Indonesi
an
Journa
l
of El
ect
ri
cal Engineer
ing
an
d
Comp
ut
er
Scie
nce
Vo
l.
9
, No
.
2
,
Febr
ua
ry
201
8
,
pp.
345
~
346
IS
S
N:
25
02
-
4752
, DO
I: 10
.11
591/
ijeecs
.
v9.i
2
.
pp
345
-
346
345
Journ
al h
om
e
page
:
http:
//
ia
es
core.c
om/j
ourn
als/i
ndex.
ph
p/ij
eecs
Heuristi
c Based
Powe
r Consump
tion Minim
isation
a
nd
Optimi
satio
n
o
n
Sm
ar
tph
ones
G.
B.
Sures
h
1
,
V
.
Ma
th
iv
ana
n
2
1
Resea
r
ch
S
cho
l
ar
AM
ET Univers
ity
,
Ch
enna
i
2
Profess
or,
SR
M Unive
rsit
y
,
C
henna
i
Art
ic
le
In
f
o
ABSTR
A
CT
Art
ic
le
history:
Re
cei
ved
Oct
22
, 201
7
Re
vised
Dec
2
7
, 2
01
7
Accepte
d
Ja
n
1
0
, 2
01
8
In
the
dir
ec
t
ion
of
c
apa
b
le
sav
e
th
e
ene
rg
y
of
batter
y
li
f
e
in
Sm
art
phone
ac
cur
ate
with
s
ensibl
e
infl
uen
c
e
form
of
W
i
-
Fi
dat
a
comm
unic
a
ti
on
in
infra
struc
ture
m
ode.
The
ne
twork
envi
ronm
ent
par
amete
rs
li
k
e
stil
l
ti
m
e
in
a
3G
sy
stem
the
net
work
throughput
and
the
convey
p
at
t
ern
have
bee
n
ac
c
ept
ed
a
ll
thro
ugh
m
ea
surem
e
nt
stud
y
the
coll
ec
t
ive
impact
of
an
issue
h
as
not
be
en
s
y
s
te
m
at
i
c
al.
Ke
yw
or
d
s
:
Power
C
onsu
m
ption
Mi
ni
m
isa
ti
on
Power
O
ptim
is
at
ion
Sm
artph
ones
Copyright
©
201
8
Instit
ut
e
o
f Ad
vanc
ed
Engi
n
ee
r
ing
and
S
cienc
e
.
Al
l
rights re
serv
ed
.
Corres
pond
in
g
Aut
h
or
:
G.
B.
S
ur
es
h,
Re
search
Sc
hola
r
,
AMET
Un
i
versi
ty
,
Chen
nai
.
1.
INTROD
U
CTION
Partit
ion
cell
ul
ar phone
tra
diti
on
has
gr
own
in
the r
ece
nt years and h
as e
xt
end
e
d
f
r
om
o
nly i
nf
luence
ai
r
force
to
othe
r
com
plica
te
d
serv
ic
es
s
uc
h
as
so
ci
al
netw
ork
dist
racti
on
and
le
a
rn
i
ng
w
it
hin
m
a
le
vo
le
nce
of
the
crit
ic
al
ca
pab
il
it
y
of
the
m
od
ern
sm
artphon
e
s
their
acce
ssibil
it
y
r
el
ie
s
on
the
lim
it
ed
batte
ry
reali
ty
[1
]
,
[
2].
Sm
artpho
ne
nee
ds
a
colle
ct
ion
of
app
li
cat
io
ns
t
ha
t
us
e
t
he
ha
rdwar
e
to
pro
vide
su
c
h
ser
vice
s
to
it
s
us
er
.
T
o
sat
isf
y
a
us
er'
s
nee
ds,
ap
plica
ti
on
s
need
t
o
r
un
se
m
i
-
con
sta
ntly
in
the
bac
kgrou
nd
or
util
ise
ha
rdware
com
po
ne
nts
oft
en.
The
orga
nisati
on
a
ppli
cat
ion
s
powe
r
c
onta
ins
e
nergy
bugs
that
i
ntensely
af
fec
t
the
ene
r
gy
util
isa
ti
on
.
As
a
resu
lt
,
the
operati
on
ti
m
e
re
du
ce
s
pa
rtic
ularly
wh
ic
h
is
a
us
a
bili
ty
con
cern
at
prese
nt
[
3].
It
seem
s
that
engi
neer
s
are
i
nca
pab
le
of
inc
rea
sing
th
e
am
ount
of
e
ne
rg
y
cr
eat
ed
by
the
c
hem
ic
al
reactio
ns
i
n
relat
ively
s
m
all
siz
e
batte
ry
[4
]
,
[
5].
T
his
r
esults
in
shrin
king
batte
ry
li
fe
as
the
de
ve
lop
m
ent
of
ba
tt
ery
te
chnolo
gy is
unable t
o kee
p u
p wit
h
the
ene
r
gy d
em
and
of
app
li
cat
io
ns
.
2.
PROP
OSE
D SYSTE
M
Th
e
es
sentia
l
schem
e
is
towa
rd
ap
pro
xim
a
ti
on
the
po
wer
util
isa
ti
on
of
the
ha
r
dw
a
re
m
echan
ism
with
the
help
of
the
pr
e
def
i
ne
d
sit
uation
te
chnolo
gy.
A
pp
raise
the
plan
ne
d
powe
r
m
od
el
s
du
ri
ng
m
eth
odic
al
ob
s
er
ved
e
xpe
rim
ent
hap
pe
nin
g
t
hr
ee
m
ob
il
e
platfo
rm
s
and
in
the
diff
e
re
nt
netw
ork
e
nviro
nm
ent.
An
al
yz
ed
the
im
pact
of
op
ti
on
e
xplo
de
s
co
ver
a
ge
t
hresh
old
with
the
gen
e
ral
gr
a
nu
la
rity
of
t
he
input
go
i
ng
on
th
e
resu
lt
ant
powe
r op
i
nion acc
uracy
.
Evaluation Warning : The document was created with Spire.PDF for Python.
IS
S
N
:
2502
-
4752
Ind
on
esi
a
n
J
E
le
c Eng &
Co
m
p
Sci,
Vol
.
9
,
No.
2
,
Fe
br
uary
201
8
:
345
–
346
346
3.
ARCHITE
CT
UR
E
DI
AGR
AM
4.
RESU
LT
S
AND DI
SCUS
S
ION
Con
tr
ol
sta
te
dev
ic
e
of
ha
r
dw
a
re
sect
or
i
nclu
des
the
c
onditi
on
cha
nge
dissim
il
ar
by
the
powe
r
econom
y
m
e
t
hod
i
n
util
isi
ng
a
n
80
2.11
WNI
hav
e
th
r
ee
def
a
ult
w
orki
ng
m
od
e
nam
el
y
TRANS
MIT,
REC
EIV
E
a
nd
inact
ive.
T
he
802.1
1
PSM
in
tro
du
ce
a
ne
w
op
e
rati
ng
m
et
h
od
c
al
le
d
SLE
EP.
I
nf
l
ue
nce
m
od
el
that de
fine va
riables
with
burs
t dim
ension
/e
xt
ent and in
f
orm
at
ion
quick
ne
ss.
5.
CONCL
US
I
O
N
To
de
velo
p
a
te
st
su
it
e
that
has
the
com
m
o
n
ene
rg
y
-
dem
a
nd
i
ng
f
unct
io
n
the
GI
r
un
on
the
resou
rce
cod
e
of
each
te
st
case
to
make
a
new
ve
rsion
of
the
ori
gin
al
te
st
con
ta
iner
.
In
si
de
the
nex
t
ste
p,
the
fr
am
ewo
r
k
co
m
par
es
the
ener
gy
co
nsum
pti
on
of
the
m
od
ifie
d
te
st
case
e
it
her
thr
ough
an
act
ual
achiev
e
m
ent
or our p
ower
re
pr
ese
ntati
on. In
dee
d,
a
f
it
te
r soluti
on c
onsum
es f
ewe
r
in
fluen
ce
s.
R
EFE
RE
NCE
S
[1]
Qian
F.
,
et
a
l.
,
“
Profili
ng
resourc
e
usage
for
m
obil
e
app
li
c
ations:
A
cro
ss
-
lay
er
ap
proa
ch
in
Proce
e
dings
,”
Monist
s
Bet
hesda
:
MD
,
US
A
,
2011.
[2]
F
rie
dm
an
R
.
,
et
al.
,
“
On
power
and
throughput
t
rad
eof
fs
of
W
i
-
Fi
and
Bluetoot
h
in
sm
art
phone
s
in
Proce
ed
ings
,”
INFOCOM
,
Sha
nghai
,
Ch
ina
,
20
11.
[3]
Hem
ava
th
y
E.
,
“
Design
and
De
vel
opm
ent
of
Sim
ple
Guiding
Blood
Press
ure
Mea
surem
ent
(SG
BP
M)
Mobile
Applic
a
ti
on
,”
In
dian
Journal
of
Sci
en
ce and
Tec
hnology
,
vol
.
7
,
pp.
6
,
2014
.
[4]
Kanna
n
G
.
,
et
a
l.
,
“
React
iv
e
power
opti
m
isat
io
n
using
fire
fl
y
a
lgori
thm
,”
In
P
ower
El
ec
troni
c
s
and
Re
newabl
e
Ene
rgy
S
yste
ms
,
Springer
India
,
pp.
83
-
90
,
2015
.
[5]
Cuervo
,
e
t
al
.
,
“
MA
UI:
Making
sm
art
phones
la
st
longe
r
with cod
e
offloa
d
in
Proc
ee
dings
,”
Monist
s
,
San
Franc
isco
,
CA,
US
A,
2012.
Hack
e
r
a
nd
Atta
cker
s
Fil
e trans
ferrin
g
Web
br
ow
si
ng
Vide
o
stream
ing
In
sta
nt
Me
ssaging
In
te
r
fer
e
nce
In
te
r
net
Mod
el
in
g
Sm
artph
one
Evaluation Warning : The document was created with Spire.PDF for Python.