m
p
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tin
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y
s
tem
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o
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m
s
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m
e
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g
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s
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ap
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ically
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g
y
m
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t
h
av
e
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g
ed
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p
o
r
tan
t
r
esear
ch
ch
allen
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Ma
c
h
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lear
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in
g
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d
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tellig
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t
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tim
iz
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n
m
eth
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d
s
ar
e
in
cr
ea
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ly
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ap
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is
io
n
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m
ak
in
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u
n
d
er
d
y
n
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m
ic
co
n
d
itio
n
s
.
Su
c
h
a
p
p
r
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a
ch
es
ar
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p
ar
ticu
lar
ly
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al
u
ab
l
e
in
e
n
v
ir
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n
m
en
ts
ch
ar
ac
ter
ized
b
y
f
lu
ctu
atin
g
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k
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ad
s
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lar
g
e
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s
ca
le
d
ata
p
r
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s
s
in
g
r
eq
u
ir
em
en
ts
,
an
d
d
iv
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s
e
q
u
ality
-
of
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s
er
v
ice
co
n
s
tr
ain
ts
.
T
h
e
f
u
tu
r
e
o
f
in
tellig
en
t
co
m
p
u
tin
g
is
e
x
p
ec
ted
to
b
e
s
h
a
p
ed
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s
er
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teg
r
ati
o
n
am
o
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g
clo
u
d
p
latf
o
r
m
s
,
ed
g
e
in
f
r
astru
ct
u
r
e
s
,
an
d
d
is
tr
ib
u
ted
c
o
m
p
u
tatio
n
al
r
eso
u
r
ce
s
.
E
m
er
g
in
g
p
ar
ad
i
g
m
s
s
u
ch
as
clo
u
d
-
ed
g
e
co
llab
o
r
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n
,
f
e
d
er
ated
in
tellig
en
ce
,
d
ec
e
n
tr
alize
d
c
o
m
p
u
tin
g
,
an
d
au
to
n
o
m
o
u
s
r
eso
u
r
ce
m
an
ag
e
m
en
t
ar
e
en
ab
lin
g
m
o
r
e
r
esil
ien
t
an
d
s
ca
lab
le
d
ig
ital
ec
o
s
y
s
tem
s
.
T
h
ese
d
ev
elo
p
m
en
ts
s
u
p
p
o
r
t
a
p
p
licatio
n
s
r
eq
u
ir
in
g
r
ea
l
-
tim
e
r
esp
o
n
s
iv
en
ess
,
h
ig
h
av
ailab
ilit
y
,
an
d
s
ec
u
r
e
d
ata
p
r
o
ce
s
s
in
g
ac
r
o
s
s
d
is
tr
ib
u
ted
en
v
ir
o
n
m
e
n
ts
.
T
h
e
co
n
tr
ib
u
tio
n
s
p
r
esen
ted
in
th
is
is
s
u
e
r
ef
lect
o
n
g
o
i
n
g
p
r
o
g
r
ess
in
o
p
tim
izatio
n
m
eth
o
d
o
lo
g
ies,
in
tellig
en
t
r
eso
u
r
ce
m
an
a
g
em
en
t,
a
n
d
lar
g
e
-
s
ca
le
co
m
p
u
tin
g
ar
ch
itectu
r
es
th
at
will
co
n
tin
u
e
to
u
n
d
er
p
in
f
u
tu
r
e
ad
v
a
n
ce
s
in
ar
tific
ial
in
tellig
en
ce
,
d
ata
a
n
aly
tics
,
an
d
co
n
n
ec
ted
d
ig
ital se
r
v
ices.
B
lo
ck
cha
in,
dece
ntr
a
lized
pl
a
t
f
o
r
m
s
,
a
nd
dig
it
a
l t
rus
t
T
h
e
in
cr
ea
s
in
g
r
elian
ce
o
n
d
ig
ital
s
er
v
ices
an
d
in
ter
c
o
n
n
ec
te
d
p
latf
o
r
m
s
h
as
elev
ate
d
th
e
i
m
p
o
r
tan
ce
o
f
tr
u
s
t,
tr
an
s
p
a
r
en
cy
,
an
d
s
ec
u
r
ity
with
in
m
o
d
er
n
in
f
o
r
m
atio
n
ec
o
s
y
s
tem
s
.
B
lo
ck
ch
ain
tech
n
o
lo
g
y
h
as
em
er
g
ed
as
a
p
r
o
m
is
in
g
ap
p
r
o
ac
h
f
o
r
s
u
p
p
o
r
tin
g
d
ec
en
tr
al
ized
an
d
tam
p
er
-
r
esis
tan
t
d
ig
ital
in
f
r
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ctu
r
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ca
p
ab
le
o
f
f
ac
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atin
g
s
ec
u
r
e
tr
an
s
ac
tio
n
s
,
d
ata
s
h
ar
in
g
,
an
d
d
is
tr
ib
u
ted
co
o
r
d
in
atio
n
am
o
n
g
m
u
ltip
le
s
tak
eh
o
ld
er
s
.
B
y
r
ed
u
cin
g
d
ep
en
d
en
ce
o
n
ce
n
tr
alize
d
au
th
o
r
ities
,
b
lo
ck
ch
ain
-
b
ased
s
y
s
tem
s
o
f
f
er
n
ew
o
p
p
o
r
tu
n
ities
f
o
r
e
n
h
an
ci
n
g
a
cc
o
u
n
tab
ilit
y
,
tr
ac
ea
b
ilit
y
,
an
d
o
p
er
atio
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al
r
esil
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ce
ac
r
o
s
s
a
wid
e
r
an
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e
o
f
ap
p
licatio
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s
.
B
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o
n
d
cr
y
p
t
o
cu
r
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e
n
cies,
b
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ch
ain
tech
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o
l
o
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ies
ar
e
in
cr
ea
s
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g
ly
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g
ex
p
lo
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in
ar
ea
s
s
u
ch
a
s
d
ig
ital
id
en
tity
m
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a
g
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p
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ly
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in
g
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h
e
alth
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r
e
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ch
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g
e,
s
m
ar
t
co
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tr
ac
ts
,
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d
s
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u
r
e
I
o
T
en
v
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o
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m
e
n
ts
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en
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m
b
in
ed
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ce
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h
y
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ted
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m
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t
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alize
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tr
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ile
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cin
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b
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g
le
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o
f
f
ail
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h
ese
ca
p
ab
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ar
e
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ar
ticu
lar
ly
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elev
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t
as
o
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ee
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tr
en
g
th
en
d
i
g
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u
s
t a
n
d
im
p
r
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v
e
th
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ity
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f
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ea
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ly
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ter
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n
n
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ted
s
y
s
tem
s
.
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h
e
co
n
c
ep
t
o
f
d
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g
ital
tr
u
s
t
ex
ten
d
s
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ey
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n
d
tec
h
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ical
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r
it
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h
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n
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s
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en
co
m
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ass
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eliab
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tr
an
s
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ar
en
cy
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r
i
v
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r
o
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n
,
a
n
d
r
esp
o
n
s
ib
le
g
o
v
e
r
n
an
c
e.
Fu
tu
r
e
d
ig
ital
ec
o
s
y
s
tem
s
wi
ll
r
eq
u
ir
e
in
teg
r
ated
f
r
am
ewo
r
k
s
t
h
at
b
ala
n
ce
in
n
o
v
atio
n
with
ac
c
o
u
n
tab
ilit
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ile
en
s
u
r
in
g
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n
f
id
en
ce
am
o
n
g
u
s
er
s
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r
g
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n
izatio
n
s
,
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d
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o
ciety
.
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h
e
r
esear
ch
c
o
n
t
r
ib
u
tio
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s
f
ea
tu
r
e
d
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th
is
is
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u
e
h
ig
h
lig
h
t
th
e
g
r
o
win
g
r
o
le
o
f
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lo
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ch
ain
-
e
n
ab
le
d
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tio
n
s
an
d
d
ec
en
tr
alize
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ar
ch
itectu
r
es in
s
u
p
p
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r
tin
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ec
u
r
e,
r
esil
ien
t,
an
d
tr
u
s
two
r
th
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d
ig
ital e
n
v
ir
o
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m
e
n
ts
.
As
d
ig
ital
tr
an
s
f
o
r
m
atio
n
c
o
n
t
in
u
es
to
ev
o
l
v
e,
th
ese
tech
n
o
l
o
g
ies
ar
e
ex
p
ec
te
d
to
b
ec
o
m
e
im
p
o
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tan
t
b
u
ild
in
g
b
lo
ck
s
f
o
r
n
ex
t
-
g
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er
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in
f
o
r
m
atio
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s
y
s
tem
s
an
d
c
o
n
n
ec
t
ed
in
f
r
astru
ctu
r
es.
E
m
er
g
ing
prio
rit
ies in ele
ct
rica
l e
ng
ineering
a
nd
co
m
pu
t
er
s
cience
f
o
r
t
he
nex
t
deca
de
T
h
e
n
e
x
t
d
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ad
e
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p
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ted
to
b
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g
p
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f
o
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n
d
ch
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g
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to
th
e
f
ield
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o
f
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tr
ical
e
n
g
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ee
r
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g
a
n
d
co
m
p
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ter
s
cien
ce
as
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tellig
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n
t
tech
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o
m
e
in
c
r
ea
s
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g
ly
in
teg
r
ated
in
t
o
cr
itical
in
f
r
astru
ctu
r
es,
in
d
u
s
tr
ial
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y
s
tem
s
,
p
u
b
lic
s
e
r
v
ices,
an
d
ev
e
r
y
d
a
y
life
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W
h
ile
ad
v
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ce
s
in
ar
tific
ial
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tellig
en
ce
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clo
u
d
co
m
p
u
tin
g
,
co
m
m
u
n
icatio
n
n
etwo
r
k
s
,
an
d
d
ig
ital
p
latf
o
r
m
s
co
n
tin
u
e
to
ac
ce
ler
ate
i
n
n
o
v
atio
n
,
g
r
o
win
g
co
n
ce
r
n
s
r
e
g
ar
d
in
g
r
esil
ien
ce
,
s
ec
u
r
ity
,
s
u
s
tain
ab
ilit
y
,
an
d
r
esp
o
n
s
ib
le
tech
n
o
lo
g
y
d
ep
lo
y
m
en
t
ar
e
r
esh
a
p
in
g
r
esear
ch
p
r
i
o
r
ities
.
Fu
tu
r
e
tech
n
o
lo
g
ical
p
r
o
g
r
ess
will
d
e
p
en
d
n
o
t
o
n
ly
o
n
ac
h
iev
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n
g
h
ig
h
e
r
lev
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o
f
p
er
f
o
r
m
an
ce
a
n
d
a
u
to
m
atio
n
b
u
t
also
o
n
en
s
u
r
in
g
th
at
in
tellig
en
t
s
y
s
tem
s
r
em
ain
r
eliab
le,
t
r
an
s
p
ar
en
t,
s
ec
u
r
e,
an
d
alig
n
e
d
with
s
o
cieta
l n
ee
d
s
.
On
e
o
f
th
e
m
o
s
t
s
ig
n
if
ican
t
p
r
io
r
ities
will
b
e
th
e
d
ev
elo
p
m
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f
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esil
ien
t
an
d
t
r
u
s
two
r
th
y
ar
tific
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tellig
en
ce
.
E
m
er
g
in
g
f
o
u
n
d
a
tio
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m
o
d
els,
m
u
ltimo
d
al
AI
ar
ch
itectu
r
es,
au
to
n
o
m
o
u
s
s
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s
tem
s
,
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d
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tellig
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t
ag
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ex
p
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an
s
f
o
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m
h
o
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s
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ze
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an
d
u
tili
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d
ac
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o
s
s
m
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ltip
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d
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s
.
At
th
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tim
e,
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cr
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Evaluation Warning : The document was created with Spire.PDF for Python.
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20
26
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f
air
n
ess
,
r
o
b
u
s
tn
ess
,
p
r
iv
ac
y
p
r
eser
v
atio
n
,
a
n
d
h
u
m
an
-
c
en
ter
ed
d
esig
n
.
R
esear
ch
in
p
r
iv
ac
y
-
p
r
eser
v
in
g
m
ac
h
in
e
lear
n
in
g
,
f
ed
e
r
ated
le
ar
n
in
g
,
tr
u
s
two
r
th
y
AI
,
an
d
A
I
g
o
v
er
n
an
ce
will
b
ec
o
m
e
in
c
r
ea
s
in
g
ly
im
p
o
r
tan
t
as
o
r
g
an
izatio
n
s
s
ee
k
to
b
alan
ce
in
n
o
v
atio
n
with
ac
co
u
n
tab
i
lity
an
d
p
u
b
lic
tr
u
s
t.
C
y
b
er
s
ec
u
r
ity
will r
e
m
ain
a
n
o
th
er
cr
itical
p
r
io
r
ity
as
d
ig
ital
ec
o
s
y
s
tem
s
b
ec
o
m
e
m
o
r
e
in
te
r
co
n
n
ec
ted
an
d
d
is
tr
ib
u
ted
.
Fu
tu
r
e
in
f
r
astru
ctu
r
es
will
in
cr
ea
s
in
g
ly
r
ely
o
n
Z
er
o
-
T
r
u
s
t
ar
ch
itectu
r
es
,
AI
-
en
ab
led
th
r
ea
t
d
etec
tio
n
,
q
u
a
n
tu
m
-
r
esis
tan
t
cr
y
p
to
g
r
ap
h
y
,
s
ec
u
r
e
ed
g
e
c
o
m
p
u
tin
g
,
an
d
r
esil
ien
t
cy
b
e
r
-
p
h
y
s
ical
s
y
s
tem
s
.
Pro
tectin
g
d
ig
ital
ass
ets,
en
s
u
r
in
g
o
p
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al
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tin
u
ity
,
an
d
s
af
eg
u
a
r
d
in
g
p
r
i
v
ac
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wil
l
r
eq
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ir
e
i
n
teg
r
ated
s
ec
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r
ity
f
r
am
ewo
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k
s
ca
p
ab
le
o
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ap
tin
g
to
r
ap
i
d
ly
ev
o
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n
g
th
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ea
t
lan
d
s
ca
p
es.
Simu
ltan
eo
u
s
ly
,
ad
v
an
ce
s
in
b
lo
ck
ch
ain
tech
n
o
lo
g
ies
an
d
d
ec
en
tr
alize
d
co
m
p
u
tin
g
will
co
n
tr
ib
u
te
to
th
e
d
ev
elo
p
m
e
n
t
o
f
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ig
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tr
u
s
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ec
o
s
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s
th
at
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u
p
p
o
r
t secu
r
e
in
f
o
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m
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c
h
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g
e
a
n
d
tr
an
s
p
ar
en
t d
ig
ital in
ter
ac
tio
n
s
.
Su
s
tain
ab
ilit
y
is
al
s
o
ex
p
ec
ted
to
p
lay
a
ce
n
tr
al
r
o
le
in
f
u
tu
r
e
en
g
in
ee
r
in
g
r
esear
ch
.
I
n
c
r
ea
s
in
g
d
em
an
d
f
o
r
co
m
p
u
tatio
n
al
r
eso
u
r
ce
s
,
d
ata
ce
n
ter
s
,
co
m
m
u
n
icatio
n
n
et
wo
r
k
s
,
an
d
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tellig
en
t
s
er
v
ices
h
ig
h
lig
h
ts
th
e
n
ee
d
fo
r
en
e
r
g
y
-
ef
f
icien
t
tec
h
n
o
lo
g
ies
an
d
en
v
ir
o
n
m
e
n
tally
r
esp
o
n
s
ib
le
in
n
o
v
atio
n
.
R
esear
ch
o
n
g
r
ee
n
co
m
p
u
tin
g
,
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tellig
en
t
en
er
g
y
m
an
a
g
em
en
t,
s
u
s
tain
ab
le
co
m
m
u
n
icatio
n
in
f
r
astru
ctu
r
es,
an
d
r
eso
u
r
ce
-
e
f
f
icien
t
AI
m
o
d
els
will
co
n
tr
ib
u
te
to
r
ed
u
cin
g
e
n
v
ir
o
n
m
en
tal
im
p
ac
ts
wh
ile
s
u
p
p
o
r
tin
g
co
n
tin
u
ed
tech
n
o
l
o
g
ical
g
r
o
wth
.
T
h
e
in
teg
r
atio
n
o
f
in
tellig
en
t
o
p
tim
izatio
n
tech
n
iq
u
es
with
r
en
ew
ab
le
en
er
g
y
s
y
s
tem
s
an
d
s
m
ar
t
in
f
r
astru
ctu
r
es
will
f
u
r
th
er
s
u
p
p
o
r
t g
lo
b
al
e
f
f
o
r
ts
to
war
d
s
u
s
tain
ab
le
d
ev
el
o
p
m
e
n
t.
Fin
ally
,
th
e
co
n
v
er
g
en
ce
o
f
clo
u
d
co
m
p
u
tin
g
,
e
d
g
e
in
tell
ig
en
ce
,
ad
v
a
n
ce
d
co
m
m
u
n
ica
tio
n
s
,
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d
au
to
n
o
m
o
u
s
s
y
s
tem
s
is
ex
p
ec
ted
to
r
ed
ef
in
e
f
u
tu
r
e
d
ig
ital
en
v
ir
o
n
m
e
n
ts
.
E
m
er
g
in
g
p
ar
ad
ig
m
s
s
u
ch
as
d
is
tr
ib
u
ted
in
tellig
en
ce
,
d
ig
ita
l
twin
s
,
au
to
n
o
m
o
u
s
n
etwo
r
k
s
,
h
u
m
an
-
AI
c
o
llab
o
r
atio
n
,
a
n
d
n
ex
t
-
g
e
n
er
atio
n
cy
b
er
-
p
h
y
s
ical
s
y
s
tem
s
will
cr
ea
te
n
ew
o
p
p
o
r
tu
n
ities
f
o
r
in
n
o
v
atio
n
wh
ile
in
tr
o
d
u
cin
g
c
o
m
p
lex
tech
n
ical
an
d
s
o
cieta
l
ch
allen
g
es.
Ad
d
r
ess
in
g
th
ese
c
h
allen
g
es
will
r
e
q
u
ir
e
in
ter
d
is
cip
lin
ar
y
co
llab
o
r
atio
n
am
o
n
g
en
g
i
n
ee
r
s
,
co
m
p
u
ter
s
cien
tis
ts
,
p
o
licy
m
a
k
er
s
,
an
d
in
d
u
s
tr
y
s
tak
eh
o
ld
er
s
.
T
h
e
r
esear
ch
t
h
em
es
r
ep
r
esen
ted
in
th
is
is
s
u
e
p
r
o
v
id
e
v
alu
ab
le
in
s
ig
h
ts
in
to
th
ese
em
er
g
in
g
p
r
io
r
ities
an
d
illu
s
tr
ate
h
o
w
ad
v
an
ce
s
in
el
ec
tr
ical
en
g
in
ee
r
in
g
an
d
c
o
m
p
u
te
r
s
cien
ce
ar
e
co
n
tr
ib
u
tin
g
to
th
e
d
ev
elo
p
m
e
n
t
o
f
in
tellig
en
t,
s
ec
u
r
e,
r
esil
ien
t,
an
d
s
u
s
tain
ab
le
tech
n
o
lo
g
ies f
o
r
th
e
f
u
tu
r
e.
Co
nclus
io
n a
n
d SDG
-
o
rient
ed
o
utlo
o
k
T
h
e
ar
ticles
p
u
b
lis
h
ed
in
th
is
is
s
u
e
co
llectiv
ely
d
em
o
n
s
tr
ate
th
e
g
r
o
win
g
c
o
n
v
e
r
g
en
ce
o
f
ar
tific
ial
in
tellig
en
ce
,
cy
b
er
s
ec
u
r
ity
,
i
n
telli
g
en
t
co
m
p
u
tin
g
,
an
d
d
ig
ital
tr
an
s
f
o
r
m
atio
n
i
n
a
d
d
r
ess
in
g
co
m
p
lex
tech
n
o
lo
g
ical
a
n
d
s
o
cieta
l
c
h
allen
g
es.
Ad
v
an
ce
s
in
m
ac
h
in
e
lear
n
in
g
,
in
tellig
en
t
an
aly
tics
,
h
ea
lth
ca
r
e
tech
n
o
lo
g
ies,
c
y
b
er
s
ec
u
r
ity
,
p
r
iv
ac
y
-
p
r
eser
v
in
g
s
y
s
tem
s
,
I
o
T
in
f
r
astru
ct
u
r
es,
clo
u
d
co
m
p
u
tin
g
,
b
lo
c
k
ch
ain
ap
p
licatio
n
s
,
an
d
d
ec
en
tr
alize
d
p
latf
o
r
m
s
h
i
g
h
lig
h
t
th
e
i
n
cr
e
asin
g
im
p
o
r
tan
ce
o
f
r
esil
ien
t,
s
ec
u
r
e,
an
d
ad
ap
tiv
e
d
ig
ital
ec
o
s
y
s
tem
s
.
B
ey
o
n
d
tech
n
ical
in
n
o
v
atio
n
,
m
an
y
o
f
th
ese
co
n
tr
ib
u
tio
n
s
s
u
p
p
o
r
t
b
r
o
ad
er
s
o
cieta
l
o
b
jectiv
es
alig
n
ed
with
th
e
U
n
ited
Natio
n
s
Su
s
tain
ab
le
Dev
elo
p
m
en
t
Go
als
(
SDGs
)
,
in
clu
d
in
g
SDG
3
(
Go
o
d
Hea
lth
an
d
W
ell
-
B
ein
g
)
,
SDG
4
(
Qu
ality
E
d
u
ca
tio
n
)
,
SDG
9
(
I
n
d
u
s
tr
y
,
I
n
n
o
v
atio
n
an
d
I
n
f
r
astru
ctu
r
e)
,
SDG
1
1
(
Su
s
tain
ab
le
C
ities
an
d
C
o
m
m
u
n
ities
)
,
an
d
SDG
1
6
(
Pea
ce
,
J
u
s
tice
an
d
Stro
n
g
I
n
s
titu
tio
n
s
)
.
C
o
llectiv
ely
,
th
e
r
esear
ch
p
r
esen
ted
in
th
is
i
s
s
u
e
illu
s
tr
ates
h
o
w
ad
v
an
ce
s
i
n
elec
tr
ical
en
g
i
n
ee
r
in
g
an
d
co
m
p
u
ter
s
cien
ce
ca
n
co
n
tr
ib
u
te
to
m
o
r
e
ef
f
icien
t,
in
clu
s
iv
e,
an
d
s
u
s
tain
ab
le
d
ig
ital
s
o
cieties.
L
o
o
k
in
g
ah
ea
d
,
f
u
tu
r
e
tech
n
o
l
o
g
ical
p
r
o
g
r
ess
will
in
cr
ea
s
in
g
ly
b
e
s
h
ap
ed
b
y
th
e
in
teg
r
atio
n
o
f
r
esil
ien
t
ar
tific
ial
in
tellig
en
ce
,
s
ec
u
r
e
d
ig
ital
ec
o
s
y
s
tem
s
,
an
d
in
tellig
en
t
co
m
p
u
tin
g
in
f
r
astru
ctu
r
es.
E
m
er
g
in
g
d
ev
elo
p
m
e
n
ts
in
f
o
u
n
d
atio
n
an
d
m
u
ltimo
d
al
AI
m
o
d
els,
p
r
iv
ac
y
-
p
r
eser
v
in
g
m
ac
h
in
e
lear
n
in
g
,
AI
-
en
ab
le
d
cy
b
er
s
ec
u
r
ity
,
Z
er
o
-
T
r
u
s
t
ar
ch
itectu
r
es,
ed
g
e
in
tellig
en
c
e,
d
ec
en
tr
alize
d
co
m
p
u
tin
g
,
an
d
d
ig
ital
tr
u
s
t
f
r
am
ewo
r
k
s
ar
e
ex
p
ec
ted
to
r
e
d
ef
in
e
th
e
ca
p
ab
ilit
ies
an
d
r
esp
o
n
s
ib
ilit
ies
o
f
n
ex
t
-
g
en
e
r
atio
n
d
ig
ital
s
y
s
tem
s
.
At
th
e
s
am
e
tim
e,
g
r
o
win
g
c
o
n
ce
r
n
s
r
eg
ar
d
in
g
s
ec
u
r
ity
,
tr
an
s
p
ar
en
cy
,
r
esil
ien
ce
,
s
u
s
tain
ab
ilit
y
,
an
d
h
u
m
a
n
-
ce
n
ter
ed
in
n
o
v
atio
n
will
r
e
q
u
ir
e
c
o
n
tin
u
e
d
in
ter
d
is
cip
lin
ar
y
c
o
llab
o
r
atio
n
an
d
r
esp
o
n
s
ib
le
tech
n
o
lo
g
y
d
ev
elo
p
m
e
n
t.
T
h
r
o
u
g
h
th
e
d
is
s
em
in
atio
n
o
f
h
ig
h
-
q
u
ality
r
esear
ch
an
d
in
n
o
v
ativ
e
e
n
g
i
n
ee
r
in
g
s
o
lu
tio
n
s
,
I
J
E
E
C
S
co
n
tin
u
es
to
c
o
n
tr
ib
u
te
to
th
e
ad
v
a
n
ce
m
en
t
o
f
i
n
te
llig
en
t,
s
ec
u
r
e,
a
n
d
s
u
s
tain
ab
le
tech
n
o
l
o
g
ies
th
at
s
u
p
p
o
r
t e
co
n
o
m
ic
d
ev
elo
p
m
en
t,
s
o
cieta
l w
ell
-
b
ein
g
,
an
d
an
i
n
cr
ea
s
in
g
ly
co
n
n
ec
ted
f
u
tu
r
e
.
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