Guia de Tecnologias Biometricas

download Guia de Tecnologias Biometricas

of 52

Transcript of Guia de Tecnologias Biometricas

  • 8/3/2019 Guia de Tecnologias Biometricas

    1/52

  • 8/3/2019 Guia de Tecnologias Biometricas

    2/52

    Fblold: Korvn~f >388

    Ih Mvh kn~f ih rfodkikmh nlkgr~loh hsilohbh h ih fmv~lbhb `h lbk fihnk~hbh sk~fi Ldrlrvrk Dholkdhi bf Rfodkikmh bf ih Okgvdlohold (LDRFOK,) h r~hq bf v Knf~qh'rk~lk bf ih _fmv~lbhb bf ih Ldk~ghold:

    Shnik S~fz _hd'Jk (bl~foold,

    Fbvh~bk iqh~fz Hikdk (okk~bldhold,

    _vhdh bf ih Avfdrf ^kb~mvfz

    Ihv~h Mh~oh S~fz

    O~lrldh Mvrl~~fz Nk~mf

    Ih ~fsfdrf vnilohold f~rfdfof hi Ldsrlrvrk Dholkdhi bf Rfodkikmhs bf ih Okgvdlohold (LDRFOK, |fsr nhjk vdh ilofdolh ^fokdkolglfdrk'Dk okgf~olhi ?$3 Fshh bf O~fhrlqf Okggkds) | k~ fiik fsrh f~gl'rlbk oklh~) blsr~lnvl~ | okgvdloh~ nilohgfdrf fsrh kn~h nhjk ihs okdblolkdfs slmvlfdrfs:

    ^fokdkolglfdrk: Fi okdrfdlbk bf fsrf ldk~gf sf vfbf ~f~kbvol~ rkrhi k h~olhigfdrf k~ rf~of~ks)olrhdbk sv ~kofbfdolh | `holfdbk ~ff~fdolh fp~fsh rhdrk h LDRFOK okgk h sv slrlk }fn: }}}$ldrfok$fs$ Blo`k ~fokdkolglfdrk dk kb~ fd dldmd ohsk svmf~l~ xvf LDRFOK ~fsrh hk|k h blo`krf~of~k k hk|h fi vsk xvf `hof bf sv kn~h$

    Vsk Dk Okgf~olhi: Fi ghrf~lhi k~lmldhi | iks r~hnhjks bf~lqhbks vfbfd sf~ blsr~lnvlbks) oklhbks |fp`lnlbks glfdr~hs sv vsk dk rfdmh adfs okgf~olhifs$

    Hi ~fvrlilzh~ k blsr~lnvl~ ih kn~h) rlfdf xvf bfjh~ nlfd oih~k iks r~gldks bf ih ilofdolh bf fsrh kn~h$ Himvdh bffsrhs okdblolkdfs vfbf dk hiloh~sf sl sf knrlfdf fi f~glsk bf LDRFOK okgk rlrvih~ bf iks bf~fo`ks bfhvrk~$ Dhbh fd fsrh ilofdolh gfdksohnh k ~fsr~ldmf iks bf~fo`ks gk~hifs bf LDRFOK$ `rr:++o~fhrlqfokggkds$k~m+ilofdsfs+n|'do+?$3+fs+

    Fi ~fsfdrf bkovgfdrk ovgif okd ihs okdblolkdfs bf hoofslnlilbhb bfi k~ghrk SBA (Sk~rhnif BkovgfdrAk~ghr,$ _f r~hrh bf vd bkovgfdrk fsr~vorv~hbk | frlxvfrhbk) ~kqlsrk bf hirf~dhrlqhs h rkbk fifgfdrk dkrfprvhi) gh~ohbk bf lblkgh | k~bfd bf iforv~h hbfovhbk$

    Sh~h hgilh~ ldk~ghold skn~f ih okdsr~voold bf bkovgfdrks SBA hoofslnifs vfbf okdsvirh~ ih mvh blsk'dlnif fd ih sfoold Hoofslnlilbhb 4 Ak~ghold 4 Ghdvhifs | Mvhs bf ih mldh `rr:++}}}$ldrfok$fs

    http://creativecommons.org/licenses/by-nc/3.0/es/http://creativecommons.org/licenses/by-nc/3.0/es/http://www.inteco.es/http://www.inteco.es/http://creativecommons.org/licenses/by-nc/3.0/es/http://creativecommons.org/licenses/by-nc/3.0/es/
  • 8/3/2019 Guia de Tecnologias Biometricas

    3/52

    Fi Ldsrlrvrk Dholkdhi bf Rfodkikmhs bf ih Okgvdlohold(LDRFOK,) skolfbhb fsrhrhi hbso~lrhhi Gldlsrf~lk bf Ldbvsr~lh) Rv~lsgk | Okgf~olk h r~hqs bf ih _fo~frh~h bf Fsrhbk bf Rfifok'

    gvdloholkdfs | h~h ih _kolfbhb bf ih Ldk~ghold) fs vdh ihrhk~gh h~h fi bfsh~~kiik bf ih

    _kolfbhb bfi Okdkolglfdrk h r~hqs bf ~k|forks bfi gnlrk bf ih lddkqhold | ih rfodkikmh$

    Ih glsld bf LDRFOK fs hk~rh~ qhik~ f lddkqhold h iks olvbhbhdks) h ihs |gfs) h ihs Hbgl'

    dlsr~holkdfs Snilohs | hi sfork~ bf ihs rfodkikmhs bf ih ldk~ghold) h r~hqs bfi bfsh~~kiik bf

    ~k|forks xvf okdr~lnv|hd h ~fk~zh~ ih okdahdzh fd iks sf~qlolks bf ih _kolfbhb bf ih Ldk~gh'

    old fd dvfsr~k hs) ~kgkqlfdbk hbfgs vdh idfh bf h~rlolhold ldrf~dholkdhi$ Sh~h fiik)

    LDRFOK bfsh~~kiih~ horvholkdfs fd ihs slmvlfdrfs idfhs: _fmv~lbhb) Hoofslnlilbhb) Ohilbhb RLO

    | Ak~ghold$

    Fi Knsf~qhrk~lk bf ih _fmv~lbhb bf ih Ldk~ghold ( rr:++knsf~qhrk~lk$ldrfok$fs, sf ldsf~rhbfdr~k bf ih idfh fsr~hrmloh bf horvhold bf LDRFOK fd ghrf~lh bf _fmv~lbhb Rfodkimloh)

    slfdbk vd ~ff~fdrf dholkdhi f ldrf~dholkdhi hi sf~qlolk bf iks olvbhbhdks) fg~fshs) | hbgl'

    dlsr~holkdfs fshkihs h~h bfso~lnl~) hdhilzh~) hsfsk~h~ | blvdbl~ ih ovirv~h bf ih sfmv~lbhb | ih

    okdahdzh bf ih _kolfbhb bf ih Ldk~ghold$

    Bfiklrrf (`rr:++}}}$bfiklrrf$fs, ~fsrh sf~qlolks bf hvblrk~h) hsfsk~hglfdrk asohi | ifmhi)okdsvirk~h | hsfsk~hglfdrk fd r~hdshoolkdfs ok~k~hrlqhs h fdrlbhbfs xvf kf~hd fd vd fif'

    qhbk dgf~k bf sfork~fs bf horlqlbhb$ Ih a~gh hk~rh sv fpf~lfdolh | hirk dlqfi ~kfslkdhi

    h|vbhdbk h svs oilfdrfs h hiohdzh~ svs knjfrlqks fg~fsh~lhifs fd ovhixvlf~ ivmh~ bfi gvdbk$

    Sh~h fiik ovfdrh okd fi hk|k bf vdh ~fb miknhi bf a~ghs glfgn~k ~fsfdrfs fd gs bf 823

    hsfs | okd gs bf 8=3$333 ~kfslkdhifs xvf `hd hsvglbk fi okg~kglsk bf sf~ gkbfik bf

    fpofifdolh$

    Bfiklrrf ovfdrh okd vd m~vk fdoh~mhbk bf ~fhilzh~ sf~qlolks ok~~fskdblfdrfs h ih mfsrld bfi

    ~lfsmk ldk~grlok xvf sf bfdkgldh Fdrf~s~lf le _f~qlof (F^_,$ Fsrf m~vk fsr k~ghbk k~gs bf >33 ~kfslkdhifs) 0 skolks fd Fshh | qh~lks glifs bf fsfolhilsrhs h dlqfi gvdblhi)

    bfblohbks fpoivslqhgfdrf h sf~qlolks bf hvblrk~h ldk~grloh) sfmv~lbhb ldk~grloh) lbfdrla'

    ohold | mfsrld bf iks ~lfsmks bf ihs kf~holkdfs hskolhbks h iks slsrfghs bf ldk~ghold) hs

    okgk h sf~qlolks fdkohbks h ghdrfdf~ fi dlqfi bf okdr~ki ldrf~dk ~fxvf~lbk fd ih vrlilzhold bf

    ih rfodkikmh$

    http://observatorio.inteco.es/http://www.deloitte.es/http://observatorio.inteco.es/http://www.deloitte.es/
  • 8/3/2019 Guia de Tecnologias Biometricas

    4/52

    dblof8$ Xv fs ih nlkgfr~h; 6

    >$ Oh~horf~srlohs | rlkikmh bf ihs rfodkikmhs nlkgr~lohs 0

    ?$ Vsks | hiloholkdfs 8=

    2$ Nfdfaolks bfi vsk bf rfodkikmhs nlkgr~lohs >?

    6$ Mfsrld bf ~lfsmks fd nlkgfr~h ?>

    1$ Nvfdhs ~orlohs 23

    =$ ^fokgfdbholkdfs 22

    0$ Miksh~lk bf r~gldks ~fiholkdhbks okd ih nlkgfr~h 20

    2

  • 8/3/2019 Guia de Tecnologias Biometricas

    5/52

    6Xv fs ih nlkgfr~h;

    8$ Xv fs ih nlkgfr~h;Ih nlkgfr~h fs vd grkbk bf ~fokdkolglfdrk bf f~skdhs nhshbk

    fd svs oh~horf~srlohs aslkimlohs k bf okgk~rhglfdrk$ _f r~hrh

    bf vd ~kofsk slglih~ hi xvf `hnlrvhigfdrf ~fhilzh fi sf~ `vghdk

    ~fokdkolfdbk f lbfdrlaohdbk h svs okdmdf~fs k~ sv hsfork sl'

    ok) sv qkz) sv k~gh bf hdbh~) fro$

    Fd ih horvhilbhb) ih rfodkikmh `h f~glrlbk hvrkghrlzh~ | f~foolkdh~ fsrks

    ~kofsks bf ~fokdkolglfdrk nlkgr~lok) bf k~gh xvf rlfdfd gvirlrvb bfhiloholkdfs | adhilbhbfs | fsfolhigfdrf hxvfiihs ~fiholkdhbhs okd ih sf'

    mv~lbhb himvdhs bf ihs ovhifs sf fpkdb~d h ik ih~mk bf ih ~fsfdrf Mvh$

    Iks ~lgf~ks hdrfofbfdrfs bf iks

    xvf sf rlfdf ~ff~fdolh skn~f ih nlk'

    gfr~h bhrhd bf `hof gs bf gli

    hks fd O`ldh) bkdbf iks hih~f~ks

    okgfdzh~kd h ldoivl~ svs `vfiihsbhorlih~fs fd iks ~kbvorks xvf ~fh'

    ilzhnhd okgk sgnkik bf blsrldold

    k a~gh) ik xvf ifs f~glrh blf~fd'

    olh~sf bfi ~fsrk$

    _ld fgnh~mk) dk vf hsrh adhifs bfi

    slmik PLP ovhdbk Hi`kdsf Nf~rliikd

    ' hdr~kikmk ~hdos xvf r~hnhjh~h ih kiloh ' okgfdz h bh~ h ih

    nlkgfr~h fi oh~orf~ bf olfdolh) ~k'

    fslkdhilzhdbk sv ~orloh$ Nhshnh

    sv rfk~h fd xvf vdh olf~rh okgnldh'

    old bf gfblbhs bfi ovf~k `vghdk

    f~h ldqh~lhnif fd fi rlfgk) ik xvf

    f~glrl bh~ skivold hi ~knifgh bf

    lbfdrlaoh~ h iks o~lgldhifs okdqlorksh ik ih~mk bf rkbh sv qlbh$

  • 8/3/2019 Guia de Tecnologias Biometricas

    6/52

    Mvh skn~f ihs rfodkikmhs nlkgr~lohs hilohbhs h ih sfmv~lbhb

    1 Xv fs ih nlkgfr~h;

    Fi slsrfgh bf Nf~rliikd k Hdr~kskgfr~h) xvf ldoivh) fdr~f kr~hs) gfblbhsokgk fi ih~mk | hdo`k bf ih ohnfzh k ih ikdmlrvb bfi lf lzxvlf~bk | bfi hd'

    rfn~hzk) sf okgfdz h vrlilzh~ okgdgfdrf h ik ih~mk bf rkbk fi gvdbk$ _ldfgnh~mk) sv fforlqlbhb sf vsk fd bvbh hi ~fsfdrh~sf himvdks ~knifghs

    fd fi vsk bf blf~fdrfs gfblbhs |) fsfolhigfdrf) k~ ihs blaovirhbfs fd ih

    blf~fdolhold bf svjfrks fpr~fghbhgfdrf slglih~fs okgk iks mfgfiks$

    Fsrh bfsho~fblrhold `lzk xvf _l~ Fb}h~b @fd~|) Ldsfork~ Mfdf~hi bf ih

    Skiloh bf Nfdmhih) nvsohsf kr~hs rodlohs | sf ldrf~fshsf k~ ihs ldqfsrlmh'

    olkdfs bf _l~ A~hdols Mhirkd) fi ovhi vrlilzhnh ih `vfiih bhorlih~ okgk grkbk

    bf lbfdrlaohold$ S~lgf~k fd Nfdmhih | ksrf~lk~gfdrf fd Ikdb~fs (8

  • 8/3/2019 Guia de Tecnologias Biometricas

    7/52

    =Xv f ih nlkgfr~h;

    Frh Mvh rlfdf okgk knjfrlqk) bf vd ihbk) ih bfo~lsold bf ih blf~fdrf

    rodloh nlkgr~loh fplrfdrf) v oh~horf~rloh) v hsiloholkdf) v

    nfdfaolk | ~lfmk h okgk ih lbfdrlaohold bf hxvfiik bf~fo`k | knil'mholkdf bf ik blf~fdrf hork~f bfi gvdbk bf ih nlkgfr~h$ Bf kr~k ihbk)

    rlfdf okgk adhilbhb dk ik bh~ h okdkof~ frk grkbk bf lbfdrlaohold

    sh~h mfdf~h~ okdahdzh fdr~f v vvh~lk skrfdolhif) ldk hbfg fhih~

    xv gfblbh | nvfdh s~orloh `hd bf iifqh~f h ohnk sh~h xvf v vk

    fh fmv~k | ~fsfrvkk okd ih s~lqholbhb bf ik olvbhbhdk$

  • 8/3/2019 Guia de Tecnologias Biometricas

    8/52

    0 Oh~horf~srlohs | rlkikmh bf ihs rfodkikmhs nlkgr~lohs

    >$ Oh~horf~srlohs | rlkikmhbf ihs rfodkikmhs nlkgr~lohsIhs rfodkikmhs nlkgr~lohs sf bfadfd okgk grkbks hvrkgrloks vrlilzh'

    bks h~h ~fokdkof~ h f~skdhs skn~f ih nhsf bfi hdilsls bf svs oh~horf~srl'

    ohs slohs k bf okgk~rhglfdrk$

    Bffdblfdbk bf ih rodloh nlkgr~loh fgifhbh) iks h~gfr~ks okdslbf~h'

    bks skd blf~fdrfs: iks sv~oks bf ih `vfiih bhorlih~) ih mfkgfr~h bf ih ghdk) ih

    qkz) ih lghmfd holhi) fro$ Bf fsrks h~gfr~ks sf fpr~hf vd hr~d dlok h~h

    ohbh f~skdh) xvf sf~ fi xvf sf vrlilof h~h ksrf~lk~fs okgh~holkdfs$

    Mfdf~higfdrf h~h kbf~ sf~ vshbk iks ldblqlbvks bfnfd ~fmlsr~h~ sv lbfd'

    rlbhb fd fi slsrfgh k~ gfblk bf ih ohrv~h bf vdh sf~lf bf h~gfr~ks nlk'

    gr~loks$ Fsrf fs fi bfdkgldhbk ~kofsk bf ~fmlsr~k) xvf sf okgkdf bfr~fs hsfs blsrldrhs:

    Ohrv~h: _f ohrv~hd iks h~gfr~ks nlkgr~loks$

    S~kofshglfdrk: _f o~fh vdh ihdrliih okd ihs oh~horf~srlohs f~skdh'

    ifs bf iks h~gfr~ks ohrv~hbks$

    Ldso~lold: Ih ihdrliih ~kofshbh sf mvh~bh fd vd gfblk bf high'

    ofdhglfdrk hbfovhbk$ Vdh qfz xvf ih ldso~lold fsr okgifrh)

    fi slsrfgh vfbf hvrfdrloh~ h ihs f~skdhs gfblhdrf fi vsk bf ih

    ihdrliih$

    H okdrldvhold) gfblhdrf fi ~kofsk bf hvrfdrlohold sf ohrv~h vdhgvfsr~h nlkgr~loh bfi ldblqlbvk xvf sf okgh~h~ okd ihs ihdrliihs |h ~f'

    mlsr~hbhs$ Fsrh hvrfdrlohold vfbf ~fhilzh~sf bf bks gkbks blf~fdrfs:

    Lbfdrlaohold: okdslsrf fd ih okgh~hold bf ih gvfsr~h ~fokmlbh

    bfi vsvh~lk ~fdrf h vdh nhsf bf bhrks bf ~hsmks nlkgr~loks ~fmls'

    r~hbks ~fqlhgfdrf$ Dk sf ~folsh bf lbfdrlaohold ldlolhi k~ h~rf

    bfi vsvh~lk) fs bfol~) fi dlok bhrk xvf sf ~fokmf fd fi gkgfdrk bf

    vsk fs ih gvfsr~h nlkgr~loh) sld hk|k bf vd dkgn~f bf vsvh~lk k

    ovhixvlf~ kr~k rlk bf ~fokdkolglfdrk$ Fsrf grkbk ~fxvlf~f bf vd

    ~kofsk bf oiovik okgifjk) vfsrk xvf sf `h bf okgh~h~ fsrh

    gvfsr~h okd ohbh vdh bf ihs hdrf~lk~gfdrf highofdhbhs h~h nvs'oh~ vdh okldolbfdolh$

  • 8/3/2019 Guia de Tecnologias Biometricas

    9/52

    $8$ RFODKKM_ LKRLO_ L_LKMLO_

    Ihs rfodkikmhs nlkgr~lohs aslkimlohs sf oh~horf~lzhd k~ okdslbf~h~ h~'

    gfr~ks bf~lqhbks bf ih gfblold bl~forh bf himd ~hsmk fsr~lorhgfdrf slok

    bfi ovf~k `vghdk h ih `k~h bf lbfdrlaoh~ f~skdhs$

    @vfiih bhorlih~

    Ih lbfdrlaohold nhshbh fd `vfiih bhorlih~

    fs ih gs hdrlmvh bf ihs rodlohs nlkgr~l'

    ohs | `h slbk vrlilzhbh fd vd m~hd dgf~k

    bf hiloholkdfs bfnlbk h xvf ih gh|k~h bf

    ih knihold rlfdf `vfiihs bhorlih~fs dlohsf ldhirf~hnifs$

    Fs fi ~hsmk nlkgr~lok gs vrlilzhbk h~h

    hvrfdrlohold | rlfdf ih gh|k~ mhgh bf rfo'

    dkikmhs bf ohrv~h) okd blsrldrhs oh~horf'

    ~srlohs bf vdolkdhglfdrk$ Hslglsgk) rlfdf

    okgk qfdrhjhs sv hirh rhsh bf ~folsld |

    xvf `hnlrvhigfdrf iks vsvh~lks rlfdfd ok'dkolglfdrks svaolfdrfs skn~f sv vrlilzhold$

  • 8/3/2019 Guia de Tecnologias Biometricas

    10/52

    Mvh kn~f ih rfodkikmh nlkgr~loh hsilohbh h ih fmv~lbhb

    83 Oh~horf~rloh | rlskikmh bf ih rfodkikmh nlkgr~loh

    Fplrfd bk rlsk bf rodloh bf nxvfbh bf okldolbfdolh fdr~f gvfr~h

    bf `vfiih bhorlih~:

    Nhshbhs fd gldvolhs: Frh

    rodloh nhh v gfohdlgk

    bf hvrfdrlohold fd ih gldv'

    olh) f bfol~) fd bfrf~gldh'

    bh ak~gh aoligfdrf lbfdrl'

    ohnif fplrfdrf fd ih `vfiih

    bhorlih~$ H) f ~fmlr~h fi rlsk

    bf gldvolh | v sklold bfd'r~k bf ih `vfiih) frhnifolfdbk

    vdh f~lf bf gfblolkdf$ Bf

    frh ak~gh) fi gkbfik k sihdrl'

    iih ok~~fskdblfdrf h ohbh vvh~lk f vd fxvfgh fd fi xvf f ldblohd ih

    gldvolh xvf f `hd bf bfrforh~) v sklold | ih blrhdolh xvf fsh~hd

    vdh bf kr~h$

    Dk knrhdrf) fplrfd himvdh blovirhbf hkolhbh h frf grkbk$ Sk~

    vd ihbk) dk f fdoliik fpr~hf~ bf ak~gh s~folh ih gfdolkdhbh gldvolh

    ovhdbk ih ohilbhb bf ih gvfr~h dk f nvfdh$ Sk~ kr~k ihbk) dk f rlfdf fd

    ovfdrh fi shr~d miknhi bf o~frh | v~ok$

    Nhshbhs fd ok~~fihold: Gfblhdrf ih vrlilzhold bf frh rodloh f hdhilzh

    fi shr~d miknhi fmvlbk sk~ ih `vfiih bhorlih~) f bfol~) fi fxvfgh mfdf~hi

    bfi okdjvdrk bf ih `vfiih fd ivmh~ bf ih gldvolh$ Frh rodloh ~fxvlf~f vd

    ~fmlr~k s~folk) sf~k v s~ldolshi ldokdqfdlfdrf f xvf f qf haforhbh sk~ ih

    r~hihold | ih ~krhold bf ih lghmfd$

    Rf~gldhold bf o~frh

    Fsk~h

    Nlav~ohold

    Lih

    Ihmk

    O~frh Ldbfsfdblfdrf

    O~vof

  • 8/3/2019 Guia de Tecnologias Biometricas

    11/52

    88Oh~horf~srlohs | rlkikmh bf ihs rfodkikmhs nlkgr~lohs

    Fi fxvfk rhghk bf iks ~fofrk~fs) sv oli ldrfm~hold (vblfdbk sf~ ld'

    oivlbks bf k~gh sfdoliih fd rfoihbks,) | sv vshnlilbhb) hs okgk iks nhjks

    oksrfs hskolhbks h iks glsgks) okdqlf~rfd h ih `vfiih bhorlih~ fd vdh rfodk'ikmh gv| rli h~h sv lgihdrhold fd kaoldhs | `kmh~fs$

    fokdkolglfdrk holhi

    Fi ~fokdkolglfdrk holhi fs vdh rodloh gfblhdrf ih ovhi sf ~fokdkof h vdh

    f~skdh h h~rl~ bf vdh lghmfd k krkm~hh$ Sh~h fiik) sf vrlilzhd ~km~hghs

    bf oiovik xvf hdhilzhd lgmfdfs bf ~ksr~ks `vghdks$

    Fdr~f iks hsforks oihqf fgifhbks h~h ih okgh~hold sf fdovfdr~hd gf'

    blolkdfs okgk ih blsrhdolh fdr~f iks kjks) ih ikdmlrvb bf ih dh~lz k fi dmvik

    bf ih ghdbnvih$

    H blf~fdolh bf kr~ks slsrfghs nlkgr~loks) fi ~fokdkolglfdrk holhi vfbf sf~

    vrlilzhbk h~h ih qlmlihdolh mfdf~hi) `hnlrvhigfdrf gfblhdrf ogh~hs bf qlbfk$

    Vdk bf iks ~ldolhifs ldokdqfdlfdrfs xvf ~fsfdrh fsrh rodloh fs ih fsoh'

    sh ~fslsrfdolh hi ~hvbf) vfs vdh f~skdh vfbf gkblaoh~ qlsvhigfdrf sv

    oh~h bf ghdf~h sfdoliih) okgk k~ fjfgik vrlilzhdbk vdhs mhhs bf ski k

    bfjdbksf o~fof~ ih nh~nh$ Hslglsgk) bfnf okdslbf~h~sf xvf fi ~ksr~k bf ihs

    f~skdhs qh~h okd ih fbhb$

    fokdkolglfdrk bf l~ls

    Vrlilzh ihs oh~horf~srlohs bfi l~ls `vghdk

    okd fi ad bf qf~laoh~ ih lbfdrlbhb bf vd

    ldblqlbvk$

    Iks hr~kdfs bf l~ls qlfdfd gh~ohbks bfs'

    bf fi dholglfdrk | ~h~h qfz ohgnlhd$ _kd

    fpr~fghbhgfdrf okgifjks) okdrlfdfd

    vdh m~hd ohdrlbhb bf ldk~ghold | rlfdfdgs bf >33 ~klfbhbfs dlohs$

  • 8/3/2019 Guia de Tecnologias Biometricas

    12/52

    Mvh kn~f ih rfodkikmh nlkgr~loh hsilohbh h ih fmv~lbhb

    8> Oh~horf~rloh | rlskikmh bf ih rfodkikmh nlkgr~loh

    Fi fohdfhbk bfi l~l f iifqh h ohnk okd vdh ogh~h bf ld~h~~kjk

    fsfolhilzhbh lrvhbh sk~ ik mfdf~hi gv| of~oh bf ih sf~kdh xvf livgldh

    fi kjk ~fhilzhdbk vdh krkm~hh bf hirh ~fkivold$ Frf s~kofk bv~h ikvdk k bk fmvdbk | s~ksk~olkdh ik bfrhiif bfi l~l xvf f ikohilzhd)

    ~fmlr~hd | highofdhd sh~h ~fhilzh~ vrv~h qf~laoholkdf$

    F lgsk~rhdrf fhih~ xvf dk fplrf dldmd ~lfmk sh~h ih hivb) |h xvf hi

    knrfdf~f ih gvfr~h gfblhdrf vdh ogh~h bf ld~h~~kjk) dk `h| sfilm~k bf

    xvf fi kjk ~fvirf bhhbk fd fi s~kofk$

    Fi `fo`k bf xvf ik kjk bf~fo`k f lzxvlf~bk bf ohbh sf~kdh fhd blf~fd'

    rf | xvf ik shr~kdf fhd blolif bf ohsrv~h~) rlfdfd okgk okdfovfdolh

    xvf fi ~fokdkolglfdrk bf l~l fh vdh bf ih rfodkikmh nlkgr~loh g

    ~flrfdrf hi ~hvbf$

    ^fokdkolglfdrk bf ih mfkgfr~h bf ih ghdk

    Frh rfodkikmh vrlilzh ih k~gh

    bf ih ghdk sh~h okda~gh~ ih

    lbfdrlbhb bfi ldblqlbvk$ Sh~h ih

    ohsrv~h bf ih gvfr~h f fg'

    sifhd vdh f~lf bf ogh~h xvf

    rkghd lgmfdf fd ?'B bf ih

    ghdk bfbf blf~fdrf dmvik$

    Ih oh~horf~rloh fpr~hbh ld'

    oiv|fd ih ov~qh bf ik bfbk)v m~kk~ | ikdmlrvb) ih hirv~h

    | ih hdo`v~h bfi bk~k bf ih

    ghdk) ih blrhdolh fdr~f ih h~rloviholkdf | ih fr~vorv~h fh fd mfdf~hi$

    Dk f rlfdfd fd ovfdrh bfrhiif vsf~aolhif) rhif okgk `vfiih bhorlih~f)

    idfh) olohr~lof k volfbhb) h okgk ih vh) xvf svfbfd qh~lh~ bf rhgh'

    k fd vd n~fqf sf~kbk bf rlfgsk$

    _l nlfd f olf~rk xvf ih fr~vorv~h bf ik `vfk | ih h~rloviholkdf bf ihghdk kd ~hmk ~fihrlqhgfdrf okdrhdrf) dk knrhdrf kr~h ol~ovdrhdolh)

  • 8/3/2019 Guia de Tecnologias Biometricas

    13/52

    8?Oh~horf~srlohs | rlkikmh bf ihs rfodkikmhs nlkgr~lohs

    okgk vdh ldhghold k vdh ifsld) vfbfd qh~lh~ ih fsr~vorv~h nsloh bf ih

    ghdk blaovirhdbk ih hvrfdrlohold$

    fokdkolglfdrk bf ~frldh

    Fi fsodf~ nlkgr~lok bf ih ~frldh sf nhsh

    fd ih vrlilzhold bfi hr~d bf iks qhsks

    shdmvdfks okdrfdlbks fd ih glsgh$ Fi

    `fo`k bf xvf ohbh hr~d sfh dlok (ld'

    oivsk fd mfgfiks lbdrloks hi sf~ ldbf'fdblfdrf bf hork~fs mfdrloks, | xvf sf

    ghdrfdmh ldqh~lhnif h ik ih~mk bfi rlfgk)

    ih okdqlf~rfd fd vdh rodloh lbdfh h~h

    fdrk~dks bf hirh sfmv~lbhb$

    Sfsf h xvf sv rhsh bf hisks kslrlqks sfh ~orlohgfdrf dvih) fsrh rfodk'

    ikmh rlfdf vd ldokdqfdlfdrf okdslbf~hnif |h xvf fs dfofsh~lh ih rkrhi okih'

    nk~hold k~ h~rf bfi vsvh~lk hi r~hrh~sf bf vd ~kofsk xvf vfbf ~fsvirh~

    ldogkbk$ Ih rkgh bf ih gvfsr~h sf ~fhilzh h h~rl~ bf ih vlih) ik xvf ~f'

    xvlf~f xvf fi vsvh~lk f~ghdfzoh ldgqli | gv| of~oh bfi sfdsk~ bv~hdrf ih

    ohrv~h bf ih lghmfd$ Dk knsrhdrf) fi vsk bf vdh ogh~h bf ld~h~~kjks h~h

    ih ohrv~h fqlrh fi ~lfsmk bf xvf fi kjk vfbh ~fsvirh~ bhhbk fd fi ~kofsk$

    Kr~hs k~ghs bf nlkgfr~h aslkimloh

    Fplsrfd hbfgs kr~hs rodlohs xvf hdhilzhd:

    Idfhs bf ih high bf ih ghdk

    Fsr~vorv~h bf ihs qfdhs bf iks bfbks k ihs gvfohs

    Ak~gh bf ihs k~fjhs

    Slfi) rfprv~h bf ih svf~aolf b~gloh

    HBD) hr~kdfs f~skdhifs fd fi mfdkgh `vghdk

  • 8/3/2019 Guia de Tecnologias Biometricas

    14/52

    Mvh skn~f ihs rfodkikmhs nlkgr~lohs hilohbhs h ih sfmv~lbhb

    82 Oh~horf~srlohs | rlkikmh bf ihs rfodkikmhs nlkgr~lohs

    Fsrhs rodlohs skd rkbhqh fpr~fghbhgfdrf dkqfbkshs | sv vsk sf ~fbvof

    ~orlohgfdrf fd fpoivslqlbhb hi gnlrk k~fdsf k bf ldqfsrlmhold$ Fsrh hi'

    rh bf ghbv~fz `hof xvf sv lgihdrhold ~fsfdrf gh|k~fs ~knifghs xvffd fi ~fsrk bf iks ohsks) |h sfh k~ gfdk~ faoholh k k~ dfofslrh~ gh|k~fs

    fsvf~zks fd fi ~kofshglfdrk bf ih ldk~ghold$

    H fsh~ bf fsrhs ilglrholkdfs) sf vfbf bfsrhoh~) okgk fjfgik bf ohsk bf

    plrk fd ih lgihdrhold bf fsrhs rodlohs gs dkqfbkshs) ih hbkold bfi

    hdilsls bf ih fsr~vorv~h bf ihs qfdhs bf ihs ghdks k~ h~rf bf himvdhs fd'

    rlbhbfs nhdoh~lhs fd Jhd | ^fniloh O`foh h~h ih lbfdrlaohold bf svs

    oilfdrfs okd fsodf~fs ldrfm~hbks fd ohjf~ks hvrkgrloks$

    >$>$ RFODKKM_ LKRLO_ BF OKKRLFDRK

    Ihs rfodkikmhs nlkgr~lohs bf okgk~rhglfdrk sf oh~horf~lzhd k~ okdsl'

    bf~h~ fd fi ~kofsk bf lbfdrlaohold ~hsmks bf~lqhbks bf vdh hoold ~fhil'

    zhbh k~ vdh f~skdh$ Sk~ rhdrk) ldoiv|fd ih qh~lhnif rlfgk) |h xvf rkbh

    hoold rlfdf vd okglfdzk) vd bfsh~~kiik | vd adhi$

    fokdkolglfdrk bf a~gh

    Fsrh rodloh hdhilzh ih a~gh ghdvso~lrh h~h okda~gh~ ih lbfdrlbhb bfi vsvh'

    ~lk a~ghdrf$

    Fplsrfd bks qh~lhdrfs h ih `k~h bf lbfdrlaoh~ h ihs f~skdhs sfmd sv a~gh:

    Okgh~hold slgif: sf okdslbf~h fi m~h'bk bf h~folbk fdr~f bks a~ghs) ih k~lmldhi |

    ih xvf fsr slfdbk qf~laohbh$

    Qf~laohold bldgloh: sf `hof vd hdil'sls bf ih k~gh) ih qfikolbhb) ih ~fsld bf

    ih ivgh+nkim~hk | ih bv~hold bfi ~kof'

    sk bf a~gh$ Dk sf okdslbf~h slmdlaohrlqhih k~gh k fi hsfork bf ih a~gh) sldk iks

  • 8/3/2019 Guia de Tecnologias Biometricas

    15/52

    86Oh~horf~srlohs | rlkikmh bf ihs rfodkikmhs nlkgr~lohs

    ohgnlks fd ih qfikolbhb | ih ~fsld xvf kov~~fd bv~hdrf fi ~kofsk) |h xvf

    sik fi a~ghdrf k~lmldhi vfbf ~f~kbvol~ fsrhs oh~horf~srlohs$

    fokdkolglfdrk bf qkz

    Ihs hiloholkdfs bf ~fokdkolglfdrk bf

    qkz vshd ~fbfs dfv~kdhifs h~h h~fdbf~

    h lbfdrlaoh~ qkofs$ Iks himk~lrgks bfnfd

    gfbl~ | fsrlgh~ ih slglilrvb h~h bfqki'

    qf~ vd ~fsvirhbk k vdh ilsrh bf kslnifsohdblbhrks$ Ih lbfdrlaohold sf okgil'

    oh bfnlbk h hork~fs okgk fi ~vlbk bf

    kdbk) k~ ik xvf slfg~f fs dfofsh~lk

    okdslbf~h~ vd gh~mfd bf f~~k~$

    H fsh~ bf xvf slmvfd fplsrlfdbk blaovirhbfs h~h ~fokdkof~ ih k~gh dhrv~hi

    bf `hnih~ bf olf~rks ldblqlbvks) fsrh rfodkikmh ovfdrh okd ih qfdrhjh bf xvf

    fi blskslrlqk bf hbxvlslold fs slgifgfdrf vd glo~kdk (ldrfm~hbks bfsbf

    `hof hks fd rfikdks | k~bfdhbk~fs f~skdhifs, k~ ik xvf dk ~fxvlf~f bf

    ldqf~slkdfs hblolkdhifs$

    Ih vrlilzhold bf fsrf grkbk fsr gs fprfdblbh fd slsrfghs bf ~fsvfs'

    rh k~ qkz | fd ofdr~ks bf hrfdold bf iihghbhs rfifdlohs (ohii ofdrf~,xvf fd fi okdr~ki bf hoofsk slok h fblaolks k h ~fbfs | fxvlks ldk~g'

    rloks$

    fokdkolglfdrk bf fso~lrv~h bf rfoihbk

    Fsrh rodloh sf nhsh fd fi `fo`k bf ih

    fplsrfdolh bf vd hr~d bf fso~lrv~h fd

    rfoihbk xvf fs f~ghdfdrf | ~klk bf

    ohbh ldblqlbvk$ Bf fsrf gkbk) sf glbf

    ih vf~zh bf rfoifk) ih bv~hold bf ih vi'

    shold | fi f~lkbk bf rlfgk xvf hshfdr~f xvf sf ~fslkdh vdh rfoih | kr~h$

  • 8/3/2019 Guia de Tecnologias Biometricas

    16/52

    Mvh skn~f ihs rfodkikmhs nlkgr~lohs hilohbhs h ih sfmv~lbhb

    81 Oh~horf~srlohs | rlkikmh bf ihs rfodkikmhs nlkgr~lohs

    Ih ~ldolhi qfdrhjh bf fsrh rodloh fs xvf ih ldqf~sld dfofsh~lh fd sfdsk~fs

    fs ~orlohgfdrf dvih) |h xvf iks rfoihbks bf k~bfdhbk~ fsrd ~fsfdrfs

    fd girlifs hsforks bf dvfsr~h qlbh okrlblhdh |) hbfgs) fsrd hirhgfdrfhofrhbks k~ ih knihold) xvf `hof vsk bf fiiks h blh~lk$ Bf fsrf gkbk iks

    oksrks bf lgihdrhold sf ofdr~h~hd fd fi skr}h~f$

    fokdkolglfdrk bf ih k~gh bf hdbh~

    Fsrf grkbk rkgh okgk ~ff~fdolh ih k~gh bf

    ohgldh~ bf vdh f~skdh$ Fsrf hork sf m~hnh | sfskgfrf h vd ~kofsk hdhirlok xvf mfdf~h vdh

    ihdrliih nlkgr~loh dloh bf~lqhbh bf blo`k okg'

    k~rhglfdrk$

    Fsrh rfodkikmh fsr rkbhqh fd bfsh~~kiik | dk `h

    hiohdzhbk hd iks dlqfifs bf ~fdblglfdrk dfofsh'

    ~lks h~h sf~ lgihdrhbh bf ghdf~h slglih~ hi ~fsrk

    bf rfodkikmhs nlkgr~lohs$

  • 8/3/2019 Guia de Tecnologias Biometricas

    17/52

    8=Vsks | hiloholkdfs

    ?$ Vsks | hiloholkdfsVshbh okgk k~gh dloh bf hvrfdrlohold k okgnldhbh okd kr~hs

    gfblbhs (okgk rh~jfrhs ldrfilmfdrfs) oihqfs bf fdo~lrhold k a~'

    ghs blmlrhifs,) ih nlkgfr~h fsr bfsrldhbh h fprfdbf~sf fd gvo`ks

    hsforks bf dvfsr~h qlbh blh~lh$

    Ihs ~ldolhifs oh~horf~srlohs bf ih nlkgfr~h) xvf ih blsrldmvfd bf kr~ks slsrf'

    ghs bf hvrfdrlohold vbldbksf bfadl~ okgk svs vdrks vf~rfs skd: l, vf'

    bf hskolh~sf h vd ldblqlbvk fd okdo~frk (k~ fi okdr~h~lk vdh okdr~hsfh kb~h

    sf~ vshbh k~ kr~h f~skdh xvf dk sfh fi vsvh~lk hvrk~lzhbk,5 ll, sv okgkblbhb)|h xvf dk fs dfofsh~lk rfdf~ k ~fok~bh~ himk5 lll, fs hirhgfdrf ~fslsrfdrf hi ~hvbf$

    Ihs rfodkikmhs nlkgr~lohs xvf sf `hd bfso~lrk fd fi ohrvik hdrf~lk~ skd

    vrlilzhbhs fd blqf~sks fdrk~dks | okd blf~fdrfs adhilbhbfs$

    Fi okdrfprk fd fi xvf sf qh|h h hiloh~ (okihnk~hrlqk) h blsrhdolh) ~fsfdolhi)

    fro$, | ih adhilbhb f~sfmvlbh (okdr~ki bf hoofsks) okdr~ki bf ~fsfdolh) okd'

    r~ki bf lbfdrlbhb+f~skdhilbhb) ivo`h okdr~h fi ~hvbf) fro$, sf~d iks fifgfdrks

    xvf bfrf~gldfd xv rfodkikmh okdo~frh fs ih gs h~klhbh fd ohbh ohsk$

    ?$8$ LOOLKDF_ ORVF_ BF _ RFODKKM_ LKRLO_

    Fd ih horvhilbhb ihs rfodkikmhs nlkgr~lohs sf vfbfd vrlilzh~ fd vd hgilk

    hnhdlok bf hiloholkdfs$ Hblolkdhigfdrf) fplsrfd idfhs bf ldqfsrlmhold bf

    oh~h h vrv~ks vsks xvf h~fofd fsfolhigfdrf ~kgfrfbk~hs$

    Okdr~ki bf hoofsks sloks | imloks

    Vdh bf ihs hiloholkdfs fd ihs xvf gs fprfdblbk fsr fi vsk bf ih

    nlkgfr~h fs fi okdr~ki bf hoofsks) |h sfh srf slok (k~ fjfgik

    hoofsk h fblaolks k fsholks ~fsr~ldmlbks, k imlok (hoofsk h slsrf'

    ghs) ~km~hghs k fxvlks ldk~grloks,$

  • 8/3/2019 Guia de Tecnologias Biometricas

    18/52

    Mvh skn~f ihs rfodkikmhs nlkgr~lohs hilohbhs h ih sfmv~lbhb

    80 Vsks | hiloholkdfs

    Horvhigfdrf) ih `vfiih bhorlih~ fs ih skiv'

    old gh|k~lrh~lh h~h fsrf vsk fd Fshh

    bfnlbk h sv hirk m~hbk bf ghbv~fz) xvff~glrf fi fsrhnifolglfdrk bf ~folks

    okgfrlrlqks) | h ih vshnlilbhb xvf k~fof$

    Dk knsrhdrf) | hvdxvf sv ~fsfdolh sfh

    gfdk~) fi ~fokdkolglfdrk bf l~ls | fi ~f'

    okdkolglfdrk holhi sf ~fsfdrhd okgk

    hirf~dhrlqhs h ih `vfiih bhorlih~ fd fsrf

    rlk bf hiloholkdfs$

    Fd kohslkdfs) h~h fi okdr~ki bf hoofsk h zkdhs bf hirh sfmv~lbhb) sf `hof

    vsk bf vdh okgnldhold bf rodlohs$ Vd fjfgik fs fi vsk bf vdh okdr~hsfh

    k rh~jfrh bf lbfdrlaohold hblolkdhi h ih `vfiih bhorlih~) k ih okgnldhold bf bks

    rfodkikmhs nlkgr~lohs) bfdkgldhbh nlkgfr~h nlgkbhi$ Hs) sf vfbfd okg'

    nldh~ bks hork~fs bf lbfdrlaohold: k~ vd ihbk xvld k ogk sf fs (nlkgfr~h,

    | k~ kr~k ik xvf sf shnf k sf rlfdf (okdr~hsfhs | rh~jfrhs) k~ fjfgik,$

    Bfi glsgk gkbk xvf sf `hd ldsrhihbk sfdsk~fs fd ih fdr~hbh bf fblaolks |

    shihs bf hoofsk ~fsr~ldmlbk) ohbh qfz gs sf ldrfm~hd sfdsk~fs nlkgr~loks

    fd iks k~bfdhbk~fs ok~k~hrlqks bf oh~h h mfsrlkdh~ ih hvrfdrlohold fd

    slsrfghs | hiloholkdfs gfblhdrf rfodkikmhs nlkgr~lohs$

    Okdr~ki bf ~fsfdolh

    Iks grkbks vrlilzhbks r~hblolk'dhigfdrf h~h ~fmlsr~h~ h blh~lk iks

    `k~h~lks fd iks xvf iks fgifhbks

    hoofbfd | hnhdbkdhd svs ~fsforl'

    qks vfsrks bf r~hnhjk svfifd fsrh~

    nhshbks fd fi vsk bf vd SLD k vdh

    rh~jfrh f~skdhi$

    Vdk bf iks ~ldolhifs ldokdqfdlfd'rfs xvf ~fsfdrhd fsrks grkbks fs

  • 8/3/2019 Guia de Tecnologias Biometricas

    19/52

    8

  • 8/3/2019 Guia de Tecnologias Biometricas

    20/52

    Mvh skn~f ihs rfodkikmhs nlkgr~lohs hilohbhs h ih sfmv~lbhb

    >3 Vsks | hiloholkdfs

    slsrfghs nlkgr~loks h~h ~fqfdl~ fsrf bfilrk) okd fi knjfrlqk bf fqlrh~ fi

    mhsrk bf kdbks niloks bf k~gh l~~fmvih~$ Vd fjfgik okdo~frk bf fiik fs

    sv vsk fd ih mfsrld bf iks sf~qlolks shdlrh~lks mvnf~dhgfdrhifs k~folbksh bkglolilk fd Fsrhbks Vdlbks$ Fd fsrf ohsk) sf qf~laoh nlkgr~lohgfdrf

    xvf fi f~skdhi shdlrh~lk sf `h ~fsfdrhbk fd ihs qlqlfdbhs hbfovhbhs | `hd

    k~folbk iks sf~qlolks horv~hbks$

    Ldqfsrlmhold bf bfilrks

    Fd kohslkdfs) ihs `vfiihs ~fokmlbhs bf ih fsofdh bf vd bfilrk) skd ksrf~lk~'gfdrf okrfjhbhs h r~hqs bfi ~km~hgh HAL_ (Hvrkghrfb Aldmf~s~ldr Lbfdrla'ohrlkd _|rfg, k himd kr~k ~km~hgh bf~lqhbk bfi glsgk$

    Okdo~frhgfdrf fd Fshh)

    sf vrlilzh fi slsrfgh _HLB

    (_lsrfgh Hvrkgrlok bf

    Lbfdrlaohold Bhorlih~,) fd fi

    xvf sf ghdrlfdf vd ~fmlsr~k

    bf ihs `vfiihs bf ldblqlbvks

    okd hdrfofbfdrfs$ Dk kns'

    rhdrf) fsrh nhsf bf bhrks

    fs rkrhigfdrf ldbffdblfd'

    rf bf ih xvf highofdh ihs

    `vfiihs bhorlih~fs ~fmlsr~hbhs fd fi ~kofsk bf knrfdold bfi Bkovgfdrk

    Dholkdhi bf Lbfdrlbhb) k~ ik xvf ihs Avf~zhs bf _fmv~lbhb skihgfdrf

    vfbfd vrlilzh~ fd fsrks ohsks ihs `vfiihs rkghbhs fd fsofdh~lks bf himd

    o~lgfd k bf f~skdhs okd hdrfofbfdrfs$

    Ihs `vfiihs bhorlih~fs fifor~dlohs sf ~fglrfd) jvdrk okd iks bhrks bfgkm~'

    aoks h~h lbfdrlaoh~ k qf~laoh~ ih lbfdrlbhb bf ih f~skdh$ Ihs nsxvfbhs

    vfbfd rh~bh~ gldvrks) `k~hs k bhs) bffdblfdbk bf ih ohilbhb bf ih ldk~'

    ghold ~fsfdrhbh | fi rhghk bf ih nhsf bf bhrks fd xvf sf nvsoh$

    Fsrf slsrfgh ~kofsh vdh k qh~lhs `vfiihs bhorlih~fs bfsokdkolbhs) nvsohd'

    bk okldolbfdolhs hvrkgrlohgfdrf fd vdh nhsf bf bhrks bkdbf ~fqlhgfdrfsf `hd highofdhbk rkbhs ihs `vfiihs sksfo`kshs$

  • 8/3/2019 Guia de Tecnologias Biometricas

    21/52

    >8Vsks | hiloholkdfs

    Kr~hs iloholkdfs

    Fplsrfd hiloholkdfs h~h rfodkikmhs nlkgr~lohs gv| qh~lhbhs | ok~~fs'kdblfdrfs h ohrfmk~hs blf~fdrfs bf ihs |h gfdolkdhbhs$

    h, Ohii'ofdrf~s

    Ihs rfodkikmhs nlkgr~lohs sf f~aihd okgk ihs gs lbdfhs fd fi

    gnlrk bf ihs krfdolhifs rfodkikmhs h hiloh~ fd iks ofdr~ks bf hrfd'

    old bf iihghbhs$ Vd fjfgik fs sv vsk fd ih nhdoh rfifdloh) xvf fd

    iks irlgks hks fsr o~folfdbk fd fi gf~ohbk$ Okdslbf~hdbk xvf h~h

    ~fhilzh~ ovhixvlf~ kf~hold ~fqlhgfdrf sf bfnf qf~laoh~ ih lbfdrlbhb

    bf ohbh oilfdrf fd ohbh iihghbh) fi vsk bfi ~fokdkolglfdrk k~ qkz) ~f'

    svirh fd vd hvgfdrk bf ih sfmv~lbhb | ih ~fdrhnlilbhb hi glsgk rlfgk)

    |h xvf hrfsrlmvh xvf fi ldrf~ikovrk~ ~fhigfdrf fs fi oilfdrf xvf blof sf~

    | filgldh ih dfofslbhb bf okdrh~ okd f~skdhi xvf hrlfdbh ih iihghbh$

    n, fblk bf hmk

    Fi vsk bf ih nlkgfr~h fd rf~gldhifs bf vdrk bf qfdrh (RSQ, `h ~f'bvolbk fi rlfgk fgifhbk fd r~hdshoolkdfs | `h ~fbvolbk ihs ksl'

    nlilbhbfs bf f~~k~fs k okdvslkdfs$ Okgk fjfgik) `h| okifmlks xvf

    |h vrlilzhd ih `vfiih bhorlih~ h~h fi hmk bfi gfd fd fi okgfbk~)

    filgldhdbk ~knifghs ~fiholkdhbks okd ih ~blbh bf rh~jfrhs) kiql'

    bk bf dgf~ks bf lbfdrlaohold) r~hdshoolkdfs ghdvhifs | oh~mks h

    ovfdrhs f~~dfhs$

    o, Okdr~ki h~fdrhi

    @k| fd bh sf vfbfd vsh~ okdr~kifs h~fdrhifs gfblhdrf `vfiih bho'

    rlih~ hilohbks hi hoofsk h ~fbfs skolhifs | h bfrf~gldhbks slrlks }fn)

    ldoiv|fdbk ihs ~fsr~loolkdfs xvf iks hb~fs `h|hd bfrf~gldhbk) k~

    fjfgik) fi air~hbk bf okdrfdlbks) ih nsxvfbh bf mldhs k fi vsk

    olf~rks sf~qlolks k h h~rl~ bf olf~rhs `k~hs$

    b, Qlmlihdolh

    Ihs rodlohs nlkgr~lohs skd vrlilzhbhs okgk gfblbh bf qlmlihdolhh~h lbfdrlaoh~ o~lgldhifs | sksfo`ksks fdr~f gvirlrvbfs$ Fsrf ohsk

  • 8/3/2019 Guia de Tecnologias Biometricas

    22/52

    Mvh skn~f ihs rfodkikmhs nlkgr~lohs hilohbhs h ih sfmv~lbhb

    >> Vsks | hiloholkdfs

    bf vsk ~fxvlf~f bf ~hsmks nlkgr~loks xvf vfbhd sf~ hbxvl~lbks h

    vdh blsrhdolh gfblh$ Ih rfodkikmh gs vrlilzhbh fs fi ~fokdkolglfdrk

    holhi) f~k sf fsrd fgfzhdbk h bfsh~~kiih~ slsrfghs xvf vrlilzhd ihk~gh bf hdbh~ okgk ~hsmk nlkgr~lok$

    f, R~hdshoolkdfs gfblhdrf blskslrlqks gqlifs

    Fd ih horvhilbhb ihs rodlohs nlkgr~lohs sf fsrd okgfdzhdbk h fg'

    ifh~ fd blskslrlqks gqlifs okd fi knjfrlqk bf ~krfmf~ bfrf~gldh'

    bhs hiloholkdfs) ~fhilzh~ hmks k h~h ih mfsrld bf okdr~hsfhs$ Fd

    fsrf sfdrlbk ohnf bfsrhoh~ ih rfodkikmh DAO (Dfh~ Alfib Okggvdloh'

    rlkd, ldrfm~hbh fd iksgh~rs`kdf bf irlgh mfdf~hold | vrlilzhbh fdokgnldhold okd nlkgfr~h h~h ih ~fhilzhold bf hmks$ _f ~fq xvf

    fsrh sf~ vdh bf ihs ~ldolhifs idfhs bf ldqfsrlmhold vrv~h bfnlbk

    h sv m~hd krfdolhi$

  • 8/3/2019 Guia de Tecnologias Biometricas

    23/52

    >?Nfdfaolks bfi vsk bf rfodkikmhs nlkgr~lohs

    2$ fdfaolks bfi vskbf rfodkikmhs nlkgr~lohsIh lgihdrhold bf rfodkikmhs nlkgr~lohs okdiifqh vd okdjvdrk bf qfdrhjhs

    rhdrk h~h fdrlbhbfs nilohs | ~lqhbhs okgk h~h iks vsvh~lks adhifs$

    2$8$ _ FDRLBBF_ V_VL_

    Ihs k~mhdlzholkdfs bfnfd svkdf~ fi ~ldolhi gkrk~ xvf ~kgvfqh f ld'

    qlf~rh fd fi bfsh~~kiik bf ihs rfodkikmhs nlkgr~lohs$ Sh~h xvf fsrk kov~~h)

    iks nfdfaolks krfdolhifs h knrfdf~ okd sv lgihdrhold `hd bf sf~ oih~ks |

    ~fifqhdrfs$ H okdrldvhold sf bfso~lnfd iks gs bfsrhohbks$

    vgfdrk bf ih sfmv~lbhb

    Gfblhdrf fi ~knk bf o~fbfdolhifs hjfdhs) vd ldblql'

    bvk vfbf hoofbf~ h zkdhs ~fsr~ldmlbhs k ~fhilzh~

    kf~holkdfs dk f~glrlbhs) ldovihdbk h rf~of~ks$

    Hslglsgk) fs kslnif xvf fsrhs o~fbfdolhifs sf

    okgh~rhd qkivdrh~lhgfdrf fdr~f fgifhbks$

    Rhdrk fi ~knk okgk ih vrlilzhold k~ h~rf bf

    qh~lks vsvh~lks bf ihs glsghs o~fbfdolhifs) sv'

    kdfd vdh m~hqf n~fo`h fd ih sfmv~lbhb fd ihs

    fdrlbhbfs xvf vfbf sf~ fqlrhbh$ H r~hqs bf

    ih lgifgfdrhold bf slsrfghs nlkgr~loks) sf

    hvgfdrh ih sfmv~lbhb ~fbvolfdbk ih ~knhnlilbhb

    bf xvf himvlfd dk hvrk~lzhbk hoofbh h zkdhs k hhiloholkdfs ~fsr~ldmlbhs$

    _ld bvbh) vdh bf ihs qfdrhjhs gs lgk~rhdrfs bf ih vrlilzhold bf

    rodlohs nlkgr~lohs h~h ih hvrfdrlohold bf vsvh~lks fs xvf mh'

    ~hdrlzhd xvf ih f~skdh fs xvlfd blof sf~) fs bfol~) xvf iks ~hsmks

    nlkgr~loks sf fdovfdr~hd fpoivslqhgfdrf ilmhbks h sv ifmrlgkvsvh~lk$

  • 8/3/2019 Guia de Tecnologias Biometricas

    24/52

    Mvh skn~f ihs rfodkikmhs nlkgr~lohs hilohbhs h ih sfmv~lbhb

    >2 Nfdfaolks bfi vsk bf rfodkikmhs nlkgr~lohs

    fbvoold bf oksrfs bf ghdrfdlglfdrk

    _l nlfd ihs rodlohs r~hblolkdhifs okgk fi vsk bf okdr~hsfhs k rh~jfrhs bf

    lbfdrlaohold ~fxvlf~fd vdh ldqf~sld gv| nhjh fd sv lgihdrhold) dk kns'

    rhdrf) okdiifqhd oksrfs fifqhbks hskolhbks h sv mfsrld blh~lh$ Fsrh fs ih okd'

    sfovfdolh bf vdk bf iks ~lfsmks gs fqlbfdrfs hskolhbks h fsrf rlk bf g'

    rkbks bf hvrfdrlohold: ih kslnlilbhb bf xvf ihs o~fbfdolhifs sfhd f~blbhs)

    ~knhbhs v kiqlbhbhs$

    _ld fgnh~mk) fd fi ohsk bf ihs rfodkikmhs nlkgr~lohs bkdbf ih ldqf~sld ldlolhi

    vfbf iifmh~ h sf~ fifqhbh fd fi ohsk bf xvf sfh dfofsh~lk okg~h~ blskslrlqksk skr}h~f bf hbxvlslold | ~kofshglfdrk bf gvfsr~hs vdh qfz ih rfodkikmh

    fsr fd vdolkdhglfdrk | svs vsvh~lks hoksrvgn~hbks h vsh~ih) fi oksrf bf ghd'

    rfdlglfdrk fs gv| ~fbvolbk) |h xvf dk sf bhd iks ~lfsmks hdrf~lk~gfdrf ~ff~lbks$

    Fsrf nfdfaolk fs gs dkrhnif fd ihs rfodkik'

    mhs ov|k oksrf bf lgihdrhold dk fs gv| hirk)

    okgk ih `vfiih bhorlih~) fi ~fokdkolglfdrk bf

    qkz) fi ~fokdkolglfdrk holhi k fi ~fokdkolglfd'rk bf fso~lrv~h bf rfoihbk$

    vgfdrk bf ih faolfdolh

    Ih ~fhilzhold bf iks blf~fdrfs ~kofsks bf hvrfdrlohold) okdr~ki bf hoof'

    sks f lbfdrlaohold gfblhdrf rodlohs dk nlkgr~lohs svkdf) fd kohslkdfs)

    vdh ldqf~sld fpofslqh bf rlfgk$ H qfofs) hvdxvf fi ~kofsk bv~f kokssfmvdbks) sl fs ~fhilzhbk k~ vd m~hd dgf~k bf vsvh~lks fd vd ok~rk f~k'

    bk bf rlfgk) vfbf ~fsvirh~ hirhgfdrf ldfaolfdrf$ Fsrk svofbf) k~ fjfg'

    ik) fd iks hoofsks h m~hdbfs fblaolks bf kaoldhs k fd fi okdr~ki ~kdrf~lzk

    bf vd hf~kvf~rk fd `k~hs bf gplgh hvfdolh$

    Gfblhdrf ih fifoold bf ih rfodkikmh nlkgr~loh gs hbfovhbh h~h iks blf'

    ~fdrfs ohsks | ih dfofsh~lh k~ghold bf iks vsvh~lks (vdhs dkolkdfs nslohs

    bf vrlilzhold, sf vfbf hvgfdrh~ okdslbf~hnifgfdrf ih faolfdolh bf iks ~k'ofsks okd fi okdslmvlfdrf nfdfaolk fokdglok ~fsvirhdrf h~h ih fdrlbhb$

  • 8/3/2019 Guia de Tecnologias Biometricas

    25/52

    >6Nfdfaolks bfi vsk bf rfodkikmhs nlkgr~lohs

    fbvoold bfi ~hvbf ldrf~dk

    Vdk bf iks grkbks gs `hnlrvhifs bf okgfrf~ ~hvbf ldrf~dk fd fg~fshs

    | fd k~mhdlsgks niloks fs ih lgvrhold bf `k~hs bf r~hnhjk ldfplsrfd'

    rfs) fd himvdks ohsks dk fsrhdbk rhd slxvlf~h fi fgifhbk slohgfdrf fd

    ihs ldsrhiholkdfs bf ih fdrlbhb$ Sh~h fiik) sf vfbfd hk|h~ fd okghf~ks

    xvf ao`hd fd sv ivmh~$ Okgk okdsfovfdolh bf fiik) ih fg~fsh fsrh~h~fgvdf~hdbk hi fgifhbk k~ vdhs `k~hs bf r~hnhjk xvf) fd ~fhilbhb) dk `h

    ~fhilzhbk$

    Fsrh slrvhold hoh~~fh ~blbhs fokdglohs hs okgk kslnifs f~jvlolksh ih lghmfd ok~k~hrlqh$ Fi vsk bf rfodkikmh nlkgr~loh h~h fi okdr~ki

    `k~h~lk bf iks fgifhbks vfbf h|vbh~ h ~fqfdl~ fsrf rlk bf ~hvbf)

    qf~laohdbk gfblhdrf blf~fdrfs grkbks rhdrk fi rlfgk bf r~hnhjk lgv'

    rhbk) okgk xvf fi r~hnhjhbk~ xvf ~fmlsr~h sv fdr~hbh fs ~fhigfdrf xvlfd

    blof sf~$

    fjk~h bf lghmfd ok~k~hrlqh

    Ih lgihdrhold bf rfodkikmhs nlkgr~lohs okdr~lnv|f h xvf vdh fg~fsh

    sfh gs faolfdrf) gs sfmv~h | ~fbvzoh fi ~hvbf ldrf~dk$ Fs k~ fiik xvf)

    svghbk h rkbhs ihs qfdrhjhs bfso~lrhs hdrf~lk~gfdrf) sf ~kbvof vdh lgk~'

    rhdrf gfjk~h fd ih kldld mfdf~hi skn~f ih okghh$ Hs glsgk) sf hskolh'

    ~h ih fdrlbhb okd ih lddkqhold) ih ldqf~sld fd ldqfsrlmhold | bfsh~~kiik | ih

    hvfsrh k~ rfodkikmh vdrf~h$

    Kf~rh bf dvfqks sf~qlolks

    Fi bfsh~~kiik bf ihs idfhs bf ldqfsrlmhold xvf horvhigfdrf sf fsrd iifqhd'

    bk h ohnk fd rk~dk h ih nlkgfr~h vfbf ~fsvirh~ fd ih kf~rh bf dvfqks sf~ql'

    olks fd vd vrv~k of~ohdk$ Fsrks sf~qlolks hnh~ohd blqf~shs hiloholkdfs fd

    fi sfork~ shdlrh~lk) fi hmk gfblhdrf blskslrlqks gqlifs) okdr~ki h~fdrhi)

    qlbfkqlmlihdolh) fro$

  • 8/3/2019 Guia de Tecnologias Biometricas

    26/52

    Mvh skn~f ihs rfodkikmhs nlkgr~lohs hilohbhs h ih sfmv~lbhb

    >1 Nfdfaolks bfi vsk bf rfodkikmhs nlkgr~lohs

    2$>$ K_ V_VLK_ LDF_

    Iks vsvh~lks adhifs rhgnld sf qfd hqk~folbks k~ ih lgihdrhold bf rfo'dkikmhs nlkgr~lohs$ H okdrldvhold sf bfso~lnfd iks ~ldolhifs nfdfaolks

    xvf ifs ~fk~rhd$

    vgfdrk bf ih okgkblbhb

    Ih vrlilzhold bf rodlohs nlkgr~lohs fd ~kofsks bf lbfdrlaohold)

    hvrfdrlohold | okdr~ki bf hoofsks svkdfd vd hvgfdrk okdslbf~h'

    nif bf okgkblbhb h~h iks vsvh~lks fd ih ~fhilzhold bf fsrhs rh~fhs$

    Fi fgifk bf rfodkikmhs nlkgr~lohs filgldh ih dfofslbhb bf ~fok~bh~ girlifs

    okdr~hsfhs xvf) k~ sfmv~lbhb) sf bfnfd ohgnlh~ ohbh ok~rk f~lkbk bf rlfg'

    k$ Fd fsrf sfdrlbk) fi vsvh~lk rhgkok sf rfdb~ xvf kdf~ fd okdrhork) shiqk

    fpofolkdfs) okd fi sf~qlolk bf skk~rf ldk~grlok k bf hrfdold hi oilfdrf h~h~fsrhv~h~ svs o~fbfdolhifs bfnlbk hi kiqlbk bf okdr~hsfhs dl bfnf~ fpr~fgh~

    ihs ~fohvolkdfs h~h ~fsf~qh~ ih ~lqholbhb bf ihs glsghs$ Bfi glsgk gkbk)

    rhgkok if ~fsvirh~ dfofsh~lk iifqh~ okdslmk dldmvdh rh~jfrh bf lbfdrlaohold

    fd rkbk gkgfdrk dl fplsrl~ fi ~lfsmk bf f~bf~ih k bf xvf sf bhf$

    fbvoold bf rlfgks bf fsf~h

    Ih lbfdrlaohold | okdr~ki bf hoofsks ~fhil'zhbks k~ grkbks r~hblolkdhifs svkdfd

    rlfgks bf fsf~h xvf ~fsvirhd gkifsrks

    h~h fi vsvh~lk$ Fi vsk fforlqk bf ih nlk'

    gfr~h vfbf ~fbvol~ okdslbf~hnifgfdrf

    ih fsf~h |) k~ rhdrk) nfdfaolh~ hi vsvh'

    ~lk$ Bf fsrf gkbk) fd blf~fdrfs ohsks bf

    plrk) sf knsf~qh vdh ~fbvoold bf fsf~h

    fd hf~kvf~rks) rlfdbhs) ofdr~ks bf kolk)fdrlbhbfs nhdoh~lhs) fro$

  • 8/3/2019 Guia de Tecnologias Biometricas

    27/52

    >=Nfdfaolks bfi vsk bf rfodkikmhs nlkgr~lohs

    kslnlilbhb bf r~hglrholkdfs ~fgkrhs

    Fs kslnif fgifh~ rodlohs nlkgr~lohs okgk k~gh bf qf~laohold fd kf'

    ~holkdfs dk ~fsfdolhifs bf k~gh hirhgfdrf ahnif) vblfdbk svf~h~ h ihs

    a~ghs fifor~dlohs horvhifs$ Bf fsrh k~gh sf vfbfd ~fbvol~ iks r~hsihbks |

    r~glrfs lddfofsh~lks f ldokdqfdlfdrfs h~h fi vsvh~lk adhi$

    h|k~ sfmv~lbhb

    Ihs rfodkikmhs nlkgr~lohs hk~rhd vd hvgfdrk bf sfmv~lbhb okgk

    okdsfovfdolh bf iks ~lfsmks xvf glrlmhd$ Fsrk ~fbvdbh fd nfdfaolk

    h~h fi vsvh~lk hi ~fbvol~ ihs kslnlilbhbfs bf xvf vd rf~of~k svihdrf

    sv lbfdrlbhb h~h ih okglsld bf himd bfilrk k ~kqkoh~if himd rlk

    bf f~jvlolk$

    Ih vrlilzhold bf ih nlkgfr~h k~ h~rf bf ihs hbgldlsr~holkdfs nilohs fd

    ih ivo`h okdr~h fi o~lgfd rhgnld ~fvf~zh ih sfdshold bf sfmv~lbhb bf iks

    olvbhbhdks$

    vgfdrk bf ih ~lqholbhb

    Ih sfmv~lbhb bf iks bhrks bf oh~orf~

    f~skdhi bf iks olvbhbhdks fd ihs gi'rlifs r~hdshoolkdfs xvf `hofd vsk bf

    fiiks) fs kr~k bf iks hsforks ~fk~zhbks

    k~ ih hilohold bf rodlohs nlkgr~l'

    ohs$

    Fs ih okdsfovfdolh bf ih dkrhnif blaovi'

    rhb xvf svkdf ih hislaohold bf ~hsmks

    nlkgr~loks okd fi knjfrlqk bf hoofbf~h ih ldk~ghold f~skdhi bf vd vsvh~lk$

  • 8/3/2019 Guia de Tecnologias Biometricas

    28/52

    Mvh skn~f ihs rfodkikmhs nlkgr~lohs hilohbhs h ih sfmv~lbhb

    >0 Nfdfaolks bfi vsk bf rfodkikmhs nlkgr~lohs

    hglilh~lzhold okd rfodkikmh hqhdzhbh

    Fi vsk bf rfodkikmhs nlkgr~lohs hof~oh fd gvo`hs kohslkdfs rfodkikmh vd'

    rf~h) hilohbh fd sfdsk~fs bf irlgh mfdf~hold) h ih olvbhbhdh$ Sfsf h ihs

    ~frlofdolhs xvf vfbfd gksr~h~ iks vsvh~lks fd vd ~lgf~ gkgfdrk `holh vdh

    rfodkikmh xvf dk okdkofd) r~hs vdh fxvfh hsf bf hbhrhold) sv kldld

    skn~f ih glsgh svfif gfjk~h~ k~ dk~gh mfdf~hi$ Okgk okdsfovfdolh) fi vsk

    bf rfodkikmh fd fi bh h bh bfi olvbhbhdk sf okdqlf~rf fd himk gs sfdoliik |

    `hnlrvhi$

    2$? OKRLQ OKD KRK_ _L_RF_ BF VRFDRLOOLDF LBFDRLLOOLD VRKRLO

    Ihs rfodkikmhs nlkgr~lohs sv~mfd okgk hirf~dhrlqh k okgifgfdrk h ihs

    rodlohs bf lbfdrlaohold | hvrfdrlohold |h fplsrfdrfs$ Sk~ fiik fs ksl'

    nif fsrhnifof~ vdh okgh~hold bl~forh fdr~f hgnhs) bfsrhohdbk nfdfaolks

    xvf ~fsvirhd bfi vsk bf nlkgfr~h jvdrk okd hsforks fd iks xvf ihs rodlohs

    r~hblolkdhifs skd svf~lk~fs$

    _f `hd bf okdslbf~h~ iks slmvlfdrfs hsforks:

    Dfofslbhb bf sfo~frk: Ihs okdr~hsfhs `hd bf kovirh~sf | ihs rh~'jfrhs dk bfnfd bf fsrh~ hi hiohdof bf rf~of~ks) glfdr~hs xvf ih nlk'

    gfr~h dk ~fxvlf~f bf fsrhs gfblbhs bf ~krfoold xvf skd fpoivsl'

    qhgfdrf bffdblfdrfs bfi vsvh~lk$

    kslnlilbhb bf ~knk: Ihs rh~jfrhs | okdr~hsfhs vfbfd sf~ ~knhbhs$_ld fgnh~mk) ~knh~ vd ~hsmk nlkgr~lok fs fpr~fghbhgfdrf okgifjk$

    kslnlilbhb bf ~blbh: Ihs okdr~hsfhs skd oligfdrf kiqlbhnifs| ihs rh~jfrhs sf vfbfd f~bf~$ Iks ~hsmks nlkgr~loks f~ghdfofd

    ldqh~lhnifs shiqk fd okdrhbhs fpofolkdfs | slfg~f fsrd okd fi

    svjfrk h xvlfd lbfdrlaohd$

    fmlsr~k ldlolhi | kslnlilbhb bf ~fmfdf~hold: Ih holilbhb okd ihxvf sf vfbf fdqlh~ vdh okdr~hsfh k rh~jfrh dvfqh okdr~hsrh okd

  • 8/3/2019 Guia de Tecnologias Biometricas

    29/52

    >

  • 8/3/2019 Guia de Tecnologias Biometricas

    30/52

    Mvh skn~f ihs rfodkikmhs nlkgr~lohs hilohbhs h ih sfmv~lbhb

    ?3 Nfdfaolks bfi vsk bf rfodkikmhs nlkgr~lohs

    Oksrf bf lgihdrhold: Fd fi gkgfdrk bf ih lgihdrhold) fi fo`kbf ldsrhv~h~ vd slsrfgh bf okdr~hsfhs rlfdf vd oksrf nhjk) glfdr~hs

    xvf fd fi ohsk bf vd slsrfgh nhshbk fd gvfsr~hs nlkgr~lohs fsgs oksrksk$

    Oksrf bf ghdrfdlglfdrk: Fi oksrf bf ghdrfdlglfdrk bf vd slsrfghnlkgr~lok) vdh qfz fsr lgihdrhbk okd plrk) fs gfdk~ hi bf vd

    slsrfgh bf okdr~hsfh k rh~jfrh |h xvf dk okdiifqh mhsrks bf mfsrld

    hskolhbks h ih ~blbh v kiqlbk bf o~fbfdolhifs$

    H okdrldvhold sf gvfsr~h vdh rhnih livsr~hrlqh lbfdrlaohdbk fd xv hsforks

    bfsrhoh ohbh grkbk bf hvrfdrlohold:

    _FORK LKFROKDR_F_

    +RJFR_

    Dfofslbhb bf sfo~frk

    kslnlilbhb bf ~knk

    kslnlilbhb bf ~blbh

    fmlsr~k ldlolhi| kslnlilbhb bf ~fmfdf~hold

    ~kofsk bf okgh~hold

    Okgkblbhb bfi vsvh~lk

    Qvidf~hnlilbhb hdrf fi fslkdhjf

    Qvidf~hnlilbhb h vd hrhxvf k~ vf~zh n~vrh

    fblbhs bf ~fqfdold

    vrfdrlohold bf vsvh~lks ~fhifs

    Oksrf bf lgihdrhold

    Oksrf bf ghdrfdlglfdrk

  • 8/3/2019 Guia de Tecnologias Biometricas

    31/52

    ?8Nfdfaolks bfi vsk bf rfodkikmhs nlkgr~lohs

    Hdrf ihs blf~fdolhs bf hgnks grkbks) `h| xvf ~fshirh~ fi `fo`k bf xvf

    sf okgifgfdrhd bf k~gh rlgh) fsfolhigfdrf fd fdrk~dks bf gplgh

    sfmv~lbhb bkdbf ih hvrfdrlohold sfh vd ~kofsk o~rlok$ Bf fsrf gkbk) svvsk okgnldhbk gfjk~h dkrhnifgfdrf ih sfmv~lbhb$

  • 8/3/2019 Guia de Tecnologias Biometricas

    32/52

    ?> Mfsrld bf ~lfsmks fd nlkgfr~h

    6$ Mfsrld bf ~lfsmks fd nlkgfr~hIh lgihdrhold | fi fgifk bf rfodkikmhs nlkgr~lohs fsrd fpvfsrks h

    vdh sf~lf bf ~lfsmks) himvdks fsfoaoks | kr~ks okgh~rlbks okd ihs bf'

    gs rfodkikmhs | rodlohs bf lbfdrlaohold$ Fd fsrf ohrvik sf lbfdrlaohdihs hgfdhzhs | qvidf~hnlilbhbfs xvf vfbfd okg~kgfrf~ ih sfmv~lbhb k ih

    okdahdzh fd iks slsrfghs nlkgr~loks$

    Hbfgs himvdks slsrfghs nlkgr~loks horvhifs ovfdrhd okd olf~rhs ilglrh'

    olkdfs) rhifs okgk dk sf~ ohhofs bf shrlshof~ ihs ohbh qfz gh|k~fs bf'

    ghdbhs bf oh~mh bf r~hnhjk k okdrh~ okd blaovirhbfs bf ldrf~kf~hnlilbhb

    fdr~f slsrfghs$ Fsrhs oh~fdolhs bfgvfsr~hd ih dfofslbhb bf vd gh|k~ bfsh'

    ~~kiik | ih hilohold bf gfblbhs bf sfmv~lbhb$

    6$8$ FD_

    Ihs rfodkikmhs nlkgr~lohs) okgk fi ~fsrk bf rfodkikmhs) fsrd fpvfsrhs h

    vdh sf~lf bf hgfdhzhs$ Fsrhs vfbfd sf~ fpoivslqhs k okgh~rlbhs okd kr~hs

    rfodkikmhs bf hvrfdrlohold$ Ihs gs ~fifqhdrfs sf bfsh~~kiihd h okdrldvhold$

    ~blbh k ~knk bf ldk~ghold nlkgr~loh

    Fi ~knk bf ldk~ghold fs fsfolhigfdrf

    sfdslnif fd fi ohsk bf ih nlkgfr~h hi r~hrh~'

    sf bf ldk~ghold fpoivslqh | fpr~fghbh'

    gfdrf ilmhbh hi ldblqlbvk) k~ ik xvf fi ~knk

    bf ih glsgh svkdf vd ldolbfdrf bf sfmv~l'

    bhb m~hqf$ H blf~fdolh bf ihs okdr~hsfhs

    k ihs rh~jfrhs f~skdhifs) iks ~hsmks nlkg'

    r~loks skd ldqh~lhnifs (okgk ~fmih mfdf~hi,)

    k~ ik xvf sv dgf~k fs ilglrhbk h ik ih~mk bfi rlfgk) sld kslnlilbhb bf

    ~fdkqhold |) fd okdsfovfdolh) sv okdabfdolhilbhb fs fsfdolhi$

    _vihdrhold bf lbfdrlbhb

    _f r~hrh bfi vsk bf ldk~ghold nlkgr~loh ~knhbh k hislaohbh okd fi ~k'slrk bf hoofbf~ h fsholks k hiloholkdfs ~fsr~ldmlbhs) hislaoh~ fi okdr~ki

  • 8/3/2019 Guia de Tecnologias Biometricas

    33/52

    ??Mfrld bf ~lfmk fd nlkgfr~h

    bf s~ffdolh) fdghoh~h~ k vsihdrh~ vdh sf~kdhilbhb) fro$ F bf fsfolhi

    m~hqfbhb ovhdbk f vrlilzh sh~h okgfrf~ vd o~lgfd |h xvf v ~fsvblk ~fvirh

    okgsilohbk$

    _hnkrhjf

    Svfbfd bh~f hrhxvf hi fdk~ bf k~gh okdolfdrf sh~h r~hrh~ bf lgsf'

    bl~ v vdolkdhglfdrk$ A~fovfdrfgfdrf) ih ohvh bf frk hrhxvf f vdh

    fps~fld bfi bfhovf~bk k bfokdrfdrk okd ih lgsihdrhold bf nlkgfr~h

    s~folhgfdrf bfnlbk h ih hirh ahnlilbhb xvf k~fof fi lrfgh h ih `k~h fqlrh~okdbvorh ~hvbvifdrh | hoofk dk hvrk~lzhbk$

    Ldovgsilglfdrk bf ih dk~ghrlqh bf s~krfoold bf bhrk sf~kdhif

    Fd okdfovfdolh) skbfgk okdoivl~ xvf ik ~hmk nlkgr~lok f okdlbf~hd

    bhrk bf oh~orf~ sf~kdhi h rkbk ik ffork ifmhif sk~ ik xvf v r~hrhglfd'

    rk f fdovfdr~h kgfrlbk hi ovgsilglfdrk bf ih blrldrh fplmfdolh bf oh~o'

    rf~ jv~blok) rodlok) lok | k~mhdlzhrlqk s~fqlrh) s~ldolshigfdrf sk~ ih If|

    K~mdloh 86+88 bf blolfgn~f) sk~ fi xvf f hs~vfnh fi ^fmihgfdrk bf Bf'

    h~~kiik bf ih IKSB (^BIKSB,$ H fiik `h| xvf vgh~ olf~rh ifmlihold gfdk~(Ldr~voolkdf) fro$,) ldk~gf bf ih HFSB | himvdh ~fkivolkdf jvblolhif$

    F dfofh~lk rfdf~ fd ovfdrh xvf ih Hmfdolh Fshkih bf S~k'

    rfoold bf Bhrk (HFSB, `h bfadlbk ik bhrk nlkgr~lok okgk

    hxvfiik hsfork lok xvf) gfblhdrf vd hdill rodlok) sf~'

    glrfd blrldmvl~ ih ldmvih~lbhbf xvf okdov~~fd ~fsfork bf bl'

    o`k hsfork | xvf) ~fvirhdbk xvf f lgsklnif ih okldolbfdolh

    bf rhif hsfork fd bk ldblqlbvk) vdh qfz s~kofhbk) sf~glrfd

    f~ql~ sh~h lbfdrlaoh~ hi ldblqlbvk fd ovfrld) rhi | okgk f bf'

    s~fdbf bf qh~lk bf v ldk~gf jv~blok$

  • 8/3/2019 Guia de Tecnologias Biometricas

    34/52

    Mvh skn~f ihs rfodkikmhs nlkgr~lohs hilohbhs h ih sfmv~lbhb

    ?2 Mfsrld bf ~lfsmks fd nlkgfr~h

    Ih IKSB fsrhnifof vdh sf~lf bf knilmholkdfs | ~ldollks bf knilmhbk ovg'

    ilglfdrk h~h rkbhs hxvfiihs fdrlbhbfs k fg~fshs) rhdrk bfi sfork~ nilok

    okgk ~lqhbk) xvf r~hrfd bhrks bf oh~orf~ f~skdhi h~h fi bfsh~~kiik bf svhorlqlbhb$ H okdrldvhold sf bfrhiihd himvdhs bf iks bfnf~fs | knilmholkdfs

    gs bfsrhohnifs:

    Ldso~lnl~ iks ao`f~ks bf bhrks f~skdhifs fd fi ^fmlsr~k Mfdf~hi bf

    S~krfoold bf Bhrks bf ih HFSB k nlfd) r~hrdbksf bf ao`f~ks bf rlrv'

    ih~lbhb niloh) fd fi ^fmlsr~k bf ih Hvrk~lbhb hvrkdgloh okgfrfdrf$

    Ldk~gh~ h iks vsvh~lks hforhbks fd ~fihold okd fi r~hrhglfdrk bfsvs bhrks f~skdhifs xvf sf bfsfh iifqh~ h ohnk$

    _kilolrh~ | knrfdf~ fi okdsfdrlglfdrk bf iks vsvh~lks hforhbks

    ovhdbk sfh dfofsh~lk$

    Aholilrh~ h iks vsvh~lks fi fjf~ololk bf iks bf~fo`ks bf hoofsk)

    ~forlaohold) ohdofihold | kkslold (H^OK,$

    Ovgil~ okd fi ~ldollk bf ohilbhb bf iks bhrks f~skdhifs | fsrh'

    nifof~ fi bfdkgldhbk jvlolk bf ~kk~olkdhilbhb) fsrk fs) bfrf~gl'

    dh~ fd ~fihold okd fi ad xvf sf ~frfdbf hiohdzh~ sl ih gfblbh fd

    ovfsrld ~fsvirh lbdfh) dfofsh~lh k~ dk fplsrl~ kr~h gs gkbf~hbh

    | mvh~bh fi dfofsh~lk fxvliln~lk k~ bf~lqh~sf gh|k~fs nfdfaolks$

    ^fmvih~ hbfovhbhgfdrf fi hoofsk h iks bhrks nlkgr~loks k~ h~rf

    bf rf~of~ks ~fsrhbk~fs bf sf~qlolks$

    Lgihdrh~ ihs gfblbhs bf sfmv~lbhb fplmlbhs k~ fi ^BIKSB) rhdrk

    k~ fi ~fskdshnif bfi ao`f~k bf bhrks nlkgr~loks |) fd sv ohsk)

    k~ fi fdoh~mhbk bfi r~hrhglfdrk$

    H ih qlsrh bf rkbk ik hdrf~lk~) dk ohnf bvbh bf xvf vd r~hrhglfdrk ldhbfovhbk

    vfbf bf~lqh~ fd vdh ld~hoold k ldovgilglfdrk bf ih dk~ghrlqh qlmfdrf fd

    ghrf~lh bf ~krfoold bf bhrks f~skdhifs) okd ih okdsfovfdrf fpkslold

    h shdolkdfs fovdlh~lhs | fi bfrf~lk~k bf ih lghmfd bf ih fdrlbhb$ Bf `fo`k)ihs shdolkdfs rllaohbhs fd ih IKSB qhd bfsbf fi gf~k hf~olnlglfdrk fd

  • 8/3/2019 Guia de Tecnologias Biometricas

    35/52

    ?6Mfrld bf ~lfmk fd nlkgfr~h

    ik ohk g ifqf) `hrh gvirh xvf svfbfd hiohdzh~ ik 133$333 fv~k

    sk~ ld~hoold fd ik ohk g m~hqf) ld kiqlbh~ ih sklnif ~foihghold

    bf bhk | sf~jvlolk sk~ sh~rf bfi vjfrk hforhbk hdrf ih jv~lbloold olqli$

    Sk~ kr~k ihbk) fd ik xvf ~fsforh fsfoaohgfdrf h ih gfblbh bf fmv~lbhb

    h hbksrh~) h sfh~ bf xvf frk bhrk nlkgr~lok f `hd okdlbf~hbk) okd

    oh~orf~ mfdf~hi) okgk bf dlqfi nlok bf okdk~glbhb okd fi ^BIKSB)

    lfdbk fxvlsh~hnif h vdh lgsif bl~foold k vd dgf~k bf rfikdk) lfgs~f

    f hokdfjhnif r~hrh~ frk bhrk okd ih gplgh ohvrfih | s~krfoold sklnif)

    |h xvf fd gvo`k ohk fi vvh~lk adhi ik sf~olnf okgk bf vdh hirh fd'

    lnlilbhb) s~folhgfdrf sk~ r~hrh~f bf ~hmk ldr~dfohgfdrf ilmhbk h vsf~kdh$

    H frf ~fsfork) l nlfd fd ih ldgfdh gh|k~h bf ik ohk h ik lrfgh

    |+k s~km~hgh ldk~grlok fd ql~rvb bf ik ovhif f r~hrfd bhrk nlkgr~l'

    ok bf sf~kdh loh lbfdrlaohbh k lbfdrlaohnif f if bfnf~ hsiloh~ ih

    gfblbh bf fmv~lbhb ohilaohbh okgk bf dlqfi nlok sk~ fi ^BIKSB (qf~

    h~r$ 08 | $,) rdmhf fd ovfdrh xvf fd fi ohk bf xvf ik bhrk nlkgr~lok

    knjfrk bf r~hrhglfdrk fd fi lrfgh svblffd hbfg fdokdr~h~f fqfdrvhi'

    gfdrf hkolhbk k qldovihbk h ih hivb bf ik hforhbk (sk~ fjfgsik) h vdh

    blohsholbhb, k h kr~k bhrk fsfolhigfdrf s~krfmlbk) skb~h ~fvirh~ rhg'

    nld knilmhrk~lh ih lgsihdrhold bf ih gfblbh bf fmv~lbhb bf dlqfi gfblk

    | hirk bf okdk~glbhb okd ik fplmlbk fd fi ~ff~lbk ^BIKSB$

    Fd ih lmvlfdrf rhnih f okgsh~h fi lgshork fd ih s~lqholbhb fd vdold bfi

    s~kofk bf hvrfdrlohold vrlilzhbk) fi rlsk bf rfodkikmh nlkgr~loh) fi k~'

    ghrk bf ih gvfr~h | fi rhghk bf ih nhf bf bhrk bkdbf f highofdhd ih

    gvfr~h:

    Lgshork fd ih

    s~lqholbhbS~kofk

    Rlsk

    bf rfodkikmhGvfr~h

    Rlsk bf nhf

    bf bhrk

    Hirk Lbfdrlaohold AllkimlokLghmfd

    nlkgr~loh

    Nhf bf

    bhrk m~hdbf+

    ofdr~hilzhbh

    Nhjk Qf~laoholdBf

    okgsk~rhglfdrk

    Gvfr~h

    ol~hbh

    Nhf bf

    bhrk sfxvfh+ikohif

  • 8/3/2019 Guia de Tecnologias Biometricas

    36/52

    Mvh kn~f ih rfodkikmh nlkgr~loh hsilohbh h ih fmv~lbhb

    ?1 Mfrld bf ~lfmk fd nlkgfr~h

    Lbkdflbhb bf ih lgsihdrhold

    Fplrf fi ~lfmk bf o~ff~ f~~dfhgfdrf xvf vd

    lrfgh nlkgr~lok mh~hdrlzh ih fmv~lbhb rkrhi

    | xvf f ih kivold h ovhixvlf~ s~knifgh bf f'

    mv~lbhb$ Ih lgsihdrhold bf rfodkikmh nlkg'

    r~loh vskdf vd hirk okrf fokdglok | vdh lg'

    silohold bf sf~kdhi fsfoaohgfdrf bfblohbk

    h fiik bv~hdrf ih hf ldlolhi$ Sk~ fiik f dfofh~lk

    ~fhilzh~ vd hdill sh~h fqhivh~ ih qf~bhbf~h dfoflbhb) fofdh~lk hbfovhbk

    bf lgsihdrhold | fi nfdfaolk ikm~hbk ~fdrf hi okrf ldov~~lbk) |h xvf f skl'

    nif xvf rh dk fh ih kivold g hbfovhbh sh~h rkbk ik ohk$

    Ohilbhb bf ih rfodkikmh

    _l ih ohilbhb bf ih rfodkikmh lgsihdrhbh dk hiohdzh ik dlqfif ~fokgfd'

    bhnif) skb~h hoh~~fh~ m~hqf n~fo`h bf fmv~lbhb h okgk vd bfrf~lk~k

    dkrhnif bf ih sf~ofsold bf ih rfodkikmh bfnlbk h v ghi vdolkdhglfdrk$

    Ik fifgfdrk xvf f bfnfd rfdf~ fd ovfdrh hi ~fsfork kd: ih ohilbhb bfi

    fdk~) ih faolfdolh bfi himk~lrgk bf okgsh~hold) ih fdo~lsrhold bfi high'

    ofdhglfdrk bf gvfr~h knrfdlbh | ih ldrf~ksf~hnlilbhb okd kr~k lrfgh$

    Ldolbfdolh okd fi lrfgh

    Ohbh bf ih idfh bf okgvdlohold) bfi s~kslk lrfgh k bf ik lrfghbf ksk~rf (sk~ fjfgsik vgldlr~k fior~lok k lrfgh bf okgvdloholkdf,)

    hrhxvf ldk~grlok) fro$ Frk s~knifgh hforhd bf k~gh lglih~ xvf hi

    ~frk bf rfodkikmh$

    Ldblskdlnlilbhb bf fdk~

    _l fi hoofk k ih hvrfdrlohold f ~fhilzhd fpoivlqhgfdrf gfblhdrf nlkgf'r~h) f bfol~) dk fplrf vd grkbk hirf~dhrlqk okgk svfbf f~ fi vk bf

  • 8/3/2019 Guia de Tecnologias Biometricas

    37/52

    ?=Mfsrld bf ~lfsmks fd nlkgfr~h

    okdr~hsfhs k rh~jfrhs f~skdhifs) fi hiik k hvsfdolh bfi blskslrlqk bf hb'

    xvlslold bf gvfsr~hs svkdf ih lgkslnlilbhb bf hvrfdrlohold k hoofsk$

    Vd fjfgik bf fsrh slrvhold fs vd vsvh~lk xvf rfdmh xvf hoofbf~ bf k~ghv~mfdrf hi ok~~fk fifor~dlok bfsbf vf~h bf ih kaoldh gfblhdrf `vfiih bhorl'

    ih~ f~k dk blskdmh bf sfdsk~ fd sv k~bfdhbk~$

    irf~hold okd dlgk ~hvbvifdrk bf iks ~hsmks nlkgr~loks

    Hirf~holkdfs fd ihs `vfiihs bhorlih~fs) fd fi qfiik

    holhi) fd ihs ovf~bhs qkohifs) fro$ okd fi knjfrlqkbf fqlrh~ sf~ ~fokdkolbk k~ vd slsrfgh nlkg'

    r~lok$ Fs vdh ~orloh ~fovfdrf fd iks ldrfdrks

    bf fdr~hbh lifmhi fd vd hs) r~hrhdbk bf fivbl~ ih

    lbfdrlaohold bf vd ldblqlbvk ~fldolbfdrf$

    Qh~lhold ldqkivdrh~lh fd iks ~hsmks nlkgr~loks

    Iks ohgnlks fd iks ~hsmks nlkgr~loks) okgk qh~lholkdfs bf ih qkz) qfiik

    holhi k fi fldhbk rhgnld svofbfd bf k~gh dhrv~hi$ Fd fsrks ohsks) fi

    vsvh~lk dk rlfdf ldrfdold bf fdmhh~ hi slsrfgh$ Dk knsrhdrf) fsrks ohg'

    nlks vfbfd blaovirh~ fi ~kofsk bf lbfdrlaohold | mfdf~h~) ldoivsk) vdh

    f~ofold dfmhrlqh h~h fi vsvh~lk$

    Fpf~lfdolh bf vsk dfmhrlqh (vshnlilbhb,

    Vd ghi vsk ldqkivdrh~lk bfi sfdsk~ ~fhilzhbk k~ vdh f~skdh sld iks okdk'

    olglfdrks hbfovhbks vfbf rfdf~ okgk okdsfovfdolh ih bfsokdahdzh bfi

    vsvh~lk fd ih rfodkikmh | fi hvgfdrk bf ih rhsh bf f~~k~ bf ih glsgh$

    hirh bf hofrhold ovirv~hi

    Fsrh hgfdhzh hh~fof fd bfrf~gldhbks m~vks bfgkm~aoks ov|hs dk~ghsskolhifs k ~filmlkshs dk hqk~fofd ih rkgh bf gvfsr~hs fd bfrf~gldhbhs ro'

  • 8/3/2019 Guia de Tecnologias Biometricas

    38/52

    Mvh kn~f ih rfodkikmh nlkgr~loh hsilohbh h ih fmv~lbhb

    ?0 Mfrld bf ~lfmk fd nlkgfr~h

    dloh$ Sk~ fjfgsik) fd himvdh ovirv~h fi ~fokdkolglfdrk holhi dk f qilbk

    |h xvf dk rkbk ik olvbhbhdk iifqhd fi ~kr~k hi bfovnlf~rk5 fd kr~h ih

    iforv~h bf ih `vfiih bhorlih~ f okdlbf~h vdh s~orloh hdrl`lmldloh) fro$

    6$>$ Q^HNLLH_

    H okdrldvhold f ilrhd himvdh qvidf~hnlilbhbf xvf hforhd dfmhrlqhgfdrf

    rhdrk h ih lgsihdrhold bf lrfgh bf ~fokdkolglfdrk nlkgr~lok okgk h v

    s~kslk ~fdblglfdrk$ Frh qvidf~hnlilbhbf f blqlbfd fmd fhd okgvdf h

    rkbh ih rodloh nlkgr~loh k fsfoaoh bf himvdh bf fiih$

    Rfodkikmh

    nlkgr~lohQvidf~hnlilbhbfs

    Qvidf~hnlilbhbfs

    okgvdfs h rkbhs

    ihs rfodkikmhsnlkgr~lohs

    Ohilbhb nhjh bf ik blsklrlqk bf ohsrv~h$

    Vnlohold ldhbfovhbh bfi blsklrlqk bf ohsrv~h$

    Bfokdkolglfdrk bf ih ohilbhb k bfi hnhdlok bf s~kbvork | vrlil'

    bhbf blskdlnif$

    Ahirh bf okdkolglfdrk rodlok bfi sf~kdhi$ Ahirh bf ~fov~k (rhdrk bf sf~kdhi okgk fokdglok,$

    Fohh okdolfdolhold fd ghrf~lh bf fmv~lbhb$

    Sf~ofsold bf hvfdolh bf s~lqholbhb sk~ sh~rf bf ik vvh~lk$

    @vfiih bhorlih~

    Okdblold bfi bfbk fd fi gkgfdrk bf rkgh~ ih gvfr~h: gkjhbk)

    fok) ghdo`hbk) fro$

    Okdblolkdf oilghrkimloh xvf hforhd hi ifork~: `vgfbhb) rfg'

    sf~hrv~h) fro$

    Okdblolkdf bf ih `vfiih: ok~rf) `f~lbh k ldhgholkdf$ Horlqlbhb ihnk~hi: r~hnhjk xvf svfbhd hforh~ h ih `vfiih) sk~ fjfg'

    sik fi vk `hnlrvhi bf s~kbvork xvglok xvf svfbhd bfrf~lk~h~ih$

    ^fokdkolglfdrk

    bf qkz

    Fdf~gfbhbf bf ih qkz: n~kdxvlrl) h~ldmlrl) m~lsf) ih~ldmlrl)

    hkdh) fro$

    Qh~lhold fdr~f fi blsklrlqk bf ~fmlr~k | fi vhbk fd ih ohsrv~h bf

    gvfr~h$

    Qh~lhold fdr~f fdrk~dk bf ~fmlr~k | ohsrv~h bf gvfr~h (sk~

    fjfgsik: ldrf~lk~ | fprf~lk~,$

    Qkivgfd bfi `hnih$

  • 8/3/2019 Guia de Tecnologias Biometricas

    39/52

    ?

  • 8/3/2019 Guia de Tecnologias Biometricas

    40/52

    23 Nvfdhs ~orlohs

    1$ vfdhs ~orlohsOkd fi knjfrlqk bf ~fbvol~ iks ~lfsmks hskolhbks hi fgifk bf

    nlkgfr~h | `hof~ vdh hbfovhbh mfsrld bf iks glsgks) `hd bf

    hiloh~sf vdh sf~lf bf okdr~kifs glrlmhdrfs | nvfdhs ~orlohs bf

    sfmv~lbhb$

    1$8$ ORKMK BF VFD_ ORLO_

    Ih sfmv~lbhb fs vdbhgfdrhi fd rkbks iks fifgfdrks bf vd slsrfgh nlkgr~l'ok$ Fs k~ fiik xvf bfsbf xvf sf hbxvlf~f ih gvfsr~h sf bfnfd hiloh~ iks ~k'

    rkokiks bf sfmv~lbhb f~rldfdrfs h~h mh~hdrlzh~ ih ~lqholbhb | fqlrh~ hoofsks

    dk hvrk~lzhbks h ih nhsf bf bhrks fd xvf sf mvh~bhd iks ~fmlsr~ks nlkgr~loks$

    Bfrfoold bf qlbh

    Ih bfrfoold bf qlbh okdslsrf fd ih ohhol'bhb bf vd slsrfgh nlkgr~lok bf bfrforh~ sl

    ih gvfsr~h hbxvl~lbh ~kqlfdf k dk bf vd sf~

    `vghdk qlqk) okd fi ad bf fqlrh~ kslnifs ld'

    rfdrks bf ~hvbf (okgk k~ fjfgik fi vsk bf

    ihdrliihs bf mkgh xvf ldrfdrfd slgvih~ vdh

    `vfiih bhorlih~,$

    Bf fsrf gkbk) fi blskslrlqk nlkgr~lok okg~knh~ vdk k gs bf iks sl'

    mvlfdrfs hork~fs) bffdblfdbk bf ih rfodkikmh fgifhbh:

    Svisk oh~bhok$ Ohgnlks bf fp~fsld holhi$

    S~fsld shdmvdfh$ Gkqlglfdrk bfi kjk$

    Bfrfoold bf k~ks$ Blihrhold bf ih vlih$

    R~hdsl~hold$ Slmgfdrhold bfi l~ls$

    S~kvdblbhb bf ih oh~h$ _fifoold bf hihn~hs h~kdvdolh~$ Gkqlglfdrks bf ih ohnfzh$

  • 8/3/2019 Guia de Tecnologias Biometricas

    41/52

    28Nvfdhs ~orlohs

    Fsrh rodloh fs vdk bf iks ~ldolhifs grkbks bf iks xvf blskdf ih nlk'

    gfr~h h~h okgnhrl~ fi ~hvbf$ Dk knsrhdrf) hd rlfdf nhsrhdrf gh~mfd bf

    gfjk~h bf oh~h hi vrv~k$

    ighofdhglfdrk bf gvfsr~hs

    Fd fi ~kofsk bf ~fmlsr~k ~fqlk hi vsk bf

    rfodkikmhs nlkgr~lohs `hd bf highofdh~sf

    ihs gvfsr~hs hk~rhbhs k~ iks vsvh~lks$ Hs)

    fplsrf ih kslnlilbhb bf highofdh~ vdh h~rf

    bf ih gvfsr~h k gvirlrvb bf ~ff~fdolhs fd iv'

    mh~ bf ih gvfsr~h drfm~h$ Fsrk sf `hof h~h

    ~fqfdl~ sv vrlilzhold ~hvbvifdrh fd ohsk bf

    ~blbh k ~knk$ Vd fjfgik fs fi highofdh'

    glfdrk bf gldvolhs bf `vfiihs bhorlih~fs) fd

    ivmh~ bf ih `vfiih okgifrh$ Bf fsrh k~gh ~fsvirh lgkslnif ih ~fo~fhold bf

    ih `vfiih h h~rl~ bf vdh gldvolh) fd ohsk bf xvf fsrh sfh ~knhbh$

    vrfdrlohold bf bknif hork~

    Okd fi knjfrlqk bf fqlrh~ fi ~hvbf sf ~fokglfdbh fi vsk bf bks

    hork~fs fd fi ~kofsk bf hvrfdrlohold$ Sh~h fiik sf vfbf vrlilzh~

    nlkgfr~h nlgkbhi (bks rodlohs nlkgr~lohs blf~fdrfs) k~ fjfg'

    ik `vfiih bhorlih~ f l~ls, k okgnldh~ ih nlkgfr~h okd fi vsk bf okd'

    r~hsfh |+k rh~jfrhs bf lbfdrlaohold$

    fhilzh~ vdh nvfdh hbhrhold

    Dk rkbhs ihs fg~fshs skd lmvhifs) k~ fiik ih hbhrhold h ihs ol~'

    ovdsrhdolhs bf ohbh ohsk fs fsfdolhi h~h fqlrh~ vrv~ks ~knifghs$

  • 8/3/2019 Guia de Tecnologias Biometricas

    42/52

    Mvh kn~f ih rfodkikmh nlkgr~loh hsilohbh h ih fmv~lbhb

    2> Nvfdh s~orloh

    Sk~ fjfgsik) l vdh fgs~fh qh h ldok~sk~h~ vd okdr~ki bf hoofk fd nhf

    h ih `vfiih bhorlih~ | ovfdrh okd fgsifhbk xvf ~fhilzhd r~hnhjk ghdvhif k

    vrlilzhd s~kbvork hn~hlqk) svfbf f~ hokdfjhnif ~fmlr~h~ ih `vfiih bfih ghdk xvf gfdk vrlilofd (lzxvlf~bh fd fi ohk bf ik blfr~k | bf~fo`h fd

    fi ohk bf ik zv~bk, | bf ik bfbk xvf gfdk f vrlilofd (mfdf~higfdrf

    hdvih~ | gflxvf,$ Okd frh lgsif hbhsrhold) f skb~d fqlrh~ fd nvfdh

    gfblbh vrv~k s~knifgh ~fiholkdhbk okd ok~rf k bfrf~lk~k fd ih `vfiih$

    Hbxvlslold bf rfodkikmh bf ohilbhb

    Ih knrfdold bf gvfr~h hbfovhbh | ih ~fhilzhold bf okgsh~hrlqh

    ahnif f lgsk~rhdrf sh~h fqlrh~ hik sklrlqk) hik dfmhrlqk | hirh rh'

    h bf f~~k~) | frk bfsfdbf fd m~hd gfblbh bf ih ohilbhb | ahnlilbhb bf ik

    lrfgh vrlilzhbk$ Vdh fifoold hbfovhbh s~fqlfdf fi ~hvbf | ih ~frlofdolh

    bf ik vvh~lk$

    Nlkgfr~h fd gkqlglfdrk

    Ih ohsrv~h bf gvfr~h fd gkqlglfdrk f vdh k~gh bf ~fbvol~ ih sklnif

    sf~ofsold bf ih rodloh bf hbxvllold bf ldk~ghold nlkgr~loh okgk

    ldr~vlqh sk~ sh~rf bf ik vvh~lk | v ~frlofdolh h vrlilzh~ih sk~ frf gk'

    rlqk$ Frf okdr~ki dk f qilbk sh~h rkbh ih rodloh sf~k |h f hsiloh) sk~

    fjfgsik) fd fi ~fokdkolglfdrk holhi | bf l~l$

    Ak~ghold bf iks vsvh~lks

    Vd hork~ oihqf fd fi plrk bf ih rfo'

    dkikmh nlkgr~loh f xvf v vvh'

    ~lk ih vrlilofd ok~~forhgfdrf$ Sh~h ih

    okdfovold bf frf knjfrlqk f svfbf

    k~fof~ vdh hf ldlolhi bf k~ghold xvf)

    sk~ dk~gh mfdf~hi) dk f~ fpoflqhgfd'rf ih~mh | fd ih xvf f ldk~gf bf ik xvf

  • 8/3/2019 Guia de Tecnologias Biometricas

    43/52

    2?Nvfdhs ~orlohs

    skd ihs rfodkikmhs nlkgr~lohs | sf hk~rfd vdhs n~fqfs ldsr~voolkdfs |

    ~fokgfdbholkdfs skn~f sv vsk$ Fd fsrf sfdrlbk) iks hovf~bks okd iks ~f~f'

    sfdrhdrfs bf iks r~hnhjhbk~fs ~fqlks h ih lgihdrhold bf ihs rfodkikmhshqk~fofd fsrf ~kofsk$

    Ovgilglfdrk dk~ghrlqk

    H ih `k~h bf lgihdrh~ fsrf rlk bf rfodkikmhs nlkgr~lohs hilohbhs h ih sf'

    mv~lbhb) ~fsvirh bf qlrhi lgk~rhdolh fi fqhivh~ ~fqlhgfdrf ihs qfdrhjhs f ld'

    okdqfdlfdrfs kslnifs xvf) bfsbf vd vdrk bf qlsrh jv~blok) vfbf svkdf~ih lgihdrhold bf blo`k slsrfgh fd ~fihold okd ih qlbh ~lqhbh bf ihs f~'

    skdhs hforhbhs) hs okgk rfdf~ fd ovfdrh kslnifs slsrfghs k skivolkdfs

    hirf~dhrlqhs xvf vfbhd svkdf~ vdh gfdk~ ldr~vsld okdr~h iks bf~fo`ks bf

    iks ldrf~fshbks$

    H fsrf ~fsfork) bfsrhoh~ xvf fd rkbk ohsk iks bhrks nlkgr~loks xvf) fd sv

    ohsk) vblfsfd sf~ skgfrlbks h r~hrhglfdrk h r~hqs bf blo`ks slsrfghs bf'

    nf~hd sf~ slfg~f hbfovhbks) f~rldfdrfs | dk fpofslqks fd okgh~hold

    okd ih adhilbhb bfi ~kofsk (k~ fjfgik: okdr~ki k~h~lk) okdr~ki bf hoofsks)

    okdr~ki bf ~fsfdolh) fro$,$

    Lmvhigfdrf) rhi | okgk sf `h qfdlbk fsrhnifolfdbk k~ ih jv~ls~vbfdolh ~fl'

    rf~hbh) ih okdsrlrvolkdhilbhb bf ovhixvlf~ gfblbh ~fsr~lorlqh bf bf~fo`ks

    vdbhgfdrhifs okgk ihs hxv hdhilzhbhs qlfdf bfrf~gldhbh k~ vdh fsr~lorh

    knsf~qhdolh bfi olrhbk ~ldollk bf ~kk~olkdhilbhb$

  • 8/3/2019 Guia de Tecnologias Biometricas

    44/52

    22 ^fokgfdbholkdfs

    =$ fokgfdbholkdfsH okdrldvhold sf `h ~fokmlbk vd okdjvdrk bf okdsfjks | ~fokgfdbholkdfs

    h~h ih ldqfsrlmhold) lgihdrhold | vsk bf ihs rfodkikmhs nlkgr~lohs hs

    okgk h~h sv ~fmvihold$

    =$8$ LODRF_ KQFFBKF_ BF _FQLOLK_

    8$ Hksrh~ k~ ih lddkqhold fd fi bfsh~~kiik f lgihdrhold okd fi kn'jfrlqk bf kgfdrh~ ihs rfodkikmhs nlkgr~lohs$

    >$ K~fof~ slsrfghs bf hirh ohilbhb) kgfdrhdbk fi plrk adhi xvf h|v'bh~ h ih gfjk~h bf ih lghmfd bf ih nlkgfr~h fd mfdf~hi$

    ?$ _kiqfdrh~ ihs bvbhs bf iks oilfdrfs) ldk~ghdbk bf ih lgk~rhdolh | ihnhsf rfodkimloh bfi slsrfgh5 bf fsrh k~gh) fi oilfdrf kb~ rkgh~

    vdh bfolsld ldk~ghbh skn~f ih rfodkikmh h lgihdrh~$

    2$ Hdhilzh~ hi oilfdrf h~h kbf~hsfsk~h~if fd ih rfodkikmh lb'

    dfh sfmd svs dfofslbhbfs |

    kbf~ k~gh~ h~klhbhgfdrf

    h iks vsvh~lks skn~f sv vrlilzh'

    old$

    6$ S~kgkqf~ vdh vdlaohold bfhimk~lrgks) ol~hbks | ~kofsks

    bf fpr~hoold bf gvfsr~hs) ik

    xvf hqk~fof~ ih ldrf~kf~hnlilbhb fdr~f iks slsrfghs lgihdrhbks$

    1$ Gksr~h~ ihs qfdrhjhs bf fsrks ~kbvorks | sf~qlolks | dk fphmf~h~skn~f iks bfforks k ldokdqfdlfdrfs bf kr~hs rodlohs bf ih okg'

    frfdolh |h xvf) okgk okdsfovfdolh bf fiik) sf bfs~fsrlmlh h ih

    nlkgfr~h fd mfdf~hi$

    =$ _kilolrh~ f~glsk h iks vsvh~lks h~h r~hrh~ svs bhrks nlkgr~loks)

    slfdbk gv| okdo~frk | r~hdsh~fdrf skn~f r~hrhglfdrk | adhilbhb bfsv vsk$

  • 8/3/2019 Guia de Tecnologias Biometricas

    45/52

    26^fokgfdbholkdfs

    0$ Mh~hdrlzh~ fsfolhigfdrf ih sfmv~lbhb | okdabfdolhilbhb bf iks bh'rks ofblbks h~h mfdf~h~ okdahdzh fd iks vsvh~lks bfi slsrfgh$

    =$> LDQF_RLMBKF_

    8$ Hbhrh~sf h iks ~fxvf~lglfdrks bf iks vsvh~lks adhifs okd fi knjf'rlqk bf bfsh~~kiih~ idfhs bf ldqfsrlmhold xvf vfbhd shrlshof~ ihs

    dfofslbhbfs fplsrfdrfs$

    >$ Okdkof~ ih slrvhold horvhi bf ih ldbvsr~lh nlkgr~loh | fqlrh~ ih fih'nk~hold bf ~krkrlks okgifjks fd fi gnlrk okgf~olhi k~ sv

    oksrf k vrlilbhb$

    ?$ Fpik~h~ blf~fdrfs kolkdfsbf gfjk~h | hnh~hrhglfdrk bf

    ih rfodkikmh h~h hqk~fof~ sv

    bfsh~~kiik | fphdsld$

    2$ ^fhilzh~ ihnk~ blqvimhrlqh bfoh~h h kgfdrh~ xvf ih olvbh'

    bhdh sf hglilh~lof) okg~fd'

    bh | okdf fd ih nlkgfr~h$

    =$?$ FML_BKF_ MFDRF_ BF F_RDBLOLD

    8$ Mh~hdrlzh~ iks bf~fo`ks bf ~lqholbhb bf iks olvbhbhdks) f~glrlfd'bk hi glsgk rlfgk fi bfsh~~kiik bf ihs rfodkikmhs xvf k~fofd vdh

    gh|k~ sfmv~lbhb) okgk ihs nlkgr~lohs$

    >$ _l nlfd ih ~fmvihold horvhi fd Fshh) fd ghrf~lh bf ~krfoold bfbhrks fs svaolfdrf h~h ~fmvih~ fi gnlrk bf ih nlkgfr~h) sld fgnh~'

    mk) bf oh~h h vdlaoh~ o~lrf~lks | hrfdbf~ h vdh fsfolhi sfdslnlilbhb

    bf ih knihold) kb~h sf~ okdqfdlfdrf bfsh~~kiih~ vdh ~fmviholdfsfoaoh h~h ih nlkgfr~h

  • 8/3/2019 Guia de Tecnologias Biometricas

    46/52

    Mvh skn~f ihs rfodkikmhs nlkgr~lohs hilohbhs h ih sfmv~lbhb

    21 ^fokgfdbholkdfs

    ?$ Fqlrh~ vdh dk~ghrlqh fpofslqhgfdrf ~'mlbh xvf lglbh k blaovirf fi vsk bf ih

    nlkgfr~h k xvf dk sf vfbh hbhrh~oligfdrf h iks vrv~ks bfsh~~kiiks$

    2$ Bfsh~~kiih~ vd hdilsls ~kvdbk bf iks~lfsmks | nfdfaolks bf ih nlkgfr~h

    hdrfs bf ~fbhorh~ | ~kgvimh~ ih

    dk~ghrlqh bf bfsh~~kiik$

    6$ Hqhdzh~ fd ih ~fmvihold ifmlsihrlqh~fihrlqh h ih svihdrhold bf lbfdrl'

    bhb (vdh bf ihs gh|k~fs hgfdhzhs

    lbfdrlaohbhs,$

    1$ Akgfdrh~ ih o~fhold bf vd fsrdbh~ dlok h~h ohbh rfodkikmh xvfholilrf ih ldrf~kf~hnlilbhb$

    =$2$ FDRLBBF_ LDRBK_

    8$ Hksrh~ k~ ih lgihdrhold bf rfodkikmhs bf ohilbhb) fsrk fs) hdrf ihsblf~fdrfs rfodkikmhs fplsrfdrfs fd fi gf~ohbk) ~lgh~ hxvfiihs xvf

    k~fzohd gh|k~ ahnlilbhb |) okdsfovfdrfgfdrf) gfjk~fs ~fsvirhbks$

    >$ Ldk~gh~sf hbfovhbhgfdrf bf oh~h h `hof~ vd vsk ok~~fork bf ihsrodlohs nlkgr~lohs h lgihdrh~ fd ih k~mhdlzhold$

    ?$ K~fof~ okihnk~hold h iks vsvh~lks adhifs5 ih okkf~hold okd fiiks fs fim~hd hork~ fd fi plrk bf ihs lgihdrholkdfs bf rfodkikmhs nlkgr~lohs$

    2$ _f~ okdsolfdrf bf xvf iks bhrks nlkgr~loks skd bf oh~orf~ f~sk'dhi: fs k~ fiik xvf fsrd ~fmvihbks k~ ih If| K~mdloh bf S~krfo'

    old bf Bhrks | sf bfnfd ~krfmf~ okgk rhifs$

    6$ _kilolrh~ slfg~f fi okdsfdrlglfdrk bf ~fokmlbh | vsk bf bhrks nlk'gr~loks$ Ih fg~fsh xvf xvlf~h ~foklih~ | fgifh~ blo`ks bhrks h

  • 8/3/2019 Guia de Tecnologias Biometricas

    47/52

    2=^fokgfdbholkdfs

    bf knrfdf~ fi okdsfdrlglfdrk bfi vsvh~lk) ldk~gdbkif ~fqlhgfdrf

    bf sv adhilbhb | r~hrhglfdrk$ Bf fsrf gkbk dk sik sf ovgil~ okd

    ih ifmlsihold) sldk xvf vdh horvhold r~hdsh~fdrf h|vbh~ h gfjk'~h~ iks dlqfifs bf hofrhold k~ ih olvbhbhdh) ih vshnlilbhb) |) k~

    rhdrk) ih fforlqlbhb bf fsrhs rfodkikmhs$

    1$ Aholilrh~ fi fjf~ololk bf iks bf~fo`ks H^OK bf iks vsvh~lks skn~fsvs bhrks f~skdhifs) bdbkifs h okdkof~ ih kslnlilbhb bf knrfdf~

    ldk~ghold) gkblaoh~) sv~lgl~ | kkdf~sf hi r~hrhglfdrk bf blo`ks

    bhrks$

    =$6$ V_VLK_ LDF_

    8$ Fplml~ iks dlqfifs bf sfmv~lbhb h~klhbks h~h ~krfmf~ svs bhrksnlkgr~loks h ihs fg~fshs xvf iks ~fokjhd) fgiffd | highofdfd$

    >$ Bh~ fi okdsfdrlglfdrk sik r~hs sf~ ldk~ghbk | okdkof~ fi vsk okd'o~frk xvf sf qh h bh~ h iks bhrks nlkgr~loks skilolrhbks$

    ?$ Sf~bf~ fi glfbk h ihs rfodkikmhs nlkgr~lohs$ _kik h h~rl~ bf vdhldk~ghold ~lmv~ksh | vd qf~bhbf~k okdkolglfdrk bf ihs glsghs)

    kb~d bfsrf~~h~sf svkslolkdfs | hisfbhbfs) | sf mfdf~h~ vdh

    gh|k~ okdahdzh fd fiihs) dk~ghilzdbksf sv vsk$

  • 8/3/2019 Guia de Tecnologias Biometricas

    48/52

    20 Miksh~lk bf r~gldks ~fiholkdhbks okd ih nlkgfr~h

    0$ Miksh~lk bf r~gldks~fiholkdhbks okd ih nlkgfr~hH okdrldvhold sf fpilohd blf~fdrfs r~gldks nlkgr~loks fgifhbks fd ih

    ~fhilzhold bf fsrh mvh k xvf skd vrlilzhbks fsfolhigfdrf fd fsrh ghrf~lh:

    L_: _lsrfgh nlkgr~lok xvf okgh~h vd ~fmlsr~k bf `vfiihs bhorl'ih~fs okd iks ~fmlsr~ks bf vdh nhsf bf bhrks h~h bfrf~gldh~ ih lbfd'

    rlbhb bf vd ldblqlbvk$ Fi slsrfgh HAL_ sf vrlilzh) fsfolhigfdrf) fd

    ihnk~fs kilolhifs$ Fd Fshh sf okdkof okgk _lsrfgh Hvrkgrlok

    bf Lbfdrlaohold Bhorlih~$

    imk~lrgk: _fovfdolh bf ldsr~voolkdfs xvf ldbloh h vd slsrfghogk ~fskiqf~ vd ~knifgh fd fsfolhi$ Vd slsrfgh nlkgr~lok

    vrlilzh girlifs himk~lrgks5 k~ fjfgik) h~h fi ~kofshglfdrk bf

    lgmfdfs) ih mfdf~hold bf ihdrliihs) okgh~holkdfs) fro$

    gfdhzh: @fo`k k hoold) ldrfdolkdhi k dk) xvf vfbf okg~kgf'rf~ ih sfmv~lbhb f ldrfm~lbhb bf vd slsrfgh$

    vrfdrlohold: S~kofsk h~h okg~knh~ ih qf~holbhb bf himvdhbfoih~hold) fd fi ohsk xvf sf fpkdf fd fsrh mvh sf r~hrh bf ih

    okda~ghold bf vdh lbfdrlbhb$

    sxvfbh bf okldolbfdolhs: S~kofsk xvf ldoiv|f ih okgh~holdbf vdh gvfsr~h nlkgr~loh okd vdh ihdrliih highofdhbh hdrf~lk~'

    gfdrf | fi oiovik bfi m~hbk bf sfgfjhdzh$ Iks slsrfghs rkghd ihs

    bfolslkdfs nhsdbksf fd fi dlqfi bf sfgfjhdzh ~fsvirhdrf | fd ~fih'

    old h iks iglrfs bf sfgfjhdzh gdlgks fsrhnifolbks h~h bh~ k~

    qilbh ih lbfdrlaohold$

    Ohrv~h: Knrfdold bf vdh gvfsr~h nlkgr~loh bf vd ldblqlbvk k~gfblk bf vd sfdsk~$

    Okldolbfdolh: Bfolsld sfmd ih ovhi vdh gvfsr~h nlkgr~loh | vdhihdrliih highofdhbh ~kqlfdfd bf ih glsgh f~skdh) nhshbh fd fi

    hirk m~hbk bf sfgfjhdzh$

    Okgh~hold: S~kofsk bf okrfjk bf vdh gvfsr~h nlkgr~loh okd

    kr~hs highofdhbhs okd hdrf~lk~lbhb) okd fi ad bf rkgh~ vdh bfolsldskn~f lbfdrlaohold k qf~laohold$

  • 8/3/2019 Guia de Tecnologias Biometricas

    49/52

    2

  • 8/3/2019 Guia de Tecnologias Biometricas

    50/52

    Mvh kn~f ih rfodkikmh nlkgr~loh hsilohbh h ih fmv~lbhb

    63 Mikh~lk bf r~gldk ~fiholkdhbk okd ih nlkgfr~h

    ^fdblglfdrk: k~gh bf gfbl~ ih oh~horf~rloh (s~folld) qfikol'

    bhb) fro$, bf vd lrfgh k himk~lrgk nlkgr~lok$

    _fdk~: Blsklrlqk xvf okdqlf~rf ik bhrk nlkgr~lok bf fdr~hbh

    fd vdh fhi blmlrhi | r~hdglrf frh ldk~ghold hi blsklrlqk bf

    s~kofhglfdrk$

    _lrfgh nlkgr~lok nlgkbhi: _lrfgh fd fi xvf f vrlilzhd bk

    ~hmk nlkgr~lok bf blrldrh dhrv~hifzh$

    _vsihdrhold: @hnlilbhb sh~h fdmhh~ h vd fdk~ nlkgr~lok | `h'of~ xvf ~fokdkzoh h vd vvh~lk lifmrlgk okgk ifmrlgk (qf~laohold,

    k xvf dk fdovfdr~f ih lbfdrlaohold bf vdh sf~kdh xvf f sh~rf bf

    ih nhf bf bhrk$

    Rhh bf f~~k~ bf hbxvllold (Ahliv~f Rk Hoxvl~f ^hrf,: Sk~ofdrhjf

    bf qfof xvf fi lrfgh dk f ohshz bf ohsrv~h~ vdh gvfr~h bf

    ohilbhb vaolfdrf sh~h f~ s~kofhbh$

    Rhh bf f~~k~ bf ~fmlr~k (Ahliv~f Rk Fd~ki ^hrf,: Sk~ofdrhjf bf ih

    sknihold sh~h fi ovhi fi lrfgh nlkgr~lok dk f ohshz bf mfdf~h~

    gvfr~h bf ohilbhb vaolfdrf$

    Rhh bf ahik dfmhrlqk (Ahif ^fjforlkd ^hrf,: Sk~ofdrhjf bf qf'

    of xvf fi lrfgh dk qldovih h vd ldblqlbvk okd v s~kslh sihdrliih

    nlkgr~loh fplrfdrf$

    Rhh bf ahik sklrlqk (Ahif Hoofsrhdof ^hrf ,: Sk~ofdrhjf bfqfof xvf vd lrfgh qldovih f~~dfhgfdrf h vd ldblqlbvk okd ih

    ldk~ghold nlkgr~loh fplrfdrf bf kr~h sf~kdh$

    gn~hi: qhik~ dvg~lok vhbk okgk iglrf sh~h bfolbl~ l fi ~fvirh'

    bk bf vdh okgsh~hrlqh f okdlbf~hbk vdh okldolbfdolh k dk$

    Qvidf~hnlilbhb: Skrfdolhilbhb bf qf~f okgs~kgfrlbk vd lrfgh sk~

    vdh horlqlbhb ~hvbvifdrh) bffork bf blfk) f~~k~ bf vk) hoolbfdrf)hiik fd fi `h~b}h~f) k okdblold hgnlfdrhi fprf~dh$

  • 8/3/2019 Guia de Tecnologias Biometricas

    51/52

    ]fn

    _mvfdks h r~hqfs bf:

    `rr:++knsf~qhrk~lk$ldrfok$fs

    f~ai hofnkke Knsf~qhLDRFOK`rr:++}}}$hofnkke$okg+Knsf~qhLDRFOK

    f~ai R}lrrf~ Knsf~qhLDRFOK:`rr:++}}}$r}lrrf~$okg+Knsf~qhLDRFOK

    f~ai _o~lnb Knsf~qhLDRFOK:`rr:++}}}$so~lnb$okg+Knsf~qhLDRFOK

    Ohdhi kvrvnf Knsf~qhLDRFOK:`rr:++}}}$|kvrvnf$okg+Knsf~qhLDRFOK

    ikm bfi Knsf~qhrk~lk bf ih _fmv~lbhb bf ih Ldk~ghold:`rr:++}}}$ldrfok$fs+nikms+ldrfok+_fmv~lbhb+Nikm_fmv~lbhb

    Fdqhdks rvs okdsvirhs | okgfdrh~lks h:

    knsf~qhrk~lkCldrfok$fs

    http://observatorio.inteco.es/http://www.facebook.com/ObservaINTECOhttp://www.twitter.com/ObservaINTECOhttp://www.scribd.com/ObservaINTECOhttp://www.youtube.com/ObservaINTECOhttp://www.inteco.es/blogs/inteco/Seguridad/BlogSeguridad/mailto:obbservatorio%40inteco.es?subject=http://www.inteco.es/blogs/inteco/Seguridad/BlogSeguridad/http://www.youtube.com/ObservaINTECOhttp://www.scribd.com/ObservaINTECOhttp://www.twitter.com/ObservaINTECOhttp://www.facebook.com/ObservaINTECOmailto:obbservatorio%40inteco.es?subject=http://observatorio.inteco.es/
  • 8/3/2019 Guia de Tecnologias Biometricas

    52/52

    Okd fi shr~koldlk bf: