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

(1)

HNDESGQJH MBCC RKQRI

TBGDMQ HAFR\QJBKQ TBGDMQ HAFR\QJBKQ

_bkdhqrshk agnhirihk |blhsh nhkd|rkd whikg abkdhk jbkdepbsh|gihk gkprq ahk qhsdbq+

\bchngikwh. cgnh hiqgh|g ibarhkwh cbsnhthkhk qhkah jhih ceceq |hjcrkdhk hihk jbnbjhm+|hjcrkdhk hihk jbnbjhm+

Ahnhj hsqgibn gkg igqh hihk jbjchmh| chdhgjhkh hndesgqjh gkg ag psedshj jbkddrkhihk jhqnhc ahk 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 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 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 ceceq*ceceq kwh agmgqrkd abkdhk pbkabihqhk ahsg hndesgqjh Mbcc+ \bfhrm jhkh ihm hndesgqjh gkg cbsmh|gn jbjcbsgihk mh|gn whkd igqh g

cbsmh|gn jbjcbsgihk mh|gn whkd igqh gkdgkihk+ _bsnr aggkdhq prnh chmth pbsmgqrkdhk ceceq*ceceq phahkdgkihk+ _bsnr aggkdhq prnh chmth pbsmgqrkdhk ceceq*ceceq phah hndesgqjh Mbcc qgahi jbkddrkhihk pbjcbnhfhshk. cbscbah abkdhk hqrshk abnqh whkd jbk|whshqihk hndesgqjh Mbcc qgahi jbkddrkhihk pbjcbnhfhshk. cbscbah abkdhk hqrshk abnqh whkd jbk|whshqihk pbjcbnhfhshk rkqri pbsmgqrkdhk ceceq*ceceqkwh+ Hndesgqjh abnqh hihk igqh chmh| phah hsqgibn pbjcbnhfhshk rkqri pbsmgqrkdhk ceceq*ceceqkwh+ Hndesgqjh abnqh hihk igqh chmh| phah hsqgibn nhgkkwh+

nhgkkwh+

\bcbnrj jbkwbkqrm psedshj whkd qbnhm agcrhq. qbsnbcgm ahmrnr

\bcbnrj jbkwbkqrm psedshj whkd qbnhm agcrhq. qbsnbcgm ahmrnr |hwh jbkdmhagsihk hndesgqjh Mbcc+|hwh jbkdmhagsihk hndesgqjh Mbcc+

** Jbkbkqrihk kgnhg ceceq hthn whikg t?:?. hnpmh -nhfr pbjcbnhfhshk':8 ahk c -ceceq cgh|':8.Jbkbkqrihk kgnhg ceceq hthn whikg t?:?. hnpmh -nhfr pbjcbnhfhshk':8 ahk c -ceceq cgh|':8. q -qhsdbq'+

q -qhsdbq'+

** Jbkdmgqrkd pbsrchmhk ceceq abkdhk Jbkdmgqrkd pbsrchmhk ceceq abkdhk jbkddrkhihk srjr|6jbkddrkhihk srjr|6



_



: : 





: : 







_

: : 



) 







: : 



) ) 



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

Ibnrhshk -wUkbq' agsrjr|ihk abkdhk6





: : 







) ) 



** NhnrNhnr





agagqmsb|mena qmsb|mena _{jbkddrkhihk `rkd|g hiqgh|g cgpenhs+}_{jbkddrkhihk `rkd|g hiqgh|g cgpenhs+}

(2)

3

HKA abkdhk gkprq cbsrph nedgihn cgpenhs - 8 ahk *8'+8 ahk *8'+

H+

H+ Nedgihn ESNedgihn ES

_sedshj whkd agcrhq qbsagsg ahsg _BNHQGMHK ahk _BKDRFGHK+ _sedshj pbnhqgmhk _sedshj whkd agcrhq qbsagsg ahsg _BNHQGMHK ahk _BKDRFGHK+ _sedshj pbnhqgmhk agdrkhihk rkqri jbklhsg ceceq jbkddrkhihk hndesgqj Mbcc+ \bjbkqhsh psedshj pbkdrfghk agdrkhihk rkqri jbklhsg ceceq jbkddrkhihk hndesgqj Mbcc+ \bjbkqhsh psedshj pbkdrfghk agdrkhihk rkqri jbkdrfg ceceq qbs|bcrq qbsmhahp gkprq whkd cbscbah abkdhk gkprq rkqri 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+

psedshj pbnhqgmhk+ Fhag khkqg hihk hah arh fbkg| gkprq whikg pbnhqgmhk ahk pbkdrfghk+

Gkprq pbnhqgmhk6 Gkprq pbnhqgmhk6

  ::∓8 ∓8

∓8 ∓8

∓8 ∓8 88

_{8 8 ∓8∓8}

_{8 8 88 }

Qhsdbq6 Qhsdbq6

  ::∓8∓8888888

Gkprq pbkdrfghk6 Gkprq pbkdrfghk6

  :: 8 8 ∓8∓8

∓8 ∓8

_{∓8 ∓8 88}

_{8 8 88}

_sedshj rkqri pbnhqgmhk _sedshj rkqri pbnhqgmhk lnbhs lnbhshnnhnn99 lne|b lne|bhnnhnn99 lnl9 lnl9 ""gkgqghng|hqgek-cgpenhsh|b}hjpnb' ""gkgqghng|hqgek-cgpenhsh|b}hjpnb' ag|p-ag|p-$_bnhqgmhkrkqrijbkbjrihkCeceq$$_bnhqgmhkrkqrijbkbjrihkCeceq$'9'9 ag|p-ag|p-$$$$'9'9 }:gkprq-}:gkprq-$Qrng|ihkGkprq_bnhqgmhk:$$Qrng|ihkGkprq_bnhqgmhk:$'9'9 q:gkprq-q:gkprq-$Qrng|ihkQhsdbq:$$Qrng|ihkQhsdbq:$'9'9 tUkbt:Y??9??9??9??Z9 tUkbt:Y??9??9??9??Z9 c:89 c:89 hnpmh:89 hnpmh:89 "" "" ""MbccSrnb|èsTbgdmqHafr|qjbkq ""MbccSrnb|èsTbgdmqHafr|qjbkq w:q$9 w:q$9 Ychs.ienZ:|gvb-}'9 Ychs.ienZ:|gvb-}'9 ès èsgg:86chsgg:86chs

(3)



`es`esff:86ienff:86ien  g` g` gg::8gg::8 tUkbt-gg.ff':hnpmh&}-gg.ff'&w-gg.8'9 tUkbt-gg.ff':hnpmh&}-gg.ff'&w-gg.8'9 c-gg':w-gg'9 c-gg':w-gg'9  bn|bbn|b 

  ttUUkkbbtt--gggg..fff'f'::ttUUkkbbtt-g-ggg*8*8..fff'f'))hhnnppmmhh&&}-}-gggg..ffff''&&ww--gggg..88''99 c-gg':c-gg*8')w-gg'9 c-gg':c-gg*8')w-gg'9  bkabka  bkabka bka bka t:tUkbt-bka.86bka'9 t:tUkbt-bka.86bka'9 c:c-bka'9 c:c-bka'9 ag|p-ag|p-$$$$'9'9 ag|p-ag|p-$CeceqHimgs$$CeceqHimgs$'9'9 ag|p-t'9 ag|p-t'9 rfgmbcc rfgmbcc

(4)

1

pbnhqgmhk+

igqh hahnhm epbsh|g nedgihn ES+

Cgnh hkah qbihk BKQBS. jhih hihk agmh|gnihk6 Cgnh hkah qbihk BKQBS. jhih hihk agmh|gnihk6

pbkdrfghk rkqri ceceq himgs whkd |rahm igqh qbjrihk+igqh qbjrihk+

hihk agmh|gnihk6

C+

C+ Nedgihn HKANedgihn HKA

Gkprq pbnhqgmhk6 Gkprq pbnhqgmhk6

  ::∓8 ∓8

∓8 ∓8

∓8 ∓8 88

_{8 8 ∓8∓8}

_{8 8 88 }

Qhsdbq6 Qhsdbq6

  ::∓8∓8∓8∓8∓8∓888

Gkprq pbkdrfghk6 Gkprq pbkdrfghk6

  :: 8 8 ∓8∓8

∓8 ∓8

_{∓8 ∓8 88}

_{8 8 88}

(5)

agmh|gnihk6

hqhr hkah cg|h jbjh|riihk gkprq whkd hkah jhr+jhr+

Cgnh hkah jbkbihk BKQBS hihk agmh|gnihk6 Cgnh hkah jbkbihk BKQBS hihk agmh|gnihk6

{{{ QBSGJH IH\GM {{{ {{{ QBSGJH IH\GM {{{