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2
0
%
af
ter
i
m
p
le
m
en
t
in
g
s
m
ar
t
tech
n
o
lo
g
y
[
7
]
.
T
h
is
ca
n
b
e
a
ch
iev
ed
b
y
d
ev
elo
p
in
g
a
s
y
s
te
m
t
h
at
is
ab
le
to
co
n
tr
o
l
th
e
u
s
e
o
f
t
h
e
ap
p
lian
ce
s
ar
o
u
n
d
th
e
ar
ea
au
to
m
atica
ll
y
b
ased
o
n
t
h
e
cu
r
r
en
t c
o
n
d
itio
n
s
,
f
o
r
ex
a
m
p
le:
s
w
itc
h
i
n
g
o
f
f
ap
p
lian
ce
s
if
n
o
o
n
e
in
t
h
e
h
o
u
s
e,
ad
j
u
s
t
in
g
t
h
e
o
u
tp
u
t
o
f
f
a
n
b
ased
o
n
t
h
e
te
m
p
er
atu
r
e
s
e
n
s
o
r
s
’
r
ea
d
in
g
s
,
etc
[5
]
,
an
d
to
m
o
n
ito
r
th
e
elec
tr
icit
y
co
n
s
u
m
p
tio
n
o
f
th
e
h
o
u
s
e.
A
s
m
ar
t
h
o
m
e
is
also
ex
p
ec
ted
to
p
r
o
v
id
e
s
af
er
en
v
ir
o
n
m
e
n
t
f
o
r
ch
ild
r
en
,
o
ld
er
p
eo
p
le,
an
d
p
e
o
p
le
w
ith
s
p
ec
ial
n
ee
d
s
[
6
]
.
S
m
ar
t
h
o
m
e
is
w
id
el
y
a
s
s
o
ci
ated
w
ith
I
o
T
(
in
ter
n
et
o
f
th
in
g
s
)
as
it
is
o
n
e
ex
a
m
p
le
o
f
I
o
T
[
8
]
.
I
o
T
p
r
o
v
id
es
d
ev
ices
,
in
s
m
ar
t
h
o
m
e
s
,
t
h
at
ar
e
o
r
ig
i
n
all
y
n
o
t
co
n
n
ec
ted
to
a
n
y
n
et
w
o
r
k
to
b
e
co
n
n
ec
ted
to
th
e
i
n
ter
n
et,
t
h
u
s
ca
n
b
e
m
o
n
i
to
r
ed
an
d
co
n
tr
o
lled
r
em
o
tel
y
b
y
u
s
er
s
.
An
i
n
ter
f
ac
e,
w
h
ic
h
is
al
s
o
k
n
o
w
n
a
s
an
e
m
b
ed
d
ed
s
y
s
te
m
,
is
n
ee
d
ed
to
en
ab
le
th
e
c
o
n
n
ec
tio
n
b
et
w
ee
n
d
ev
ices
a
n
d
th
e
I
n
ter
n
et.
Sev
er
al
d
esig
n
s
o
f
an
I
o
T
em
b
ed
d
ed
s
y
s
te
m
f
o
r
a
s
m
ar
t
h
o
m
e
m
o
d
el
w
er
e
p
r
o
p
o
s
ed
.
On
e
o
f
th
e
d
esig
n
s
u
s
e
d
R
asp
b
er
r
y
P
i
an
d
No
d
eM
C
U.
T
h
e
p
r
o
to
ty
p
e
was
eq
u
ip
p
ed
w
it
h
s
ev
er
al
s
e
n
s
o
r
s
f
o
r
ex
a
m
i
n
i
n
g
t
h
e
te
m
p
er
atu
r
e,
r
ain
,
an
d
d
etec
tin
g
w
h
et
h
er
th
er
e
is
a
n
y
s
u
s
p
icio
u
s
m
o
v
e
m
e
n
ts
i
n
th
e
h
o
u
s
e
[
9
]
.
An
o
th
er
d
esi
g
n
u
s
ed
A
T
Me
g
a1
6
an
d
An
d
r
o
id
A
p
p
as
its
m
ai
n
co
n
tr
o
lle
r
[
1
0
]
.
Sev
er
al
r
esear
ch
es
h
a
v
e
d
i
s
cu
s
s
ed
m
o
r
e
f
u
n
d
am
e
n
tal
is
s
u
e
s
o
n
I
o
T
-
b
ased
s
m
ar
t
h
o
m
es,
s
u
c
h
as
ab
o
u
t
co
n
n
ec
ti
v
it
y
a
n
d
s
ec
u
r
it
y
.
C
o
m
m
u
n
icatio
n
p
r
o
b
lem
s
e
x
i
s
t
as
th
e
in
te
g
r
ated
d
ev
ices
u
s
e
s
e
n
s
o
r
s
an
d
o
th
er
n
et
w
o
r
k
i
n
g
co
m
p
o
n
e
n
t
s
ca
m
e
f
r
o
m
d
if
f
e
r
en
t
m
a
n
u
f
ac
t
u
r
es,
m
o
d
el
s
,
an
d
s
tan
d
ar
d
s
[
11
-
13
]
.
T
h
e
h
eter
o
g
en
eit
y
o
f
d
ev
ices
an
d
ap
p
lian
ce
s
co
n
n
ec
ted
in
s
m
ar
t
h
o
m
e
s
y
s
te
m
lead
s
to
lack
o
f
co
m
p
atib
il
it
y
[
1
4
,
1
5
]
.
T
h
e
d
in
a
m
ic
n
a
tu
r
e
o
f
s
m
ar
t
h
o
m
e
e
n
v
ir
o
n
m
e
n
t
an
d
th
e
n
u
m
b
er
o
f
tr
af
f
ic
g
e
n
er
ated
f
r
o
m
d
i
f
f
er
e
n
t d
ev
ices c
o
n
n
ec
ted
to
I
o
T
also
b
ec
o
m
e
is
s
u
e
s
in
t
h
is
r
e
s
ea
r
ch
ar
ea
[
1
6
-
1
8
]
.
T
h
e
im
p
le
m
e
n
tatio
n
o
f
a
n
alg
o
r
ith
m
i
n
a
s
m
ar
t
h
o
m
e
is
n
ee
d
ed
to
en
ab
le
it
to
m
a
k
e
r
atio
n
al
o
r
s
m
ar
t
d
ec
is
io
n
s
.
C
er
tai
n
al
g
o
r
ith
m
c
an
b
e
u
s
ed
to
p
r
ed
ict
n
ex
t
ev
en
ts
b
ased
o
n
th
e
f
r
eq
u
en
c
y
o
f
o
cc
u
r
r
en
ce
,
th
u
s
g
iv
in
g
t
h
e
s
m
ar
t
h
o
m
e
co
n
tr
o
ller
th
e
ca
p
ab
ilit
y
to
tar
g
e
t
th
e
n
e
x
t
p
ar
ticu
lar
ev
e
n
ts
f
o
r
au
to
m
atio
n
[
1
9
]
.
Oth
er
m
et
h
o
d
is
b
ased
o
n
f
u
zz
y
l
o
g
ic
[
2
0
]
.
Oth
er
s
tu
d
ies
in
m
a
n
y
r
esear
ch
ar
ea
s
i
m
p
le
m
en
t
n
eu
r
al
n
et
w
o
r
k
b
ased
alg
o
r
ith
m
s
to
ac
h
ie
v
e
m
o
r
e
ac
cu
r
ate
co
n
tr
o
l
[
2
1
-
2
3
]
.
T
h
e
n
eu
r
al
n
et
w
o
r
k
b
a
s
ed
alg
o
r
ith
m
s
ar
e
i
m
p
le
m
en
ted
in
s
m
ar
t
r
esid
en
tial
h
o
m
es
f
o
r
r
ec
o
g
n
izi
n
g
an
d
p
r
ed
ictin
g
th
e
ac
tiv
it
y
o
f
th
e
in
h
ab
itan
ts
.
S
m
ar
t
h
o
m
e
s
m
a
y
lear
n
t
h
e
h
ab
its
o
f
th
e
r
esid
e
n
ts
,
m
a
k
e
i
n
f
er
e
n
ce
s
ab
o
u
t
t
h
e
p
r
ef
er
en
ce
s
an
d
t
h
en
ta
k
e
au
to
m
ated
d
ec
is
io
n
[
2
1
]
.
On
e
o
f
th
e
s
t
u
d
ies
i
m
p
le
m
e
n
ts
ar
ti
f
icial
n
e
u
r
al
n
et
w
o
r
k
(
A
NN)
i
n
h
o
m
e
en
er
g
y
m
an
a
g
e
m
en
t
s
ch
ed
u
lin
g
co
n
tr
o
ller
f
o
r
f
i
n
d
in
g
t
h
e
o
p
ti
m
u
m
r
ate
an
d
th
e
b
est
v
al
u
e
o
f
n
e
u
r
o
n
s
.
T
h
e
d
esig
n
ed
co
n
tr
o
ller
ai
m
s
to
o
n
an
d
o
f
f
th
e
h
o
u
s
eh
o
ld
ap
p
lian
ce
s
au
to
m
a
ticall
y
a
n
d
th
e
o
b
tain
ed
r
esu
lt
s
h
o
w
s
a
r
ed
u
ctio
n
o
f
elec
tr
icit
y
co
n
s
u
m
p
tio
n
,
th
er
eb
y
r
ed
u
c
i
n
g
g
r
ee
n
h
o
u
s
e
g
as
e
m
i
s
s
io
n
s
an
d
allo
w
in
g
e
n
er
g
y
co
n
s
er
v
a
tio
n
[
2
3
]
.
R
eseac
h
co
n
d
u
cted
b
y
T
ah
er
k
h
a
n
i
et
al
.
u
s
es
d
ee
p
co
n
v
o
l
u
tio
n
n
eu
r
al
n
et
w
o
r
k
.
T
h
e
r
eseac
h
i
m
p
le
m
en
ts
t
h
e
m
eth
o
d
f
o
r
r
ec
o
g
n
izi
n
g
d
ail
y
l
iv
i
n
g
ac
tiv
it
ies
f
r
o
m
m
u
lti m
o
d
al
d
ata
co
llected
f
r
o
m
a
s
m
ar
t
r
esid
en
t
ial
h
o
m
e.
T
h
e
tr
ain
in
g
p
r
o
ce
s
s
e
m
p
lo
y
s
d
ataset
t
h
at
c
o
n
s
is
ts
o
f
ac
ce
ler
o
m
e
ter
d
ata,
v
id
eo
,
an
d
p
ass
iv
e
i
n
f
r
a
r
ed
s
en
s
o
r
d
ata
[
2
4
]
.
So
m
e
o
f
th
e
r
esear
c
h
m
en
t
io
n
ed
ab
o
v
e
h
a
v
e
d
is
c
u
s
s
ed
th
e
u
s
e
o
f
n
e
u
r
al
-
b
ased
m
et
h
o
d
in
a
s
m
ar
t
h
o
m
e,
h
o
w
e
v
er
its
i
m
p
le
m
en
t
atio
n
in
h
ar
d
w
ar
e
is
n
o
t
ad
d
r
ess
ed
.
T
h
u
s
,
th
e
p
r
o
p
o
s
ed
p
r
o
to
t
y
p
e
o
f
s
m
ar
t
h
o
m
e
co
n
tr
o
ller
p
r
esen
ted
in
t
h
i
s
p
ap
er
w
ill
b
e
d
is
c
u
s
s
ed
b
as
ed
o
n
its
m
et
h
o
d
an
d
it
s
i
m
p
le
m
e
n
tatio
n
.
AD
AL
I
NE
alg
o
r
ith
m
is
c
h
o
s
e
n
as
t
h
e
a
lg
o
r
ith
m
f
o
r
p
r
ed
ictin
g
ac
tio
n
s
t
h
at
s
h
o
u
ld
b
e
p
er
f
o
r
m
ed
b
y
t
h
e
elec
tr
o
n
ic
ap
p
lian
ce
s
o
r
d
ev
ices
co
n
n
ec
te
d
to
th
e
s
m
ar
t
h
o
m
e
s
y
s
te
m
.
T
h
is
m
et
h
o
d
is
k
n
o
w
n
f
o
r
its
s
u
ita
b
ilit
y
to
b
e
ap
p
lied
f
o
r
p
r
ac
tical
ap
p
licatio
n
s
b
ec
au
s
e
o
f
its
s
i
m
p
le
s
tr
u
ct
u
r
e
o
n
co
m
b
i
n
i
n
g
t
h
e
p
r
o
p
er
ties
o
f
ad
a
p
tiv
e
s
y
s
te
m
s
,
li
n
ea
r
ac
tiv
atio
n
f
u
n
ctio
n
an
d
th
e
L
ea
s
t
Me
an
Sq
u
ar
e
r
u
le
[
2
5
]
.
T
h
e
d
esig
n
ed
p
r
o
to
ty
p
e
is
u
s
ed
to
co
n
tr
o
l
h
o
m
e
lig
h
ti
n
g
s
,
ch
an
g
e
th
e
s
p
ee
d
o
f
f
an
s
b
ased
o
n
th
e
te
m
p
er
at
u
r
e
,
ch
o
o
s
e
T
V
ch
an
n
els,
an
d
t
o
ac
tiv
ate
th
e
s
m
ar
t
clo
th
li
n
e.
T
h
e
h
ar
d
w
ar
e
r
eq
u
ir
e
m
en
t
s
f
o
r
th
e
p
r
o
to
ty
p
e
in
c
lu
d
e
R
asp
b
er
r
y
P
i,
A
r
d
u
i
n
o
,
r
ela
y
s
,
m
o
to
r
s
an
d
v
ar
io
u
s
s
en
s
o
r
s
,
e.
g
.
s
e
n
s
o
r
s
f
o
r
d
etec
tin
g
m
o
tio
n
,
te
m
p
er
at
u
r
e,
an
d
w
a
ter
.
Mo
r
e
th
an
o
n
e
m
icr
o
co
n
tr
o
ller
is
e
m
p
lo
y
ed
s
o
th
at
p
r
o
ce
s
s
in
g
lo
ad
s
an
d
g
en
er
ated
tr
af
f
ic
f
r
o
m
d
i
f
f
er
e
n
t
d
ev
ices
an
d
s
e
n
s
o
r
s
ca
n
b
e
s
h
ar
ed
.
T
h
e
s
m
ar
t s
y
s
te
m
ca
n
b
e
m
o
n
i
to
r
ed
an
d
co
n
tr
o
lled
u
s
in
g
s
m
ar
tp
h
o
n
es,
th
a
t
w
o
r
k
v
ia
2
m
o
d
es,
i.e
.
m
a
n
u
al
a
n
d
au
to
m
at
ic
(
au
to
)
.
Evaluation Warning : The document was created with Spire.PDF for Python.
T
E
L
KOM
NI
K
A
T
elec
o
m
m
u
n
C
o
m
p
u
t E
l
C
o
n
tr
o
l
Th
e
d
esig
n
o
f a
s
ma
r
t h
o
me
co
n
tr
o
ller
b
a
s
ed
o
n
A
DA
LINE
(
P
u
ji C
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tu
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w
ip
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2179
2.
RE
S
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M
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F
ig
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1
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Fig
u
r
e
1
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R
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r
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s
m
ar
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(
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ed
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ased
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itio
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ar
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ller
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t
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r
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g
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.
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h
is
m
et
h
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d
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k
n
o
w
n
f
o
r
its
s
u
itab
ili
t
y
to
b
e
ap
p
lied
f
o
r
p
r
ac
tical
a
p
p
licatio
n
s
b
ec
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s
e
o
f
its
s
i
m
p
le
s
tr
u
ctu
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co
m
b
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n
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g
th
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er
ties
o
f
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s
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Me
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Sq
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ar
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le.
I
t
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o
f
te
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u
s
ed
f
o
r
p
r
ed
ictio
n
an
d
n
o
i
s
e
ca
n
c
ellatio
n
[
2
5
]
.
A
D
AL
I
NE
ca
n
b
e
illu
s
tr
ated
as
a
n
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r
al
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y
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e
m
t
h
at
co
n
s
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ts
o
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u
ltip
le
n
o
d
es.
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ac
h
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o
d
e
tak
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m
u
ltip
le
in
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u
t p
r
o
ce
s
s
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d
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d
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ce
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a
s
in
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u
tp
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t.
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t
w
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s
s
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ted
as a
s
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r
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r
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d
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ed
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B
er
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ar
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id
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in
1
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5
9
.
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AL
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NE
m
e
th
o
d
is
u
s
ed
to
g
et
an
ar
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icia
l
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er
v
o
u
s
s
y
s
te
m
m
o
d
el
in
to
a
s
y
s
te
m
[
2
6
]
.
T
h
e
Stru
ct
u
r
e
o
f
A
D
AL
I
NE
,
as
s
h
o
w
n
i
n
F
ig
u
r
e
2
,
d
ef
in
es
th
a
t
t
h
e
s
y
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te
m
in
p
u
t
s
ar
e
ca
lcu
lated
u
s
i
n
g
a
n
ad
ap
tatio
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alg
o
r
ith
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a
n
d
m
u
lt
ip
lied
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y
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w
ei
g
h
t
s
.
T
h
e
o
u
tp
u
t
is
p
r
o
ce
s
s
ed
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y
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e
lin
ea
r
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tiv
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n
.
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s
th
e
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ti
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atio
n
f
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n
ctio
n
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lin
ea
r
,
th
e
o
u
tp
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t
w
ill
b
e
eq
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iv
ale
n
t
to
lin
ea
r
co
m
b
i
n
atio
n
o
f
t
h
e
in
p
u
ts
.
Fig
u
r
e
2
.
Stru
ct
u
r
e
o
f
A
D
AL
I
NE
f
o
r
s
m
ar
t
h
o
m
e
s
y
s
te
m
co
n
tr
o
ller
Fo
r
im
p
le
m
en
tatio
n
o
f
A
D
AL
I
NE
,
d
ata
f
r
o
m
s
e
n
s
o
r
s
(
in
p
u
ts
)
ar
e
co
llected
an
d
o
r
g
an
ized
in
to
a
d
ata
m
atr
i
x
,
th
at
is
o
f
te
n
r
ef
er
r
ed
as
a
k
n
o
w
led
g
e
b
a
s
e.
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n
A
D
AL
I
NE
,
i
n
p
u
t
(
Xi)
i
s
m
u
ltip
li
ed
b
y
t
h
e
m
o
d
if
ie
d
w
ei
g
h
t
(
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i)
an
d
th
e
n
s
u
m
m
e
d
b
y
t
h
e
s
u
m
m
atio
n
u
n
it
(
th
e
o
u
tp
u
t
n
eu
r
o
n
)
.
T
h
e
ap
p
r
o
x
im
ate
o
u
tp
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t
(
y
)
i
s
co
m
p
ar
ed
to
t
h
e
tar
g
e
t,
an
d
t
h
e
r
esu
lt
in
g
er
r
o
r
(
e)
is
u
s
ed
b
y
th
e
lea
s
t m
ea
n
s
q
u
ar
e
-
b
ased
le
ar
n
in
g
al
g
o
r
ith
m
to
tr
ain
th
e
w
e
ig
h
t o
f
t
h
e
n
e
u
r
al
n
et
w
o
r
k
.
T
h
e
tr
ain
i
n
g
al
g
o
r
ith
m
f
o
r
A
D
AL
I
NE
is
a
s
f
o
llo
w
s
:
a.
W
eig
h
t i
n
itia
lizatio
n
b.
L
ea
r
n
i
n
g
r
ate
(
)
-
Usu
al
l
y
a
r
elati
v
el
y
s
m
all
v
a
lu
e
is
u
s
ed
,
w
h
ich
i
s
0
.
1
.
Evaluation Warning : The document was created with Spire.PDF for Python.
I
SS
N
:
1
6
9
3
-
6930
T
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L
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K
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No
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4
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:
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7
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2180
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w
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ac
tically
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h
e
v
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o
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ate
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s
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eter
m
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0
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≤
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m
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er
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p
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t
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its
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c.
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ac
tically
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h
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v
alu
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ate
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d
eter
m
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n
ed
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et
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ee
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0
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t
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m
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er
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p
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.
R
ep
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t
u
n
t
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cc
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d
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g
t
o
th
e
co
n
d
itio
n
s
o
f
s
to
p
cr
iter
ia.
Fo
r
ea
ch
p
air
o
f
s
,
t
do:
-
Set in
p
u
t
ac
tiv
a
tio
n
:
=
-
C
alcu
late
=
+
∑
(
1
)
w
h
er
e:
=
o
u
tp
u
t
=
b
iased
v
alu
e
=
in
p
u
t
d
ata
=
w
ei
g
h
t
v
al
u
e
-
Up
d
ate
b
ias (
b)
an
d
w
ei
g
h
t (
W
i
)
′
=
+
(
−
)
(
2
)
w
h
er
e:
′
=
n
e
w
b
iased
v
al
u
e
=
o
ld
b
iased
v
alu
e
=
lear
n
in
g
r
ate
=
tar
g
et
=
o
u
tp
u
t
′
=
+
(
−
)
(
3
)
w
h
er
e:
′
=
n
e
w
w
ei
g
h
t
v
al
u
e
=
o
ld
w
ei
g
h
t v
a
lu
e
=
lear
n
in
g
r
ate
=
tar
g
et
=
o
u
tp
u
t
=
in
p
u
t d
ata
Me
an
w
h
ile
t
h
e
test
i
n
g
alg
o
r
it
h
m
f
o
r
A
D
AL
I
NE
is
:
a.
W
eig
h
t I
n
itializat
io
n
(
)
.
Ob
t
ain
th
e
w
e
ig
h
t
f
r
o
m
t
h
e
lear
n
i
n
g
p
r
o
ce
s
s
.
b.
Fo
r
ea
ch
b
ip
o
lar
in
p
u
t in
x
v
ec
to
r
:
-
Set a
ctiv
at
io
n
o
f
t
h
e
in
p
u
t u
n
it
(
=
1
,
…
.
,
)
-
C
alcu
late
th
e
n
et
w
o
r
k
v
al
u
e
(
n
et)
f
r
o
m
in
p
u
t to
o
u
tp
u
t
=
+
∑
(
4
)
w
h
er
e:
=
n
et
w
o
r
k
v
al
u
e
=
b
iased
v
alu
e
=
in
p
u
t d
ata
=
w
ei
g
h
t v
al
u
e
-
A
p
p
l
y
ac
ti
v
atio
n
f
u
n
ctio
n
:
=
(
)
{
1
≥
0
−
1
<
0
(
5
)
w
h
er
e:
=
o
u
tp
u
t
=
n
et
w
o
r
k
v
a
lu
e
Evaluation Warning : The document was created with Spire.PDF for Python.
T
E
L
KOM
NI
K
A
T
elec
o
m
m
u
n
C
o
m
p
u
t E
l
C
o
n
tr
o
l
Th
e
d
esig
n
o
f a
s
ma
r
t h
o
me
co
n
tr
o
ller
b
a
s
ed
o
n
A
DA
LINE
(
P
u
ji C
a
tu
r
S
is
w
ip
r
a
p
tin
i
)
2181
B
iased
v
a
lu
e
(
b
)
a
n
d
w
e
ig
h
ts
(
W
i)
c
a
l
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a
t
i
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f
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a
s
s
h
o
w
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in
F
ig
u
r
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3
.
T
h
e
a
c
t
iv
a
ti
o
n
f
u
n
c
ti
o
n
c
al
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la
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o
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f
o
r
c
o
n
t
r
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l
lin
g
a
f
a
n
,
f
o
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e
x
am
p
l
e
,
u
s
in
g
3
c
a
t
eg
o
r
i
es
:
c
o
o
l
(
W
1
)
,
m
o
d
e
r
a
t
e
(
W
2
)
,
h
o
t
(
W
3
)
an
d
1
0
0
0
i
te
r
a
ti
o
n
s
p
r
o
d
u
c
es
t
h
e
f
o
l
l
o
w
in
g
w
eig
h
s
a
n
d
b
i
a
s
e
d
v
a
lu
e
:
W
=
[
0
.
2
8
5
7
1
-
0
.
1
4
2
8
6
0
.
2
8
5
7
1
]
a
n
d
b
=
[
0
.
1
4
2
8
6
]
.
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n
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.
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2014
I
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1
7
t
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I
n
t
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1
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