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8/16/2019 Assisting Elderly People Through Kinect Sensor Into [Autosaved]
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SMART HOME
TECHNOLOGY FOR
ELDERLY PEOPLE USING
KINECT SENSOR WITH
THE HELP OF ANN
By: Arju Utpal
Abhishek Kumar
Faizanul Haq
Devashrut
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ABSTRAT:
The control of elderly people has always been a
major concern in hospitals as in homes.
Our aim is to control and surround elderly people
with comfort, safety in their homes while respecting
their privacy.
We propose a monitoring system based on Kinect
sensor to control and monitor elderly people with
less mobility through hand gestures .
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S!ST"# $%"R%&"'
Gesture recognition using Kinect sensor
Kinect provides with the position (, !, "# of the user joints $% frames per second. &
calculates the co'ordinates of the patient position and us
sensor it will trac the focus gesture whenever elderly people moves their body parts.
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)*O+-T -/001G2
3/T0/4 5 Kinect interfacing
/c6uiring and understanding of co'ordinates joints
7eatures decision and e8traction
/11 training and testing
&nterfacing of software and hardware to mae complete
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/*T&7&-&/0 19*/0 1TWO*K2 (/11#
: /*T&7&-&/0 19*/0 1TWO*K &2 &12)&*;
4! 4&O0OG&-/0 19*O1 3O;0.: &T &2 )*21T; /2 2!2T3 O7
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: /*T&7&-&/0 19*O1 &2 / 3/T3/T&-/0
3O;0 -O1-&
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(A!"RS $F A))
The basi* i+ea is that y,u have three layers ,- .n,+es/.
: The n,+es have values ,- 0/0 t, 1/02 3here 0 represents -ullyina*tive .,4. an+ 1 represents -ully a*tive .,n. 3ith manyvalues in bet3een/
: The three layers are an input layer2 an ,utput layer2 an+ a.hi++en. layer in the mi++le 5hi++en means neither input n,r,utput2 s, n,t e6p,se+ t, the ,utsi+e 3,rl+7/
: The n,+es are linke+ by *,nne*ti,ns 3hi*h have a .3ei8ht.
5.3. in the 98ure7 that are anal,8,us t, synapses in thebrain/
: Si8nal values pr,pa8ate -r,m the inputs2 thr,u8h the*,nne*ti,n 3ei8hts t, the hi++en n,+es2 an+ then ,n3ar+thr,u8h m,re *,nne*ti,n 3ei8hts t, the ,utput n,+es/
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H$' A)) '$RKS
: &n the 8iven pi*ture2the input t, the 8iven n,+e 3ill be
a5073502i7;a5173512i7;a5 5j;17th input n,+e
: '502i7> *,nne*ti,n 3ei8ht bet3een 9rst input n,+e an+
the 8iven n,+e/
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BAK?R$?$@AT&$)
'e use ba*kpr,p,8ati,n me*hanism t, train the A))/: At 9rst 3e 8ive ran+,m *,nne*ti,n 3ei8hts bet3een the n,+es/
: 'e 3ill 8et s,me err,r in the ,utput as 3ei8hts 3hi*h 3e haveassi8ne+ are ran+,m 3ei8hts/
: 'e 3ill *,mpare the ,utput 8enerate+ 3ith the e6pe*te+ ,utput/
: 'e 3ill a+just the *,nne*ti,n 3ei8hts bet3een the hi++en n,+e an+,utput n,+e t, make the ,utput m,re *l,ser t, the e6pe*te+ ,utput/
: A)) is a sl,3 learner an+ 3e 3ill have t, repeat this pr,*ess until 3e8et the *,rre*t ,utput 3hi*h 3e e6pe*te+/
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A)) TRA&)&)@
&)?UT F / "
&)?UT F/ "
&)?UT
&)?UT
F/ "
F/ "
1 < '"&@H
T
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/11 T2T&1G
&)?UT F/" 1 < '"&@H
T
TRA&)"D'"&@HT
R"SU( T
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7/T9*2 T*/-T&O1
K&1-T
T*/-T&O1 O7
-OO*;&1/T2 O7+O&1T2
T*/-T
7/T9*2
/11
GT
*2)-T&
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CONCLUSION
To continuously control the health of elderly people, it is
necessary to monitor them especially from afar. Taing care for
people with reduced mobility is a part of medicine still in
development. /n automatic monitoring system seems to be
interesting in the medical side.