: artificial____intelligence
TRANSCRIPT
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ANGEL COLLEGE OF ENGINEERING AND TECHNOLOGYP.K. PALAYAM (P.O), DHARAPURAM MAIN ROAD
TIRUPUR - 641 665, TIRUPUR DISTRICT, TAMILNADU
(An ISO 9001:2000 Certified Institutin!
ARTIFICIAL INTELLIGENCE THRO"GHNE"RAL NET#OR$S
S"%&ITTED %Y
GOETHAMI.R [ FINAL-B.E-CSE ]
Email id:[email protected]
NITH!A.T "FINAL-B.E-CSE]
E-mail id: nni#$%a&'@gmail.om
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ABSTRACT:
Artificial
intelligence enlightens the
world in bringing a human's
brain to a machine with an
error at its null point. A
Neural Network is an
information processing
paradigm that is inspired
b the wa biologicalner!ous sstems" such as
the brain" process
information. #lectronic
nose is a structure
de!eloped with neural
networks. This electronic
nose is nothing but an
artificial intelligent
structure. $n electronicnose" a pattern recognition
sstem is based on
artificial neural network.
$t has its application in
Telemedicine% for sniffing
out TB" &ospital suburbs
etc" $n Robotics% replacing
&uman nose to the Robotand in criminolog%to
replace dogs.
#lectronicartificial noses
are being de!eloped as
sstems for the automated
detection and
classification of odors"
!apors" and gases. This in
short is artificialintelligence i.e. #lectronic
nose which is significant
artificial intelligent
component through neural
networks" as the #lectronic
nose is de!eloped using
Neural networks. Similarl
we can bring in all the
other senses of &uman into
the so called artificial
intelligent machines using
Neural networks.
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Artifi'i) Neur)
Net*r+:
AnArtifii!" N#$r!" N#t%&r'
(ANN) i !n inf&r!ti&n*rin+ *!r!i+ t!ti in*ir# / t# %!/
i&"&+i!" n#r0&$
/t#, $ ! t# r!in,
*r inf&r!ti&n. T#'#/ #"##nt &f ti
*!r!i+ i t# n&0#"
tr$t$r# &f t#inf&r!ti&n *rin+
/t#. It i &* &f !
"!r+# n$#r &f i+"/int#r&nn#t# *rin+
#"##nt (n#$r&n)
%&r'in+ in $ni&n t& &"0#*#ifi *r&"#. ANN,
"i'# *#&*"#, "#!rn /
#!*"#. An ANN i
&nfi+$r# f&r ! *#ifi!**"i!ti&n, $ ! *!tt#rn
r#&+niti&n &r !t!
"!ifi!ti&n, tr&$+ !
"#!rnin+ *r. L#!rnin+in i&"&+i!" /t#
in0&"0# !2$t#nt t& t#/n!*ti &nn#ti&n t!t
#it #t%##n t# n#$r&n.
Ti i tr$# &f ANN !
%#"".
A,,)i'tin:
N#$r!
" n#t%&r', %it t#irr#!r'!"# !i"it/ t&
#ri0# #!nin+ fr&
&*"i!t# &r i*r#i#
!t!, !n # $# t& #tr!t*!tt#rn !n #t#t tr#n
t!t !r# t&& &*"# t& #
n&ti# / #it#r $!n
&r &t#r &*$t#rt#ni3$#. A tr!in#
n#$r!" n#t%&r' !n #
t&$+t &f ! !n #*#rtin t# !t#+&r/ &f
inf&r!ti&n it ! ##n
+i0#n t& !n!"/#. Ti#*#rt !n t#n # $# t&
*r&0i# *r&2#ti&n +i0#n
n#% it$!ti&n &f int#r#t
!n !n%#r %!t if3$#ti&n.
Ot#r !0!nt!+# in"$#
A!*ti0# "#!rnin+ An!i"it/ t& "#!rn &% t& &
t!' !# &n t# !t!
+i0#n f&r tr!inin+ &r initi!"
#*#ri#n#.
1. S#"f-Or+!ni!ti&n
An ANN !n r#!t#
it &%n
&r+!ni!ti&n &rr#*r##nt!ti&n &f
t# inf&r!ti&n itr##i0# $rin+"#!rnin+ ti#.
7. R#!" Ti#
O*#r!ti&n ANN&*$t!ti&n !/
# !rri# &$t in
*!r!""#", !n*#i!" !r%!r#
#0i# !r# #in+
#i+n# !n
!n$f!t$r#%i t!'#
!0!nt!+# &f ti
!*!i"it/.8. 9!$"t T&"#r!n# 0i!
R#$n!nt
Inf&r!ti&nC&in+ P!rti!"
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#tr$ti&n &f !
n#t%&r' "#! t&
t# &rr#*&nin+#+r!!ti&n &f
*#rf&r!n#.
H&%#0#r, n#t%&r'
!*!i"iti# !/ #
r#t!in# #0#n %it!2&r n#t%&r'
!!+#.
An Artifi'i) neurn:
:#
&n$t t## n#$r!"
n#t%&r' / firt tr/in+ t$# t# ##nti!"
f#!t$r# &f n#$r&n !nt#ir int#r&nn#ti&n. :#
t#n t/*i!""/ *r&+r! !
&*$t#r t& i$"!t# t##f#!t$r#. H&%#0#r #!$#
&$r 'n&%"#+# &f n#$r&n
i in&*"#t# !n &$r&*$tin+ *&%#r i
"iit#, &$r " !r#
n##!ri"/ +r&i#!"i!ti&n &f r#!"n#t%&r' &f n#$r&n.
T-e neurn .de)
E)e'trni' Nse/ An
Intrdu'tin:
ANN !r# $#
#*#ri#nt!""/ t&i*"##nt
#"#tr&ni n.
;"#tr&ni n!0# #0#r!"
*&t#nti!"
!**"i!ti&n int#"##iin#.
T#"##iin# i t#
*r!ti# &f #iin#
&0#r "&n+ it!n#0i! !
&$ni!ti&n "in'.
T# #"#tr&ni n
%&$" i#ntif/ &&rin t# r#&t#
$r+i!"#n0ir&n#nt. T##
i#ntifi# &&r
%&$" t#n ##"#tr&ni!""/
tr!nitt# t&
!n&t#r it# %#r# !
&&r +#n#r!ti&n/t# %&$"
r#r#!t# t#.
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r#&+niti&n /t#. T#
#nin+ /t# !n # !n
!rr!/ &f #0#r!" iff#r#nt#nin+ #"##nt (#.+.,
#i!" #n&r), %#r#
#! #"##nt #!$r# !iff#r#nt *r&*#rt/ &f t#
#n# #i!", &r it !n
# ! in+"# #nin+ #0i#(#.+., *#trt#r) t!t
*r&$# !n !rr!/ &f
#!$r##nt f&r #!
#i!", &r it !n # !&in!ti&n. ;!
#i!" 0!*&r *r##nt#
t& t# #n&r !rr!/
*r&$# ! i+n!t$r# &r*!tt#rn !r!t#riti &f t#
0!*&r.
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S#*+#+*( O, Ba*o/aga#ion ANN
NASA nd E/nse:
On&!r t# *!# t!ti&n,
!tr&n!$t !r# $rr&$n#
/ !&ni!. It f"&%tr&$+ *i*#, !rr/in+
#!t +#n#r!t# ini# t#
t!ti&n (/ *#&*"# !n#"#tr&ni) &$ti# t&
*!#. A&ni! #"*
'##* t# t!ti&n !it!"#.
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A,,)i'tin f
E)e'trni' Nse:
T# *#i# &f t#rit##!tin+ ! &$#, t# n!t$r#
&f t# !t#ri!" #ttin+ &ff !
&'# #t#t&r, *&i&n&$+!# $# / t#rr&rit
t## !r# !&n+ t#
*#nn! t!t !n ##t#t# / ! !rt
#i!" #n&r /t#
#in+ #0#"&*# !tAr+&nn#. A"& 'n&%n ! !
ir"#tr&ni n, t##n&r i !""#r t!n !
i# !n #t#t tin/3$!ntiti# &f !ir&rn#
#i!" in r#!" ti#. T#
#n&r i !0!i"!"#ri!""/ %it
#!$r##nt !n !n!"/i
&ft%!r# in ! *!'!+# t#i# &f ! #"" *&n# !n
!n !0# #ff&rt, &n#/ !n
$!n "if#.
Nose-on-a-Chip Aims
to Mimic RealThing
At#! &f UK r##!r#r
! #!r'# &n !n
!iti&$ *r&2#t t& $i"
t# %&r"E !""#t#"#tr&ni n. T# !i i
t& &in# t# &&r
#n&r t&+#t#r %it t#i+n!" *rin+
&*&n#nt &n t& ! in+"#
i"i&n i*, !r&$n !3$!r# #nti#t#r in i#.
T# intr$#nt %&$"
r#3$ir# 0#r/ "itt"# *&%#r
!n &$" # #"&f&rt!"/ in t# *!" &f
t# !n. If t# *r&2#t
$##, it i #*#t#
t!t t# t#n&"&+/ %&$"!0# !n/ *&t#nti!"
!**"i!ti&n in !r#! $! #n0ir&n#nt!"
&nit&rin+, #!"t!r# !n
f&& !f#t/.
T# *r&2#t i #in+
!rri# &$t / i#ntit
!n #n+in##r fr& t#$ni0#riti# &f L#i#t#r,
:!r%i' !n ;in$r+,
%it f$nin+ fr& t#;n+in##rin+ !n P/i!"
Si#n# R##!r
C&$ni".
;"#tr&ni n !0# ##n!r&$n f&r /#!r, !n
!r# $# in t# f&&,
#0#r!+# !n *#rf$#r/in$tri#. H&%#0#r, t#
!in# !r# "!r+#, !0#
"iit# #niti0it/ !n
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n## t& # r#-!"ir!t#
fr#3$#nt"/.
At ;in$r+ Dr A"it#rH!i"t&nE t#! i
#0iin+ %!/ t& int#+r!t#t# %&"# /t# &n t& !
in+"# i"i&n i*. F:#!r# #i+nin+ !n!"&+$#
ir$it t!t int#rf!# t& t#
#n&r !rr!/ #0#"&*# !t:!r%i', !n #nin+ t#
i+n!" int& !n!"&+$#
ir$it t!t ii t#!!"i!n &"f!t&r/
/t#,G !/ Dr
H!i"t&n. F:#Er# $in+*!r!""#" !n!"&+$#
&*$t!ti&n tr!t#+i# t!t
!r# #ri0# fr& i&"&+/
r!t#r t!n i*"##ntin+ !&n0#nti&n!" i+it!"
*r&r.
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!n!"/# $n#r !**r&*ri!t#
&niti&n.
H#!"t r#%!r
If t# #t& i #0#"&*#f$rt#r it &$" &ff#r &*#
!n $**&rt t& *!ti#nt !n
#!"t %&r'#r %&r"%i#,# !i.
T# r#%!r &t &i!""/
!n fin!ni!""/ !r#
i#!$r!"#.
C$rr#nt "!&r!t&r/
#t& &f !n!"/in+*$t$ !n &n"/ #t#t t#
inf#ti&$ /&!t#ri$if it i *r##nt in "!r+#
3$!ntiti#.
It !nn&t itin+$i
#t%##n iff#r#nt tr!in&f t# !t#ri!.
T& & t!t !n t!'# $* t&
i %##', %it i#ntit!0in+ t& +r&% $"t$r# in! "!&r!t&r/.
T# i#ntit !0# *r&0#
t# /t# %&r' in"!&r!t&r/ t#t.
N&% t#/ n## f$nin+ f&r
fi#" tri!" !n t&
!n$f!t$r# #3$i*#nt.
r&%in+ t&""
C"#!r!n# ! ##n
&t!in# t& &""#t *$t$
!*"# fr& *!ti#nt !t
"&$#t#rir# R&/!"
H&*it!" in t# UK !n t#
St!t# C#ntr# &fT$#r$"&i in L!t0i!.
R##!r / t#
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Cn')usin:
H#r#, %# !0# i$#
&% &n# &f t# i #n#i.#. #""in+ tr&$+
#"#tr&ni n &$" #
r&$+t int& t# !in#,t#r#/ !'in+ t#
!in# !"&t ! H$!n.
A it i *r##nt#
t!t t## #"#tr&ni n!r# #0#"&*# tr&$+
n#$r!" n#t%&r', it i
$n#rt!n!"# t!t !"" t#&t#r fi0# #n# !n #
r&$+t int& t# !in#
tr&$+ n#$r!" n#t%&r'.A it i !"r#!/ #nti&n#
t!t rin+in+ t## i
#n# t& t# !in# iAI, in &rt it *it$ri#
t!t AI !n # r&$+t
tr&$+ n#$r!" n#t%&r'.