Algoritma Hebb Untuk Weight Adjustment Pada Jaringan Syaraf Tiruan (JST)

\bpqbjcbs 82. 3?88

YFHK\ MBKASW % BB RDJ. GKAEKB\GH Z

HNDESGQJH MBCC RKQRI

TBGDMQ HAFR\QJBKQ 

Hndesgqjh MBCC qbsjh|ri |hnhm |hqr hndesgqjh |babsmhkh whkd agdrkhihk |bchdhg pbkdhqrs ceceq rkqri fhsgkdhk |whshq qgsrhk+ _bkdhqrshk ceceq abkdhk jbkddrkhihk hndesgqjh gkg |hkdhq |babsmhkh+ _bkdhqrshk agnhirihk |blhsh nhkd|rkd whikg abkdhk jbkdepbsh|gihk gkprq ahk qhsdbq+ Mgpeqb|g| Mbcc hahnhm Cgnh arh crhm kbrsek cgpenhs whkd |hngkd qbsmrcrkd jbjprkwhg hiqgh|g erqprq' whkd |hjh qhkahkwh qhkahkwh jhih ceceq |hjcrkdhk hkqhsh ibarh kbrsek qbs|bcrq qbs|bcrq hihk jbkdrhq+ \bchngikwh. cgnh hiqgh|g ibarhkwh cbsnhthkhk qhkah jhih ceceq |hjcrkdhk hihk jbnbjhm+ Ahnhj hsqgibn gkg igqh hihk jbjchmh| chdhgjhkh hndesgqjh gkg ag psedshj jbkddrkhihk jhqnhc ahk jbkdbkhn psgk|gp ibsfhkwh ahsg psedshj qbs|bcrq+ \bmgkddh igqh cg|h jbjchwhkdihk hihk agdrkhihk rkqri hph |hfh hndesgqjh gkg+ _hah hsqgibn cbsgirqkwh igqh hihk jbjchmh| fhsgkdhk h||e|ghqg` agjhkh ceceq*ceceq kwh agmgqrkd abkdhk pbkabihqhk ahsg hndesgqjh Mbcc+ \bfhrm jhkh ihm hndesgqjh gkg cbsmh|gn jbjcbsgihk mh|gn whkd igqh gkdgkihk+ g kdgkihk+ _bsnr aggkdhq prnh chmth pbsmgqrkdhk ceceq*ceceq phah hndesgqjh Mbcc qgahi jbkddrkhihk pbjcbnhfhshk. cbscbah abkdhk hqrshk abnqh whkd jbk|whshqihk pbjcbnhfhshk rkqri pbsmgqrkdhk ceceq*ceceqkwh+ Hndesgqjh abnqh hihk igqh chmh| phah hsqgibn nhgkkwh+ \bcbnrj jbkwbkqrm psedshj whkd qbnhm agcrhq. qbsnbcgm ahmrnr |hwh jbkdmhagsihk hndesgqjh Mbcc+ * Jbkbkqrihk kgnhg ceceq hthn whikg t?:?. hnpmh -nhfr pbjcbnhfhshk':8 ahk c -ceceq cgh|':8. q -qhsdbq'+ * Jbkdmgqrkd pbsrchmhk ceceq abkdhk jbkddrkhihk srjr|6

 ::   : :)) 

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Nhnr abkdhk jbkddrkhihk ceceq himgs igqh jbkdrfg abkdhk jbjcbsgihk jh|rihk chsr+ Ibnrhshk -wUkbq' agsrjr|ihk abkdhk6

Nhnr



 :  )  ag qmsb|mena jbkddrkhihk `rkd|g hiqgh|g cgpenhs+

_bsnr |hwh gkdhqihk ibjchng qbkqhkd `rkd|g hiqg`h|g whkd igqh drkhihk hahnhm cgpenhs+ Ibqbkqrhk rkqri hiqg`h|g cgpenhs hahnhm

8

\bpqbjcbs 82. 3?88

YFHK\ MBKASW % BB RDJ. GKAEKB\GH Z

Cbsgirq gkg psedshj abkdhk pbsjh|hnhmhk whkd |hwh cbsgihk whikg pbsjh|hnhmhk nedgihn ES ahk HKA abkdhk gkprq cbsrph nedgihn cgpenhs - 8 ahk *8'+

H+ Nedgihn ES _sedshj whkd agcrhq qbsagsg ahsg _BNHQGMHK ahk _BKDRFGHK+ _sedshj pbnhqgmhk agdrkhihk rkqri jbklhsg ceceq jbkddrkhihk hndesgqj Mbcc+ \bjbkqhsh psedshj pbkdrfghk agdrkhihk rkqri jbkdrfg ceceq qbs|bcrq qbsmhahp gkprq whkd cbscbah abkdhk gkprq rkqri  psedshj pbnhqgmhk+ Fhag khkqg hihk hah arh fbkg| gkprq whikg pbnhqgmhk ahk pbkdrfghk+

Gkprq pbnhqgmhk6

Qhsdbq6

Gkprq pbkdrfghk6

∓8 ∓8  : ∓888 ∓888  ∓8  :  888  8 ∓8  : ∓8∓88 ∓888 

_sedshj rkqri pbnhqgmhk lnbhshnn lnbhshnn99 lne|bhnn lne|bhnn99 lnl9 ""gkgqghng|hqgek-cgpenhsh|b}hjpnb' ag|p-$_bnhqgmhkrkqrijbkbjrihkCeceq$ ag|p-$_bnhqgmhkrkqrijbkbjrihkCeceq$'9 '9 ag|p-$$ ag|p-$$'9 '9 }:gkprq-$Qrng|ihkGkprq_bnhqgmhk:$ }:gkprq-$Qrng|ihkGkprq_bnhqgmhk:$'9 '9 q:gkprq-$Qrng|ihkQhsdbq:$ q:gkprq-$Qrng|ihkQhsdbq:$'9 '9 tUkbt:Y??9??9??9??Z9 c:89 hnpmh:89 "" ""MbccSrnb|`esTbgdmqHafr|qjbkq w:q$9 Ychs.ienZ:|gvb-}'9 `esgg:86chs `es gg:86chs

3

\bpqbjcbs 82. 3?88

YFHK\ MBKASW % BB RDJ. GKAEKB\GH Z

`es `esff:86ien ff:86ien g`  g` gg::8 gg::8 tUkbt-gg.ff':hnpmh&}-gg.ff'&w-gg.8'9 c-gg':w-gg'9 bn|b bn|b   tU tUkbt-gg.ff': f':tUkbt-gg -gg*8. *8.ff') f')hnpmh&}-g }-gg.ff'&w-gg.8'9 c-gg':c-gg*8')w-gg'9 bka bka bka bka bka t:tUkbt-bka.86bka'9 c:c-bka'9 ag|p-$$ ag|p-$$'9 '9 ag|p-$CeceqHimgs$ ag|p-$CeceqHimgs$'9 '9 ag|p-t'9 rfgmbcc

psedshj ag hqh| |bcbkhskwh cg|h hkah jeag`gih|g hdhs nbcgm sgkdih|. khjrk |hwh |bkdhfh jbkdmhagsihk ib|bnrsrmhkkwh hdhs hkah cg|h nhkd|rkd jbkgijhqg mh|gnkwh+ _hah chsg| qbshimgs. qhjphi chmth igqh jbjhkddgn `rkd|g nhgk whkd qrdh|kwh rkqri jbkdrfg ceceq whkd |rahm agqbjrihk+

_sedshj _bkdrfghk `rklqgekrfgmbcc-hnpmh.t.c' `rklqgek rfgmbcc-hnpmh.t.c' "jbjhkddgnceceq ag|p-$_BKDRFGHK$ ag|p-$_BKDRFGHK$'9 '9 ag|p-$::::::::::$ ag|p-$::::::::::$'9 '9 ag|p-$$ ag|p-$$'9 '9 gkpq:gkprq-$Jh|riihkGkprq:$ gkpq:gkprq-$Jh|riihkGkprq:$'9 '9 Ychs.ienZ:|gvb-gkpq'9 wUkbq:vbse|-chs.8'9 `esgg:86chs `es gg:86chs wUkbq-gg.8':hnpmh&gkpq-gg.8'&t-8')gkpq-gg.3'&t-3')c9 g`  g` wUkbq-gg.8';? wUkbq-gg.8';? w-gg':89 bn|bg`  bn|bg` wUkbq-gg.8'::? wUkbq-gg.8'::? w-gg':?9 bn|b bn|b w-gg':*89 bka bka bka ag|p-$$ ag|p-$$'9 '9 ag|p-$Ibnrhshk$ ag|p-$Ibnrhshk$'9 '9 ag|p-$$ ag|p-$$'9 '9 ag|p-w'9

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\bpqbjcbs 82. 3?88

YFHK\ MBKASW % BB RDJ. GKAEKB\GH Z

\hhq ag bi|bir|g. jhih phah lejjhka tgkaet hkah hihk agjgkqh rkqri jbjh|riihk gkprq pbnhqgmhk+

Fhkdhk nrph rkqri jbjh|riihk gkprq pbnhqgmhk ahk qhsdbqkwh+ Ahnhj mhn gkg pbsjh|hnhmhk igqh hahnhm epbsh|g nedgihn ES+ Cgnh hkah qbihk BKQBS. jhih hihk agmh|gnihk6

Khm. fgih hkah cg|h jbngmhq psedshj ag hqh| phah chdghk chthm hihk agphkddgn `rkd|g pbkdrfghk rkqri ceceq himgs whkd |rahm igqh qbjrihk+

Hkah mhsr| jbjh|riihk kgnhg gkprq |bchdhg pbkdrfghk+ Cgnh hkah jbkbihk BKQBS. jhih hihk agmh|gnihk6

C+ Nedgihn HKA Gkprq pbnhqgmhk6

Qhsdbq6

Gkprq pbkdrfghk6

∓8 ∓8  : ∓888 ∓888  ∓8  : ∓8∓88  8 ∓8  : ∓8∓88 ∓888  1

\bpqbjcbs 82. 3?88

YFHK\ MBKASW % BB RDJ. GKAEKB\GH Z

Abkdhk jbkddrkhihk psedshj whkd |hjh. ibqgih agbi|bir|g hihk jbkdmh|gnihk6

\bqbnhm hkah jbjh|riihk gkprq pbnhqgmhk |bpbsqg ag hqh|. jhih qbihk BKQBS ahk hihk agmh|gnihk6

Nhnr. hkah hihk agchth ib pbkdrfghk+ Fhkdhk nrph rkqri jbjh|riihk gkprq |bpbsqg ag chthm hqhr hkah cg|h jbjh|riihk gkprq whkd hkah jhr+

Cgnh hkah jbkbihk BKQBS hihk agmh|gnihk6

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