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8/6/2019 Adaptive Neuro-fuzzy Inference - IT
1/12
vvv.x{cnld}tvc{omt.kocftxc}.dcj
vvv.x{cnld}tvc{omt.kocftxc}.dcj x{crgmlt ioo x{cnld}t bc{ Ioo T}|ml`}t
IMIX]GRL @L\[C*B\^^W G@BL[L@DLIMIX]GRL @L\[C*B\^^W G@BL[L@DL
KITLM ERMD DC@][COKITLM ERMD DC@][CO
Ikt}{id}>]egt xixl{ x{ltl`}t
dcjx|}i}gc`ioow tgjxol
i`m idd|{i}l luxl{} twt}lj
bc{ Dc`}{co cb ERMD
twt}lj. Imix}grl @l|{c*
B|~~w G`bl{l`dl Twt}lj
%I@BGT' gt ixxoglm i`m
mgtd|ttlm g` ml}igo. I@BGT
kitlm d|{{l`} dc`}{co gt
iotc mlrlocxlm bc{ i
ERMD
twt}lj. ]el x{cdlm|{l gt
c|}og`lm g` }el xixl{.
I@BGT kitlm dc`}{co di`
kl litgow dcjkg`lm vg}e
}el bi|o} gml`}gl{ }c bc{j
g`}lf{i}lm twt}lj/ vegde
di` gjx{crl mw`ijgd
{ltxc`tl cb ERMD
twt}ljt.
.G`}{cm|d}gc`> G` {ldl`} wli{t
Xolitl tl`m wc|{ bllmkida }c x{cnld}tvc{omHogrl.dcj i`m tl`m jc{lx{cnld}t }c |t i`m vl |xocim g} }c vvv.x{cnld}tvc{omt.kocftxc}.dcji`m wc|di` tei{l }el x{cnld}t i`m elox c}el{ }c xi{}gdgxi}l.
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2/12
vvv.x{cnld}tvc{omt.kocftxc}.dcj
vvv.x{cnld}tvc{omt.kocftxc}.dcj x{crgmlt ioo x{cnld}t bc{ Ioo T}|ml`}t
i{}gdgio g`}loogfl`dl kitlm c` @l|{io`l}vc{a/ B|~~w twt}lj/ Imix}grl
`l|{c*b|~~w g`bl{l`dl twt}lj %I@BGT'/fl`l}gd iofc{g}ej/ l}d. eirl jl}
f{cvg`f g }l{lt} g` ji`w g`m|t}{gio
ixxogdi}gc`t. ]el xit} }vc mldimlt
eirl {lrliolm f{li} imri`dlt g` }elixxogdi}gc` cb i{}gdgio g`}loogfl`dl }c
xcvl{ twt}ljt. I }{l`m }ei} gt f{cvg`fg` rgtgkgog}w {loi}lt }c }el |tl cb b|~~w
ocfgd g` dcjkg`i}gc` vg}e `l|{c*
dcjx|}g`f i`m fl`l}gd iofc{g}ejt.
Jc{l fl`l{ioow/ b|~~w ocfgd/ `l|{c*dcjx|}g`f/ i`m fl`l}gd iofc{g}ejt jiw
kl rglvlm it }el x{g`dgxio dc`t}g}|l`}tcb vei} jgfe} kl dioolm tcb} dcjx|}g`f.
\`ogal }el }{img}gc`io ei{m dcjx|}g`f/
tcb} dcjx|}g`f gt igjlm i} i`
iddcjjcmi}gc` vg}e }el xl{ritgrl
gjx{ldgtgc` cb }el {lio vc{om. @|jkl{
cb xixl{t i{l irigoikol }ei} mlio vg}e}el ixxogdi}gc` cb i{}gdgio g`}loogfl`dl
g` }el i{li cb xcvl{ twt}ljt.
Jcml{`dc`}{cot kitlm c` I{}gdgio @l|{io
@l}vc{a/ B|~~w twt}lj i`m Fl`l}gdiofc{g}ej i{l bc|`m bit}/ {logikol/ di`
kl |tlm bc{ x{c}ld}gc` ifig`t} }el og`l
i`m dc`rl{}l{ bi|o}t i`m i{l fig g`f
jc{l g`}l{lt} g` }el lom cb ERMD
}{i`tjgttgc`.
ERMDtwt}ljt }{img}gc`ioow |tl XG dc`}{cool{t
vg}e ulm fig`t. Io}ec|fe t|de
dc`}{cool{t eirl dl{}ig` mgtimri`}iflt/
}elw i{l {|fflm i`m cxl{i}l
ti}gtbid}c{gow bc{ xl{}|{ki}gc`t vg}eg` i
tjioo cxl{i}g`f {i`fl. C` }el c}el{ei`m/ I@@ dc`}{cool{t eirl tcjl
txldgd imri`}iflt vel{lkw }el |tl cb
I@@ dc`}{cool{ eit kll` tecv` }cg`}{cm|dl lugkgog}w i`m bi|o} }col{i`dl
g`}c }el xl{bc{ji`dl cb }el dc`}{cool{t.I@@ eit i}}{id}lm i f{li} mlio cb
i}}l`}gc` kldi|tl cb }elg{ xi}}l{
{ldcf`g}gc` dixikgog}glt i`m }elg{ ikgog}w
}c ei`mol `cgtw mi}i. Ecvlrl{/ g}tikgog}w }c xl{bc{j vloo gt f{li}ow
g`|l`dlm kw }el vlgfe} imix}i}gc`iotc.
]el `l|{io `l}vc{a i{deg}ld}|{l t|l{tb{cj i oi{fl `|jkl{ cb }{ig`g`f dwdolt
i`m dcjx|}i}gc`io k|{ml`. @l|{io`l}vc{a eit }el tec{}dcjg`f cbgjxogdg} a`cvolmfl {lx{ltl`}i}gc`/
vel{lit b|~~w ocfgd twt}ljt i{lt|knld}grl i`m el|{gt}gd.
B|~~w g`bl{l`dl twt}ljt i`m `l|{io`l}vc{at i{l dcjxoljl`}i{w
}lde`cocfglt g` }el mltgf` cb imix}grlg`}loogfl`dl twt}lj. I{}gdgio @l|{io
@l}vc{a %I@@' oli{`t b{cj td{i}de kw
imn|t}g`f }el g`}l{dc``ld}gc`t kl}vll`
oiwl{t. B|~~w G`bl{l`dl Twt}lj %BGT' gt
i xcx|oi{ dcjx|}g`f b{ijlvc{a kitlm
c` }el dc`dlx} cb b|~~w tl} }elc{w/b|~~w gb*}el` {|olt/ i`m b|~~w
{litc g`f. \`ogal kc}e imix}grl i`mri{gikol t}{|d}|{l dc`}{cool{t/ vegde
{ly|g{l/ i} olit} b|`d}gc`ioow/ i`
idd|{i}l jcmlo cb }el twt}lj mw`ijgdt/
}el b|~~w dc`}{cool{ mclt `c} {ly|g{l iji}elji}gdio jcmlo cb }el twt}lj }c
lt}gji}l }el dc`}{co g`x|} |`ml{mgt}|{ki`dl dc`mg}gc`t.
I `l|{c*b|~~w
twt}lj gt tgjxow i b|~~w g`bl{l`dltwt}lj }{ig`lm kw i `l|{io `l}vc{a*
oli{ g`f iofc{g}ej. ]el oli{ g fjldei`gtj `l*}|`lt }el |`ml{owg f
Xolitl tl`m wc|{ bllmkida }c x{cnld}tvc{omHogrl.dcj i`m tl`m jc{lx{cnld}t }c |t i`m vl |xocim g} }c vvv.x{cnld}tvc{omt.kocftxc}.dcji`m wc|di` tei{l }el x{cnld}t i`m elox c}el{ }c xi{}gdgxi}l.
http://www.projectsworlds.blogspot.com/http://www.projectsworlds.blogspot.com/mailto:[email protected]://www.projectsworlds.blogspot.com/mailto:[email protected]://www.projectsworlds.blogspot.com/http://www.projectsworlds.blogspot.com/http://www.projectsworlds.blogspot.com/8/6/2019 Adaptive Neuro-fuzzy Inference - IT
3/12
vvv.x{cnld}tvc{omt.kocftxc}.dcj
vvv.x{cnld}tvc{omt.kocftxc}.dcj x{crgmlt ioo x{cnld}t bc{ Ioo T}|ml`}t
b|~~w g`bl{l`dl twt}lj.B|~~w twt}lj bidlt
mgffld|o}glt ogal i oida cb dcjxol}l`lttcb }el {|ol kitl i`m i oida cb ml`g}ld{g}l{gi bc{ tlold}gc` cb }el teixl cb
jljkl{tegx b|`d}gc`t/ }elg{ mlf{ll cbcrl{oixxg`f/ i`m }el olrlot cb mi}i
y|i`}g~i}gc`. Tcjl cb }eltl x{ckoljtdi` kl tcorlm gb }el `l|{io }lde`gy|l gt
|tlm bc{ b|~~w {litc`g`f.
]el g`}lf{i}lm `l|{c*b|~~w twt}lj
dcjkg`lt imri`}iflt cb kc}e I@@
i`m BGT.
Ixxogdi}gc` cb kc}e }lde`cocfglt i{l
di}lfc{g~lm g`}c bcoocvg`f bc|{ ditlt>
9. @@t |tlm }c i|}cji}l }el }ita cb
mltgf`g`f i`m `l }|`g`f }el
jljkl{tegx b|`d}gc`t cb b|~~w
twt}ljt.
;. Kc}e b|~~w g`bl{l`dl i`m `l|{io
`l}vc{a oli{`g`f dixikgog}glt id}g`ftlxi{i}low.
4. @@t vc{a it dc{{ld}g`f
jldei`gtjt bc{ b|~~w twt}ljt.
=. @@t d|t}cjg~lt }el t}i`mi{m
twt}lj iddc{mg`f }c lide |tl{t
x{lbl{l`dlt i`m g`mgrgm|io `llmt.
]el ERMD twt}lj }{img}gc`ioow |tlt
XG dc`}{cool{t }c dc`}{co }el MD
d|{{l`} }el{lkw allxg`f }el xcvl{
%d|{{l`}' c{ml{ i} }el {ly|g{lm olrlo.
Io}ec|fe }eltl dc`}{cool{t
|`mc|k}lmow i{l {ck|t} i`m i{l
cxl{i}g`f ti}gtbid}c{ow bc{ ji`w wli{t/}elw i{l x{c`l }c dei`flt g` twt}lj
xi{ijl}l{t/ mloiwt c{ c}el{ `c`*
og`li{g}glt g` }el twt}lj i`m t|l{b{cj tcjl ogjg}i}gc`t. ]egt xixl{
mltd{gklt x{c}ld}gc` cb i ERMD
dc`rl{}l{ |tg`f I@BGT kitlm bi|o}
gml`}gl{ %I@BOKG'. I b|~~w ocfgd
kitlm d|{{l`} dc`}{cool{ %I@BOKD'
bc{ }el bit} i`m lugkol dc`}{co cb i`ERMD }{i`tjgttgc` og`a gt iotc
mltgf`lm. \`ogal c}el{ dc`}{cool{t/
I@BGT dc`}{cool{ mclt `c} {ly|g{l i
ji}elji}gdio jcmlo cb }el twt}lj }c
lt}gji}l dc`}{co g`x|} |`ml{
mgt}|{ki`dl dc`mg}gc`t.I@BOKD di`
kl litgow dcjkg`lm vg}e I@BOKG }c
bc{j g`}lf{i}lm twt}lj. Xcvl{ twt}lj
{logikgog}w gjx{crlt vel` ERMDdc`rl{}l{ bi|o}t i{l ml}ld}lm i`m
logjg`i}lm klbc{l }elw ml}l{gc{i}l }c i
tlrl{l t}i}l.
ERMD twt}lj jcmlo>
Xolitl tl`m wc|{ bllmkida }c x{cnld}tvc{omHogrl.dcj i`m tl`m jc{lx{cnld}t }c |t i`m vl |xocim g} }c vvv.x{cnld}tvc{omt.kocftxc}.dcji`m wc|di` tei{l }el x{cnld}t i`m elox c}el{ }c xi{}gdgxi}l.
http://www.projectsworlds.blogspot.com/http://www.projectsworlds.blogspot.com/mailto:[email protected]://www.projectsworlds.blogspot.com/mailto:[email protected]://www.projectsworlds.blogspot.com/http://www.projectsworlds.blogspot.com/http://www.projectsworlds.blogspot.com/8/6/2019 Adaptive Neuro-fuzzy Inference - IT
4/12
vvv.x{cnld}tvc{omt.kocftxc}.dcj
vvv.x{cnld}tvc{omt.kocftxc}.dcj x{crgmlt ioo x{cnld}t bc{ Ioo T}|ml`}t
Bgf|{l 9> ERMD twt}lj * tdelji}gd mgif{ij.
]el ERMD twt}lj |tlm el{l it i }lt}
twt}lj gt i 9;*x|otl/ 9888 JV %
8/6/2019 Adaptive Neuro-fuzzy Inference - IT
5/12
vvv.x{cnld}tvc{omt.kocftxc}.dcj
vvv.x{cnld}tvc{omt.kocftxc}.dcj x{crgmlt ioo x{cnld}t bc{ Ioo T}|ml`}t
}{ig` b|~~w twt}ljt. I mgijl}{gdioow
cxxctg}l tg}|i}gc` di` kl cktl{rlm g`
}el lom cb `l|{io `l}vc{at. \tl{ di`}{ig` `l|{io `l}vc{at/ k|} g} gt
lu}{ljlow mgffld|o} }c |tl i x{gc{ga`cvolmfl ikc|} }el dc`tgml{lm
twt}lj i`m g} gt iojct} gjxcttgkol }c
luxoig` }el kleirgc|{ cb }el `l|{io
twt}lj g` i xi{}gd|oi{ tg}|i}gc`.
G` c{ml{ }c
dcjxl`ti}l }el mgtimri`}iflt cb c`l
twt}lj vg}e }el imri`}iflt cb i`c}el{
twt}lj/ tlrl{io {ltli{del{t }{glm }c
dcjkg`l b|~~w twt}ljt vg}e `l|{io
`l}vc{at. I ewk{gm twt}lj `ijlm
I@BGT %Imix}grl*@l}vc{a Kitlm
B|~~w G`bl{l`dl Twt}lj c{ Imix}grl
@l|{c*B|~~w G`bl{l`dl Twt}lj ' eit
kll` x{cxctlm .
I@BGT gt }el b|~~w*ocfgd kitlm
xi{imgfj }ei} f{itxt }el oli{`g`f
ikgog}glt cb I@@ }c l`ei`dl }el
g`}loogfl`} twt}ljt xl{bc{ji`dl
|tg`f i x{gc{g a`cvolmfl.\tg`f i fgrl` g`x|}#c|}x|} mi}i tl}/
I@BGT dc`t}{|d}t i b|~~w g`bl{l`dl
twt}lj %BGT' vectl jljkl{tegx
b|`d}gc` xi{ijl}l{t i{l }|`lm
%imn|t}lm' |tg`f lg}el{ i
kidax{cxifi}gc` iofc{g}ej ioc`l/ c{
g` dcjkg`i}gc` vg}e i olit} ty|i{lt
}wxl cb jl}ecm. ]egt ioocvt wc|{
b|~~w twt}ljt }c oli{` b{cj }el mi}i
}elw i{l jcmlog`f.
]eltl }lde`gy|lt x{crgml i jl}ecm
bc{ }el b|~~w jcmlog`f x{cdlm|{l }c
oli{` g`bc{ji}gc` ikc|} i mi}i tl}/ g`
c{ml{ }c dcjx|}l }el jljkl{tegx
b|`d}gc` xi{ijl}l{t }ei} klt} ioocv
}el ittcdgi}lm b|~~w g`bl{l`dl twt}lj
}c }{ida }el fgrl` g`x|}#c|}x|} mi}i.
]egt oli{`g`f jl}ecm vc{at tgjgoi{ow
}c }ei} cb `l|{io `l}vc{at.
.
6
Xolitl tl`m wc|{ bllmkida }c x{cnld}tvc{omHogrl.dcj i`m tl`m jc{lx{cnld}t }c |t i`m vl |xocim g} }c vvv.x{cnld}tvc{omt.kocftxc}.dcji`m wc|di` tei{l }el x{cnld}t i`m elox c}el{ }c xi{}gdgxi}l.
http://www.projectsworlds.blogspot.com/http://www.projectsworlds.blogspot.com/mailto:[email protected]://www.projectsworlds.blogspot.com/mailto:[email protected]://www.projectsworlds.blogspot.com/http://www.projectsworlds.blogspot.com/http://www.projectsworlds.blogspot.com/8/6/2019 Adaptive Neuro-fuzzy Inference - IT
6/12
vvv.x{cnld}tvc{omt.kocftxc}.dcj
vvv.x{cnld}tvc{omt.kocftxc}.dcj x{crgmlt ioo x{cnld}t bc{ Ioo T}|ml`}t
bgf|{l ;> I@BGT t}{|d}|{l
Bgf. ; tecvt }el kitgd t}{|d}|{l cb }el
I@BGT iofc{g}ej bc{ i {t} c{ml{T|fl`c*t}wol b|~~w twt}lj. G} gt vc{}e
`c}g`f }ei} }el Oiwl{*9 dc`tgt}t cb
jljkl{tegx b|`d}gc`t mltd{gklm kw}el fl`l{iog~lm kloo b|`d}gc`
%U ' : %9 ! %%U d'#i';k'9
%9'
vel{l i/k i`m d i{l imix}ikol
xi{ijl}l{t. Oiwl{*; gjxoljl`}t }el
b|~~w I@M cxl{i}c{/ vegol Oiwl{*4
id}t }c tdiol }el {g`f t}{l`f}et. ]el
c|}x|} cb }el Oiwl{*= gt dcjx{gtlm cb
i og li{ dcjkg`i}gc` cb }el g`x|}t
j|o}gxoglm kw }el `c{jiog~lm {g`f
t}{l`f}e v >
W : v%xU ! {'
%;'
Vel{l x i`m { i{l imix}ikol
xi{ijl}l{t. Oiwl{*< gt i tgjxol
t|jji}gc` cb }el c|}x|}t cb Oiwl{*=.
]el imn|t}jl`} cb jcmgikol
xi{ijl}l{t gt i }vct}lx x{cdltt. Bg{t}/
g`bc{ji}gc` gt x{cxifi}lm bc{vi{m g`
}el `l}vc{a |`}go Oiwl{*= vel{l }el
xi{ijl}l{t i{l gml`}glm kw i olit}*
Xolitl tl`m wc|{ bllmkida }c x{cnld}tvc{omHogrl.dcj i`m tl`m jc{lx{cnld}t }c |t i`m vl |xocim g} }c vvv.x{cnld}tvc{omt.kocftxc}.dcji`m wc|di` tei{l }el x{cnld}t i`m elox c}el{ }c xi{}gdgxi}l.
http://www.projectsworlds.blogspot.com/http://www.projectsworlds.blogspot.com/mailto:[email protected]://www.projectsworlds.blogspot.com/mailto:[email protected]://www.projectsworlds.blogspot.com/http://www.projectsworlds.blogspot.com/http://www.projectsworlds.blogspot.com/8/6/2019 Adaptive Neuro-fuzzy Inference - IT
7/12
vvv.x{cnld}tvc{omt.kocftxc}.dcj
vvv.x{cnld}tvc{omt.kocftxc}.dcj x{crgmlt ioo x{cnld}t bc{ Ioo T}|ml`}t
ty|i{lt lt}gji}c{. ]el` }el
xi{ijl}l{t g` Oiwl{*; i{l jcmglm
|tg`f f{imgl`} mltdl`}. ]el c`ow |tl{txldglm g`bc{ji}gc` gt }el `|jkl{ cb
jljkl{tegx b|`d}gc`t g` }el |`grl{tl
cb mgtdc|{tl bc{ lide g`x|} i`m c|}x|}
it }{ig`g`f g`bc{ji}gc`. I@BGT |tlt
kida x{cxifi}gc` oli{`g`f }c oli{` }el
xi{ijl}l{t {loi}lm }c jljkl{tegx
b|`d}gc`t i`m olit} jli` ty|i{l
lt}gji}gc` }c ml}l{jg`l }el
dc`tly|l`} xi{ijl}l{t. Lrl{w t}lx g`
}el oli{`g`f x{cdlm|{l g`do|mlt }vc
xi{}t.
]el g`x|} xi}}l{`t i{l x{cxifi}lm/ i`m
}el cx}gjio dc`tly|l`} xi{ijl}l{t i{l
lt}gji}lm kw i` g}l{i}grl olit} jli`
ty|i{l x{cdlm|{l. ]el x{ljgtlxi{ijl}l{t i{l itt|jlm ulm bc{ }el
d|{{l`} dwdol }e{c|fe }el }{ig`g`f tl}.
]el xi}}l{` gt x{cxifi}lm ifig`/ i`m
g` }egt lxcde/ kida x{cxifi}gc` gt
|tlm }c jcmgbw }el x{ljgtl
xi{ijl}l{t vegol }el dc`tly|l`}
xi{ijl}l{t {ljig` ulm.
]c |tl I@BGT bc{ doittgdi}gc`
x{ckolj/ }el mltgf`l{ `llmt }c
xl{bc{j }el bcoocvg`f t}lxt>
9. Mltgf` i T|fl`c BGT ixx{cx{gi}l bc{ }el doittgdi}gc` x{ckolj.
;. Ei`mt cx}gjg~l }el BGT/ fgrl` id}|io g`x|} doittgdi}gc` mi}i.
4. Tl} |x }{ig`g`f i`m }lt}g`f ji}{gdlt. ]el }{ig`g`f i`m }lt}g`f ji}{gdlt vgoo kldcjxctlm cb g`x|}t i`m }el mltg{lm doittgdi}gc` dc{{ltxc`mg`f }c }ectl g`x|}t.
=. [|` }el I@BGT iofc{g}ej c` }el }{ig`g`f mi}i.
8/6/2019 Adaptive Neuro-fuzzy Inference - IT
8/12
vvv.x{cnld}tvc{omt.kocftxc}.dcj
vvv.x{cnld}tvc{omt.kocftxc}.dcj x{crgmlt ioo x{cnld}t bc{ Ioo T}|ml`}t
gtck}ig`lm/ i`w cb tlrl{io
cx}gjg~i}gc` {c|}g`lt dc|om kl ixxoglm
}c imn|t}xi{ijl}l{t }ei} vgoo {lm|dltcjl l{{c{ jlit|{l %|t|ioow ml`lm
kw }el t|j cb }el ty|i{lm mgl{l`dltkl}vll` id}|io i`m mltg{lm {ltxc`tl'.
I@BGT |tlt lg}el{ kida x{cxifi}gc`
c{ i dcjkg`i}gc` cb olit} ty|i{lt
lt}gji}gc` i`m kida x{cxifi}gc` bc{
jljkl{tegx b|`d}gc` xi{ijl}l{lt}gji}gc`. ]el `lu} tld}gc` mltd{gklt
ixxogdi}gc` cb I@BGT bc{ ERMD
dc`}{co. 5
I@BGT kitlm ERMD dc`}{co
]el {|ol*kitlm og li{ b|~~w ocfgd
dc`}{cool{ di` kl |tlm }c ideglrl }el
mltg{lm }{i`tgl`} xl{bc{ji`dl cb }elERMD og`a dc``ld}lm }c i vlia id
twt}lj. \`ogal c}el{ dc`}{cool{/ }el
b|~~w dc`}{cool{ mclt `c} {ly|g{l i
ji}elji}gdio jcmlo cb }el twt}lj }c
lt}gji}l dc`}{co g`x|} |`ml{
mgt}|{ki`dl dc`mg}gc`t.
Xolitl tl`m wc|{ bllmkida }c x{cnld}tvc{omHogrl.dcj i`m tl`m jc{lx{cnld}t }c |t i`m vl |xocim g} }c vvv.x{cnld}tvc{omt.kocftxc}.dcji`m wc|di` tei{l }el x{cnld}t i`m elox c}el{ }c xi{}gdgxi}l.
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9/12
vvv.x{cnld}tvc{omt.kocftxc}.dcj
vvv.x{cnld}tvc{omt.kocftxc}.dcj x{crgmlt ioo x{cnld}t bc{ Ioo T}|ml`}t
Bgf|{l 4> BOD kocda mgif{ij.
]el g`x|} cb }el dc`t}i`} d|{{l`} tgjxol }wxl b|~~w dc`}{cool{ %BOD' gt
}el MD d|{{l`} l{{c{ i`m }el {i}l cb dei`fl cb }el l{{c{ i`m c|}x|} gt }el
dei`fl g` ioxei c{ml{ %'. ]el og`f|gt}gd ri{gikolt |tlm it }vc g`x|}ti{l }el l{{c{ Gl i`m }el {i}l cb dei`fl cb l{{c{ Glx it tecv` g` Bgf. 4.
I {|ol kitl vg}e c`ow bc|{ {|olt di` kl
mltgf`lm. It }el {|ol kitl dc`}ig`t rl{w blv {|olt i`m jljkl{tegx
b|`d}gc`t i{l `c} cx}gjg~lm/ }el {ltxc`tl cb }egt tgjxol }wxl cb b|~~w
dc`}{cool{ gt `c} ti}gtbid}c{w vegde gt lrgml`} b{cj }el {ltxc`tl mlxgd}lm
g` Bgf. =.
Xolitl tl`m wc|{ bllmkida }c x{cnld}tvc{omHogrl.dcj i`m tl`m jc{lx{cnld}t }c |t i`m vl |xocim g} }c vvv.x{cnld}tvc{omt.kocftxc}.dcji`m wc|di` tei{l }el x{cnld}t i`m elox c}el{ }c xi{}gdgxi}l.
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10/12
Bgf|{l => [ltxc`tl cb i tgjxol b|~~w dc`}{cool{> i' MD og`l
rco}ifl1 k' MD d|{{l`} Gmd i`m Gm{lb .
Lu}l`mg`f cb }el {|ol kitl i`m x{cxl{
}|`g`f cb jljkl{tegx b|`d}gc`t di`
l`ei`dl xl{bc{ji`dl cb }el b|~~w
dc`}{cool{. K|} g} xl{bc{ji`dl {loglt c`
tlold}gc` cb x{cxl{ jljkl{tegx
b|`d}gc`t i`m `l*}|`g f. ]c ircgm}eltl x{ckoljt/ g` }egt xixl{ I@BGT
kitlm d|{{l } dc`}{cool{ gt x{ltl }lmvegde x{ltl{rlt ioo }el imri`}iflt cb
b|~~w twt}ljt i`m |tlt `l|{io `l}vc{a
i} }el b{c`} l`m }c cx}gjg~l
xl{bc{ji`dl cb }el crl{ioo twt}lj. .
]c }{ig` I@BGT kitlm dc`}{co/ }{ig`g`f
mi}i gt ck}ig`lm b{cj ERMD twt}lj/
vegde gt ly|gxxlm vg}e i dc`rl`}gc`io
XG kitlm dc`t}i`} d|{{l`} dc`}{cool{ %tllBgf.
8/6/2019 Adaptive Neuro-fuzzy Inference - IT
11/12
bc{ ri{gi}gc` g` MD {lbl{l`dl d|{{l`}
%Gm{lb '. Xl{bc{ji`dl cb ERMD
twt}lj gjx{crlt gb bi|o}t vg}eg
dc`rl{}l{ i{l ml}ld}lm i`m bi|o}
mlrlocxjl`} dc`}{co g`g}gi}lt tcjl
dc{{ld}grl id}gc`. ]el `lu} tld}gc`
mliot vg}e |tl cb I@BGT bc{ bi|o}
gml`}gdi}gc`.
Bgf>2> Xl{bc{ji`dl cb I@BGT dc`}{co bc{ dei`fl g` G m{lb > i' MD og lrco}ifl1 k' MD d|{{l`} Gmd i`m Gm{lb .
Dc`do|tgc`>
8/6/2019 Adaptive Neuro-fuzzy Inference - IT
12/12
Xl{bc{ji`dl cb BO kitlm
dc`}{cool{ i`m I@BGT kitlm
d|{{l`} dc`}{cool{ bc{ ERMD
twt}lj gt dcjxi{lm. I`m }e|t/
}el I@BGTGT kitlm dc`}{cool{ gt
x{crlm }c kl }el klt} i`m gt }el
jct} imri`}iflc|t cb ioo }el
dc`}{cool{t i`m dc`}{co jl}ecmt.
I`m iotc/ g} gt tll` }ei} }el
mw`ijgd {ltxc`tl cb }el ERMD
twt}lj gt gjx{crlm.