biometria

❯♥✐✈❡rs✐❞❛❞❡ ❞❡ ❇r❛sí❧✐❛
■♥st✐t✉t♦ ❞❡ ❈✐ê♥❝✐❛s ❊①❛t❛s
❉❡♣❛rt❛♠❡♥t♦ ❞❡ ❈✐ê♥❝✐❛ ❞❛ ❈♦♠♣✉t❛çã♦

■❞❡♥t✐✜❝❛çã♦ ❇✐♦♠étr✐❝❛ ❯t✐❧✐③❛♥❞♦ ■♠♣r❡ssã♦ ❉✐❣✐t❛❧

■❣♦r ❞❡ ❈❛r✈❛❧❤♦ ❈♦❡❧❤♦

▼♦♥♦❣r❛✜❛ ❛♣r❡s❡♥t❛❞❛ ❝♦♠♦ r❡q✉✐s✐t♦ ♣❛r❝✐❛❧
♣❛r❛ ❝♦♥❝❧✉sã♦ ❞♦ ❈✉rs♦ ❞❡ ❈♦♠♣✉t❛çã♦ ✖ ▲✐❝❡♥❝✐❛t✉r❛

❖r✐❡♥t❛❞♦r
Pr♦❢✳ ❉r✳ P❡❞r♦ ❞❡ ❆③❡✈❡❞♦ ❇❡r❣❡r

❇r❛sí❧✐❛
✷✵✶✶

❯♥✐✈❡rs✐❞❛❞❡ ❞❡ ❇r❛sí❧✐❛ ✖ ❯♥❇
■♥st✐t✉t♦ ❞❡ ❈✐ê♥❝✐❛s ❊①❛t❛s
❉❡♣❛rt❛♠❡♥t♦ ❞❡ ❈✐ê♥❝✐❛ ❞❛ ❈♦♠♣✉t❛çã♦
❈✉rs♦ ❞❡ ❈♦♠♣✉t❛çã♦ ✖ ▲✐❝❡♥❝✐❛t✉r❛

❈♦♦r❞❡♥❛❞♦r✿ Pr♦❢✳ ❉r✳ ❍♦♠❡r♦ ▲✉✐③ P✐❝❝♦❧♦

❇❛♥❝❛ ❡①❛♠✐♥❛❞♦r❛ ❝♦♠♣♦st❛ ♣♦r✿
Pr♦❢✳ ❉r✳ P❡❞r♦ ❞❡ ❆③❡✈❡❞♦ ❇❡r❣❡r ✭❖r✐❡♥t❛❞♦r✮ ✖ ❈■❈✴❯♥❇
Pr♦❢✳ ❉r✳ ❋❧á✈✐♦ ❱✐❞❛❧ ✖ ❈■❈✴❯♥❇
Pr♦❢✳ ❉r✳ ❈❛♠✐❧♦ ❉♦r❡❛ ✖ ❈■❈✴❯♥❇

❈■P ✖ ❈❛t❛❧♦❣❛çã♦ ■♥t❡r♥❛❝✐♦♥❛❧ ♥❛ P✉❜❧✐❝❛çã♦
❈♦❡❧❤♦✱ ■❣♦r ❞❡ ❈❛r✈❛❧❤♦✳
■❞❡♥t✐✜❝❛çã♦ ❇✐♦♠étr✐❝❛ ❯t✐❧✐③❛♥❞♦ ■♠♣r❡ssã♦ ❉✐❣✐t❛❧ ✴ ■❣♦r ❞❡ ❈❛r✈❛✲
❧❤♦ ❈♦❡❧❤♦✳ ❇r❛sí❧✐❛ ✿ ❯♥❇✱ ✷✵✶✶✳
✻✵ ♣✳ ✿ ✐❧✳ ❀ ✷✾✱✺ ❝♠✳
▼♦♥♦❣r❛✜❛ ✭●r❛❞✉❛çã♦✮ ✖ ❯♥✐✈❡rs✐❞❛❞❡ ❞❡ ❇r❛sí❧✐❛✱ ❇r❛sí❧✐❛✱ ✷✵✶✶✳
✶✳ ❇✐♦♠❡tr✐❛✱ ✷✳ ■♠♣r❡ssã♦ ❞✐❣✐t❛❧✱ ✸✳ Pr♦❝❡ss❛♠❡♥t♦ ❞❡ ■♠❛❣❡♥s
❈❉❯ ✵✵✹✳✹

❊♥❞❡r❡ç♦✿

❯♥✐✈❡rs✐❞❛❞❡ ❞❡ ❇r❛sí❧✐❛
❈❛♠♣✉s ❯♥✐✈❡rs✐tár✐♦ ❉❛r❝② ❘✐❜❡✐r♦ ✖ ❆s❛ ◆♦rt❡
❈❊P ✼✵✾✶✵✲✾✵✵
❇r❛sí❧✐❛✕❉❋ ✖ ❇r❛s✐❧

❯♥✐✈❡rs✐❞❛❞❡ ❞❡ ❇r❛sí❧✐❛
■♥st✐t✉t♦ ❞❡ ❈✐ê♥❝✐❛s ❊①❛t❛s
❉❡♣❛rt❛♠❡♥t♦ ❞❡ ❈✐ê♥❝✐❛ ❞❛ ❈♦♠♣✉t❛çã♦

■❞❡♥t✐✜❝❛çã♦ ❇✐♦♠étr✐❝❛ ❯t✐❧✐③❛♥❞♦ ■♠♣r❡ssã♦ ❉✐❣✐t❛❧

■❣♦r ❞❡ ❈❛r✈❛❧❤♦ ❈♦❡❧❤♦

▼♦♥♦❣r❛✜❛ ❛♣r❡s❡♥t❛❞❛ ❝♦♠♦ r❡q✉✐s✐t♦ ♣❛r❝✐❛❧
♣❛r❛ ❝♦♥❝❧✉sã♦ ❞♦ ❈✉rs♦ ❞❡ ❈♦♠♣✉t❛çã♦ ✖ ▲✐❝❡♥❝✐❛t✉r❛

Pr♦❢✳ ❉r✳ P❡❞r♦ ❞❡ ❆③❡✈❡❞♦ ❇❡r❣❡r ✭❖r✐❡♥t❛❞♦r✮
❈■❈✴❯♥❇

Pr♦❢✳ ❉r✳ ❋❧á✈✐♦ ❱✐❞❛❧

Pr♦❢✳ ❉r✳ ❈❛♠✐❧♦ ❉♦r❡❛

❈■❈✴❯♥❇

❈■❈✴❯♥❇

Pr♦❢✳ ❉r✳ ❍♦♠❡r♦ ▲✉✐③ P✐❝❝♦❧♦
❈♦♦r❞❡♥❛❞♦r ❞♦ ❈✉rs♦ ❞❡ ❈♦♠♣✉t❛çã♦ ✖ ▲✐❝❡♥❝✐❛t✉r❛

❇r❛sí❧✐❛✱ ✷✼ ❞❡ ❏❛♥❡✐r♦ ❞❡ ✷✵✶✶

❉❡❞✐❝❛tór✐❛
❉❡❞✐❝♦ ❡st❡ tr❛❜❛❧❤♦ ❛ t♦❞♦s ♦s q✉❡ t❡♠ ♠❡ ❛❥✉❞❛❞♦ ♥❡ss❛ ❥♦r♥❛❞❛✳ ❆ ♠✐♥❤❛ ❢❛♠í❧✐❛✱
♥❛♠♦r❛❞❛✱ ♣r♦❢❡ss♦r❡s ❡ ❛♠✐❣♦s q✉❡ t❡♠ ♠❡ ❛❥✉❞❛❞♦ ❡♠ t✉❞♦✳

✐✈

❆❣r❛❞❡❝✐♠❡♥t♦s
❆❣r❛❞❡ç♦ ❛♦ Pr♦❢❡ss♦r P❡❞r♦ ❇❡r❣❡r ♣♦r t❡r ♠❡ ✐♥❞✐❝❛❞♦ ♦s ❝❛♠✐♥❤♦s ♣❛r❛ ❛ r❡❛❧✐③❛çã♦
❞❡ss❡ tr❛❜❛❧❤♦✳ ❇❡♠ ❝♦♠♦