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Alocação de registradores desacoplada baseada em coloração de grafos com compartilhamento hierárquico

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❆▲❖❈❆➬➹❖ ❉❊ ❘❊●■❙❚❘❆❉❖❘❊❙

❉❊❙❆❈❖P▲❆❉❆ ❇❆❙❊❆❉❆ ❊▼ ❈❖▲❖❘❆➬➹❖ ❉❊

●❘❆❋❖❙ ❈❖▼ ❈❖▼P❆❘❚■▲❍❆▼❊◆❚❖

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❆◆❉❘➱ ▲❯■❩ ❈❆▼❆❘●❖❙ ❚❆❱❆❘❊❙

❆▲❖❈❆➬➹❖ ❉❊ ❘❊●■❙❚❘❆❉❖❘❊❙

❉❊❙❆❈❖P▲❆❉❆ ❇❆❙❊❆❉❆ ❊▼ ❈❖▲❖❘❆➬➹❖ ❉❊

●❘❆❋❖❙ ❈❖▼ ❈❖▼P❆❘❚■▲❍❆▼❊◆❚❖

❍■❊❘➪❘◗❯■❈❖

❉✐ss❡rt❛çã♦ ❛♣r❡s❡♥t❛❞❛ ❛♦ Pr♦❣r❛♠❛ ❞❡ Pós✲●r❛❞✉❛çã♦ ❡♠ ❈✐ê♥❝✐❛ ❞❛ ❈♦♠♣✉t❛çã♦ ❞♦ ■♥st✐t✉t♦ ❞❡ ❈✐ê♥❝✐❛s ❊①❛t❛s ❞❛ ❯♥✐✈❡r✲ s✐❞❛❞❡ ❋❡❞❡r❛❧ ❞❡ ▼✐♥❛s ●❡r❛✐s ❝♦♠♦ r❡q✲ ✉✐s✐t♦ ♣❛r❝✐❛❧ ♣❛r❛ ❛ ♦❜t❡♥çã♦ ❞♦ ❣r❛✉ ❞❡ ▼❡str❡ ❡♠ ❈✐ê♥❝✐❛ ❞❛ ❈♦♠♣✉t❛çã♦✳

❖r✐❡♥t❛❞♦r✿ ▼❛r✐③❛ ❆♥❞r❛❞❡ ❞❛ ❙✐❧✈❛ ❇✐❣♦♥❤❛

❈♦✲❖r✐❡♥t❛❞♦r✿ ❋❡r♥❛♥❞♦ ▼❛❣♥♦ ◗✉✐♥tã♦ P❡r❡✐r❛

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❆◆❉❘➱ ▲❯■❩ ❈❆▼❆❘●❖❙ ❚❆❱❆❘❊❙

❉❊❈❖❯P▲❊❉ ●❘❆P❍✲❈❖▲❖❘■◆● ❘❊●■❙❚❊❘

❆▲▲❖❈❆❚■❖◆ ❲■❚❍ ❍■❊❘❆❘❈❍■❈❆▲ ❆▲■❆❙■◆●

❉✐ss❡rt❛t✐♦♥ ♣r❡s❡♥t❡❞ t♦ t❤❡ ●r❛❞✉❛t❡ Pr♦❣r❛♠ ✐♥ ❈♦♠♣✉t❡r ❙❝✐❡♥❝❡ ♦❢ t❤❡ ❋❡❞✲ ❡r❛❧ ❯♥✐✈❡rs✐t② ♦❢ ▼✐♥❛s ●❡r❛✐s ✐♥ ♣❛rt✐❛❧ ❢✉❧✜❧❧♠❡♥t ♦❢ t❤❡ r❡q✉✐r❡♠❡♥ts ❢♦r t❤❡ ❞❡✲ ❣r❡❡ ♦❢ ▼❛st❡r ✐♥ ❈♦♠♣✉t❡r ❙❝✐❡♥❝❡✳

❆❞✈✐s♦r✿ ▼❛r✐③❛ ❆♥❞r❛❞❡ ❞❛ ❙✐❧✈❛ ❇✐❣♦♥❤❛

❈♦✲❆❞✈✐s♦r✿ ❋❡r♥❛♥❞♦ ▼❛❣♥♦ ◗✉✐♥tã♦ P❡r❡✐r❛

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✷✵✶✶✱ ❆♥❞ré ▲✉✐③ ❈❛♠❛r❣♦s ❚❛✈❛r❡s✳

❚♦❞♦s ♦s ❞✐r❡✐t♦s r❡s❡r✈❛❞♦s✳

❚❛✈❛r❡s✱ ❆♥❞ré ▲✉✐③ ❈❛♠❛r❣♦s

❚✷✸✶❛ ❉❡❝♦✉♣❧❡❞ ●r❛♣❤✲❈♦❧♦r✐♥❣ ❘❡❣✐st❡r ❆❧❧♦❝❛t✐♦♥ ✇✐t❤ ❍✐❡r❛r❝❤✐❝❛❧ ❆❧✐❛s✐♥❣ ✴ ❆♥❞ré ▲✉✐③ ❈❛♠❛r❣♦s ❚❛✈❛r❡s✳ ✖ ❇❡❧♦ ❍♦r✐③♦♥t❡✱ ✷✵✶✶

①✈✐✐✐✱ ✼✼ ❢✳ ✿ ✐❧✳ ❀ ✷✾❝♠

❉✐ss❡rt❛çã♦ ✭♠❡str❛❞♦✮ ✖ ❋❡❞❡r❛❧ ❯♥✐✈❡rs✐t② ♦❢ ▼✐♥❛s ●❡r❛✐s

❖r✐❡♥t❛❞♦r✿ ▼❛r✐③❛ ❆♥❞r❛❞❡ ❞❛ ❙✐❧✈❛ ❇✐❣♦♥❤❛

❈♦✲❖r✐❡♥t❛❞♦r✿ ❋❡r♥❛♥❞♦ ▼❛❣♥♦ ◗✉✐♥tã♦ P❡r❡✐r❛

■✳ ❖r✐❡♥t❛❞♦r ■■✳ ❈♦✲❖r✐❡♥t❛❞♦r✳ ■■■✳ ❚ít✉❧♦✳

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❆❝❦♥♦✇❧❡❞❣♠❡♥ts

■ ✇♦✉❧❞ ❧✐❦❡ t♦ t❤❛♥❦ ❡✈❡r②♦♥❡ t❤❛t ♣❛rt✐❝✐♣❛t❡❞ ✐♥ t❤✐s t❤❡s✐s✳ ■ ❛♠ ❤❡❛rt✐❧② t❤❛♥❦❢✉❧ t♦ ♠② ❝♦✲❛❞✈✐s♦r✱ ❋❡r♥❛♥❞♦ P❡r❡✐r❛✱ ✇❤♦s❡ ❡♥❝♦✉r❛❣❡♠❡♥t✱ ❣✉✐❞❛♥❝❡ ❛♥❞ s✉♣♣♦rt ❢r♦♠ t❤❡ ✐♥✐t✐❛❧ t♦ t❤❡ ✜♥❛❧ ❧❡✈❡❧ ❡♥❛❜❧❡❞ ♠❡ t♦ ❞❡✈❡❧♦♣ ❛♥ ✉♥❞❡rst❛♥❞✐♥❣ ♦❢ t❤❡ s✉❜❥❡❝t✳ ■ ❛❧s♦ t❤❛♥❦ ♠② ❛❞✈✐s♦r ▼❛r✐③❛ ❇✐❣♦♥❤❛ ❛♥❞ ❘♦❜❡rt♦ ❇✐❣♦♥❤❛ ❢♦r t❤❡✐r s✉♣♣♦rt ❛♥❞ ❜❡❧✐❡❢ ✐♥ ♠② ✇♦r❦✳ ▼❛♥② t❤❛♥❦s ❣♦ t♦ ❛❧❧ ♠② ❧❛❜ ❝♦❧❧❡❛❣✉❡s✱ ❢♦r ♠❛♥② ❤❛♣♣② ♠♦♠❡♥ts ❛♥❞ ❢r✉✐t❢✉❧ ❞✐s❝✉ss✐♦♥s✳ ❚❤❡② ❛r❡ ❆♥❞r❡✐ ❘✐♠s❛✱ ❘♦❞r✐❣♦ ❙♦❧✱ ❘✐❝❛r❞♦ ❚❡rr❛✱ ❈és❛r ❈♦✉t♦✱ ●✐s❡❧❧❡ ▼❛❝❤❛❞♦✱ ▲❡♦♥❛r❞♦ ❘❡✐s✱ ❛♥❞ ♠❛♥② ♦t❤❡rs✳

▼❛♥② t❤❛♥❦s ❣♦❡s t♦ ❋❛❜r✐❝❡ ❘❛st❡❧❧♦✱ ✇❤♦ ❜❡❧✐❡✈❡❞ ✐♥ ♠❡ ❛♥❞ ❣❛✈❡ ♠❡ ❛♥ ❡①✲ tr❛♦r❞✐♥❛r② ♦♣♣♦rt✉♥✐t② t♦ s♣❡♥❞ ❢♦✉r ♠♦♥t❤s ❛t ❤✐s ❧❛❜ ❛t ▲②♦♥✱ ❋r❛♥❝❡✳ ■ ✇♦✉❧❞ ❧✐❦❡ t♦ s❤♦✇ ♠② ❣r❛t✐t✉❞❡ t♦ ❈❤r✐st♦♣❤❡ ●✉✐❧❧♦♥ ❢♦r ♠❛♥② ❢r✉✐t❢✉❧ ❞✐s❝✉ss✐♦♥s✳ ❋♦r ♠② ❢r❡♥❝❤ ❧❛❜ ❝♦❧❧❡❛❣✉❡s ✕ ◗✉❡♥t✐♥ ❈♦❧♦♠❜❡t✱ ❇❡♥♦✐t ❇♦✐ss✐♥♦t ❛♥❞ ❋❧♦r✐❛♥ ❇r❛♥❞♥❡r ✕ ■ ✇♦✉❧❞ ❧✐❦❡ t♦ s❛②✿ ♠❡r❝✐ ♣♦✉r ✈♦s ❝♦♥tr✐❜✉t✐♦♥s ❞❛♥s ♠❛ t❤ès❡✱ ♣♦✉r t♦✉s ❧❡s ♠♦♠❡♥ts ❛❣ré❛❜❧❡s✱ ❡t ♣♦✉r t♦✉s ❧❡s ❢r♦♠❛❣❡s ❡t ❞✉ ✈✐♥ ❢r❛♥ç❛✐s ♥♦✉s ❛✈♦♥s ♣❛rt❛❣é✱ s♣é❝✐❛❧❡♠❡♥t ❧❛ r❛❝❧❡tt❡ ❞❡ ❈❤❛♠♦♥✐①✳

▲❛st ❜✉t ♥♦t ❧❡❛st✱ ■ ✇♦✉❧❞ ❧✐❦❡ t♦ s❤♦✇ ♠② ❞❡❡♣❡st ❣r❛t✐t✉❞❡ t♦ ♠② ❜❡❧♦✈❡❞ ❜r✐❞❡ ❛♥❞ ❢✉t✉r❡ ✇✐❢❡✱ ▲❛✉r❛ ●❛❧❧♦✳ ❙❤❡ ❤❛s ♠❛❞❡ ❛✈❛✐❧❛❜❧❡ ❤❡r s✉♣♣♦rt ✐♥ ❛ ♥✉♠❜❡r ♦❢ ✇❛②s ✐♥ ❛♥♦t❤❡r ✐♠♣♦rt❛♥t ❛❝❤✐❡✈❡♠❡♥t ♦❢ ♠② ❧✐❢❡✳ ❚❤❛♥❦s t♦ ♠② ♠♦t❤❡r✱ ♠② st❡♣✲❢❛t❤❡r✱ ❊❞✉❛r❞♦ ●r✐❜❡❧✱ ♠② ❢❛♠✐❧② ❛♥❞ ❢r✐❡♥❞s✱ ✇❤✐❝❤ ■ ♣r❡❢❡r t♦ ♥♦t ❝✐t❡ ❜② ♥❛♠❡ ❜❡❝❛✉s❡ t❤❡② ❛r❡ ♠❛♥②✱ ❢♦r t❤❡✐r ✉♥❝♦♥❞✐t✐♦♥❛❧ s✉♣♣♦rt✳

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❘❡s✉♠♦

❘❡s✉❧t❛❞♦s r❡❝❡♥t❡s ❞❡♠♦♥str❛♠ ❝♦♠♦ ❢❛③❡r ❛❧♦❝❛çã♦ ❞❡ r❡❣✐str❛❞♦r❡s ❜❛s❡❛❞❛ ❡♠ ❝♦✲ ❧♦r❛çã♦ ❞❡ ❣r❛❢♦s q✉❡ ❞❡s❛❝♦♣❧❛ ♦ ❞❡rr❛♠❛♠❡♥t♦ ❞❛ ❛tr✐❜✉✐çã♦ ❞❡ r❡❣✐str❛❞♦r❡s✳ ❆ ❛❜♦r❞❛❣❡♠ ❞❡s❛❝♦♣❧❛❞❛ t❡♠ ❞✉❛s ✈❛♥t❛❣❡♥s✿ ♣r✐♠❡✐r♦✱ s✐♠♣❧✐✜❝❛ ♦s ❛❧❣♦r✐t♠♦s ❞❡ ❛❧♦❝❛çã♦ ❞❡ r❡❣✐str❛❞♦r❡s✳ ❙❡❣✉♥❞♦✱ ♣♦❞❡✲s❡ ♠❛♥t❡r ♠❛✐s ✈❛r✐á✈❡✐s ❡♠ r❡❣✐str❛❞♦r❡s✱ ❡♠ ✈❡③ ❞❡ ❡♥✈✐á✲❧❛s ♣❛r❛ ❛ ♠❡♠ór✐❛✳ ❆♣❡s❛r ❞❡ss❛s ✈❛♥t❛❣❡♥s✱ ♦ ♠♦❞❡❧♦ ❞❡s❛❝♦♣❧❛❞♦ ✉s❛♥❞♦ ❣r❛❢♦s ❞❡ ✐♥t❡r❢❡rê♥❝✐❛✱ ❝♦♠♦ ❞❡s❝r✐t♦ ♣♦r tr❛❜❛❧❤♦s ❛♥t❡r✐♦r❡s✱ ♥ã♦ ❧❡✈❛ ❡♠ ❝♦♥✲ s✐❞❡r❛çã♦ ♦ ❝♦♠♣❛rt✐❧❤❛♠❡♥t♦ ❞❡ r❡❣✐str❛❞♦r❡s✱ ✉♠ ❢❡♥ô♠❡♥♦ ♣r❡s❡♥t❡ ❡♠ ❛rq✉✐t❡t✉r❛s ❝♦♠♦ ①✽✻✱ ❆❘▼ ❡ ❙P❆❘❈✳ ❯♠ ♦❜stá❝✉❧♦ ✐♠♣♦rt❛♥t❡ é ♦ ❢❛t♦ ❞❡ q✉❡ ♦s ❛❧❣♦r✐t♠♦s ❞❡s❛❝♦♣❧❛❞♦s ❡①✐st❡♥t❡s ❢❛③❡♠ ✉♠❛ ❡①t❡♥s✐✈❛ ❞✐✈✐sã♦ ❞♦ t❡♠♣♦ ❞❡ ✈✐❞❛ ❞❛s ✈❛r✐á✈❡✐s ♣❛r❛ tr❛t❛r ❞❡ ❝♦♠♣❛rt✐❧❤❛♠❡♥t♦✱ ♦ q✉❡ ❛✉♠❡♥t❛ ♦s ❣r❛❢♦s ❞❡ ❡♥tr❛❞❛ ♣♦r ✉♠ ❢❛t♦r q✉❛❞rát✐❝♦✳ ❚❛✐s ❛❧♦❝❛❞♦r❡s sã♦ ✐♥❡✜❝✐❡♥t❡s ❡♠ t❡r♠♦s ❞❡ ❝♦♥s✉♠♦ ❞❡ ♠❡♠ór✐❛✱ t❡♠♣♦ ❞❡ ❝♦♠♣✐❧❛çã♦ ❡ q✉❛❧✐❞❛❞❡ ❞❡ ❝ó❞✐❣♦ ♣r♦❞✉③✐❞♦✳

❊st❛ ❞✐ss❡rt❛çã♦ ✐♥tr♦❞✉③ té❝♥✐❝❛s ♣❛r❛ ❝♦♥t♦r♥❛r ❡ss❡ ♦❜stá❝✉❧♦✳ ➱ ❞❡s❝r✐t♦ ✉♠ t❡st❡ ❞❡ ❞❡rr❛♠❛♠❡♥t♦ ♣❛r❛ ❛rq✉✐t❡t✉r❛s ❝♦♠ ❝♦♠♣❛rt✐❧❤❛♠❡♥t♦ ♠❡❧❤♦r q✉❡ ♦ tr❛❞✐✲ ❝✐♦♥❛❧ t❡st❡ ❞❡ s✐♠♣❧✐✜❝❛çã♦ ❞❡ ❑❡♠♣❡✳ ❋♦✐ ✉s❛❞❛ ✉♠❛ ❤❡✉ríst✐❝❛ ♣❛r❛ ❢✉♥❞✐r ✕ ♦✉ ❡✈✐t❛r ❛ ❞✐✈✐sã♦ ✕ t❡♠♣♦ ❞❡ ✈✐❞❛ s❡♠♣r❡ q✉❡ ♣♦ssí✈❡❧✱ ❡ ❢♦r❛♠ ❛❞❛♣t❛❞♦s ❝♦♥❤❡❝✐❞♦s ❛❧❣♦r✐t♠♦s ❞❡ ❢✉sã♦ ❞❡ r❡❣✐str❛❞♦r❡s✳ P❛r❛ s❡ ❞❡t❡r♠✐♥❛r ❛ ♠❡❧❤♦r r❡♣r❡s❡♥t❛çã♦ ✐♥t❡r✲ ♠❡❞✐ár✐❛ ♣❛r❛ ❛s té❝♥✐❝❛s ❞❡s❝r✐t❛s✱ ❛s s❡❣✉✐♥t❡s ♦♣çõ❡s ❢♦r❛♠ ❡st✉❞❛❞❛s✿ ❙t❛t✐❝ ❙✐♥❣❧❡ ❆ss✐❣♥♠❡♥t ✭❙❙❆✮✱ ❙t❛t✐❝ ❙✐♥❣❧❡ ■♥❢♦r♠❛t✐♦♥ ✭❙❙■✮✱ ❡①t❡♥❞❡❞ ❙❙❆ ✭❡✲❙❙❆✮ ❡ ❊❧❡♠❡♥✲ t❛r② ❋♦r♠✳ ◆❡ss❡ ♣r♦❝❡ss♦ ❢♦✐ ❞❡s❡♥✈♦❧✈✐❞♦ ✉♠ ❛❧❣♦r✐t♠♦ ♣❛r❛ ❡✜❝✐❡♥t❡♠❡♥t❡ ❝r✐❛r ❙❙■ ❡ ❡✲❙❙❆✳

❖s r❡s✉❧t❛❞♦s ❢♦r❛♠ ✈❛❧✐❞❛❞♦s ❡♠♣✐r✐❝❛♠❡♥t❡ ❛♦ ♠♦str❛r q✉❡ ❛s té❝♥✐❝❛s ❞❡s❝r✐t❛s ♠❡❧❤♦r❛♠ ❞♦✐s ❝♦♥❤❡❝✐❞♦s ❛❧♦❝❛❞♦r❡s ❞❡ r❡❣✐str❛❞♦r❡s ❜❛s❡❛❞♦s ❡♠ ❝♦❧♦r❛çã♦ ❞❡ ❣r❛❢♦s ♣❛r❛ ❛rq✉✐t❡t✉r❛s ❝♦♠ ❝♦♠♣❛rt✐❧❤❛♠❡♥t♦✱ sã♦ ❡❧❡s✿ ❛ ❡①t❡♥sã♦ ❞❡ ❙♠✐t❤ ❡t ❛❧✳ ❬❙❘❍✵✹❪ ❞♦ ■t❡r❛t❡❞ ❘❡❣✐st❡r ❈♦❛❧❡s❝❡r ✭■❘❈✮ ❬●❆✾✻❪❀ ❡ ♦ ♠ét♦❞♦ ❞❡ ❢♦rç❛ ❜r✉t❛ ❞♦ ❇♦✉❝❤❡③ ❡t ❛❧✳ ❬❇❉❘✵✽❪✳ ❆♦ s❡ ❡①❡❝✉t❛r ❛s té❝♥✐❝❛s ♥♦ ❙P❊❈ ❈P❯ ✷✵✵✵✱ ❢♦✐ ♣♦ssí✈❡❧ r❡❞✉③✐r ♦ t❛♠❛♥❤♦ ❞♦s ❣r❛❢♦s ❞❡ ✐♥t❡r❢❡rê♥❝✐❛ ❞♦s ❛❧♦❝❛❞♦r❡s ♣♦r ✉♠ ❢❛t♦r ❞❡ ✹✱ ❡ ❛ q✉❛❧✐❞❛❞❡ ❞♦ ■❘❈ ❢♦✐ ♠❡❧❤♦r❛❞❛✱ ❡♠ t❡r♠♦s ❞❡ ❝ó♣✐❛s ✐♥s❡r✐❞❛s ♥♦ ♣r♦❣r❛♠❛ ❛ss❡♠❜❧②✱ ❞❡ ✶✳✺✪

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♣❛r❛ ✵✳✺✹✪✳

P❛❧❛✈r❛s✲❝❤❛✈❡✿ ❈♦♠♣✐❧❛❞♦r❡s✱ ❆❧♦❝❛çã♦ ❞❡ ❘❡❣✐str❛❞♦r❡s✱ ❋✉sã♦ ❞❡ ❘❡❣✐str❛❞♦r❡s✱ ❈♦♠♣❛rt✐❧❤❛♠❡♥t♦ ❞❡ ❘❡❣✐str❛❞♦r❡s✱ ❉❡s❛❝♦♣❧❛❞❛✳

(13)

❆❜str❛❝t

❘❡❝❡♥t r❡s✉❧ts ❤❛✈❡ s❤♦✇♥ ❤♦✇ t♦ ❞♦ ❣r❛♣❤✲❝♦❧♦r✐♥❣✲❜❛s❡❞ r❡❣✐st❡r ❛❧❧♦❝❛t✐♦♥ ✐♥ ❛ ✇❛② t❤❛t ❞❡❝♦✉♣❧❡s s♣✐❧❧✐♥❣ ❢r♦♠ r❡❣✐st❡r ❛ss✐❣♥♠❡♥t✳ ❚❤✐s ❞❡❝♦✉♣❧❡❞ ❛♣♣r♦❛❝❤ ❤❛s t✇♦ ♠❛✐♥ ❛❞✈❛♥t❛❣❡s✿ ✜rst✱ ✐t s✐♠♣❧✐✜❡s r❡❣✐st❡r ❛❧❧♦❝❛t✐♦♥ ❛❧❣♦r✐t❤♠s✳ ❙❡❝♦♥❞✱ ✐t ♠✐❣❤t ❦❡❡♣ ♠♦r❡ ✈❛r✐❛❜❧❡s ✐♥ r❡❣✐st❡rs✱ ✐♥st❡❛❞ ♦❢ s❡♥❞✐♥❣ t❤❡♠ t♦ ♠❡♠♦r②✳ ■♥ s♣✐t❡ ♦❢ t❤❡s❡ ❛❞✈❛♥t❛❣❡s✱ t❤❡ ❞❡❝♦✉♣❧❡❞ ♠♦❞❡❧ ✉s✐♥❣ t❤❡ ❣r❛♣❤ ❝♦❧♦r✐♥❣ ❛♣♣r♦❛❝❤✱ ❛s ❞❡s❝r✐❜❡❞ ✐♥ ♣r❡✈✐♦✉s ✇♦r❦s✱ ❞♦ ♥♦t ❤❛♥❞❧❡ r❡❣✐st❡r ❛❧✐❛s✐♥❣✱ ❛ ♣❤❡♥♦♠❡♥♦♥ ♣r❡s❡♥t ✐♥ ❛r❝❤✐t❡❝t✉r❡s s✉❝❤ ❛s ①✽✻✱ ❆❘▼ ❛♥❞ ❙♣❛r❝✳ ❆♥ ✐♠♣♦rt❛♥t ♦❜st❛❝❧❡ ✐s t❤❡ ❢❛❝t t❤❛t ❡①✐st✐♥❣ ❞❡❝♦✉✲ ♣❧❡❞ ❛❧❣♦r✐t❤♠s ❤❛✈❡ t♦ ♣❡r❢♦r♠ ❡①t❡♥s✐✈❡ ❧✐✈❡ r❛♥❣❡ s♣❧✐tt✐♥❣ t♦ ❞❡❛❧ ✇✐t❤ ❛❧✐❛s✐♥❣✱ ✐♥❝r❡❛s✐♥❣ t❤❡ ✐♥♣✉t ❣r❛♣❤s ❜② ❛ q✉❛❞r❛t✐❝ ❢❛❝t♦r✳ ❙✉❝❤ ❛❧❧♦❝❛t♦rs ✇♦✉❧❞ ❜❡ ✐♥❡✣❝✐❡♥t ✐♥ t❡r♠s ♦❢ ♠❡♠♦r② ❝♦♥s✉♠♣t✐♦♥✱ ❝♦♠♣✐❧❛t✐♦♥ t✐♠❡ ❛♥❞ t❤❡ q✉❛❧✐t② ♦❢ t❤❡ ❝♦❞❡ t❤❡② ♣r♦❞✉❝❡✳

■♥ t❤✐s t❤❡s✐s ✇❡ ✐♥tr♦❞✉❝❡ ❛ ♥✉♠❜❡r ♦❢ t❡❝❤♥✐q✉❡s t❤❛t ♦✈❡r❝♦♠❡ t❤✐s ♦❜st❛❝❧❡✳ ❲❡ ❞❡s❝r✐❜❡ ❛ s♣✐❧❧ t❡st t❤❛t ❞❡❛❧s ✇✐t❤ ❛❧✐❛s✐♥❣ ❜❡tt❡r t❤❛♥ ❑❡♠♣❡✬s tr❛❞✐t✐♦♥❛❧ s✐♠✲ ♣❧✐✜❝❛t✐♦♥ t❡st✳ ❲❡ ✉s❡ ❤❡✉r✐st✐❝s t♦ ♠❡r❣❡ ✕ ♦r r❛t❤❡r ❛✈♦✐❞ s♣❧✐tt✐♥❣ ✕ ❧✐✈❡ r❛♥❣❡s ✇❤❡♥❡✈❡r ♣♦ss✐❜❧❡✱ ❛♥❞ ✇❡ ❛❞❛♣t ✇❡❧❧✲❦♥♦✇♥ ❝♦❛❧❡s❝✐♥❣ t❡sts t♦ t❤❡ ✇♦r❧❞ ♦❢ ❛❧✐❛s❡❞ r❡❣✐st❡rs✳ ■♥ ♦r❞❡r t♦ ❞❡t❡r♠✐♥❡ t❤❡ ❜❡st ✐♥t❡r❢❡r❡♥❝❡ r❡♣r❡s❡♥t❛t✐♦♥ ❢♦r t❤❡ t❡❝❤♥✐q✉❡s✱ ✇❡ ❤❛✈❡ st✉❞✐❡❞ t❤❡ ❢♦❧❧♦✇✐♥❣ ♦♣t✐♦♥s✿ ❙✐♥❣❧❡ ❙t❛t✐❝ ❆ss✐❣♥♠❡♥t ✭❙❙❆✮✱ ❙✐♥❣❧❡ ❙t❛t✐❝ ■♥❢♦r♠❛t✐♦♥ ✭❙❙■✮✱ ❡①t❡♥❞❡❞ ❙❙❆ ✭❡✲❙❙❆✮ ❛♥❞ ❊❧❡♠❡♥t❛r② ❋♦r♠✳ ■♥ t❤✐s ♣r♦❝❡ss ✇❡ ❤❛✈❡ ❞❡✈❡❧♦♣❡❞ ❛♥ ❛❧❣♦r✐t❤♠ t♦ ❡✣❝✐❡♥t❧② ❝r❡❛t❡ ❙❙■ ❛♥❞ ❡✲❙❙❆✳

❲❡ ❤❛✈❡ ❡♠♣✐r✐❝❛❧❧② ✈❛❧✐❞❛t❡❞ ♦✉r r❡s✉❧ts ❜② s❤♦✇✐♥❣ ❤♦✇ ♦✉r t❡❝❤♥✐q✉❡s ✐♠♣r♦✈❡ t✇♦ ✇❡❧❧ ❦♥♦✇♥ ❣r❛♣❤ ❝♦❧♦r✐♥❣ ❜❛s❡❞ ❛❧❧♦❝❛t♦rs t❤❛t ❞❡❛❧ ✇✐t❤ ❛❧✐❛s❡❞ r❡❣✐st❡rs✱ ♥❛♠❡❧② ❙♠✐t❤ ❡t ❛❧✳✬s ❡①t❡♥s✐♦♥ ❬❙❘❍✵✹❪ ♦❢ t❤❡ ■t❡r❛t❡❞ ❘❡❣✐st❡r ❈♦❛❧❡s❝❡r ✭■❘❈✮ ❬●❆✾✻❪✱ ❛♥❞ ❇♦✉❝❤❡③ ❡t ❛❧✳✬s ❜r✉t❡ ❢♦r❝❡ ✭❇❋✮ ♠❡t❤♦❞ ❬❇❉❘✵✽❪✳ ❘✉♥♥✐♥❣ ♦✉r t❡❝❤♥✐q✉❡s ♦♥ ❛ s✉❜s❡t ❙P❊❈ ❈P❯ ✷✵✵✵✱ ✇❡ ❤❛✈❡ ❜❡❡♥ ❛❜❧❡ t♦ r❡❞✉❝❡ t❤❡ s✐③❡ ♦❢ t❤❡ ✐♥t❡r❢❡r❡♥❝❡ ❣r❛♣❤s t❤❛t t❤❡ ❛❧❧♦❝❛t♦rs ✇♦✉❧❞ r❡q✉✐r❡ ❜② ❛ ❢❛❝t♦r ♦❢ ✹✱ ❛♥❞ ✇❡ ❤❛✈❡ ✐♠♣r♦✈❡❞ t❤❡ q✉❛❧✐t② ♦❢ ■❘❈✱ ✐♥ t❡r♠s ♦❢ ♣r♦♣♦rt✐♦♥ ♦❢ ❝♦♣✐❡s ❧❡❢t ✐♥ t❤❡ ❛ss❡♠❜❧② ♣r♦❣r❛♠✱ ❢r♦♠ ✶✳✺✪ t♦ ✵✳✺✹✪✳

❑❡②✇♦r❞s✿ ❈♦♠♣✐❧❡r✱ ❘❡❣✐st❡r ❆❧❧♦❝❛t✐♦♥✱ ❘❡❣✐st❡r ❈♦❛❧❡s❝✐♥❣✱ ❆❧✐❛s✐♥❣✱ ❉❡❝♦✉♣❧❡❞✳

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▲✐st ♦❢ ❋✐❣✉r❡s

✷✳✶ ❊①❛♠♣❧❡ ♦❢ t❤❡ ✉s❡ ♦❢ ❙❙❆ ♦♥ ✐♥❢♦r♠❛t✐♦♥ ❛♥❛❧②s✐s✳ ✭❛✮ ❖r✐❣✐♥❛❧ ♣r♦❣r❛♠✳ ✭❜✮ ❙❙❆ ♣r♦❣r❛♠✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✻ ✷✳✷ ❊①❛♠♣❧❡ ♦❢ t❤❡ ✉s❡ ♦❢ ❙❙■ ❛♥❞ ❡✲❙❙❆ ♦♥ ✐♥❢♦r♠❛t✐♦♥ ❛♥❛❧②s✐s✳ ✭❛✮ ❖r✐❣✐♥❛❧

♣r♦❣r❛♠✳ ✭❜✮ ❙❙■ ♣r♦❣r❛♠✳ ✭❝✮ ❡✲❙❙❆ ♣r♦❣r❛♠✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✽

✸✳✶ ❆♥ ❡①❛♠♣❧❡ ♣r♦❣r❛♠✳ ✭❛✮ ❖r✐❣✐♥❛❧ ♣r♦❣r❛♠✳ ✭❜✮ ▲✐✈❡ ❘❛♥❣❡ ♦❢ t❤❡ ✈❛r✐✲ ❛❜❧❡s✳ ✭❝✮ Pr♦❣r❛♠ ✐♥ ❊❧❡♠❡♥t❛r② ❋♦r♠✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✹ ✸✳✷ ❙✉❜s❡t ♦❢ t❤❡ r❡❣✐st❡r ❜❛♥❦ ❢r♦♠ t❤❡ ①✽✻ ❛r❝❤✐t❡❝t✉r❡✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✺ ✸✳✸ ❈❤❛✐t✐♥✬s ❣r❛♣❤ ❝♦❧♦r✐♥❣ r❡❣✐st❡r ❛❧❧♦❝❛t♦r✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✼ ✸✳✹ ●r❛♣❤✲❝♦❧♦r✐♥❣✲❜❛s❡❞ r❡❣✐st❡r ❛❧❧♦❝❛t✐♦♥✳ ✭❛✮ ❊①❛♠♣❧❡ ♣r♦❣r❛♠✳ ✭❜✮ Pr♦✲

❣r❛♠✬s ✐♥t❡r❢❡r❡♥❝❡ ❣r❛♣❤❀ sq✉❛r❡s ❞❡♥♦t❡ ❞♦✉❜❧❡ ♣r❡❝✐s✐♦♥ ✈❛❧✉❡s✳ ✭❝✮ Pr♦✲ ❣r❛♠ ❛❢t❡r s♣✐❧❧✐♥❣ ✈❛r✐❛❜❧❡ ❛✳ ✭❞✮ ◆❡✇ ✐♥t❡r❢❡r❡♥❝❡ ❣r❛♣❤✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✽ ✸✳✺ ❇r✐❣❣s✬ ❣r❛♣❤ ❝♦❧♦r✐♥❣ r❡❣✐st❡r ❛❧❧♦❝❛t♦r✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✾ ✸✳✻ ■t❡r❛t❡❞ ❘❡❣✐st❡r ❈♦❛❧❡s❝✐♥❣ ❣r❛♣❤ ❝♦❧♦r✐♥❣ r❡❣✐st❡r ❛❧❧♦❝❛t♦r✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✷✵ ✸✳✼ ✭❛✮ ❚❤❡ ♣r♦❣r❛♠ ❢r♦♠ ❋✐❣✉r❡ ✸✳✹ ✐♥ ❡❧❡♠❡♥t❛r② ❢♦r♠✳ ✭❜✮ ❚❤❡ ✐♥t❡r❢❡r❡♥❝❡

❣r❛♣❤ ♦❢ t❤❡ ❡❧❡♠❡♥t❛r② ♣r♦❣r❛♠✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✷✹ ✸✳✽ P❡r❡✐r❛ ❛♥❞ P❛❧s❜❡r❣✬s ♣✉③③❧❡ ♥♦t❛t✐♦♥ ❬PP✵✽❪✿ ❛r❡❛s r❡♣r❡s❡♥t t❤❡ r❡❣✐st❡r

❜❛♥❦✱ ❛♥❞ ♣✐❡❝❡s r❡♣r❡s❡♥t t❤❡ ♣r♦❣r❛♠ ✈❛r✐❛❜❧❡s✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✷✺ ✸✳✾ ❘❡❣✐st❡r ❛❧❧♦❝❛t✐♦♥ ❜② ♣✉③③❧❡ s♦❧✈✐♥❣✳ ✭❛✮ ❊❛❝❤ ✉♥❝♦♥♥❡❝t❡❞ ❣r❛♣❤ ❢r♦♠

❋✐❣✉r❡ ✸✳✼ ✭❜✮ ✐s r❡❞✉❝❡❞ t♦ ❛ ♣✉③③❧❡✱ s♦❧✈❛❜❧❡ ✐♥ ♣♦❧②♥♦♠✐❛❧ t✐♠❡✳ ✭❜✮ ❖✉r ❤②♣♦t❤❡t✐❝❛❧ ❛r❝❤✐t❡❝t✉r❡ ♣r♦✈✐❞❡s t✇♦ ❛❧✐❛s❡❞ r❡❣✐st❡rs✳ ✭❝✮ ❚❤❡ s♦❧✉t✐♦♥ ♦❢ t❤❡ ♣✉③③❧❡s ✐s ♠❛♣♣❡❞ t♦ ❛ss❡♠❜❧② ❝♦❞❡✳ ❚❤❡ ❜♦❧❞ ✐♥str✉❝t✐♦♥s ❛r❡ ❝♦❞❡ ♥❡❝❡ss❛r② t♦ ♣r❡s❡r✈❡ t❤❡ s❡♠❛♥t✐❝s ♦❢ t❤❡ ♦r✐❣✐♥❛❧ ♣r♦❣r❛♠✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✷✺

✹✳✶ ❆ ❞❡❝♦✉♣❧❡❞ r❡✲✐♠♣❧❡♠❡♥t❛t✐♦♥ ♦❢ t❤❡ ■t❡r❛t❡❞ ❘❡❣✐st❡r ❈♦❛❧❡s❝❡r✱ ✇❤✐❝❤ ✇❡ ✉s❡ ✐♥ t❤❡ ❡①♣❡r✐♠❡♥ts ♦❢ ❈❤❛♣t❡r ✺✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✸✹

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✹✳✷ ❙♠✐t❤ ❡t ❛❧✳ ❙✐♠♣❧✐✜❝❛t✐♦♥ t❡st✳ ✭❛✮ ❆ ❝♦♥♥❡❝t❡❞ ❝♦♠♣♦♥❡♥t ♦❢ t❤❡ ❣r❛♣❤ ✐♥ ❋✐❣✉r❡ ✸✳✼ ✭❜✮✳ ✭❜✮ ❲♦rst ❝❛s❡ ❛❧❧♦❝❛t✐♦♥ ❢♦r ❡❛❝❤ ✈❛r✐❛❜❧❡✳ ✭❝✮ ❆ t✐❞② ❛❧❧♦❝❛t✐♦♥ ♣r♦❞✉❝❡❞ ❜② ❛ ♣✉③③❧❡ s♦❧✈❡r✳ ✭❞✮ ❱❛r✐❛❜❧❡ ♠❡r❣✐♥❣ ❣✉✐❞❡❞ ❜② t❤❡ ♣✉③③❧❡ s♦❧✈❡r✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✸✺ ✹✳✸ ❇♦✉❝❤❡③ ❡t ❛❧✳✬s ❜r✉t❡✲❢♦r❝❡ r❡❣✐st❡r ❝♦❛❧❡s❝❡r✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✸✼ ✹✳✹ ❚❤❡ ❣r♦✇t❤ ✐♥ t❤❡ ♥✉♠❜❡r ♦❢ ♣r♦❣r❛♠ ✈❛r✐❛❜❧❡s ❞✉❡ t♦ t❤❡ ❝♦♥✈❡rs✐♦♥ t♦

❡❧❡♠❡♥t❛r②✲❢♦r♠✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✸✽ ✹✳✺ ❙✐♠♣❧❡ ❧✐✈❡ r❛♥❣❡ ♠❡r❣✐♥❣ ❛♣♣❧✐❡❞ ♦♥ ♣❛rt ♦❢ t❤❡ ❣r❛♣❤ ♦❢ ❋✐❣✉r❡ ✸✳✼✳ ❈♦♥✲

s✐❞❡r✐♥❣ t✇♦ ❞♦✉❜❧❡ ♣r❡❝✐s✐♦♥ r❡❣✐st❡rs ❛✈❛✐❧❛❜❧❡✱ ✇❡ ❝❛♥ ♠❡r❣❡ ❛❧❧ t❤❡ s✉❜✲ ❣r❛♣❤s ❜✉t t❤❡ ❧❛st✱ ❜❡❝❛✉s❡ t❤❡ sq✉❡❡③❡ ♦❢ ❊4 ✐s ✹✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✹✵

✹✳✻ ❆ ❝♦♥str✉❝t❡❞ ❡①❛♠♣❧❡ s❤♦✇✐♥❣ ♣✉♥❝t✉❛❧ ♠❡r❣✐♥❣✳ ✭❛✮ ❚❤❡ ❡❧❡♠❡♥t❛r②✲ ❢♦r♠ ♣r♦❣r❛♠✳ ✭❜✮ ❚❤❡ ✐♥t❡r❢❡r❡♥❝❡ ❣r❛♣❤✳ ✭❝✮ ❚❤❡ s♦❧✉t✐♦♥ ♦❢ ♣✉♥❝t✉❛❧ ❝♦❛❧❡s❝✐♥❣✳ ✭❞✮ ❚❤❡ s♦❧✉t✐♦♥ ♦❢ ♣✉♥❝t✉❛❧ ♠❡r❣✐♥❣✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✹✷

✺✳✶ ❊①❛♠♣❧❡ ♦❢ ♥♦♥✲r❡❝✉rs✐✈❡ ❢❛❝t♦r✐❛❧✳ ✭❛✮ ❋❛❝t♦r✐❛❧ ✐♥ ❈✳ ✭❜✮ ❈♦♥tr♦❧ ✢♦✇ ❣r❛♣❤ ♦❢ t❤❡ ♣r♦❣r❛♠✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✹✺ ✺✳✷ ❈♦♠♣❛r✐s♦♥ ♦❢ t❤❡ ❧✐✈❡ r❛♥❣❡ ♠❡r❣✐♥❣ t❡❝❤♥✐q✉❡s✳ ❚❤❡ ❜❛rs r❡♣r❡s❡♥ts t❤❡

♥✉♠❜❡r ♦❢ ♥♦❞❡s ✐♥ t❤❡ ✐♥t❡r❢❡r❡♥❝❡ ❣r❛♣❤ ✭✈❛❧✉❡s ❛r❡ ♥♦r♠❛❧✐③❡❞ t♦ ♥♦r♠❛❧✮✳ ◆♦r♠❛❧✿ ✐♥♣✉t ❣r❛♣❤ ♣❛ss❡❞ t♦ t❤❡ ♥♦r♠❛❧ ✐t❡r❛t❡❞ r❡❣✐st❡r ❝♦❛❧❡s❝✐♥❣ ❛❧❣♦r✐t❤♠ ✕ t❤❡ ♥✉♠❜❡r ♦❢ ♥♦❞❡s ✐s t❤❡ ♥✉♠❜❡r ♦❢ ✈❛r✐❛❜❧❡s ✐♥ t❤❡ s♦✉r❝❡ ♣r♦❣r❛♠✳ ◆♦r♠❛❧ ✭s♣✐❧❧✮✿ t❤❡ ❧❛r❣❡st ❣r❛♣❤ t❤❛t t❤❡ ✐t❡r❛t❡❞ r❡❣✐st❡r ❝♦❛❧❡s❝❡r ❤❛❞ t♦ ♠❛♥✐♣✉❧❛t❡ ❞✉❡ t♦ ♥❡✇ ✈❛r✐❛❜❧❡s ❝r❡❛t❡❞ ❛❢t❡r s♣✐❧❧✐♥❣✳ ❊❧❡♠❡♥t❛r②✿ ❣r❛♣❤ ✐♥ ❡❧❡♠❡♥t❛r② ❢♦r♠✳ ❙✐♠♣❧❡✿ ❣r❛♣❤ ❛❢t❡r t❤❡ s✐♠♣❧❡ ❧✐✈❡ r❛♥❣❡ ♠❡r❣✐♥❣ ❛❧❣♦r✐t❤♠✳ P✉♥❝t✉❛❧✿ ❣r❛♣❤ ❛❢t❡r ♣✉♥❝t✉❛❧ ❧✐✈❡ r❛♥❣❡ ♠❡r❣✐♥❣ ❛❧❣♦r✐t❤♠✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✹✽ ✺✳✸ ❚❤❡ ❡✛❡❝t ♦❢ ❧✐✈❡ r❛♥❣❡ ♠❡r❣✐♥❣ ♦♥ t❤❡ ❝♦❛❧❡s❝✐♥❣ ♣♦✇❡r ♦❢ t❤❡ ✐t❡r❛t❡❞

r❡❣✐st❡r ❝♦❛❧❡s❝❡r ✭■❘❈✮✳ ❚❤❡ ❣r❛♣❤ s❤♦✇s t❤❡ ♣❡r❝❡♥t❛❣❡ ♦❢ ❝♦♣✐❡s✱ ✉s❡❞ t♦ ❝♦♥✈❡rt t❤❡ ✐♥♣✉t ♣r♦❣r❛♠ ✐♥t♦ ❡❧❡♠❡♥t❛r② ❢♦r♠✱ t❤❛t ✇❡r❡ ♥♦t ❝♦❛❧❡s❝❡❞ ❜② ■❘❈✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✹✽ ✺✳✹ ❚❤❡ ❡✛❡❝t ♦❢ ❧✐✈❡ r❛♥❣❡ ♠❡r❣✐♥❣ ♦♥ t❤❡ ❝♦❛❧❡s❝✐♥❣ ♣♦✇❡r ♦❢ t❤❡ ❜r✉t❡ ❢♦r❝❡

❝♦❛❧❡s❝❡r ✭❇❋✮✳ ❚❤❡ ❣r❛♣❤ s❤♦✇s t❤❡ ♣❡r❝❡♥t❛❣❡ ♦❢ ❝♦♣✐❡s✱ ✉s❡❞ t♦ ❝♦♥✈❡rt t❤❡ ✐♥♣✉t ♣r♦❣r❛♠ ✐♥t♦ ❡❧❡♠❡♥t❛r② ❢♦r♠✱ t❤❛t ✇❡r❡ ♥♦t ❝♦❛❧❡s❝❡❞ ❜② ❇❋✳ ✳ ✹✾ ✺✳✺ ❈♦♠♣❛r✐♥❣ t❤❡ ❡✛❡❝t✐✈❡♥❡ss ♦❢ t❤r❡❡ ❞✐✛❡r❡♥t r❡❣✐st❡r ❝♦❛❧❡s❝✐♥❣ ❛♣♣r♦❛❝❤❡s✳

❚❤❡ ❣r❛♣❤ s❤♦✇s t❤❡ ♣❡r❝❡♥t❛❣❡ ♦❢ ♥♦♥✲❝♦❛❧❡s❝❡❞ ❝♦♣✐❡s ✉s❡❞ t♦ ❝♦♥✈❡rt t❤❡ ✐♥♣✉t ♣r♦❣r❛♠ ✐♥t♦ ❡❧❡♠❡♥t❛r② ❢♦r♠✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✺✵ ✺✳✻ ◆✉♠❜❡r ♦❢ ✈❛r✐❛❜❧❡s s♣✐❧❧❡❞ ✇✐t❤ ❛♥❞ ✇✐t❤♦✉t ♥♦❞❡ ♠❡r❣✐♥❣✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✺✵

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❈♦♥t❡♥ts

❆❝❦♥♦✇❧❡❞❣♠❡♥ts ✐①

❘❡s✉♠♦ ①✐

❆❜str❛❝t ①✐✐✐

▲✐st ♦❢ ❋✐❣✉r❡s ①✈

✶ ■♥tr♦❞✉❝t✐♦♥ ✶

✶✳✶ ❈♦♥tr✐❜✉t✐♦♥s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✸ ✶✳✷ ❚❡①t ❖r❣❛♥✐③❛t✐♦♥ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✸

✷ ■♥t❡r♠❡❞✐❛t❡ ❘❡♣r❡s❡♥t❛t✐♦♥s ✺

✷✳✶ ❙t❛t✐❝ ❙✐♥❣❧❡ ❆ss✐❣♥♠❡♥t ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✺ ✷✳✷ ❙t❛t✐❝ ❙✐♥❣❧❡ ■♥❢♦r♠❛t✐♦♥ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✼ ✷✳✸ ❊❧❡♠❡♥t❛r② ❋♦r♠ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✵ ✷✳✹ ❈♦♥❝❧✉s✐♦♥ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✵

✸ ❙t❛t❡ ♦❢ ❆rt ♦♥ ❘❡❣✐st❡r ❆❧❧♦❝❛t✐♦♥ ❆❧❣♦r✐t❤♠s ✶✸

✸✳✶ ❘❡❣✐st❡r ❆❧❧♦❝❛t✐♦♥ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✸ ✸✳✶✳✶ ●r❛♣❤ ❈♦❧♦r✐♥❣ ❆♣♣r♦❛❝❤❡s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✻ ✸✳✶✳✷ ●r❛♣❤ ❈♦❧♦r✐♥❣ ❢♦r ❆r❝❤✐t❡❝t✉r❡s ✇✐t❤ ❆❧✐❛s✐♥❣ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✷✵ ✸✳✶✳✸ ▲✐♥❡❛r ❙❝❛♥ ❘❡❣✐st❡r ❆❧❧♦❝❛t✐♦♥ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✷✶ ✸✳✶✳✹ ❖t❤❡r ❘❡❣✐st❡r ❆❧❧♦❝❛t✐♦♥ ❆♣♣r♦❛❝❤❡s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✷✶ ✸✳✶✳✺ ❆♥❛❧②s✐s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✷✷ ✸✳✷ ❉❡❝♦✉♣❧❡❞ ❘❡❣✐st❡r ❆❧❧♦❝❛t✐♦♥ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✷✸ ✸✳✷✳✶ ❆♥❛❧②s✐s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✷✺ ✸✳✸ ❘❡❣✐st❡r ❈♦❛❧❡s❝✐♥❣ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✷✻ ✸✳✸✳✶ ❆❣❣r❡ss✐✈❡ ❈♦❛❧❡s❝✐♥❣ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✷✻

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✸✳✸✳✷ ❈♦♥s❡r✈❛t✐✈❡ ❈♦❛❧❡s❝✐♥❣ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✷✻ ✸✳✸✳✸ ■t❡r❛t❡❞ ❘❡❣✐st❡r ❈♦❛❧❡s❝✐♥❣ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✷✼ ✸✳✸✳✹ ❇r✉t❡✲❋♦r❝❡ ❈♦♥s❡r✈❛t✐✈❡ ❈♦❛❧❡s❝✐♥❣ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✷✼ ✸✳✸✳✺ ❖♣t✐♠✐st✐❝ ❘❡❣✐st❡r ❈♦❛❧❡s❝✐♥❣ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✷✽ ✸✳✸✳✻ ❈♦♣② ❈♦❛❧❡s❝✐♥❣ ❜② ●r❛♣❤ ❘❡❝♦❧♦r✐♥❣ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✷✽ ✸✳✸✳✼ P✉♥❝t✉❛❧ ❈♦❛❧❡s❝✐♥❣ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✷✾ ✸✳✸✳✽ ❆♥❛❧②s✐s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✷✾ ✸✳✹ ❈♦♥❝❧✉s✐♦♥ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✸✵

✹ ▲✐✈❡ ❘❛♥❣❡ ▼❡r❣✐♥❣ ✸✸

✹✳✶ ❉❡❝♦✉♣❧✐♥❣ ❙♣✐❧❧✐♥❣ ❢r♦♠ ❘❡❣✐st❡r ❆ss✐❣♥♠❡♥t ✐♥ ❋❛❝❡ ♦❢ ❆❧✐❛s✐♥❣ ✳ ✳ ✳ ✸✸ ✹✳✷ ❆✉❣♠❡♥t✐♥❣ t❤❡ ❇r✉t❡✲❋♦r❝❡ ❘❡❣✐st❡r ❆❧❧♦❝❛t♦r t♦ ❍❛♥❞❧❡ ❆❧✐❛s✐♥❣ ✳ ✳ ✸✻ ✹✳✸ ❈♦♥s❡r✈❛t✐✈❡ ▲✐✈❡ ❘❛♥❣❡ ▼❡r❣✐♥❣ t♦ ❘❡❞✉❝❡ t❤❡ Pr♦❜❧❡♠ ❙✐③❡ ✳ ✳ ✳ ✳ ✳ ✸✽ ✹✳✸✳✶ ❚❤❡ ❙✐♠♣❧❡ ❚❡st ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✸✾ ✹✳✸✳✷ ❚❤❡ P✉♥❝t✉❛❧ ❚❡st ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✹✵ ✹✳✹ ❈♦♥❝❧✉s✐♦♥ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✹✶

✺ ❊①♣❡r✐♠❡♥ts ✹✸

✺✳✶ ▼■◆✐♠❛❧ ■❘ ❆r❝❤✐t❡❝t✉r❡ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✹✸ ✺✳✷ ❊①♣❡r✐♠❡♥t❛❧ ❘❡s✉❧ts ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✹✻ ✺✳✸ ❊✈❛❧✉❛t✐♦♥ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✺✵

✻ ❈♦♥❝❧✉s✐♦♥ ✺✸

✻✳✶ ❈♦♥tr✐❜✉t✐♦♥s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✺✸ ✻✳✷ ❋✉t✉r❡ ❲♦r❦ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✺✺

❇✐❜❧✐♦❣r❛♣❤② ✺✼

❆♣♣❡♥❞✐① ❆✿ ❊✣❝✐❡♥t ❙❙■ ❈♦♥✈❡rs✐♦♥ ✻✸

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❈❤❛♣t❡r ✶

■♥tr♦❞✉❝t✐♦♥

❘❡❣✐st❡r ❛❧❧♦❝❛t✐♦♥ ✐s t❤❡ ♣r♦❜❧❡♠ ♦❢ ✜♥❞✐♥❣ st♦r❛❣❡ ❧♦❝❛t✐♦♥s t♦ t❤❡ ✈❛❧✉❡s ♠❛♥✐♣✉❧❛t❡❞ ❜② ❛ ♣r♦❣r❛♠✳ ❚r❛❞✐t✐♦♥❛❧ ❝♦♠♣✉t❡r ❛r❝❤✐t❡❝t✉r❡s ♣r♦✈✐❞❡ t✇♦ st♦r❛❣❡ ❛❧t❡r♥❛t✐✈❡s✿ ♠❡♠♦r② ♦r r❡❣✐st❡rs✳ ❘❡❣✐st❡rs ❛r❡ ♠✉❝❤ ❢❛st❡r✱ ②❡t✱ t❤❡② ❝♦♠❡ ✐♥ ✈❡r② s♠❛❧❧ ♥✉♠✲ ❜❡rs✳ ❋♦r ✐♥st❛♥❝❡✱ t❤❡ ✸✷✲❜✐t ①✽✻ ❝❤✐♣ ❝♦♥t❛✐♥s ♦♥❧② s❡✈❡♥ ❣❡♥❡r❛❧ ♣✉r♣♦s❡ r❡❣✐st❡rs✳ ❘❡❣✐st❡r ❛❧❧♦❝❛t✐♦♥ ✐s ❛♥ ✐♠♣♦rt❛♥t ❝♦♠♣✐❧❡r ♦♣t✐♠✐③❛t✐♦♥✳ ■♥ t❤❡ ✇♦r❞s ♦❢ ❍❡♥♥❡ss② ❛♥❞ P❛tt❡rs♦♥✿ ✏❘❡❣✐st❡r ❆❧❧♦❝❛t✐♦♥ ❛❞❞s t❤❡ ❧❛r❣❡st s✐♥❣❧❡ ♣❡r❢♦r♠❛♥❝❡ ✐♠♣r♦✈❡♠❡♥t t♦ ❝♦♠♣✐❧❡❞ ♣r♦❣r❛♠s✑ ❬❍P✵✷❪✳ ❆s ❛♥ ❡①❛♠♣❧❡✱ t❤❡ ❞✐✛❡r❡♥❝❡✱ ✐♥ t❡r♠s ♦❢ ♣r♦❣r❛♠ ❡①❡❝✉t✐♦♥ t✐♠❡✱ ❜❡t✇❡❡♥ ❛ tr✐✈✐❛❧ ❛❧❧♦❝❛t♦r✱ t❤❛t s❡♥❞s ❡✈❡r② ✈❛r✐❛❜❧❡ t♦ ♠❡♠♦r②✱ ❛♥❞ ❛♥ ♦♣t✐♠❛❧✱ ✐♥t❡❣❡r ❧✐♥❡❛r ❜❛s❡❞ ❛♣♣r♦❛❝❤✱ ❝❛♥ ❜❡ ❛s ❤✐❣❤ ❛s ✷✺✵✪ ❬◆PP✵✼❪✳

▼❛♥② r❡❝❡♥t r❡❣✐st❡r ❛❧❧♦❝❛t✐♦♥ ❛❧❣♦r✐t❤♠s ❢♦❧❧♦✇ ❛ ❞❡❝♦✉♣❧❡❞ ❛♣♣r♦❛❝❤ t❤❛t s❡♣✲ ❛r❛t❡s s♣✐❧❧✐♥❣ ❢r♦♠ r❡❣✐st❡r ❛ss✐❣♥♠❡♥t ❬❆●✵✶❀ ❍●✵✽❀ ❍●●✵✻❀ PP✵✺❀ PP✵✽❀ ❘♦♥✵✾❀ ❙❇✵✼❀ ❲❋✶✵❪✳ ❙♣✐❧❧✐♥❣ ✐s ❛ st❡♣ ✐♥ t❤❡ r❡❣✐st❡r ❛❧❧♦❝❛t✐♦♥ ❛❧❣♦r✐t❤♠✱ ✇❤✐❝❤ ♠♦✈❡s t♦ ♠❡♠♦r② t❤♦s❡ ✈❛r✐❛❜❧❡s t❤❛t ❝♦✉❧❞ ♥♦t ❜❡ st♦r❡❞ ✐♥ r❡❣✐st❡rs✳ ❚❤✐s ♠♦❞❡❧ ❤❛s ✐♠♣♦r✲ t❛♥t ❛❞✈❛♥t❛❣❡s✳ ❋✐rst✱ t❤❡ s❡♣❛r❛t✐♦♥ ❜❡t✇❡❡♥ t❤❡s❡ t✇♦ ♣❤❛s❡s t❡♥❞s t♦ ②✐❡❧❞ s✐♠♣❧❡r ❛♥❞ ♠♦r❡ ♠♦❞✉❧❛r ✐♠♣❧❡♠❡♥t❛t✐♦♥s✿ ❞✐✛❡r❡♥t s♣✐❧❧✐♥❣ ❤❡✉r✐st✐❝s ❝❛♥ ❡❛s✐❧② ❜❡ ❝♦♠❜✐♥❡❞ ✇✐t❤ ❞✐✛❡r❡♥t str❛t❡❣✐❡s t♦ ❞♦ r❡❣✐st❡r ❛ss✐❣♥♠❡♥t ❛♥❞ ❝♦❛❧❡s❝✐♥❣✳ ❙❡❝♦♥❞✱ ❛s ✇❡ ✇✐❧❧ ✐❧❧✉str❛t❡ ✐♥ ❈❤❛♣t❡r ✸✱ ❞❡❝♦✉♣❧❡❞ ❞❡s✐❣♥s ❤❛✈❡ ♠♦r❡ ✢❡①✐❜✐❧✐t② t♦ ❛ss✐❣♥ r❡❣✐st❡rs t♦ ✈❛r✐❛❜❧❡s❀ ❤❡♥❝❡✱ ❛r❡ ♠♦r❡ s✉❝❝❡ss❢✉❧ ❛t ❛✈♦✐❞✐♥❣ s♣✐❧❧✐♥❣✳ ❆ ❦❡② ❢❛❝t♦r ❜❡❤✐♥❞ t❤❡ ❞❡✲ ❝♦✉♣❧❡❞ ♠♦❞❡❧ ✐s t❤❡ ❝♦♥❝❡♣t ♦❢ ❧✐✈❡ r❛♥❣❡ s♣❧✐tt✐♥❣✱ ✇❤✐❝❤ ❛❧❧♦✇s ❛❧❧♦❝❛t✐♥❣ ❛ ✈❛r✐❛❜❧❡ t♦ ❞✐✛❡r❡♥t r❡❣✐st❡rs ❛❧♦♥❣ ❞✐st✐♥❝t ♣❛rts ♦❢ ✐ts ❧✐✈❡ r❛♥❣❡✳ ❆❧t❤♦✉❣❤ s♦ ❢✉♥❞❛♠❡♥t❛❧✱ t❤✐s ✈❡r② ♥♦t✐♦♥ ♦❢ ❧✐✈❡ r❛♥❣❡ s♣❧✐tt✐♥❣ ♠❛❦❡s ✐t ❞✐✣❝✉❧t t♦ ❡①t❡♥❞ ❞❡❝♦✉♣❧❡❞ ❛❧❣♦r✐t❤♠s t♦ ❝♦♠♣✉t❡r ❛r❝❤✐t❡❝t✉r❡s ✇✐t❤ ❛❧✐❛s❡❞ r❡❣✐st❡r ❜❛♥❦s✳

◗✉♦t✐♥❣ ❙♠✐t❤ ❡t ❛❧✳✱ ✏t✇♦ r❡❣✐st❡r ♥❛♠❡s ❛❧✐❛s ✇❤❡♥ ❛♥ ❛ss✐❣♥♠❡♥t t♦ ♦♥❡ r❡❣✐st❡r ♥❛♠❡ ❝❛♥ ❛✛❡❝t t❤❡ ✈❛❧✉❡ ♦❢ t❤❡ ♦t❤❡r✑ ❬❙❘❍✵✹❪✳ ❆❧✐❛s✐♥❣ ❝❤❛r❛❝t❡r✐③❡s ❢♦✉r ❣❡♥❡r❛❧ ♣✉r♣♦s❡ r❡❣✐st❡rs ♣r❡s❡♥t ✐♥ t❤❡ ①✽✻✿ ❆❳✱ ❇❳✱ ❈❳ ❛♥❞ ❉❳✳ ❊❛❝❤ ♦❢ t❤❡s❡ ✶✻✲❜✐t

(20)

✷ ❈❤❛♣t❡r ✶✳ ■♥tr♦❞✉❝t✐♦♥

r❡❣✐st❡rs ✐s ❞✐✈✐❞❡❞ ✐♥ t✇♦ s✉❜✲r❡❣✐st❡rs✱ ✇❤✐❝❤ ❝❛♥ ❜❡ ✉s❡❞ ✐♥❞❡♣❡♥❞❡♥t❧② ♦♥ ❡❛❝❤ ♦t❤❡r✳ ❆❧✐❛s✐♥❣ ✐s ❛❧s♦ ♣r❡s❡♥t ✐♥ t❤❡ ✢♦❛t✐♥❣ ♣♦✐♥t r❡❣✐st❡rs s❡❡♥ ✐♥ ❆❘▼✱ P♦✇❡rP❈✱ ❛♥❞ ❙♣❛r❝✳ ■♥ t❤❡s❡ ❝❛s❡s✱ ✇❡ ❝❛♥ ❝♦♠❜✐♥❡ t✇♦ ✢♦❛ts ✐♥t♦ ❛ ❞♦✉❜❧❡ ♣r❡❝✐s✐♦♥ r❡❣✐st❡r✳ ❆r❝❤✐t❡❝t✉r❡s s✉❝❤ ❛s ❆❘▼ ◆❡♦♥ ❣♦ ❢✉rt❤❡r✱ ❛❧❧♦✇✐♥❣ t❤❡ ❝♦♠❜✐♥❛t✐♦♥ ♦❢ t✇♦ ❞♦✉❜❧❡s ✐♥t♦ ❛ q✉❛❞✲♣r❡❝✐s✐♦♥ r❡❣✐st❡r✳

❉❡❝♦✉♣❧❡❞ r❡❣✐st❡r ❛❧❧♦❝❛t✐♦♥ r❡❧✐❡s ♦♥ t❤❡ ❢❛❝t t❤❛t ♦♥❝❡ ✇❡ ❧♦✇❡r t❤❡ r❡❣✐st❡r ♣r❡ss✉r❡ ❛t ❛♥② ❣✐✈❡♥ ♣r♦❣r❛♠ ♣♦✐♥t t♦ ❧❡ss t❤❛♥K ✕ t❤❡ ♥✉♠❜❡r ♦❢ ❛✈❛✐❧❛❜❧❡ r❡❣✐st❡rs ✕ t❤❡♥ ♥♦ ❢✉rt❤❡r s♣✐❧❧✐♥❣ ✇✐❧❧ ❜❡ ♥❡❝❡ss❛r② ❞✉r✐♥❣ t❤❡ ❛ss✐❣♥♠❡♥t ♦❢ r❡❣✐st❡rs t♦ ✈❛r✐❛❜❧❡s✳ ❲❡ ❞❡✜♥❡ ❛ ♣r♦❣r❛♠ ♣♦✐♥t ❛s ❛♥② ♣♦✐♥t ❜❡t✇❡❡♥ t✇♦ ❝♦♥s❡❝✉t✐✈❡ ♣r♦❣r❛♠ ✐♥str✉❝t✐♦♥s✳ ❚❤✉s✱ ❛ ❞❡❝♦✉♣❧❡❞ ❛❧❧♦❝❛t♦r r❡q✉✐r❡s t❤❡ ♣r♦♣❡rt② ✇❤✐❝❤ st❛t❡s t❤❛t t❤❡ ♠❛①✐♠✉♠ r❡❣✐st❡r ♣r❡ss✉r❡ ❛t ❛♥② ♣r♦❣r❛♠ ♣♦✐♥t ❜❡ ❡q✉❛❧ t♦ t❤❡ ❣❧♦❜❛❧ r❡❣✐st❡r ♣r❡ss✉r❡✳ ❚❤❡ r❡❣✐st❡r ♣r❡ss✉r❡ ♦❢ ❛ ♣r♦❣r❛♠ ♣♦✐♥t✱ ✐♥ ♦✉r ❝❛s❡✱ ✐s t❤❡ ♠✐♥✐♠✉♠ ♥✉♠❜❡r ♦❢ r❡❣✐st❡rs ♥❡❝❡ss❛r② t♦ ❛❧❧♦❝❛t❡ t❤❡ ✈❛r✐❛❜❧❡s ❛❧✐✈❡ ✐♥ t❤❛t r❡❣✐♦♥✳ ❆♥ ✐♠♣♦rt❛♥t r❡s✉❧t ✐♥ ❝♦♠♣✐❧❡r t❤❡♦r② ❬❇♦✉✵✺❀ ❇❉❏❙✵✻❀ ❍●✵✻❀ PP✵✺❪ ✐s t❤❛t ❢♦r ❛r❝❤✐t❡❝t✉r❡s ✇✐t❤ ♥♦ ❛❧✐❛s❡❞ r❡❣✐st❡rs ✇❡ ❝❛♥ s❛t✐s❢② t❤✐s ♣r♦♣❡rt② ❜② ❝♦♥✈❡rt✐♥❣ t❤❡ s♦✉r❝❡ ♣r♦❣r❛♠ ✐♥t♦ ❙❙❆✲❢♦r♠ ❬❈❋❘+✾✶❪✳

❚❤✐s ❝♦♥✈❡rs✐♦♥ ✐s ❛ ✇❛② ♦❢ ❞♦✐♥❣ ❧✐✈❡ r❛♥❣❡ s♣❧✐tt✐♥❣✳ ❍♦✇❡✈❡r✱ ✐♥ ❢❛❝❡ ♦❢ ❛❧✐❛s✐♥❣✱ t❤❡ ❙❙❆ tr❛♥s❢♦r♠❛t✐♦♥ ✐s ♥♦t ❡♥♦✉❣❤✿ ❛❧✐❛s❡❞ r❡❣✐st❡r ❛❧❧♦❝❛t✐♦♥ ✐s ◆P✲❝♦♠♣❧❡t❡✱ ❡✈❡♥ ❢♦r str❛✐❣❤t✲❧✐♥❡ ♣r♦❣r❛♠s ✐♥ ❙❙❆ ❢♦r♠ ❬▲PP✵✼❪✳

❆❧✐❛s✐♥❣ r❡q✉✐r❡s ❛ ♠♦r❡ ❡①t❡♥s✐✈❡ ❦✐♥❞ ♦❢ ❧✐✈❡ r❛♥❣❡ s♣❧✐tt✐♥❣✿ t❤❡ ❝♦♥✈❡rs✐♦♥ t♦ ❡❧❡♠❡♥t❛r②✲❢♦r♠ ❬PP✵✽❪✱ ✇❤✐❝❤ s♣❧✐ts ❧✐✈❡ r❛♥❣❡s ❜❡t✇❡❡♥ ❡❛❝❤ ♣❛✐r ♦❢ ❝♦♥s❡❝✉t✐✈❡ ✐♥str✉❝t✐♦♥s✳ ❚❤❡r❡ ✐s ♦♥❡ ❞❡❝♦✉♣❧❡❞ ❛❧❣♦r✐t❤♠ t❤❛t ❞❡❛❧s ✇✐t❤ ❛❧✐❛s✐♥❣ ✕ r❡❣✐st❡r ❛❧❧♦✲ ❝❛t✐♦♥ ❜② ♣✉③③❧❡ s♦❧✈✐♥❣ ❬PP✵✽❪✳ ❚❤✐s ✐s ❛ ❢❛st ❛❧❧♦❝❛t♦r✱ t❤❛t tr❛✈❡rs❡s t❤❡ ❞♦♠✐♥❛t♦r tr❡❡ ♦❢ ❛ ♣r♦❣r❛♠✱ ❝♦♥✈❡rt✐♥❣ ✐t t♦ ❡❧❡♠❡♥t❛r② ❢♦r♠ ♦♥ t❤❡ ✢②✱ ✇❤✐❧❡ ✈✐s✐t✐♥❣ ❡❛❝❤ ✐♥✲ str✉❝t✐♦♥✳ ❆❧t❤♦✉❣❤ ❣♦♦❞ ❛t ❛✈♦✐❞✐♥❣ s♣✐❧❧✐♥❣✱ t❤❡ ♣✉③③❧❡ s♦❧✈❡r t❡♥❞s t♦ ✐♥s❡rt ♠❛♥② ❝♦♣✐❡s ✐♥ t❤❡ ❛ss❡♠❜❧② ♣r♦❣r❛♠ t❤❛t ✐t ♣r♦❞✉❝❡s✱ ❜❡❝❛✉s❡ ✐t ❤❛s ❛ ❧♦❝❛❧ ✈✐❡✇ ♦❢ t❤❡ s♦✉r❝❡ ❝♦❞❡✱ ✐✳❡✱ ✐t ♦♥❧② r❡❝♦❣♥✐③❡s t❤❡ ✈❛r✐❛❜❧❡s ❛❧✐✈❡ ❛❝r♦ss ❛ s✐♥❣❧❡ ✐♥str✉❝t✐♦♥ ❛t ❡❛❝❤ t✐♠❡✳

❚❤❡r❡ ❡①✐st r❡❣✐st❡r ❝♦❛❧❡s❝❡rs t❤❛t ❞❡❛❧ ✇✐t❤ ❛❧✐❛s✐♥❣ ❛♥❞ s❡❡ t❤❡ ♣r♦❣r❛♠ ❛s ❛ ✇❤♦❧❡✱ ❜✉t t❤❡② ❛r❡ ♥♦t ❞❡❝♦✉♣❧❡❞ ❛❧❣♦r✐t❤♠s✳ ❆♠♦♥❣ t❤❡s❡ ❛❧❧♦❝❛t♦rs ✇❡ ❝✐t❡ ✐♥t❡❣❡r ❧✐♥❡❛r ♣r♦❣r❛♠♠✐♥❣ ❢♦r♠✉❧❛t✐♦♥ ❬❑❲✾✽❪✱ P❇◗P ❛♣♣r♦❛❝❤ ❬❙❊✵✷❪ ❛♥❞ ❡①t❡♥s✐♦♥s t♦ ❣r❛♣❤ ❝♦❧♦r✐♥❣ ❛❧❣♦r✐t❤♠s ❬❙❘❍✵✹❪✳ ❚❤❡s❡ ❛❧❣♦r✐t❤♠s ❞❡♠❛♥❞ ♥❡✇ t❡❝❤♥✐q✉❡s t♦ ❞❡✲ ❝♦✉♣❧❡ s♣✐❧❧✐♥❣ ❢r♦♠ r❡❣✐st❡r ❛ss✐❣♥♠❡♥t✱ ❜❡❝❛✉s❡ ✐t ✐s ❞✐✣❝✉❧t t♦ ❛❞❛♣t t❤❡s❡ ♠❡t❤♦❞s t♦ ❤❛♥❞❧❡ ❡❧❡♠❡♥t❛r② ❢♦r♠ ♣r♦❣r❛♠s✳ ❚❤❡ ❡❧❡♠❡♥t❛r② ❢♦r♠ ❝♦♥✈❡rs✐♦♥ ✐♥❝r❡❛s❡s ❜② ❛ q✉❛❞r❛t✐❝ ❢❛❝t♦r t❤❡ ♥✉♠❜❡r ♦❢ ✈❛r✐❛❜❧❡s ✐♥ t❤❡ s♦✉r❝❡ ♣r♦❣r❛♠✱ ❛♥❞ t❤❡ tr❛❞✐t✐♦♥❛❧ ❛♣♣r♦❛❝❤❡s ❞♦ ♥♦t s❝❛❧❡ ✉♣✳ ❚❤✐s ♣r♦❥❡❝t ❛✐♠s ❛t ✜❧❧✐♥❣ t❤✐s ❣❛♣✳

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✶✳✶✳ ❈♦♥tr✐❜✉t✐♦♥s ✸

r❡❣✐st❡r ❛❧❧♦❝❛t♦rs t❤❛t✿

✶✳ ❝❛♥ ✉s❡ ❧✐✈❡ r❛♥❣❡ s♣❧✐tt✐♥❣ t♦ ❛✈♦✐❞ s♣✐❧❧✐♥❣❀

✷✳ ❛r❡ ❛❜❧❡ t♦ s❡❡ t❤❡ ✇❤♦❧❡ ♣r♦❣r❛♠✱ ❛♥❞ t❤❡ ♠❛♥② ❞❡♣❡♥❞❡♥❝✐❡s ❜❡t✇❡❡♥ ❝♦♣② ✐♥str✉❝t✐♦♥s✱ t♦ ❞♦ ❜❡tt❡r r❡❣✐st❡r ❝♦❛❧❡s❝✐♥❣✳

❲❡ ❤❛✈❡ ❛❞❛♣t❡❞ t✇♦ ❞✐✛❡r❡♥t ❛❧❧♦❝❛t♦rs t♦ ❢♦❧❧♦✇ t❤❡ ❞❡❝♦✉♣❧❡❞ ♠♦❞❡❧✿ t❤❡ ■t❡r❛t❡❞ ❘❡❣✐st❡r ❈♦❛❧❡s❝❡r ❬●❆✾✻❪✱ ✇✐t❤ ❡①t❡♥s✐♦♥s ❜② ❙♠✐t❤ ❡t ❛❧✳ ❬❙❘❍✵✹❪✱ ❛♥❞ ❇r✉t❡ ❋♦r❝❡ ❝♦❛❧❡s❝❡r ❬❇❉❘✵✽❪✳ ❘❡❧②✐♥❣ ♦♥ t❤❡ ✐❞❡❛ ♦❢ ❝♦♥s❡r✈❛t✐✈❡ ❧✐✈❡ r❛♥❣❡ ♠❡r❣✐♥❣✱ ✇❡ ♠✐t✐❣❛t❡ t❤❡ ♥❡❣❛t✐✈❡ ❡✛❡❝ts ♦❢ ❧✐✈❡ r❛♥❣❡ s♣❧✐tt✐♥❣✱ ✇❤✐❧❡ ❦❡❡♣✐♥❣ ✐ts ❛❞✈❛♥t❛❣❡s✳

✶✳✶ ❈♦♥tr✐❜✉t✐♦♥s

❚❤❡ ♠❛✐♥ ❝♦♥tr✐❜✉t✐♦♥s ♦❢ t❤✐s t❤❡s✐s ❛r❡✿

✶✳ ❆ ♠♦❞✐✜❝❛t✐♦♥ t♦ t❤❡ ❣r❛♣❤ ❝♦❧♦r✐♥❣ r❡❣✐st❡r ❛❧❧♦❝❛t♦rs t♦ ❞❡❝♦✉♣❧❡ s♣✐❧❧✐♥❣ ❢r♦♠ r❡❣✐st❡r ❛ss✐❣♥♠❡♥t ✐♥ t❤❡ ♣r❡s❡♥❝❡ ♦❢ ❛❧✐❛s✐♥❣✳

✷✳ ❆ ♣r❡✲♣r♦❝❡ss✐♥❣ t❡❝❤♥✐q✉❡ t❤❛t ❛✈♦✐❞s ❝r❡❛t✐♥❣ ❤✉❣❡ ❣r❛♣❤s ❞✉r✐♥❣ t❤❡ ❝♦♥✈❡r✲ s✐♦♥ ♦❢ ❛ ♣r♦❣r❛♠ ✐♥t♦ ❡❧❡♠❡♥t❛r② ❢♦r♠✳

✸✳ ❆♥ ❛❞❛♣t❛t✐♦♥ ♦❢ t❤❡ ❇r✉t❡ ❋♦r❝❡ ❝♦❛❧❡s❝❡r ♦❢ ❇♦✉❝❤❡③ ❡t ❛❧✳ ❬❇❉❘✵✽❪ t♦ ❞❡❛❧ ✇✐t❤ ❛❧✐❛s✐♥❣✳

✹✳ ❆♥ ❛❞❛♣t❛t✐♦♥ ♦❢ t❤❡ ■t❡r❛t❡❞ ❘❡❣✐st❡r ❈♦❛❧❡s❝✐♥❣ ♦❢ ❆♣♣❡❧ ❛♥❞ ●❡♦r❣❡ ❬❆●✵✶❪ t♦ ❛ ❞❡❝♦✉♣❧❡❞ ❛♣♣r♦❛❝❤✳

✺✳ ❈♦♠♣❛r✐s♦♥ ❛♥❞ ❡✈❛❧✉❛t✐♦♥ ♦❢ ❇r✉t❡ ❋♦r❝❡ ❈♦❛❧❡s❝❡r ❛♥❞ ■t❡r❛t❡❞ ❘❡❣✐st❡r ❈♦❛✲ ❧❡s❝✐♥❣ ✐♥ ❢❛❝❡ ♦❢ ❛❧✐❛s✐♥❣ ❛♥❞ ✉s✐♥❣ ❛ ❞❡❝♦✉♣❧❡❞ ❛♣♣r♦❛❝❤✳

✻✳ ❉❡✈❡❧♦♣❡❞ ❛♥ ❛❧❣♦r✐t❤♠ t♦ ❡✣❝✐❡♥t❧② ❝r❡❛t❡ ❙❙■ ❛♥❞ ❡✲❙❙❆✳

✶✳✷ ❚❡①t ❖r❣❛♥✐③❛t✐♦♥

❋♦❧❧♦✇✐♥❣ ✇❡ ❞❡s❝r✐❜❡ ❤♦✇ t❤✐s t❤❡s✐s ✐s ♦r❣❛♥✐③❡❞✿

• ❈❤❛♣t❡r ✷ ♣r❡s❡♥ts ✐♥ ❞❡t❛✐❧s ❢♦✉r ✐♥t❡r♠❡❞✐❛t❡ r❡♣r❡s❡♥t❛t✐♦♥s ✉s❡❞ ✐♥ ❝♦♠♣✐❧❡rs

❛♥❞ r❡❣✐st❡r ❛❧❧♦❝❛t✐♦♥✳ ❚❤❡② ❛r❡✿ ❙❙❆ ❬❈❋❘+✾✶❪✱ ❙❙■ ❬❆♥❛✾✾❪✱ ❡✲❙❙❆ ❬❇●❙✵✵❪

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✹ ❈❤❛♣t❡r ✶✳ ■♥tr♦❞✉❝t✐♦♥

• ❈❤❛♣t❡r ✸ ❞❡s❝r✐❜❡s t❤❡ ♠❛✐♥ ❛❧❣♦r✐t❤♠s ♣r❡s❡♥t ✐♥ t❤❡ ❧✐t❡r❛t✉r❡ ❢♦r r❡❣✐st❡r

❛❧❧♦❝❛t✐♦♥ ❛♥❞ ❝♦❛❧❡s❝✐♥❣✳

• ❈❤❛♣t❡r ✹ ♣r❡s❡♥ts t❤❡ ❝♦♥tr✐❜✉t✐♦♥s ♦❢ t❤✐s t❤❡s✐s✳

✕ ❙❡❝t✐♦♥ ✹✳✶✿ ❆ ♠♦❞✐✜❝❛t✐♦♥ t♦ t❤❡ ❣r❛♣❤ ❝♦❧♦r✐♥❣ r❡❣✐st❡r ❛❧❧♦❝❛t♦rs t♦ ❞❡✲ ❝♦✉♣❧❡ s♣✐❧❧✐♥❣ ❢r♦♠ r❡❣✐st❡r ❛ss✐❣♥♠❡♥t ✐♥ t❤❡ ♣r❡s❡♥❝❡ ♦❢ ❛❧✐❛s✐♥❣✳

✕ ❙❡❝t✐♦♥ ✹✳✷✿ ❆♥ ❛❞❛♣t❛t✐♦♥ ♦❢ t❤❡ ❇r✉t❡ ❋♦r❝❡ ❝♦❛❧❡s❝❡r ♦❢ ❇♦✉❝❤❡③ ❡t ❛❧✳ ❬❇❉❘✵✽❪ t♦ ❞❡❛❧ ✇✐t❤ ❛❧✐❛s✐♥❣✳

✕ ❙❡❝t✐♦♥ ✹✳✸✿ ❆ ♣r❡✲♣r♦❝❡ss✐♥❣ t❡❝❤♥✐q✉❡ t❤❛t ❛✈♦✐❞s ❝r❡❛t✐♥❣ ❤✉❣❡ ❣r❛♣❤s ❞✉r✐♥❣ t❤❡ ❝♦♥✈❡rs✐♦♥ ♦❢ ❛ ♣r♦❣r❛♠ ✐♥t♦ ❡❧❡♠❡♥t❛r② ❢♦r♠✳

• ❈❤❛♣t❡r ✺ ♣r❡s❡♥ts t❤❡ ❡①♣❡r✐♠❡♥ts r❡❛❧✐③❡❞ t♦ s✉❜st❛♥t✐❛t❡ t❤❡ ❡✈❛❧✉❛t✐♦♥ ♦❢ t❤✐s

✇♦r❦✳

(23)

❈❤❛♣t❡r ✷

■♥t❡r♠❡❞✐❛t❡ ❘❡♣r❡s❡♥t❛t✐♦♥s

❚❤❡ ■♥t❡r♠❡❞✐❛t❡ ❘❡♣r❡s❡♥t❛t✐♦♥ ✭■❘✮ ♠❛② ❤❛✈❡ ♠❛♥② ❢♦r♠s✳ ❆❤♦ ❡t ❛❧✳ ♣r❡s❡♥t t❤❡ ♠♦st ✉s❡❞ ■❘ ❬❆▲❙❯✵✻❪✿ s②♥t❛① tr❡❡✱ ♣s❡✉❞♦✲❛ss❡♠❜❧② ❛♥❞ t❤r❡❡ ❛❞❞r❡ss ❝♦❞❡✳ ■♥ t❤✐s ❝❤❛♣t❡r ✇❡ ❞❡s❝r✐❜❡ t❤r❡❡ ❞✐✛❡r❡♥t t❤r❡❡ ❛❞❞r❡ss ❝♦❞❡ r❡♣r❡s❡♥t❛t✐♦♥ ❝♦♠♠♦♥❧② ✉s❡❞ ❜② ❝♦♠♣✐❧❡rs✳ ❚❤❡② ❛r❡ ❙t❛t✐❝ ❙✐♥❣❧❡ ❆ss✐❣♥♠❡♥t ✭❙❙❆✮ ❬❈❋❘+✾✶❪✱ ❙t❛t✐❝ ❙✐♥❣❧❡

■♥❢♦r♠❛t✐♦♥ ✭❙❙■✮ ❬❆♥❛✾✾❪ ❛♥❞ ❊❧❡♠❡♥t❛r② ❋♦r♠ ❬❆●✵✶❪✳

❚❤❡ ✐♥t❡r♠❡❞✐❛t❡ r❡♣r❡s❡♥t❛t✐♦♥ ❛t r❡❣✐st❡r ❛❧❧♦❝❛t✐♦♥ ✐s r❡❧❡✈❛♥t t♦ t❤❡ q✉❛❧✐t② ♦❢ t❤❡ ❛❧❧♦❝❛t✐♦♥✳ ❊✈❡♥ ♠♦r❡✱ t❤❡r❡ ❛r❡ s♦♠❡ ♣r♦♣❡rt✐❡s ✐♥ t❤❡s❡ r❡♣r❡s❡♥t❛t✐♦♥s t❤❛t ❛r❡ ❢✉♥❞❛♠❡♥t❛❧ ❢♦r s♦♠❡ r❡❣✐st❡r ❛❧❧♦❝❛t✐♦♥ ❛♣♣r♦❛❝❤❡s✳ ❲❤✐❧❡ ❙❙❆✲❢♦r♠ ♣r♦❣r❛♠s ❤❛✈❡ ❝❤♦r❞❛❧ ✐♥t❡r❢❡r❡♥❝❡ ❣r❛♣❤s✱ t❤❡ ✐♥t❡r❢❡r❡♥❝❡ ❣r❛♣❤s ♦❢ ❙❙■✲❢♦r♠ ♣r♦❣r❛♠s ❛r❡ ✐♥t❡r✈❛❧ ❣r❛♣❤s ❛♥❞ t❤❡ ✐♥t❡r❢❡r❡♥❝❡ ❣r❛♣❤ ♦❢ ❛♥ ❡❧❡♠❡♥t❛r② ♣r♦❣r❛♠ ✐s ❛♥ ❡❧❡♠❡♥t❛r② ❣r❛♣❤✳ ❙♣✐❧❧✲❢r❡❡ r❡❣✐st❡r ❛❧❧♦❝❛t✐♦♥ ✐s ◆P✲❝♦♠♣❧❡t❡ ❢♦r ❣❡♥❡r❛❧ ♣r♦❣r❛♠s ❬❈❆❈+✽✶❪

❜❡❝❛✉s❡ ❝♦❧♦r✐♥❣ ❣❡♥❡r❛❧ ❣r❛♣❤s ✐s ◆P✲❝♦♠♣❧❡t❡✳ ❍♦✇❡✈❡r✱ ❢♦r ❛r❝❤✐t❡❝t✉r❡s ✇✐t❤♦✉t ❛❧✐❛s✐♥❣ t❤✐s ♣r♦❜❧❡♠ ❤❛s ❛ ♣♦❧②♥♦♠✐❛❧ t✐♠❡ s♦❧✉t✐♦♥ ❢♦r ❙❙❆✲❢♦r♠ ♣r♦❣r❛♠s ❬❇♦✉✵✺❀ ❇❉▼❙✵✺❀ ❍●●✵✻❪ ❜❡❝❛✉s❡ ❝❤♦r❞❛❧ ❣r❛♣❤s ❝❛♥ ❜❡ ❝♦❧♦r❡❞ ✐♥ ♣♦❧②♥♦♠✐❛❧ t✐♠❡ ❬▼❛r✵✻❪✳ ❋♦r ❛r❝❤✐t❡❝t✉r❡s ✇✐t❤ ❛❧✐❛s✐♥❣ ✐t ✐s ♥❡❝❡ss❛r② t♦ ❤❛✈❡ ❛♥ ❡❧❡♠❡♥t❛r② ❣r❛♣❤ t♦ ❛❧❧♦❝❛t❡ r❡❣✐st❡rs ✐♥ ♣♦❧②♥♦♠✐❛❧ t✐♠❡✳ ■♥ t❤✐s ❝❤❛♣t❡r ✇❡ ❞❡s❝r✐❜❡ t❤❡s❡ r❡♣r❡s❡♥t❛t✐♦♥s ❛♥❞ ✐♥ ❈❤❛♣t❡r ✸ ✇❡ s❤♦✇ ❤♦✇ t❤❡② r❡❧❛t❡ t♦ r❡❣✐st❡r ❛❧❧♦❝❛t✐♦♥✳

✷✳✶ ❙t❛t✐❝ ❙✐♥❣❧❡ ❆ss✐❣♥♠❡♥t

❙t❛t✐❝ ❙✐♥❣❧❡ ❆ss✐❣♥♠❡♥t ✭❙❙❆✮ ❢♦r♠ ✐s ❛ ♣r♦❣r❛♠ r❡♣r❡s❡♥t❛t✐♦♥ ✐♥tr♦❞✉❝❡❞ ❜② ❆❧♣❡r♥ ❡t ❛❧✳ ❬❆❲❩✽✽❪ ❛♥❞ ❘♦s❡♥ ❡t ❛❧✳✱ ❬❘❲❩✽✽❪✳ ▲❛t❡r✱ ❈②tr♦♥ ❡t ❛❧✳ ❬❈❋❘+✾✶❪ ❢♦r♠❛❧❧②

❞❡s❝r✐❜❡❞ t❤❡ ✐♥t❡r♠❡❞✐❛t❡ r❡♣r❡s❡♥t❛t✐♦♥ ❛♥❞ ♣r♦♣♦s❡❞ ❝♦♥str✉❝t✐♦♥ ❛❧❣♦r✐t❤♠s✳ ❚❤❡ ♠❛✐♥ ❝♦♥❝❡♣t ♦❢ ❙❙❆ ✐s t❤❛t ❡✈❡r② ✈❛r✐❛❜❧❡ ❤❛s ❛ s✐♥❣❧❡ ❞❡✜♥✐t✐♦♥✳ ❍♦✇❡✈❡r ✐t ✐s ♥♦t s✉✣❝✐❡♥t ♦♥❧② t♦ r❡♥❛♠❡ ✈❛r✐❛❜❧❡s✳ ❚❤❡r❡ ❛r❡ ❝❛s❡s ✇❤❡r❡ t✇♦ ❞✐✛❡r❡♥t ❞❡✜♥✐t✐♦♥s

(24)

✻ ❈❤❛♣t❡r ✷✳ ■♥t❡r♠❡❞✐❛t❡ ❘❡♣r❡s❡♥t❛t✐♦♥s

♦❢ t❤❡ s❛♠❡ ✈❛r✐❛❜❧❡ r❡❛❝❤❡s t❤❡ s❛♠❡ ✉s❡✳ ❋♦r t❤❡s❡ ❝❛s❡s ❛ s♣❡❝✐❛❧ ✐♥str✉❝t✐♦♥ ✐s ✉s❡❞✱ t❤❡ φ✲❢✉♥❝t✐♦♥s✳ ❚❤❡ φ✲❢✉♥❝t✐♦♥s ❛r❡ ❛♥ ❛❜str❛❝t✐♦♥ ✉s❡❞ t♦ ❥♦✐♥ t❤❡ ❧✐✈❡ r❛♥❣❡s ♦❢ ✈❛r✐❛❜❧❡s✳ ❆♥ ❛ss✐❣♥♠❡♥t s✉❝❤ ❛s✿

(v1, . . . , vn) =φ[(v11, . . . , vn1) :L1, . . .(v1m, . . . , vnm) :Lm]

❝♦♥t❛✐♥sn φ✲❢✉♥❝t✐♦♥s s✉❝❤ ❛svi ←φ(vi1 :L1, . . . , vim:Lm)✳ ❚❤❡φs②♠❜♦❧ ✇♦r❦s ❛s ❛

♠✉❧t✐♣❧❡①❡r✳ ■t ✇✐❧❧ ❛ss✐❣♥ t♦ ❡❛❝❤vi t❤❡ ✈❛❧✉❡ ✐♥ vij✱ ✇❤❡r❡ j ✐s ❞❡t❡r♠✐♥❡❞ ❜② Lj✱ t❤❡

❜❛s✐❝ ❜❧♦❝❦ ❧❛st ✈✐s✐t❡❞ ❜❡❢♦r❡ r❡❛❝❤✐♥❣ t❤❡φ❛ss✐❣♥♠❡♥t✳ ◆♦t✐❝❡ t❤❛t t❤❡s❡ ❛ss✐❣♥♠❡♥ts ❤❛♣♣❡♥ ✐♥ ♣❛r❛❧❧❡❧✱ t❤❛t ✐s✱ ❛❧❧ t❤❡ ✈❛r✐❛❜❧❡s v1i, . . . , vni ❛r❡ s✐♠✉❧t❛♥❡♦✉s❧② ❝♦♣✐❡❞ ✐♥t♦

t❤❡ ✈❛r✐❛❜❧❡s v1, . . . , vn✳ ❋✐❣✉r❡ ✷✳✶ s❤♦✇s ❛♥ ❡①❛♠♣❧❡ ♦❢ t❤❡ ❙❙❆ r❡♣r❡s❡♥t❛t✐♦♥✳ ❚❤❡

♦r✐❣✐♥❛❧ ♣r♦❣r❛♠ ♣r❡s❡♥t❡❞ ✐♥ ❋✐❣✉r❡ ✷✳✶ ✭❛✮ ✐s ♥♦t ✐♥ ❙❙❆ ❢♦r♠✱ ❛s ✈❛r✐❛❜❧❡sx❛♥❞y❛r❡ ❞❡✜♥❡❞ t✇✐❝❡ ✐♥ t❤✐s ❡①❛♠♣❧❡✳ ❚❤❡ ❙❙❆ ✈❡rs✐♦♥ ♦❢ t❤✐s ♣r♦❣r❛♠✱ s❤♦✇❡❞ ✐♥ ❋✐❣✉r❡ ✷✳✶ ✭❜✮✱ r❡♥❛♠❡❞ ❜♦t❤ ✈❛r✐❛❜❧❡s ❛♥❞ ❝r❡❛t❡❞ ❛ φ✲❢✉♥❝t✐♦♥ ❢♦r ✈❛r✐❛❜❧❡ y✳ ❚❤✐s φ✲❢✉♥❝t✐♦♥ ✐s ♥❡❝❡ss❛r② s✐♥❝❡ t❤❡ ❧✐✈❡ r❛♥❣❡ ♦❢ t❤❡y1 ❛♥❞ y2 ❛r❡ ❞✐s❥♦✐♥t✳

(a)

x = 10 x = x - 3 ( • = x ) ?

y = x * 2 y = x - 3

w = x + y

x1 = 10

x2 = x1 - 3

( • = x2 ) ?

y1 = x2 * 2 y2 = x2 - 3

y3 = ( yϕ 1 , y2 )

w = x2 + y3

(-)

❋✐❣✉r❡ ✷✳✶✿ ❊①❛♠♣❧❡ ♦❢ t❤❡ ✉s❡ ♦❢ ❙❙❆ ♦♥ ✐♥❢♦r♠❛t✐♦♥ ❛♥❛❧②s✐s✳ ✭❛✮ ❖r✐❣✐♥❛❧ ♣r♦❣r❛♠✳ ✭❜✮ ❙❙❆ ♣r♦❣r❛♠✳

(25)

✷✳✷✳ ❙t❛t✐❝ ❙✐♥❣❧❡ ■♥❢♦r♠❛t✐♦♥ ✼

❛❧❣♦r✐t❤♠ ✇❛s ✐♠♣r♦✈❡❞ ❛♥❞ ✐s ♥♦✇ ❜❛s❡❞ ♦♥ t❤❡ ❝♦♥tr♦❧ ✢♦✇ ❣r❛♣❤✳

❆♥ ♦♣t✐♠✐③❛t✐♦♥ t❤❛t ❞❡♣❡♥❞s ♦♥ ❙❙❆ ✐s ●❧♦❜❛❧ ❱❛❧✉❡ ◆✉♠❜❡r✐♥❣ ✭●❱◆✮ ❬❙✐♠✾✻❪✳ ●❱◆ ❡✈❛❧✉❛t❡s ✈❛r✐❛❜❧❡s ❛ss✐❣♥♠❡♥ts ❛♥❞ ❡①♣r❡ss✐♦♥s ❛♥❞ ❞❡✜♥❡s ❛ ✈❛❧✉❡ r❛♥❣❡ ❢♦r ❡❛❝❤ ✈❛r✐❛❜❧❡✳ ❚❤❡ ✈❛❧✉❡ r❛♥❣❡ ♦❢ ❛ ✈❛r✐❛❜❧❡ ❝❛♥ ❜❡ ❧❛t❡r ✉s❡❞ ❢♦r ♦t❤❡r ♦♣t✐♠✐③❛t✐♦♥s✳ ❋♦r ✐♥st❛♥❝❡✱ ✐♥ ❝❛s❡ t❤❡ r❛♥❣❡ ♦❢ ❛ ✈❛r✐❛❜❧❡ ✐s ❛ s✐♥❣❧❡ ✈❛❧✉❡✱ ❛❧❧ ✉s❡s ♦❢ t❤✐s ✈❛r✐❛❜❧❡ ❝❛♥ ❜❡ r❡♣❧❛❝❡❞ ❜② t❤✐s ✈❛❧✉❡✳ ❚❤❡ r❛♥❣❡ ❝❛♥ ❛❧s♦ ❜❡ ✉s❡❞ t♦ ♣r♦✈❡ t❤❛t s♦♠❡ ❝♦♥❞✐t✐♦♥❛❧ ❜r❛♥❝❤❡s ♠❛② ❛❧✇❛②s t❛❦❡ ❛ s✐♥❣❧❡ ❞❡❝✐s✐♦♥✱ ❛❧❧♦✇✐♥❣ t♦ r❡♠♦✈❡ t❤❡ ♦t❤❡r ♦♣t✐♦♥ ♦❢ t❤❡ ❜r❛♥❝❤✳

✷✳✷ ❙t❛t✐❝ ❙✐♥❣❧❡ ■♥❢♦r♠❛t✐♦♥

❙t❛t✐❝ ❙✐♥❣❧❡ ■♥❢♦r♠❛t✐♦♥ ✭❙❙■✮ ❢♦r♠ ✐s ❛ ♣r♦❣r❛♠ r❡♣r❡s❡♥t❛t✐♦♥ ✐♥tr♦❞✉❝❡❞ ❜② ❆♥❛♥✐❛♥ ❬❆♥❛✾✾❪❀ ❤♦✇❡✈❡r✱ ♣r♦❣r❛♠ r❡♣r❡s❡♥t❛t✐♦♥s ✇✐t❤ s✐♠✐❧❛r ♣r♦♣❡rt✐❡s ❤❛✈❡ ❜❡❡♥ ❞❡s❝r✐❜❡❞ ❜❡❢♦r❡ ❜② ❏♦❤♥s♦♥ ❛♥❞ P✐❣❛❧✐ ❬❏P✾✸❪✳ ❆❧s♦✱ t❤❡ ❙❙❯✲❢♦r♠ ✭❙t❛t✐❝ ❙✐♥❣❧❡ ❯s❡✮✱ ❞❡s❝r✐❜❡❞ ❜② P❧❡✈②❛❦✾✻ ❬P❧❡✾✻❪ ✐♥ ❤✐s P❤✳❉ ❞✐ss❡rt❛t✐♦♥ s❡❡♠s t♦ ❜❡ ❡q✉✐✈❛❧❡♥t t♦ ❙❙■✱ ❛❧t❤♦✉❣❤ ✇❡ ❝❛♥♥♦t ✈❡r✐❢② t❤✐s ❝❧❛✐♠ ❞✉❡ t♦ t❤❡ ❧❛❝❦ ♦❢ ❛ ❢♦r♠❛❧ s♣❡❝✐✜❝❛t✐♦♥ ♦❢ ❙❙❯✳ ❇❡♥♦✐t ❡t ❛❧✳ ❞✐st✐♥❣✉✐s❤ t✇♦ ♠❛✐♥ ✢❛✈♦rs ♦❢ t❤❡ ❙❙■ ❢♦r♠ ❬❇❇❉❘✵✾❪✱ ✇❤✐❝❤ ❛r❡ ♥♦t ❡q✉✐✈✲ ❛❧❡♥t✿ str♦♥❣✱ ✐♥tr♦❞✉❝❡❞ ❜② ❆♥❛♥✐❛♥ ❬❆♥❛✾✾❪ ❛♥❞ ✇❡❛❦✱ ❞❡s❝r✐❜❡❞ ❜② ❙✐♥❣❡r ❬❙✐♥✵✻❪✳ ❆❝❝♦r❞✐♥❣ t♦ ❇♦✐ss✐♥♦t ❡t ❛❧✳✱ ❢♦✉r ♣r♦♣❡rt✐❡s ❝❤❛r❛❝t❡r✐③❡ str♦♥❣ ❙❙■ ❢♦r♠✿

• ♣s❡✉❞♦✲❞❡✜♥✐t✐♦♥✿ t❤❡r❡ ❡①✐sts ❛ ❞❡✜♥✐t✐♦♥ ♦❢ ❡❛❝❤ ✈❛r✐❛❜❧❡ ❛t t❤❡ st❛rt✐♥❣ ♣♦✐♥t

♦❢ t❤❡ ♣r♦❣r❛♠✬s ❝♦♥tr♦❧ ✢♦✇ ❣r❛♣❤✳

• s✐♥❣❧❡ r❡❛❝❤✐♥❣✲❞❡✜♥✐t✐♦♥✿ ❡❛❝❤ ♣r♦❣r❛♠ ♣♦✐♥t ✐s r❡❛❝❤❡❞ ❜② ❛t ♠♦st ♦♥❡ ❞❡✜♥✐t✐♦♥

♦❢ ❡❛❝❤ ✈❛r✐❛❜❧❡✳

• ♣s❡✉❞♦✲✉s❡✿ t❤❡r❡ ❡①✐sts ❛ ✉s❡ ♦❢ ❡❛❝❤ ✈❛r✐❛❜❧❡ ❛t t❤❡ ❡♥❞✐♥❣ ♣♦✐♥t ♦❢ t❤❡ ♣r♦❣r❛♠✬s

❝♦♥tr♦❧ ✢♦✇ ❣r❛♣❤✳

• s✐♥❣❧❡ ✉♣✇❛r❞✲❡①♣♦s❡❞✲✉s❡✿ ❢r♦♠ ❡❛❝❤ ♣r♦❣r❛♠ ♣♦✐♥t ✐t ✐s ♣♦ss✐❜❧❡ t♦ r❡❛❝❤ ❛t

♠♦st ♦♥❡ ✉s❡ ♦❢ ❛ ✈❛r✐❛❜❧❡✱ ✇✐t❤♦✉t ♣❛ss✐♥❣ ❜② ❛ ♣r❡✈✐♦✉s ✉s❡✳

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✽ ❈❤❛♣t❡r ✷✳ ■♥t❡r♠❡❞✐❛t❡ ❘❡♣r❡s❡♥t❛t✐♦♥s

✶ ✐♥t ❛❂r❡❛❞✭✮❀ ✷ ✐❢ ✭❛ ❂❂ ✵✮ ④ ✸ ✐❢ ✭✳✳✳✮ ④

✹ ♣r✐♥t✭❛✮❀

✺ ⑥

✻ ⑥

✼ ♣r✐♥t✭❛✮❀

a = • (• = a)? (a1, a2) =σ a

(a4, a5) =σ a2

• = a5

a3 =ϕ [a1,a4,a5]

• = a3

a = • (• = a)? (a1, a2) =σ a

• = a2

a3 =ϕ (a1,a2,a2)

• = a3

✭❛✮ ✭❜✮ ✭❝✮

❋✐❣✉r❡ ✷✳✷✿ ❊①❛♠♣❧❡ ♦❢ t❤❡ ✉s❡ ♦❢ ❙❙■ ❛♥❞ ❡✲❙❙❆ ♦♥ ✐♥❢♦r♠❛t✐♦♥ ❛♥❛❧②s✐s✳ ✭❛✮ ❖r✐❣✐♥❛❧ ♣r♦❣r❛♠✳ ✭❜✮ ❙❙■ ♣r♦❣r❛♠✳ ✭❝✮ ❡✲❙❙❆ ♣r♦❣r❛♠✳

■♥ ♦r❞❡r t♦ ❝♦♥✈❡rt ❛ ♣r♦❣r❛♠ ✐♥t♦ ❙❙■ ❢♦r♠ ✇❡ ♥❡❡❞ t✇♦ s♣❡❝✐❛❧ t②♣❡s ♦❢ ✐♥✲ str✉❝t✐♦♥s✿ φ✲❢✉♥❝t✐♦♥s ❛♥❞ σ✲❢✉♥❝t✐♦♥s✳ ❚❤❡ φ✲❢✉♥❝t✐♦♥s ❛r❡ ❛♥ ❛❜str❛❝t✐♦♥ ✉s❡❞ ✐♥ t❤❡ ❙t❛t✐❝ ❙✐♥❣❧❡ ❆ss✐❣♥♠❡♥t ❢♦r♠ ✭❙❙❆✮ ❬❈❋❘+✾✶❪ t♦ ❥♦✐♥ t❤❡ ❧✐✈❡ r❛♥❣❡s ♦❢ ✈❛r✐✲

❛❜❧❡s✳ ❆♥② ❙❙■ ❢♦r♠ ♣r♦❣r❛♠ ✐s ❛ ❙❙❆ ❢♦r♠ ♣r♦❣r❛♠✳ ❋♦r ✐♥st❛♥❝❡✱ t❤❡ ❛ss✐❣♥♠❡♥t✱ v =φ(v1, . . . , vn)✱ ❛t t❤❡ ❜❡❣✐♥♥✐♥❣ ♦❢ ❛ ❜❛s✐❝ ❜❧♦❝❦ B✱ ✇♦r❦s ❛s ❛ ♠✉❧t✐♣❧❡①❡r✳ ■t ✇✐❧❧

❛ss✐❣♥ t♦ v t❤❡ ✈❛❧✉❡ ✐♥ vi✱ ✐❢ t❤❡ ♣r♦❣r❛♠ ✢♦✇ r❡❛❝❤❡s ❜❧♦❝❦ B ❝♦♠✐♥❣ ❢r♦♠ t❤❡ ith

♣r❡❞❡❝❡ss♦r ♦❢B✳

❚❤❡ σ✲❢✉♥❝t✐♦♥s ❛r❡ t❤❡ ❞✉❛❧ ♦❢ φ✲❢✉♥❝t✐♦♥s✳ ❲❤❡r❡❛s t❤❡ ❧❛tt❡r ❤❛s t❤❡ ❢✉♥❝✲ t✐♦♥❛❧✐t② ♦❢ ❛ ✈❛r✐❛❜❧❡ ♠✉❧t✐♣❧❡①❡r✱ t❤❡ ❢♦r♠❡r ✐s ❛♥❛❧♦❣♦✉s t♦ ❛ ❞❡♠✉❧t✐♣❧❡①❡r✱ t❤❛t ♣❡r❢♦r♠s ❛♥ ❛ss✐❣♥♠❡♥t ❞❡♣❡♥❞✐♥❣ ♦♥ t❤❡ ❡①❡❝✉t✐♦♥ ♣❛t❤ t❛❦❡♥✳ ❋♦r ✐♥st❛♥❝❡✱ t❤❡ ❛ss✐❣♥♠❡♥t✱ (v1, . . . , vn) = σ v✱ ❛t t❤❡ ❡♥❞ ♦❢ ❛ ❜❛s✐❝ ❜❧♦❝❦ B✱ ❛ss✐❣♥s t♦ vi t❤❡ ✈❛❧✉❡

✐♥v ✐❢ ❝♦♥tr♦❧ ✢♦✇s ✐♥t♦ t❤❡ ith s✉❝❝❡ss♦r ♦❢B✳ ◆♦t✐❝❡ t❤❛t ✈❛r✐❛❜❧❡s ❛❧✐✈❡ ✐♥ ❞✐✛❡r❡♥t

❜r❛♥❝❤❡s ♦❢ ❛ ❜❛s✐❝ ❜❧♦❝❦ ❛r❡ ❣✐✈❡♥ ❞✐✛❡r❡♥t ♥❛♠❡s ❜② t❤❡ σ✲❢✉♥❝t✐♦♥ t❤❛t ❡♥❞s t❤❛t ❜❛s✐❝ ❜❧♦❝❦✳

❚❤❡r❡ ❡①✐sts ❛♥ ✐♥t❡r❡st✐♥❣ r❡❧❛t✐♦♥s❤✐♣ ❜❡t✇❡❡♥ t❤❡ ❧✐✈❡ r❛♥❣❡ ♦❢ ♣r♦❣r❛♠ ✈❛r✐✲ ❛❜❧❡s ❛♥❞ ❣r❛♣❤s✳ ❈❤❛✐t✐♥ ❡t ❛❧✳ ❤❛✈❡ s❤♦✇♥ t❤❛t t❤❡ ✐♥t❡rs❡❝t✐♦♥ ❣r❛♣❤ ♦❢ t❤❡ ❧✐✈❡ r❛♥❣❡s ♦❢ ❛ ❣❡♥❡r❛❧ ♣r♦❣r❛♠ ❝❛♥ ❜❡ ❛♥② t②♣❡ ♦❢ ❣r❛♣❤ ❬❈❆❈+✽✶❪✳ ■♥ ✷✵✵✺✱ r❡s❡❛r❝❤❡rs

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✷✳✷✳ ❙t❛t✐❝ ❙✐♥❣❧❡ ■♥❢♦r♠❛t✐♦♥ ✾

❙✐♥❣❡r ❣✐✈❡s t✇♦ ❡①❛♠♣❧❡s ♦❢ ❙❙■ ❝❧✐❡♥ts ❬❙✐♥✵✸❪✿ ✈❡r② ❜✉s② ❡①♣r❡ss✐♦♥s✱ ❛♥❞ t❤❡ ❞✉❛❧ ❛✈❛✐❧❛❜❧❡ ❡①♣r❡ss✐♦♥ ❛♥❛❧②s✐s✳ ❆♥ ❡①♣r❡ss✐♦♥ e ✐s ✈❡r② ❜✉s② ❛t ♣r♦❣r❛♠ ♣♦✐♥t p ✐❢ e ✐s ❝♦♠♣✉t❡❞ ✐♥ ❛♥② ♣❛t❤ ❢r♦♠ p t♦ t❤❡ ❡♥❞ ♦❢ t❤❡ ♣r♦❣r❛♠✱ ❜❡❢♦r❡ ❛♥② ✈❛r✐❛❜❧❡ t❤❛t ✐s ♣❛rt ♦❢ ✐t ✐s r❡❞❡✜♥❡❞✳ ❙✉❝❤ ❛♥❛❧②s✐s✱ ❛❧s♦ ❝❛❧❧❡❞ ❛♥t✐❝✐♣❛t❛❜❧❡ ❡①♣r❡ss✐♦♥s ❛♥❛❧②s✐s ❜② ❏♦❤♥s♦♥ ❛♥❞ P✐❣❛❧✐ ❬❏P✾✸❪✱ ✐s ✉s❡❢✉❧ ❢♦r ♣❡r❢♦r♠✐♥❣ ♦♣t✐♠✐③❛t✐♦♥s s✉❝❤ ❛s ♣❛rt✐❛❧ r❡❞✉♥❞❛♥❝② ❡❧✐♠✐♥❛t✐♦♥✳ ❈♦♥✈❡rs❡❧②✱ ❛♥ ❡①♣r❡ss✐♦♥ e ✐s ❛✈❛✐❧❛❜❧❡ ❛t ♣r♦❣r❛♠ ♣♦✐♥t p✐❢ ✐t ✐s ❝♦♠♣✉t❡❞ ✐♥ ❛♥② ♣❛t❤ ❢r♦♠ t❤❡ ❜❡❣✐♥♥✐♥❣ ♦❢ t❤❡ ♣r♦❣r❛♠ ✉♥t✐❧ p✱ ❛♥❞ ♥♦♥❡ ♦❢ t❤❡ ✈❛r✐❛❜❧❡s t❤❛t ❛r❡ ♣❛rt ♦❢ e❛r❡ r❡❞❡✜♥❡❞ t❤❡r❡❛❢t❡r✳

❆ s♣❛rs❡ ❛♥❛❧②s✐s ❛ss♦❝✐❛t❡s ✐♥❢♦r♠❛t✐♦♥ t♦ ✈❛r✐❛❜❧❡s✱ ✐♥st❡❛❞ ♦❢ ♣r♦❣r❛♠ ♣♦✐♥ts✳ ❚❤❛t ✐s✱ ❜✉s② ❡①♣r❡ss✐♦♥s ❛ss♦❝✐❛t❡❞ t♦ ✈❛r✐❛❜❧❡ v ❛r❡ t❤❡ ❜✉s② ❡①♣r❡ss✐♦♥s ❛t t❤❡ ❞❡✜♥✐t✐♦♥ ♣♦✐♥t ♦❢v✳ ❙✐♠✐❧❛r❧②✱ ❛✈❛✐❧❛❜❧❡ ❡①♣r❡ss✐♦♥s ❛ss♦❝✐❛t❡❞ t♦v ❛r❡ t❤❡ ❡①♣r❡ss✐♦♥s ❛✈❛✐❧❛❜❧❡ ❛t t❤❡ ♣r♦❣r❛♠ ♣♦✐♥t ✇❤❡r❡ v ✐s ❧❛st ✉s❡❞✳ ❚❤❡ ❙❙■ ❢♦r♠ ❛❧❧♦✇s ✉s t♦ ♣❡r❢♦r♠ t❤❡s❡ ❛♥❛❧②s❡s ♥♦♥✲✐t❡r❛t✐✈❡❧② ❬❙✐♥✵✸❪✳ ❆s ❛♥♦t❤❡r ❡①❛♠♣❧❡✱ ❇❡♥♦✐t ❡t ❛❧✳ ❤❛✈❡ s❤♦✇♥ ❤♦✇ ❙❙■ s♣❡❡❞s ✉♣ t❤❡ ❝♦♠♣✉t❛t✐♦♥ ♦❢ ❧✐✈❡♥❡ss ❛♥❛❧②s✐s ❬❇❇❉❘✵✾❪✳ ❚❤✐s ✐s ❛ ❞❛t❛✢♦✇ ❛♥❛❧②s✐s t❤❛t ✜♥❞s ✇❤✐❝❤ ❛r❡ t❤❡ ❧✐✈❡ ✈❛r✐❛❜❧❡s ❛t ❡❛❝❤ ♣r♦❣r❛♠ ♣♦✐♥t✳

❆❧t❤♦✉❣❤ t❤❡ ❙❙■ r❡♣r❡s❡♥t❛t✐♦♥ s✉✐ts t❤❡ ♥❡❡❞s ♦❢ ♠❛♥② ❞✐✛❡r❡♥t ❝♦♠♣✐❧❛t✐♦♥ ♣❛ss❡s ✕ ❤❡♥❝❡❢♦rt❤ ❝❛❧❧❡❞ ❝❧✐❡♥ts✱ t❤❡ ♠❛❥♦r✐t② ♦❢ t❤❡s❡ ❝❧✐❡♥ts r❡q✉✐r❡ ♦♥❧② ❛ s✉❜s❡t ♦❢ t❤❡ ❙❙■ ♣r♦♣❡rt✐❡s✳ ❚❤✐s ♦❜s❡r✈❛t✐♦♥ ✐s ✐♠♣♦rt❛♥t✱ ❜❡❝❛✉s❡ ❝♦♥✈❡rt✐♥❣ ❛ ♣r♦❣r❛♠ t♦ ❙❙■ ❢♦r♠ ✐s ❛ t✐♠❡ ❝♦♥s✉♠✐♥❣ ❡♥❞❡❛✈♦r✳ ❋♦r ✐♥st❛♥❝❡✱ ❇♦❞✐❦ ❡t ❛❧✳✬s ❆❇❈❉ ❛❧❣♦r✐t❤♠ ❬❇●❙✵✵❪ ✉s❡s ✐♥❢♦r♠❛t✐♦♥ ❢r♦♠ ❝♦♥❞✐t✐♦♥❛❧ ❜r❛♥❝❤❡s t♦ ♣✉t ❜♦✉♥❞s ♦♥ t❤❡ ✈❛❧✉❡ ♦❢ ✈❛r✐❛❜❧❡s ✉s❡❞ ❛s ❛rr❛② ✐♥❞✐❝❡s✳ ❚❤✉s✱ ✐t r❡q✉✐r❡s t❤❛t ♦♥❧② ✐♥t❡❣❡r ✈❛r✐❛❜❧❡s ✉s❡❞ ✐♥ ❝♦♥❞✐t✐♦♥❛❧s ❜❡❛r ❙❙■ ♣r♦♣❡rt✐❡s✳ ❊✈❡♥ ❧❡ss ❞❡♠❛♥❞✐♥❣ ✐s t❤❡ s♣❛rs❡ ❝♦♥❞✐t✐♦♥❛❧ ❝♦♥✲ st❛♥t ♣r♦♣❛❣❛t✐♦♥ ❛❧❣♦r✐t❤♠ ❞❡s❝r✐❜❡❞ ❜② ❆♥❛♥✐❛♥ ❬❆♥❛✾✾❪ ❛♥❞ ❙✐♥❣❡r ❬❙✐♥✵✻❪✱ ✇❤✐❝❤ ❞❡♠❛♥❞s t❤❛t ♦♥❧② ✈❛r✐❛❜❧❡s ✉s❡❞ ✐♥ ❡q✉❛❧✐t② ❝♦♠♣❛r✐s♦♥s ❜❡ ✐♥ ❙❙■ ❢♦r♠✳

❊①t❡♥❞❡❞ ❙❙❆ ✭❡✲❙❙❆✮ ❬❇●❙✵✵❪✱ ❞❡s❝r✐❜❡❞ ❜② ❇♦❞✐❦ ❡t ❛❧✳✱ ✐s ❛ s✉❜s❡t ♦❢ ❙❙■✳ ■ts ❝❧✐❡♥ts ❞♦ ♥♦t r❡q✉✐r❡ t❤❛t ✈❛r✐❛❜❧❡s ❜❡ ❢✉❧❧② ❝♦♥✈❡rt❡❞ t♦ ❙❙■ ❢♦r♠✳ ■♥st❡❛❞✱ t❤❡② ♥❡❡❞ ❛ r❡♣r❡s❡♥t❛t✐♦♥ t❤❛t r❡str✐❝ts t❤❡ ✈❛❧✉❡ r❛♥❣❡ ♦❢ ✈❛r✐❛❜❧❡s✳ ❚❤❡ ✈❛❧✉❡ r❛♥❣❡ ♦❢ ❛ ✈❛r✐❛❜❧❡ ✐s t❤❡ s❡t ♦❢ ✈❛❧✉❡s t❤❛t t❤❡ ✈❛r✐❛❜❧❡ ♠❛② ❛ss✉♠❡ ❞✉r✐♥❣ ♣r♦❣r❛♠ ❡①❡❝✉t✐♦♥✳ ❋♦r ✐♥st❛♥❝❡✱ ✈❛r✐❛❜❧❡a✐♥ ▲✐♥❡ ✶ ♦❢ ❋✐❣✉r❡ ✷✳✷✭❛✮ ♠❛② ❛ss✉♠❡ ❛♥② ✈❛❧✉❡ ♦❢ t❤❡ ✐♥t❡❣❡r t②♣❡ ✐♥ t❤❡ ❏❛✈❛ ❧❛♥❣✉❛❣❡✱ t❤✉s✱ ✐ts ✈❛❧✉❡ r❛♥❣❡ ✐s [−231

,231

−1]✳ ❍♦✇❡✈❡r✱ t❤❡ ❝♦♥❞✐t✐♦♥❛❧

❜r❛♥❝❤ ✐♥ ▲✐♥❡ ✷ r❡str✐❝ts t❤❡ ✈❛❧✉❡ r❛♥❣❡ ♦❢a✳ ❚❤✉s✱ ✐♥ ▲✐♥❡ ✸ ♦❢ ♦✉r ❡①❛♠♣❧❡ ♣r♦❣r❛♠✱ t❤✐s r❛♥❣❡ ✐s [0,0]✳ ❚❤❡r❡ ❡①✐st t✇♦ ♠❛✐♥ ❡✈❡♥ts t❤❛t ♠❛② r❡str✐❝t t❤❡ ✈❛❧✉❡ r❛♥❣❡ ♦❢ ❛

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