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SLIDE 1

❇r❡❛❦✐♥❣ ❊❈❈✷❑✲✶✸✵

❉❛♥✐❡❧ ❱✳ ❇❛✐❧❡②✱ ▲❡❥❧❛ ❇❛t✐♥❛✱ ❉❛♥✐❡❧ ❏✳ ❇❡r♥st❡✐♥✱ P❡t❡r ❇✐r❦♥❡r✱ ❏♦♣♣❡ ❲✳ ❇♦s✱ ❍s✐❡❤✲❈❤✉♥❣ ❈❤❡♥✱ ❈❤❡♥✲▼♦✉ ❈❤❡♥❣✱ ●❛✉t❤✐❡r ✈❛♥ ❉❛♠♠❡✱

  • ✐❛❝♦♠♦ ❞❡ ▼❡✉❧❡♥❛❡r✱ ▲✉✐s ❏✉❧✐❛♥ ❉♦♠✐♥❣✉❡③ P❡r❡③✱

❏✉♥❢❡♥❣ ❋❛♥✱ ❚✐♠ ●ü♥❡②s✉✱ ❋r❛♥❦ ●ür❦❛②♥❛❦✱ ❚❤♦rst❡♥ ❑❧❡✐♥❥✉♥❣✱ ❚❛♥❥❛ ▲❛♥❣❡✱ ◆❡❧❡ ▼❡♥t❡♥s✱ ❘✉❜❡♥ ◆✐❡❞❡r❤❛❣❡♥✱ ❈❤r✐st♦❢ P❛❛r✱ ❋r❛♥❝❡s❝♦ ❘❡❣❛③③♦♥✐✱ P❡t❡r ❙❝❤✇❛❜❡✱ ▲❡✐❢ ❯❤s❛❞❡❧✱ ❆♥t❤♦♥② ❱❛♥ ❍❡rr❡✇❡❣❡✱ ❇♦✲❨✐♥ ❨❛♥❣✱ ❛♥❞ s❡✈❡r❛❧ ✐♥❞✐✈✐❞✉❛❧s ❛♥❞ ✐♥st✐t✉t✐♦♥s ❞♦♥❛t✐♥❣ ❝♦♠♣✉t❡r t✐♠❡ ✷✵✶✵✳✶✵✳✷✷

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SLIDE 2

❚❤❡ ❈❡rt✐❝♦♠ ❝❤❛❧❧❡♥❣❡s

✶✾✾✼✿ ❈❡rt✐❝♦♠ ❛♥♥♦✉♥❝❡s s❡✈❡r❛❧ ❊❈❉▲P ♣r✐③❡s✿ ❚❤❡ ❈❤❛❧❧❡♥❣❡ ✐s t♦ ❝♦♠♣✉t❡ t❤❡ ❊❈❈ ♣r✐✈❛t❡ ❦❡②s ❢r♦♠ t❤❡ ❣✐✈❡♥ ❧✐st ♦❢ ❊❈❈ ♣✉❜❧✐❝ ❦❡②s ❛♥❞ ❛ss♦❝✐❛t❡❞ s②st❡♠ ♣❛r❛♠❡t❡rs✳ ❚❤✐s ✐s t❤❡ t②♣❡ ♦❢ ♣r♦❜❧❡♠ ❢❛❝✐♥❣ ❛♥ ❛❞✈❡rs❛r② ✇❤♦ ✇✐s❤❡s t♦ ❝♦♠♣❧❡t❡❧② ❞❡❢❡❛t ❛♥ ❡❧❧✐♣t✐❝ ❝✉r✈❡ ❝r②♣t♦s②st❡♠✳ ❖❜❥❡❝t✐✈❡s st❛t❡❞ ❜② ❈❡rt✐❝♦♠✿

◮ ■♥❝r❡❛s❡ ❝♦♠♠✉♥✐t②✬s ✉♥❞❡rst❛♥❞✐♥❣ ♦❢ ❊❈❉▲P ❞✐✣❝✉❧t②✳ ◮ ❈♦♥✜r♠ t❤❡♦r❡t✐❝❛❧ ❝♦♠♣❛r✐s♦♥s ♦❢ ❊❈❈ ❛♥❞ ❘❙❆✳ ◮ ❍❡❧♣ ✉s❡rs s❡❧❡❝t s✉✐t❛❜❧❡ ❦❡② s✐③❡s✳ ◮ ❈♦♠♣❛r❡ ❊❈❉▲P ❞✐✣❝✉❧t② ❢♦r ❋✷♠ ❛♥❞ ❋♣✳ ◮ ❈♦♠♣❛r❡ ❋✷♠ ❊❈❉▲P ❞✐✣❝✉❧t② ❢♦r r❛♥❞♦♠ ❛♥❞ ❑♦❜❧✐t③✳ ◮ ❙t✐♠✉❧❛t❡ r❡s❡❛r❝❤ ✐♥ ❛❧❣♦r✐t❤♠✐❝ ♥✉♠❜❡r t❤❡♦r②✳

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SLIDE 3

❚❤❡ ❈❡rt✐❝♦♠ ❝❤❛❧❧❡♥❣❡s✱ ❧❡✈❡❧ ✵✿ ❡①❡r❝✐s❡s

✏❊st✐♠❛t❡❞ ♥✉♠❜❡r ❇✐ts ◆❛♠❡ ♦❢ ♠❛❝❤✐♥❡ ❞❛②s✑ Pr✐③❡ ✼✾ ❊❈❈♣✲✼✾ ✶✹✻ ❜♦♦❦ ✼✾ ❊❈❈✷✲✼✾ ✸✺✷ ❜♦♦❦ ✽✾ ❊❈❈♣✲✽✾ ✹✸✻✵ ❜♦♦❦ ✽✾ ❊❈❈✷✲✽✾ ✶✶✷✼✽ ❜♦♦❦ ✾✼ ❊❈❈✷❑✲✾✺ ✽✻✸✼ ✩✺✵✵✵ ✾✼ ❊❈❈♣✲✾✼ ✼✶✾✽✷ ✩✺✵✵✵ ✾✼ ❊❈❈✷✲✾✼ ✶✽✵✹✹✽ ✩✺✵✵✵ ❈❡rt✐❝♦♠ ❜❡❧✐❡✈❡s t❤❛t ✐t ✐s ❢❡❛s✐❜❧❡ t❤❛t t❤❡ ✼✾✲❜✐t ❡①❡r❝✐s❡s ❝♦✉❧❞ ❜❡ s♦❧✈❡❞ ✐♥ ❛ ♠❛tt❡r ♦❢ ❤♦✉rs✱ t❤❡ ✽✾✲❜✐t ❡①❡r❝✐s❡s ❝♦✉❧❞ ❜❡ s♦❧✈❡❞ ✐♥ ❛ ♠❛tt❡r ♦❢ ❞❛②s✱ ❛♥❞ t❤❡ ✾✼✲❜✐t ❡①❡r❝✐s❡s ✐♥ ❛ ♠❛tt❡r ♦❢ ✇❡❡❦s ✉s✐♥❣ ❛ ♥❡t✇♦r❦ ♦❢ ✸✵✵✵ ❝♦♠♣✉t❡rs✳

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SLIDE 4

❚❤❡ ❈❡rt✐❝♦♠ ❝❤❛❧❧❡♥❣❡s✱ ❧❡✈❡❧ ✶

✏❊st✐♠❛t❡❞ ♥✉♠❜❡r ❇✐ts ◆❛♠❡ ♦❢ ♠❛❝❤✐♥❡ ❞❛②s✑ Pr✐③❡ ✶✵✾ ❊❈❈✷❑✲✶✵✽ ✶✸✵✵✵✵✵ ✩✶✵✵✵✵ ✶✵✾ ❊❈❈♣✲✶✵✾ ✾✵✵✵✵✵✵ ✩✶✵✵✵✵ ✶✵✾ ❊❈❈✷✲✶✵✾ ✷✶✵✵✵✵✵✵ ✩✶✵✵✵✵ ✶✸✶ ❊❈❈✷❑✲✶✸✵ ✷✼✵✵✵✵✵✵✵✵ ✩✷✵✵✵✵ ✶✸✶ ❊❈❈♣✲✶✸✶ ✷✸✵✵✵✵✵✵✵✵✵ ✩✷✵✵✵✵ ✶✸✶ ❊❈❈✷✲✶✸✶ ✻✻✵✵✵✵✵✵✵✵✵ ✩✷✵✵✵✵ ❚❤❡ ✶✵✾✲❜✐t ▲❡✈❡❧ ■ ❝❤❛❧❧❡♥❣❡s ❛r❡ ❢❡❛s✐❜❧❡ ✉s✐♥❣ ❛ ✈❡r② ❧❛r❣❡ ♥❡t✇♦r❦ ♦❢ ❝♦♠♣✉t❡rs✳ ❚❤❡ ✶✸✶✲❜✐t ▲❡✈❡❧ ■ ❝❤❛❧❧❡♥❣❡s ❛r❡ ❡①♣❡❝t❡❞ t♦ ❜❡ ✐♥❢❡❛s✐❜❧❡ ❛❣❛✐♥st r❡❛❧✐st✐❝ s♦❢t✇❛r❡ ❛♥❞ ❤❛r❞✇❛r❡ ❛tt❛❝❦s✱ ✉♥❧❡ss ♦❢ ❝♦✉rs❡✱ ❛ ♥❡✇ ❛❧❣♦r✐t❤♠ ❢♦r t❤❡ ❊❈❉▲P ✐s ❞✐s❝♦✈❡r❡❞✳

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SLIDE 5

❚❤❡ ❈❡rt✐❝♦♠ ❝❤❛❧❧❡♥❣❡s✱ ❧❡✈❡❧ ✷

✏❊st✐♠❛t❡❞ ♥✉♠❜❡r ❇✐ts ◆❛♠❡ ♦❢ ♠❛❝❤✐♥❡ ❞❛②s✑ Pr✐③❡ ✶✻✸ ❊❈❈✷❑✲✶✻✸ ✸✷✵✵✵✵✵✵✵✵✵✵✵✵✵ ✩✸✵✵✵✵ ✶✻✸ ❊❈❈♣✲✶✻✸ ✷✸✵✵✵✵✵✵✵✵✵✵✵✵✵✵ ✩✸✵✵✵✵ ✶✻✸ ❊❈❈✷✲✶✻✸ ✻✷✵✵✵✵✵✵✵✵✵✵✵✵✵✵ ✩✸✵✵✵✵ ✶✾✶ ❊❈❈♣✲✶✾✶ ✹✽✵✵✵✵✵✵✵✵✵✵✵✵✵✵✵✵✵✵ ✩✹✵✵✵✵ ✶✾✶ ❊❈❈✷✲✶✾✶ ✶✵✵✵✵✵✵✵✵✵✵✵✵✵✵✵✵✵✵✵✵ ✩✹✵✵✵✵ ✷✸✾ ❊❈❈✷❑✲✷✸✽ ✾✷✵✵✵✵✵✵✵✵✵✵✵✵✵✵✵✵✵✵✵✵✵✵✵✵ ✩✺✵✵✵✵ ✷✸✾ ❊❈❈♣✲✷✸✾ ✶✹✵✵✵✵✵✵✵✵✵✵✵✵✵✵✵✵✵✵✵✵✵✵✵✵✵✵ ✩✺✵✵✵✵ ✷✸✾ ❊❈❈✷✲✷✸✽ ✷✶✵✵✵✵✵✵✵✵✵✵✵✵✵✵✵✵✵✵✵✵✵✵✵✵✵✵ ✩✺✵✵✵✵ ✸✺✾ ❊❈❈♣✲✸✺✾ ≈ ∞ ✩✶✵✵✵✵✵ ❚❤❡ ▲❡✈❡❧ ■■ ❝❤❛❧❧❡♥❣❡s ❛r❡ ✐♥❢❡❛s✐❜❧❡ ❣✐✈❡♥ t♦❞❛②✬s ❝♦♠♣✉t❡r t❡❝❤♥♦❧♦❣② ❛♥❞ ❦♥♦✇❧❡❞❣❡✳

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SLIDE 6

❇r♦❦❡♥ ❝❤❛❧❧❡♥❣❡s

✶✾✾✼✿ ❇❛✐s❧❡② ❛♥❞ ❍❛r❧❡② ❜r❡❛❦ ❊❈❈♣✲✼✾✳ ✶✾✾✼✿ ❍❛r❧❡② ❡t ❛❧✳ ❜r❡❛❦ ❊❈❈✷✲✼✾✳ ✶✾✾✽✿ ❍❛r❧❡② ❡t ❛❧✳ ❜r❡❛❦ ❊❈❈♣✲✽✾✳ ✶✾✾✽✿ ❍❛r❧❡② ❡t ❛❧✳ ❜r❡❛❦ ❊❈❈✷✲✽✾✳ ✶✾✾✽✿ ❍❛r❧❡② ❡t ❛❧✳ ✭✶✷✽✽ ❝♦♠♣✉t❡rs✮ ❜r❡❛❦ ❊❈❈♣✲✾✼✳ ✶✾✾✽✿ ❍❛r❧❡② ❡t ❛❧✳ ✭✷✵✵ ❝♦♠♣✉t❡rs✮ ❜r❡❛❦ ❊❈❈✷❑✲✾✺✳ ✶✾✾✾✿ ❍❛r❧❡② ❡t ❛❧✳ ✭✼✹✵ ❝♦♠♣✉t❡rs✮ ❜r❡❛❦ ❊❈❈✷✲✾✼✳ ✷✵✵✵✿ ❍❛r❧❡② ❡t ❛❧✳ ✭✾✺✵✵ ❝♦♠♣✉t❡rs✮ ❜r❡❛❦ ❊❈❈✷❑✲✶✵✽✳ ✷✵✵✷✿ ▼♦♥✐❝♦ ❡t ❛❧✳ ✭✶✵✵✵✵ ❝♦♠♣✉t❡rs✮ ❜r❡❛❦ ❊❈❈♣✲✶✵✾✳ ✷✵✵✹✿ ▼♦♥✐❝♦ ❡t ❛❧✳ ✭✷✻✵✵ ❝♦♠♣✉t❡rs✮ ❜r❡❛❦ ❊❈❈✷✲✶✵✾✳ ❯♣❞❛t❡❞ ✷✵✵✸ ❞♦❝✉♠❡♥t ❝❡rt❴❡❝❝❴❝❤❛❧❧❡♥❣❡✳♣❞❢ st✐❧❧ s❛✐❞ ✏✶✵✾✲❜✐t ▲❡✈❡❧ ■ ❝❤❛❧❧❡♥❣❡s ❛r❡ ❢❡❛s✐❜❧❡ ✉s✐♥❣ ❛ ✈❡r② ❧❛r❣❡ ♥❡t✇♦r❦ ✳ ✳ ✳ ✶✸✶✲❜✐t ▲❡✈❡❧ ■ ❝❤❛❧❧❡♥❣❡s ❛r❡ ❡①♣❡❝t❡❞ t♦ ❜❡ ✐♥❢❡❛s✐❜❧❡✑ ❡t❝✳

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SLIDE 7

❚❤❡ ❈❡rt✐❝♦♠ ❝❤❛❧❧❡♥❣❡s ❊❈❈✷✲❳

❱❆▼✶ r❡s❡❛r❝❤ r❡tr❡❛t ✐♥ ▲❛✉s❛♥♥❡ ♦♥ ❙❍❆❘❈❙ t♦♣✐❝s✳ ❉❡❝✐s✐♦♥ t♦ ❛♥❛❧②③❡ t❤❡ ❈❡rt✐❝♦♠ ❝❤❛❧❧❡♥❣❡s ❊❈❈✷❑✲✶✸✵✱ ❊❈❈✷✲✶✸✶✱ ❊❈❈✷❑✲✶✻✸✱ ❊❈❈✷✲✶✻✸✳ ❈❛♥ ✇❡ ❜r❡❛❦ ❊❈❈✷❑✲✶✸✵❄ ✏■♥❢❡❛s✐❜❧❡✑ s♦✉♥❞s t❡♠♣t✐♥❣✳ ❉✐r❡❝t ❡✛❡❝ts✿

◮ ❈❡rt✐❝♦♠ ❜❛❝❦♣❡❞❛❧s✳ ❲✐t❤❞r❛✇s ✏✐♥❢❡❛s✐❜❧❡✑ st❛t❡♠❡♥t✳

■♥st❡❛❞ s❛②s t❤❛t ❊❈❈✷❑✲✶✸✵ ✏♠❛② ❜❡ ✇✐t❤✐♥ r❡❛❝❤✳✑ ❊❈❘❨P❚ ❤❛s s❡✈❡r❛❧ ♥❡✇ r❡s❡❛r❝❤ ♣❛♣❡rs✱ st❛rt✐♥❣ ✇✐t❤ ♣❛♣❡r ❛t ❙❍❆❘❈❙ ✏❚❤❡ ❈❡rt✐❝♦♠ ❝❤❛❧❧❡♥❣❡s ❊❈❈✷✲❳✳✑

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SLIDE 8

❚❤❡ ❈❡rt✐❝♦♠ ❝❤❛❧❧❡♥❣❡s ❊❈❈✷✲❳

❱❆▼✶ r❡s❡❛r❝❤ r❡tr❡❛t ✐♥ ▲❛✉s❛♥♥❡ ♦♥ ❙❍❆❘❈❙ t♦♣✐❝s✳ ❉❡❝✐s✐♦♥ t♦ ❛♥❛❧②③❡ t❤❡ ❈❡rt✐❝♦♠ ❝❤❛❧❧❡♥❣❡s ❊❈❈✷❑✲✶✸✵✱ ❊❈❈✷✲✶✸✶✱ ❊❈❈✷❑✲✶✻✸✱ ❊❈❈✷✲✶✻✸✳ ❈❛♥ ✇❡ ❜r❡❛❦ ❊❈❈✷❑✲✶✸✵❄ ✏■♥❢❡❛s✐❜❧❡✑ s♦✉♥❞s t❡♠♣t✐♥❣✳ ❉✐r❡❝t ❡✛❡❝ts✿

◮ ❈❡rt✐❝♦♠ ❜❛❝❦♣❡❞❛❧s✳ ❲✐t❤❞r❛✇s ✏✐♥❢❡❛s✐❜❧❡✑ st❛t❡♠❡♥t✳

■♥st❡❛❞ s❛②s t❤❛t ❊❈❈✷❑✲✶✸✵ ✏♠❛② ❜❡ ✇✐t❤✐♥ r❡❛❝❤✳✑

◮ ❊❈❘❨P❚ ❤❛s s❡✈❡r❛❧ ♥❡✇ r❡s❡❛r❝❤ ♣❛♣❡rs✱ st❛rt✐♥❣ ✇✐t❤

♣❛♣❡r ❛t ❙❍❆❘❈❙ ✏❚❤❡ ❈❡rt✐❝♦♠ ❝❤❛❧❧❡♥❣❡s ❊❈❈✷✲❳✳✑

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SLIDE 9

❚❤❡ t❛r❣❡t✿ ❊❈❈✷❑✲✶✸✵

❚❤❡ ❑♦❜❧✐t③ ❝✉r✈❡ ② ✷ + ①② = ①✸ + ✶ ♦✈❡r ❋✷✶✸✶ = ❋✷[③]/(③✶✸✶ + ③✶✸ + ③✷ + ③ + ✶) ❤❛s ✹ℓ ♣♦✐♥ts✱ ✇❤❡r❡ ℓ ✐s t❤❡ ♣r✐♠❡ ✻✽✵✺✻✹✼✸✸✽✹✶✽✼✻✾✷✻✾✸✷✸✷✵✶✷✾✹✾✸✹✵✾✾✽✺✶✷✾ ≈ ✷✶✷✾✳ ❈❡rt✐❝♦♠ ❣❡♥❡r❛t❡❞ t✇♦ r❛♥❞♦♠ ♣♦✐♥ts ♦♥ t❤❡ ❝✉r✈❡ ❛♥❞ ♠✉❧t✐♣❧✐❡❞ t❤❡♠ ❜② ✹✱ ♦❜t❛✐♥✐♥❣ t❤❡ ❢♦❧❧♦✇✐♥❣ ♣♦✐♥ts P, ◗✿ ①✭P✮ ❂ ✵✺ ✶❈✾✾❇❋❆✻ ❋✶✽❉❊✹✻✼ ❈✽✵❈✷✸❇✾ ✽❈✼✾✾✹❆❆ ②✭P✮ ❂ ✵✹ ✷❊❆✷❉✶✶✷ ❊❈❊❈✼✶❋❈ ❋✼❊✵✵✵❉✼ ❊❋❈✾✼✽❇❉ ①✭◗✮ ❂ ✵✻ ❈✾✾✼❋✸❊✼ ❋✷❈✻✻❆✹❆ ✺❉✷❋❉❆✶✸ ✼✺✻❆✸✼❇✶ ②✭◗✮ ❂ ✵✹ ❆✸✽❉✶✶✽✷ ✾❉✸✷❉✸✹✼ ❇❉✵❈✵❋✺✽ ✹❉✺✹✻❊✾❆ ❚❤❡ ❝❤❛❧❧❡♥❣❡✿ ❋✐♥❞ ❛♥ ✐♥t❡❣❡r ❦ ∈ {✵, ✶, . . . , ℓ − ✶} s✉❝❤ t❤❛t [❦]P = ◗✳ ❲♦rt❤② t❛r❣❡t✿ ✩ ✷✵✵✵✵ ✭❜✉t ♦♥❧② ❈❆❉✮ ✶✷✽✲❜✐t ❝✉r✈❡s ❤❛✈❡ ❜❡❡♥ ♣r♦♣♦s❡❞ ❢♦r r❡❛❧ ✭❘❋■❉✱ ❚✐♥②❚❛t❡✮✳

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SLIDE 10

❚❤❡ t❛r❣❡t✿ ❊❈❈✷❑✲✶✸✵

❚❤❡ ❑♦❜❧✐t③ ❝✉r✈❡ ② ✷ + ①② = ①✸ + ✶ ♦✈❡r ❋✷✶✸✶ = ❋✷[③]/(③✶✸✶ + ③✶✸ + ③✷ + ③ + ✶) ❤❛s ✹ℓ ♣♦✐♥ts✱ ✇❤❡r❡ ℓ ✐s t❤❡ ♣r✐♠❡ ✻✽✵✺✻✹✼✸✸✽✹✶✽✼✻✾✷✻✾✸✷✸✷✵✶✷✾✹✾✸✹✵✾✾✽✺✶✷✾ ≈ ✷✶✷✾✳ ❈❡rt✐❝♦♠ ❣❡♥❡r❛t❡❞ t✇♦ r❛♥❞♦♠ ♣♦✐♥ts ♦♥ t❤❡ ❝✉r✈❡ ❛♥❞ ♠✉❧t✐♣❧✐❡❞ t❤❡♠ ❜② ✹✱ ♦❜t❛✐♥✐♥❣ t❤❡ ❢♦❧❧♦✇✐♥❣ ♣♦✐♥ts P, ◗✿ ①✭P✮ ❂ ✵✺ ✶❈✾✾❇❋❆✻ ❋✶✽❉❊✹✻✼ ❈✽✵❈✷✸❇✾ ✽❈✼✾✾✹❆❆ ②✭P✮ ❂ ✵✹ ✷❊❆✷❉✶✶✷ ❊❈❊❈✼✶❋❈ ❋✼❊✵✵✵❉✼ ❊❋❈✾✼✽❇❉ ①✭◗✮ ❂ ✵✻ ❈✾✾✼❋✸❊✼ ❋✷❈✻✻❆✹❆ ✺❉✷❋❉❆✶✸ ✼✺✻❆✸✼❇✶ ②✭◗✮ ❂ ✵✹ ❆✸✽❉✶✶✽✷ ✾❉✸✷❉✸✹✼ ❇❉✵❈✵❋✺✽ ✹❉✺✹✻❊✾❆ ❚❤❡ ❝❤❛❧❧❡♥❣❡✿ ❋✐♥❞ ❛♥ ✐♥t❡❣❡r ❦ ∈ {✵, ✶, . . . , ℓ − ✶} s✉❝❤ t❤❛t [❦]P = ◗✳ ❲♦rt❤② t❛r❣❡t✿ ✩ ✷✵✵✵✵ ✭❜✉t ♦♥❧② ❈❆❉✮ ✶✷✽✲❜✐t ❝✉r✈❡s ❤❛✈❡ ❜❡❡♥ ♣r♦♣♦s❡❞ ❢♦r r❡❛❧ ✭❘❋■❉✱ ❚✐♥②❚❛t❡✮✳

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SLIDE 11

❚❤❡ t❛r❣❡t✿ ❊❈❈✷❑✲✶✸✵

❚❤❡ ❑♦❜❧✐t③ ❝✉r✈❡ ② ✷ + ①② = ①✸ + ✶ ♦✈❡r ❋✷✶✸✶ = ❋✷[③]/(③✶✸✶ + ③✶✸ + ③✷ + ③ + ✶) ❤❛s ✹ℓ ♣♦✐♥ts✱ ✇❤❡r❡ ℓ ✐s t❤❡ ♣r✐♠❡ ✻✽✵✺✻✹✼✸✸✽✹✶✽✼✻✾✷✻✾✸✷✸✷✵✶✷✾✹✾✸✹✵✾✾✽✺✶✷✾ ≈ ✷✶✷✾✳ ❈❡rt✐❝♦♠ ❣❡♥❡r❛t❡❞ t✇♦ r❛♥❞♦♠ ♣♦✐♥ts ♦♥ t❤❡ ❝✉r✈❡ ❛♥❞ ♠✉❧t✐♣❧✐❡❞ t❤❡♠ ❜② ✹✱ ♦❜t❛✐♥✐♥❣ t❤❡ ❢♦❧❧♦✇✐♥❣ ♣♦✐♥ts P, ◗✿ ①✭P✮ ❂ ✵✺ ✶❈✾✾❇❋❆✻ ❋✶✽❉❊✹✻✼ ❈✽✵❈✷✸❇✾ ✽❈✼✾✾✹❆❆ ②✭P✮ ❂ ✵✹ ✷❊❆✷❉✶✶✷ ❊❈❊❈✼✶❋❈ ❋✼❊✵✵✵❉✼ ❊❋❈✾✼✽❇❉ ①✭◗✮ ❂ ✵✻ ❈✾✾✼❋✸❊✼ ❋✷❈✻✻❆✹❆ ✺❉✷❋❉❆✶✸ ✼✺✻❆✸✼❇✶ ②✭◗✮ ❂ ✵✹ ❆✸✽❉✶✶✽✷ ✾❉✸✷❉✸✹✼ ❇❉✵❈✵❋✺✽ ✹❉✺✹✻❊✾❆ ❚❤❡ ❝❤❛❧❧❡♥❣❡✿ ❋✐♥❞ ❛♥ ✐♥t❡❣❡r ❦ ∈ {✵, ✶, . . . , ℓ − ✶} s✉❝❤ t❤❛t [❦]P = ◗✳ ❲♦rt❤② t❛r❣❡t✿ ✩ ✷✵✵✵✵ ✭❜✉t ♦♥❧② ❈❆❉✮ ✶✷✽✲❜✐t ❝✉r✈❡s ❤❛✈❡ ❜❡❡♥ ♣r♦♣♦s❡❞ ❢♦r r❡❛❧ ✭❘❋■❉✱ ❚✐♥②❚❛t❡✮✳

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SLIDE 12

❆r✐t❤♠❡t✐❝ ♦♥ ❊❈❈✷❑✲✶✸✵

❊❧❡♠❡♥ts ♦❢ t❤❡ ❑♦❜❧✐t③ ❝✉r✈❡✿ ❛ s♣❡❝✐❛❧ ♣♦✐♥t P∞✱ ❛♥❞ ❡❛❝❤ (①✶, ②✶) ∈ ❋✷✶✸✶ × ❋✷✶✸✶ s❛t✐s❢②✐♥❣ ② ✷

✶ + ①✶②✶ = ①✸ ✶ + ✶✳

❍♦✇ t♦ ❛❞❞ P✶ P✷✿ P✶ P P P✶ P✶❀ ①✶ ②✶ ①✶ ②✶ ①✶ P ✳ ■❢ ①✶ ✵ t❤❡ ❞♦✉❜❧❡ ✷ ①✶ ②✶ ①✸ ②✸ ✐s ❣✐✈❡♥ ❜② ①✸

②✸ ①✶ ①✸ ②✶ ①✸ ✇❤❡r❡ ①✶ ②✶ ①✶ ■❢ ①✶ ①✷ t❤❡ s✉♠ ①✶ ②✶ ①✷ ②✷ ①✸ ②✸ ✐s ❣✐✈❡♥ ❜② ①✸

①✶ ①✷ ②✸ ①✶ ①✸ ②✶ ①✸ ✇❤❡r❡ ②✶ ②✷ ①✶ ①✷ ❈♦st✿ ✶■ ✭✐♥✈❡rs✐♦♥✮✱ ✷▼ ✭♠✉❧t✐♣❧✐❝❛t✐♦♥s✮✱ ✶❙ ✭sq✉❛r✐♥❣✮✳ ❋♦r ❛♥ ♦✈❡r✈✐❡✇ ♦❢ ❤♦✇ t♦ ♣❡r❢♦r♠ t❤❡s❡ ♦♣❡r❛t✐♦♥s ✐♥ ♦t❤❡r ❝♦♦r❞✐♥❛t❡ s②st❡♠s s❡❡ t❤❡ ❊❋❉✿ ❤tt♣✿✴✴❤②♣❡r❡❧❧✐♣t✐❝✳♦r❣✴❊❋❉✴

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SLIDE 13

❆r✐t❤♠❡t✐❝ ♦♥ ❊❈❈✷❑✲✶✸✵

❊❧❡♠❡♥ts ♦❢ t❤❡ ❑♦❜❧✐t③ ❝✉r✈❡✿ ❛ s♣❡❝✐❛❧ ♣♦✐♥t P∞✱ ❛♥❞ ❡❛❝❤ (①✶, ②✶) ∈ ❋✷✶✸✶ × ❋✷✶✸✶ s❛t✐s❢②✐♥❣ ② ✷

✶ + ①✶②✶ = ①✸ ✶ + ✶✳

❍♦✇ t♦ ❛❞❞ P✶, P✷✿

◮ P✶ + P∞ = P∞ + P✶ = P✶❀ (①✶, ②✶) + (①✶, ②✶ + ①✶) = P∞✳ ◮ ■❢ ①✶ = ✵ t❤❡ ❞♦✉❜❧❡ [✷](①✶, ②✶) = (①✸, ②✸) ✐s ❣✐✈❡♥ ❜②

①✸ = λ✷ + λ, ②✸ = λ(①✶ + ①✸) + ②✶ + ①✸, ✇❤❡r❡ λ = ①✶ + ②✶ ①✶ .

◮ ■❢ ①✶ = ①✷ t❤❡ s✉♠ (①✶, ②✶) + (①✷, ②✷) = (①✸, ②✸) ✐s ❣✐✈❡♥ ❜②

①✸ = λ✷+λ+①✶+①✷, ②✸ = λ(①✶+①✸)+②✶+①✸, ✇❤❡r❡ λ = ②✶ + ②✷ ①✶ + ①✷ . ❈♦st✿ ✶■ ✭✐♥✈❡rs✐♦♥✮✱ ✷▼ ✭♠✉❧t✐♣❧✐❝❛t✐♦♥s✮✱ ✶❙ ✭sq✉❛r✐♥❣✮✳

◮ ❋♦r ❛♥ ♦✈❡r✈✐❡✇ ♦❢ ❤♦✇ t♦ ♣❡r❢♦r♠ t❤❡s❡ ♦♣❡r❛t✐♦♥s ✐♥

♦t❤❡r ❝♦♦r❞✐♥❛t❡ s②st❡♠s s❡❡ t❤❡ ❊❋❉✿ ❤tt♣✿✴✴❤②♣❡r❡❧❧✐♣t✐❝✳♦r❣✴❊❋❉✴

slide-14
SLIDE 14

❑♦❜❧✐t③ ❝✉r✈❡s ✕ t❤❡ ❋r♦❜❡♥✐✉s ❡♥❞♦♠♦r♣❤✐s♠

◮ ■♥ ✶✾✾✶ ❑♦❜❧✐t③ ♣♦✐♥t❡❞ ♦✉t t❤❛t s❝❛❧❛r ♠✉❧t✐♣❧✐❝❛t✐♦♥s

[♠]P ❝❛♥ ❜❡ ❝♦♠♣✉t❡❞ ❢❛st❡r ♦♥ ❝✉r✈❡s ❊❛ : ② ✷ + ①② = ①✸ + ❛①✷ + ✶, ✇❤❡r❡ ❛ ✐s r❡str✐❝t❡❞ t♦ {✵, ✶}✳

◮ ❚❤❡ ♠❛✐♥ ♦❜s❡r✈❛t✐♦♥ ✐s t❤❛t ✐❢ (①✶, ②✶) ∈ ❊❛(❋✷♥) t❤❡♥

❛❧s♦ t❤❡ ♣♦✐♥t σ(P) = (①✷

✶, ② ✷ ✶) ✐s ✐♥ ❊❛(❋✷♥) ❛♥❞ t❤❡s❡

♣♦✐♥ts ❛r❡ r❡❧❛t❡❞ ❜② σ✷(P) + [µ]σ(P) + [✷]P = P∞, ✇❤❡r❡ µ = ✶ ❢♦r ❛ = ✵ ❛♥❞ µ = −✶ ❢♦r ❛ = ✶✳ ❚❤❡ ♠❛♣ σ ❡①t❡♥❞s t❤❡ ❋r♦❜❡♥✐✉s ❛✉t♦♠♦r♣❤✐s♠ ♦❢ ❋✷♥ t♦ ❊❛(❋✷♥) ❛♥❞ ✐s t❤✉s ❝❛❧❧❡❞ t❤❡ ❋r♦❜❡♥✐✉s ❡♥❞♦♠♦r♣❤✐s♠ ♦❢ ❊❛✳

✶✵

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SLIDE 15

❑♦❜❧✐t③ ❝✉r✈❡s ✕ ✉s❛❣❡ ♦❢ σ

◮ ❑♦❜❧✐t③✱ ▼❡②❡r✕❙t❛✛❡❧❜❛❝❤✱ ❛♥❞ ❙♦❧✐♥❛s s❤♦✇❡❞ t❤❛t ✐♥

t❤❡ ❝♦♠♣✉t❛t✐♦♥ ♦❢ [♠]P t❤❡ ❞♦✉❜❧❡✲❛♥❞✲❛❞❞ ♠❡t❤♦❞ ❝❛♥ ❜❡ r❡♣❧❛❝❡❞ ❜② ❛ σ✲❛♥❞✲❛❞❞ ♠❡t❤♦❞✳ ■♥st❡❛❞ ♦❢ ♥❡❡❞✐♥❣ ❧♦❣✷ ♠ ❞♦✉❜❧✐♥❣s t❤❡ ❋r♦❜❡♥✐✉s✲❜❛s❡❞ ♠❡t❤♦❞ ♥❡❡❞s ❧♦❣✷ ♠ ❛♣♣❧✐❝❛t✐♦♥s ♦❢ σ✳

◮ ❚❤✐s ♠❡❛♥s t❤❛t ✐♥st❡❛❞ ♦❢ ✶■ + ✷▼ + ✶❙ ♣❡r ❜✐t ♦❢ ♠

♦♥❧② ✷❙ ❛r❡ ♥❡❡❞❡❞ ♣❡r ❜✐t ♦❢ ♠✳

◮ ❚❤❡ ❝♦st ♣❡r ❛❞❞✐t✐♦♥ ❞♦❡s ♥♦t ❝❤❛♥❣❡ ❢♦r t❤❡s❡ ❝✉r✈❡s✳

◮ ❆ ◆❆❋ ✈❡rs✐♦♥ r❡❞✉❝❡s t❤❡ ♥✉♠❜❡r ♦❢ ❛❞❞✐t✐♦♥s t♦

❧♦❣✷ ♠/✸ ♦♥ ❛✈❡r❛❣❡ ✇✐t❤♦✉t ♥❡❡❞✐♥❣ ❛♥② ♣r❡❝♦♠♣✉t❛t✐♦♥s✳

◮ ❆♥❛❧♦❣✉❡s ♦❢ ✭❜✐♥❛r②✮ ✇✐♥❞♦✇✐♥❣ ♠❡t❤♦❞s ❡①✐st ✐♥

❋r♦❜❡♥✐✉s ✈❛r✐❛♥ts✳

✶✶

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SLIDE 16

❚❤❡ ♠♦st ✐♠♣♦rt❛♥t ❊❈❉▲ ❛❧❣♦r✐t❤♠s

◆♦ ❦♥♦✇♥ ✐♥❞❡①✲❝❛❧❝✉❧✉s ❛tt❛❝❦ ❛♣♣❧✐❡s t♦ ❊❈❈✷❑✲✶✸✵✳ ❇✉t ❝❛♥ st✐❧❧ ✉s❡ ❣❡♥❡r✐❝ ❛tt❛❝❦s t❤❛t ✇♦r❦ ✐♥ ❛♥② ❣r♦✉♣✿

◮ ❚❤❡ P♦❤❧✐❣✕❍❡❧❧♠❛♥ ❛tt❛❝❦ r❡❞✉❝❡s t❤❡ ❤❛r❞♥❡ss ♦❢ t❤❡

❊❈❉▲P t♦ t❤❡ ❤❛r❞♥❡ss ♦❢ t❤❡ ❊❈❉▲P ✐♥ t❤❡ ❧❛r❣❡st s✉❜❣r♦✉♣ ♦❢ ♣r✐♠❡ ♦r❞❡r✿ ✐♥ t❤✐s ❝❛s❡ ♦r❞❡r ℓ✳

◮ ❚❤❡ ❇❛❜②✲❙t❡♣ ●✐❛♥t✲❙t❡♣ ❛tt❛❝❦ ✜♥❞s t❤❡ ❧♦❣❛r✐t❤♠ ✐♥

√ ℓ st❡♣s ❛♥❞ √ ℓ st♦r❛❣❡ ❜② ❝♦♠♣❛r✐♥❣ ◗ − [❥t]P ✭t❤❡ ❣✐❛♥t st❡♣s✮ t♦ ❛ s♦rt❡❞ ❧✐st ♦❢ ❛❧❧ [✐]P ✭t❤❡ ❜❛❜② st❡♣s✮✱ ✇❤❡r❡ ✵ ≤ ✐, ❥ ≤ ⌈ √ ℓ⌉ ❛♥❞ t = ⌈ √ ℓ⌉✳

◮ P♦❧❧❛r❞✬s r❤♦ ❛♥❞ ❦❛♥❣❛r♦♦ ♠❡t❤♦❞s ❛❧s♦ ✉s❡ ❖(

√ ℓ) st❡♣s ❜✉t r❡q✉✐r❡ ❝♦♥st❛♥t ♠❡♠♦r②✖♠✉❝❤ ❧❡ss ❡①♣❡♥s✐✈❡✦ ❚❤❡ ❦❛♥❣❛r♦♦ ♠❡t❤♦❞ ✇♦✉❧❞ ❜❡ ❢❛st❡r ✐❢ t❤❡ ❧♦❣❛r✐t❤♠ ✇❡r❡ ❦♥♦✇♥ t♦ ❧✐❡ ✐♥ ❛ s❤♦rt ✐♥t❡r✈❛❧❀ ❢♦r ✉s r❤♦ ✐s ❜❡st✳

◮ ▼✉❧t✐♣❧❡✲t❛r❣❡t ❛tt❛❝❦s✿ ♥♦t r❡❧❡✈❛♥t ❤❡r❡✳

✶✷

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SLIDE 17

P♦❧❧❛r❞✬s r❤♦ ♠❡t❤♦❞

▼❛❦❡ ❛ ♣s❡✉❞♦✲r❛♥❞♦♠ ✇❛❧❦ ✐♥ P✱ ✇❤❡r❡ t❤❡ ♥❡①t st❡♣ ❞❡♣❡♥❞s ♦♥ ❝✉rr❡♥t ♣♦✐♥t✿ P✐+✶ = ❢ (P✐)✳ ❇✐rt❤❞❛② ♣❛r❛❞♦①✿ ❘❛♥❞♦♠❧② ❝❤♦♦s✐♥❣ ❢r♦♠ ℓ ❡❧❡♠❡♥ts ♣✐❝❦s ♦♥❡ ❡❧❡♠❡♥t t✇✐❝❡ ❛❢t❡r ❛❜♦✉t

  • πℓ/✷ ❞r❛✇s✳

❚❤❡ ✇❛❧❦ ❤❛s ♥♦✇ ❡♥t❡r❡❞ ❛ ❝②❝❧❡✳ ❈②❝❧❡✲✜♥❞✐♥❣ ❛❧❣♦r✐t❤♠ ✭❡✳❣✳✱ ❋❧♦②❞✮ q✉✐❝❦❧② ❞❡t❡❝ts t❤✐s✳ ❆ss✉♠❡ t❤❛t ❢♦r ❡❛❝❤ ♣♦✐♥t ✇❡ ❦♥♦✇ ❛✐ ❜✐ ❩ ❩ s♦ t❤❛t P✐ ❛✐ P ❜✐ ◗✳ ❚❤❡♥ P✐ P❥ ♠❡❛♥s t❤❛t ❛✐ P ❜✐ ◗ ❛❥ P ❜❥ ◗ s♦ ❜✐ ❜❥ ◗ ❛❥ ❛✐ P ■❢ ❜✐ ❜❥ t❤❡ ❊❈❉▲P ✐s s♦❧✈❡❞✿ ❦ ❛❥ ❛✐ ❜✐ ❜❥ ✳ ❡✳❣✳ ✏❆❞❞✐♥❣ ✇❛❧❦✑✿ ❙t❛rt ✇✐t❤ P✵ P ❛♥❞ ♣✉t ❢ P✐ P✐ ❝r P ❞r ◗ ✇❤❡r❡ r ❤ P✐ ✳

✶✸

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SLIDE 18

P♦❧❧❛r❞✬s r❤♦ ♠❡t❤♦❞

▼❛❦❡ ❛ ♣s❡✉❞♦✲r❛♥❞♦♠ ✇❛❧❦ ✐♥ P✱ ✇❤❡r❡ t❤❡ ♥❡①t st❡♣ ❞❡♣❡♥❞s ♦♥ ❝✉rr❡♥t ♣♦✐♥t✿ P✐+✶ = ❢ (P✐)✳ ❇✐rt❤❞❛② ♣❛r❛❞♦①✿ ❘❛♥❞♦♠❧② ❝❤♦♦s✐♥❣ ❢r♦♠ ℓ ❡❧❡♠❡♥ts ♣✐❝❦s ♦♥❡ ❡❧❡♠❡♥t t✇✐❝❡ ❛❢t❡r ❛❜♦✉t

  • πℓ/✷ ❞r❛✇s✳

❚❤❡ ✇❛❧❦ ❤❛s ♥♦✇ ❡♥t❡r❡❞ ❛ ❝②❝❧❡✳ ❈②❝❧❡✲✜♥❞✐♥❣ ❛❧❣♦r✐t❤♠ ✭❡✳❣✳✱ ❋❧♦②❞✮ q✉✐❝❦❧② ❞❡t❡❝ts t❤✐s✳ ❆ss✉♠❡ t❤❛t ❢♦r ❡❛❝❤ ♣♦✐♥t ✇❡ ❦♥♦✇ ❛✐, ❜✐ ∈ ❩/ℓ❩ s♦ t❤❛t P✐ = [❛✐]P + [❜✐]◗✳ ❚❤❡♥ P✐ = P❥ ♠❡❛♥s t❤❛t [❛✐]P + [❜✐]◗ = [❛❥]P + [❜❥]◗ s♦ [❜✐ − ❜❥]◗ = [❛❥ − ❛✐]P. ■❢ ❜✐ = ❜❥ t❤❡ ❊❈❉▲P ✐s s♦❧✈❡❞✿ ❦ = (❛❥ − ❛✐)/(❜✐ − ❜❥)✳ ❡✳❣✳ ✏❆❞❞✐♥❣ ✇❛❧❦✑✿ ❙t❛rt ✇✐t❤ P✵ P ❛♥❞ ♣✉t ❢ P✐ P✐ ❝r P ❞r ◗ ✇❤❡r❡ r ❤ P✐ ✳

✶✸

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SLIDE 19

P♦❧❧❛r❞✬s r❤♦ ♠❡t❤♦❞

▼❛❦❡ ❛ ♣s❡✉❞♦✲r❛♥❞♦♠ ✇❛❧❦ ✐♥ P✱ ✇❤❡r❡ t❤❡ ♥❡①t st❡♣ ❞❡♣❡♥❞s ♦♥ ❝✉rr❡♥t ♣♦✐♥t✿ P✐+✶ = ❢ (P✐)✳ ❇✐rt❤❞❛② ♣❛r❛❞♦①✿ ❘❛♥❞♦♠❧② ❝❤♦♦s✐♥❣ ❢r♦♠ ℓ ❡❧❡♠❡♥ts ♣✐❝❦s ♦♥❡ ❡❧❡♠❡♥t t✇✐❝❡ ❛❢t❡r ❛❜♦✉t

  • πℓ/✷ ❞r❛✇s✳

❚❤❡ ✇❛❧❦ ❤❛s ♥♦✇ ❡♥t❡r❡❞ ❛ ❝②❝❧❡✳ ❈②❝❧❡✲✜♥❞✐♥❣ ❛❧❣♦r✐t❤♠ ✭❡✳❣✳✱ ❋❧♦②❞✮ q✉✐❝❦❧② ❞❡t❡❝ts t❤✐s✳ ❆ss✉♠❡ t❤❛t ❢♦r ❡❛❝❤ ♣♦✐♥t ✇❡ ❦♥♦✇ ❛✐, ❜✐ ∈ ❩/ℓ❩ s♦ t❤❛t P✐ = [❛✐]P + [❜✐]◗✳ ❚❤❡♥ P✐ = P❥ ♠❡❛♥s t❤❛t [❛✐]P + [❜✐]◗ = [❛❥]P + [❜❥]◗ s♦ [❜✐ − ❜❥]◗ = [❛❥ − ❛✐]P. ■❢ ❜✐ = ❜❥ t❤❡ ❊❈❉▲P ✐s s♦❧✈❡❞✿ ❦ = (❛❥ − ❛✐)/(❜✐ − ❜❥)✳ ❡✳❣✳ ✏❆❞❞✐♥❣ ✇❛❧❦✑✿ ❙t❛rt ✇✐t❤ P✵ = P ❛♥❞ ♣✉t ❢ (P✐) = P✐ + [❝r]P + [❞r]◗ ✇❤❡r❡ r = ❤(P✐)✳

✶✸

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SLIDE 20

❆ r❤♦ ✇✐t❤✐♥ ❛ r❛♥❞♦♠ ✇❛❧❦ ♦♥ ✶✵✷✹ ❡❧❡♠❡♥ts

▼❡t❤♦❞ ✐s ❝❛❧❧❡❞ r❤♦ ♠❡t❤♦❞ ❜❡❝❛✉s❡ ♦❢ t❤❡ s❤❛♣❡✳

✶✹

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SLIDE 21

P❛r❛❧❧❡❧ ❝♦❧❧✐s✐♦♥ s❡❛r❝❤

❘✉♥♥✐♥❣ P♦❧❧❛r❞✬s r❤♦ ♠❡t❤♦❞ ♦♥ ◆ ❝♦♠♣✉t❡rs ❣✐✈❡s s♣❡❡❞✉♣ ♦❢ ≈ √ ◆ ❢r♦♠ ✐♥❝r❡❛s❡❞ ❧✐❦❡❧✐❤♦♦❞ ♦❢ ✜♥❞✐♥❣ ❝♦❧❧✐s✐♦♥✳ ❲❛♥t ❜❡tt❡r ✇❛② t♦ s♣r❡❛❞ ❝♦♠♣✉t❛t✐♦♥ ❛❝r♦ss ❝❧✐❡♥ts✳ ❲❛♥t t♦ ✜♥❞ ❝♦❧❧✐s✐♦♥s ❜❡t✇❡❡♥ ✇❛❧❦s ♦♥ ❞✐✛❡r❡♥t ♠❛❝❤✐♥❡s✱ ✇✐t❤♦✉t ❢r❡q✉❡♥t s②♥❝❤r♦♥✐③❛t✐♦♥✦ P❡r❢♦r♠ ✇❛❧❦s ✇✐t❤ ❞✐✛❡r❡♥t st❛rt✐♥❣ ♣♦✐♥ts ❜✉t s❛♠❡ ✉♣❞❛t❡ ❢✉♥❝t✐♦♥ ♦♥ ❛❧❧ ❝♦♠♣✉t❡rs✳ ■❢ s❛♠❡ ♣♦✐♥t ✐s ❢♦✉♥❞ ♦♥ t✇♦ ❞✐✛❡r❡♥t ❝♦♠♣✉t❡rs ❛❧s♦ t❤❡ ❢♦❧❧♦✇✐♥❣ st❡♣s ✇✐❧❧ ❜❡ t❤❡ s❛♠❡✳ ❚❡r♠✐♥❛t❡ ❡❛❝❤ ✇❛❧❦ ♦♥❝❡ ✐t ❤✐ts ❛ ❞✐st✐♥❣✉✐s❤❡❞ ♣♦✐♥t✳ ❆tt❛❝❦❡r ❝❤♦♦s❡s ❞❡✜♥✐t✐♦♥ ♦❢ ❞✐st✐♥❣✉✐s❤❡❞ ♣♦✐♥ts❀ ❝❛♥ ❜❡ ♠♦r❡ ♦r ❧❡ss ❢r❡q✉❡♥t✳ ❉♦ ♥♦t ✇❛✐t ❢♦r ❝②❝❧❡✳ ❈♦❧❧❡❝t ❛❧❧ ❞✐st✐♥❣✉✐s❤❡❞ ♣♦✐♥ts ✐♥ ❝❡♥tr❛❧ ❞❛t❛❜❛s❡✳ ❊①♣❡❝t ❝♦❧❧✐s✐♦♥ ✇✐t❤✐♥ ❖ ◆ ✐t❡r❛t✐♦♥s✳ ❙♣❡❡❞✉♣ ◆✳

✶✺

slide-22
SLIDE 22

P❛r❛❧❧❡❧ ❝♦❧❧✐s✐♦♥ s❡❛r❝❤

❘✉♥♥✐♥❣ P♦❧❧❛r❞✬s r❤♦ ♠❡t❤♦❞ ♦♥ ◆ ❝♦♠♣✉t❡rs ❣✐✈❡s s♣❡❡❞✉♣ ♦❢ ≈ √ ◆ ❢r♦♠ ✐♥❝r❡❛s❡❞ ❧✐❦❡❧✐❤♦♦❞ ♦❢ ✜♥❞✐♥❣ ❝♦❧❧✐s✐♦♥✳ ❲❛♥t ❜❡tt❡r ✇❛② t♦ s♣r❡❛❞ ❝♦♠♣✉t❛t✐♦♥ ❛❝r♦ss ❝❧✐❡♥ts✳ ❲❛♥t t♦ ✜♥❞ ❝♦❧❧✐s✐♦♥s ❜❡t✇❡❡♥ ✇❛❧❦s ♦♥ ❞✐✛❡r❡♥t ♠❛❝❤✐♥❡s✱ ✇✐t❤♦✉t ❢r❡q✉❡♥t s②♥❝❤r♦♥✐③❛t✐♦♥✦ P❡r❢♦r♠ ✇❛❧❦s ✇✐t❤ ❞✐✛❡r❡♥t st❛rt✐♥❣ ♣♦✐♥ts ❜✉t s❛♠❡ ✉♣❞❛t❡ ❢✉♥❝t✐♦♥ ♦♥ ❛❧❧ ❝♦♠♣✉t❡rs✳ ■❢ s❛♠❡ ♣♦✐♥t ✐s ❢♦✉♥❞ ♦♥ t✇♦ ❞✐✛❡r❡♥t ❝♦♠♣✉t❡rs ❛❧s♦ t❤❡ ❢♦❧❧♦✇✐♥❣ st❡♣s ✇✐❧❧ ❜❡ t❤❡ s❛♠❡✳ ❚❡r♠✐♥❛t❡ ❡❛❝❤ ✇❛❧❦ ♦♥❝❡ ✐t ❤✐ts ❛ ❞✐st✐♥❣✉✐s❤❡❞ ♣♦✐♥t✳ ❆tt❛❝❦❡r ❝❤♦♦s❡s ❞❡✜♥✐t✐♦♥ ♦❢ ❞✐st✐♥❣✉✐s❤❡❞ ♣♦✐♥ts❀ ❝❛♥ ❜❡ ♠♦r❡ ♦r ❧❡ss ❢r❡q✉❡♥t✳ ❉♦ ♥♦t ✇❛✐t ❢♦r ❝②❝❧❡✳ ❈♦❧❧❡❝t ❛❧❧ ❞✐st✐♥❣✉✐s❤❡❞ ♣♦✐♥ts ✐♥ ❝❡♥tr❛❧ ❞❛t❛❜❛s❡✳ ❊①♣❡❝t ❝♦❧❧✐s✐♦♥ ✇✐t❤✐♥ ❖( √ ℓ/◆) ✐t❡r❛t✐♦♥s✳ ❙♣❡❡❞✉♣ ≈ ◆✳

✶✺

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SLIDE 23

❙❤♦rt ✇❛❧❦s ❡♥❞✐♥❣ ✐♥ ❞✐st✐♥❣✉✐s❤❡❞ ♣♦✐♥ts

❇❧✉❡ ❛♥❞ ♦r❛♥❣❡ ♣❛t❤s ❢♦✉♥❞ t❤❡ s❛♠❡ ❞✐st✐♥❣✉✐s❤❡❞ ♣♦✐♥t✦

✶✻

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SLIDE 24

❊q✉✐✈❛❧❡♥❝❡ ❝❧❛ss❡s

P ❛♥❞ −P ❤❛✈❡ s❛♠❡ ①✲❝♦♦r❞✐♥❛t❡✳ ❙❡❛r❝❤ ❢♦r ①✲❝♦♦r❞✐♥❛t❡ ❝♦❧❧✐s✐♦♥✳ ❙❡❛r❝❤ s♣❛❝❡ ❢♦r ❝♦❧❧✐s✐♦♥s ✐s ♦♥❧② ℓ/✷❀ t❤✐s ❣✐✈❡s ❢❛❝t♦r √ ✷ s♣❡❡❞✉♣ ✳ ✳ ✳ ♣r♦✈✐❞❡❞ t❤❛t ❢ (P✐) = ❢ (−P✐)✳ ❙♦❧✉t✐♦♥✿ ❢ (P✐) = |P✐| + [❝r]P + [❞r]◗ ✇❤❡r❡ r = ❤(|P✐|)✳ ❉❡✜♥❡ |P✐| ❛s✱ ❡✳❣✳✱ ❧❡①✐❝♦❣r❛♣❤✐❝ ♠✐♥✐♠✉♠ ♦❢ P✐, −P✐✳ Pr♦❜❧❡♠✿ t❤✐s ✇❛❧❦ ❝❛♥ r✉♥ ✐♥t♦ ❢r✉✐t❧❡ss ❝②❝❧❡s✦ ■❢ t❤❡r❡ ❛r❡ ❙ ❞✐✛❡r❡♥t st❡♣s ❝r P ❞r ◗ t❤❡♥ ✇✐t❤ ♣r♦❜❛❜✐❧✐t② ✶ ✷❙ t❤❡ ❢♦❧❧♦✇✐♥❣ ❤❛♣♣❡♥s ❢♦r s♦♠❡ st❡♣✿ P✐

P✐

❝r P ❞r ◗ P✐ ❝r P ❞r ◗ ❝r P ❞r ◗ P✐ ✐✳❡✳ P✐ P✐

✷ ✳ ●❡t P✐ ✸

P✐

✶ ✱ P✐ ✹

P✐ ✱ ❡t❝✳ ❈❛♥ ❞❡t❡❝t ❛♥❞ ✜①✱ ❜✉t r❡q✉✐r❡s ❛tt❡♥t✐♦♥✳ ❙❡❡ P✳ ❙❝❤✇❛❜❡✬s r✉♠♣ s❡ss✐♦♥ ♣r❡s❡♥t❛t✐♦♥ ❢♦r ❛♥ ❡①❛♠♣❧❡ ♦✈❡r ❋♣✳

✶✼

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SLIDE 25

❊q✉✐✈❛❧❡♥❝❡ ❝❧❛ss❡s

P ❛♥❞ −P ❤❛✈❡ s❛♠❡ ①✲❝♦♦r❞✐♥❛t❡✳ ❙❡❛r❝❤ ❢♦r ①✲❝♦♦r❞✐♥❛t❡ ❝♦❧❧✐s✐♦♥✳ ❙❡❛r❝❤ s♣❛❝❡ ❢♦r ❝♦❧❧✐s✐♦♥s ✐s ♦♥❧② ℓ/✷❀ t❤✐s ❣✐✈❡s ❢❛❝t♦r √ ✷ s♣❡❡❞✉♣ ✳ ✳ ✳ ♣r♦✈✐❞❡❞ t❤❛t ❢ (P✐) = ❢ (−P✐)✳ ❙♦❧✉t✐♦♥✿ ❢ (P✐) = |P✐| + [❝r]P + [❞r]◗ ✇❤❡r❡ r = ❤(|P✐|)✳ ❉❡✜♥❡ |P✐| ❛s✱ ❡✳❣✳✱ ❧❡①✐❝♦❣r❛♣❤✐❝ ♠✐♥✐♠✉♠ ♦❢ P✐, −P✐✳ Pr♦❜❧❡♠✿ t❤✐s ✇❛❧❦ ❝❛♥ r✉♥ ✐♥t♦ ❢r✉✐t❧❡ss ❝②❝❧❡s✦ ■❢ t❤❡r❡ ❛r❡ ❙ ❞✐✛❡r❡♥t st❡♣s [❝r]P + [❞r]◗ t❤❡♥ ✇✐t❤ ♣r♦❜❛❜✐❧✐t② ✶/(✷❙) t❤❡ ❢♦❧❧♦✇✐♥❣ ❤❛♣♣❡♥s ❢♦r s♦♠❡ st❡♣✿ P✐+✷ = P✐+✶ + [❝r]P + [❞r]◗ = −(P✐ + [❝r]P + [❞r]◗) + [❝r]P + [❞r]◗ = −P✐, ✐✳❡✳ |P✐| = |P✐+✷|✳ ●❡t |P✐+✸| = |P✐+✶|✱ |P✐+✹| = |P✐|✱ ❡t❝✳ ❈❛♥ ❞❡t❡❝t ❛♥❞ ✜①✱ ❜✉t r❡q✉✐r❡s ❛tt❡♥t✐♦♥✳ ❙❡❡ P✳ ❙❝❤✇❛❜❡✬s r✉♠♣ s❡ss✐♦♥ ♣r❡s❡♥t❛t✐♦♥ ❢♦r ❛♥ ❡①❛♠♣❧❡ ♦✈❡r ❋♣✳

✶✼

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SLIDE 26

❊q✉✐✈❛❧❡♥❝❡ ❝❧❛ss❡s ❢♦r ❑♦❜❧✐t③ ❝✉r✈❡s

▼♦r❡ s❛✈✐♥❣s✿ P ❛♥❞ σ✐(P) ❤❛✈❡ ①(σ❥(P)) = ①(P)✷❥✳ ❘❡❞✉❝❡ ♥✉♠❜❡r ♦❢ ✐t❡r❛t✐♦♥s ❜② ❛♥♦t❤❡r ❢❛❝t♦r √♥ ❜② ❝♦♥s✐❞❡r✐♥❣ ❡q✉✐✈❛❧❡♥❝❡ ❝❧❛ss❡s ✉♥❞❡r ❋r♦❜❡♥✐✉s ❛♥❞ ±✳ ◆❡❡❞ t♦ ❡♥s✉r❡ t❤❛t t❤❡ ✐t❡r❛t✐♦♥ ❢✉♥❝t✐♦♥ s❛t✐s✜❡s ❢ (P✐) = ❢ (±σ❥(P✐)) ❢♦r ❛♥② ❥✳ ❈♦✉❧❞ ❛❣❛✐♥ ❞❡✜♥❡ ❛❞❞✐♥❣ ✇❛❧❦ st❛rt✐♥❣ ❢r♦♠ P✐ ✳ ❘❡❞❡✜♥❡ P✐ ❛s ❝❛♥♦♥✐❝❛❧ r❡♣r❡s❡♥t❛t✐✈❡ ♦❢ ❝❧❛ss ❝♦♥t❛✐♥✐♥❣ P✐✿ ❡✳❣✳✱ ❧❡①✐❝♦❣r❛♣❤✐❝ ♠✐♥✐♠✉♠ ♦❢ P✐✱ P✐✱ P✐ ✱ ❡t❝✳ ■t❡r❛t✐♦♥s ♥♦✇ ✐♥✈♦❧✈❡ ♠❛♥② sq✉❛r✐♥❣s✱ ❜✉t sq✉❛r✐♥❣s ❛r❡ ♥♦t s♦ ❡①♣❡♥s✐✈❡ ✐♥ ❝❤❛r❛❝t❡r✐st✐❝ ✷✳

✶✽

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SLIDE 27

❊q✉✐✈❛❧❡♥❝❡ ❝❧❛ss❡s ❢♦r ❑♦❜❧✐t③ ❝✉r✈❡s

▼♦r❡ s❛✈✐♥❣s✿ P ❛♥❞ σ✐(P) ❤❛✈❡ ①(σ❥(P)) = ①(P)✷❥✳ ❘❡❞✉❝❡ ♥✉♠❜❡r ♦❢ ✐t❡r❛t✐♦♥s ❜② ❛♥♦t❤❡r ❢❛❝t♦r √♥ ❜② ❝♦♥s✐❞❡r✐♥❣ ❡q✉✐✈❛❧❡♥❝❡ ❝❧❛ss❡s ✉♥❞❡r ❋r♦❜❡♥✐✉s ❛♥❞ ±✳ ◆❡❡❞ t♦ ❡♥s✉r❡ t❤❛t t❤❡ ✐t❡r❛t✐♦♥ ❢✉♥❝t✐♦♥ s❛t✐s✜❡s ❢ (P✐) = ❢ (±σ❥(P✐)) ❢♦r ❛♥② ❥✳ ❈♦✉❧❞ ❛❣❛✐♥ ❞❡✜♥❡ ❛❞❞✐♥❣ ✇❛❧❦ st❛rt✐♥❣ ❢r♦♠ |P✐|✳ ❘❡❞❡✜♥❡ |P✐| ❛s ❝❛♥♦♥✐❝❛❧ r❡♣r❡s❡♥t❛t✐✈❡ ♦❢ ❝❧❛ss ❝♦♥t❛✐♥✐♥❣ P✐✿ ❡✳❣✳✱ ❧❡①✐❝♦❣r❛♣❤✐❝ ♠✐♥✐♠✉♠ ♦❢ P✐✱ −P✐✱ σ(P✐)✱ ❡t❝✳ ■t❡r❛t✐♦♥s ♥♦✇ ✐♥✈♦❧✈❡ ♠❛♥② sq✉❛r✐♥❣s✱ ❜✉t sq✉❛r✐♥❣s ❛r❡ ♥♦t s♦ ❡①♣❡♥s✐✈❡ ✐♥ ❝❤❛r❛❝t❡r✐st✐❝ ✷✳

✶✽

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SLIDE 28

■t❡r❛t✐♦♥ ❢✉♥❝t✐♦♥s ❢♦r ❑♦❜❧✐t③ ❝✉r✈❡s

❍❛r❧❡② ❛♥❞ ●❛❧❧❛♥t✲▲❛♠❜❡rt✲❱❛♥st♦♥❡ ♦❜s❡r✈❡ t❤❛t ✐♥ ♥♦r♠❛❧ ❜❛s✐s✱ ①(P) ❛♥❞ ①(P)✷❥ ❤❛✈❡ s❛♠❡ ❍❛♠♠✐♥❣ ✇❡✐❣❤t ❍❲(①(P)) ❛♥❞ s✉❣❣❡st t♦ ✉s❡ P✐+✶ = P✐ + σ❥(P✐), ❛s ✐t❡r❛t✐♦♥ ❢✉♥❝t✐♦♥✳ ❈❤♦✐❝❡ ♦❢ ❥ ❞❡♣❡♥❞s ♦♥ ❍❲(①(P))✳ ❚❤✐s ❡♥s✉r❡s t❤❛t t❤❡ ✇❛❧❦ ✐s ✇❡❧❧ ❞❡✜♥❡❞ ♦♥ ❝❧❛ss❡s s✐♥❝❡ ❢ (±σ♠(P✐)) = ±σ♠(P✐) + σ❥(±σ♠(P✐)) = ±(σ♠(P✐) + σ♠(σ❥(P✐))) = ±σ♠(P✐+✶).

◮ ●▲❱ s✉❣❣❡st ✉s✐♥❣ ❥ = ❤❛s❤✭❍❲(①(P))✮✱ ✇❤❡r❡ t❤❡ ❤❛s❤

❢✉♥❝t✐♦♥ ♠❛♣s t♦ [✶, ♥]✳

◮ ❍❛r❧❡② ✉s❡s ❛ s♠❛❧❧❡r s❡t ♦❢ ❡①♣♦♥❡♥ts❀ ❢♦r ❤✐s ❛tt❛❝❦ ♦♥

❊❈❈✷❑✲✶✵✽ ❤❡ t❛❦❡s ❥ ∈ {✶, ✷, ✹, ✺, ✻, ✼, ✽}❀ ❝♦♠♣✉t❡❞ ❛s ✭❍❲(①(P)) ♠♦❞ ✼) + ✷ ❛♥❞ r❡♣❧❛❝✐♥❣ ✸ ❜② ✶✳

✶✾

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SLIDE 29

❖✉r ❝❤♦✐❝❡ ♦❢ ✐t❡r❛t✐♦♥ ❢✉♥❝t✐♦♥ ■

❘❡str✐❝t✐♥❣ s✐③❡ ♦❢ ❥ ♠❛tt❡rs ✕ sq✉❛r✐♥❣s ❛r❡ ❝❤❡❛♣ ❜✉t

◮ ✐♥ ❜✐ts❧✐❝✐♥❣ ♥❡❡❞ t♦ ❝♦♠♣✉t❡ ❛❧❧ ♣♦✇❡rs ✭♥♦ ❜r❛♥❝❤❡s

❛❧❧♦✇❡❞✮❀

◮ ❝♦❞❡ s✐③❡ ♠❛tt❡rs ✭✐♥ ♣❛rt✐❝✉❧❛r ❢♦r ❈❡❧❧ ❈P❯✮❀ ◮ ❧♦❣✐❝ ❝♦sts ❛r❡❛ ❢♦r ❋P●❆❀ ◮ ❤❛✈✐♥❣ ❛ ❧❛r❣❡ s❡t ❞♦❡s♥✬t ❛❝t✉❛❧❧② ❣❛✐♥ ♠✉❝❤ r❛♥❞♦♠♥❡ss

✭s❡❡ ❛♥❛❧②s✐s ❝♦♠✐♥❣ ✉♣✮✳ ❍❛✈✐♥❣ ❢❡✇ ❝♦❡✣❝✐❡♥ts ♠❛❦❡s ✐t ♣♦ss✐❜❧❡ t♦ ❡①❝❧✉❞❡ s❤♦rt ❢r✉✐t❧❡ss ❝②❝❧❡s✳ ❚♦ ❞♦ s♦✱ ❝♦♠♣✉t❡ t❤❡ s❤♦rt❡st ✈❡❝t♦r ✐♥ t❤❡ ❧❛tt✐❝❡

  • ✈ :

❥(✶ + σ❥)✈❥ = ✶

  • ✳ ❯s✉❛❧❧② t❤❡ s❤♦rt❡st ✈❡❝t♦r ❤❛s

♥❡❣❛t✐✈❡ ❝♦❡✣❝✐❡♥ts ✭✇❤✐❝❤ ❝❛♥♥♦t ❤❛♣♣❡♥ ✇✐t❤ t❤❡ ✐t❡r❛t✐♦♥✮❀ s❤♦rt❡st ✈❡❝t♦r ✇✐t❤ ♣♦s✐t✐✈❡ ❝♦❡✣❝✐❡♥ts ✐s s♦♠❡✇❤❛t ❧♦♥❣❡r✳ ❋♦r ✐♠♣❧❡♠❡♥t❛t✐♦♥ ✐t ✐s ❜❡tt❡r t♦ ❤❛✈❡ ❛ ❝♦♥t✐♥✉♦✉s ✐♥t❡r✈❛❧ ♦❢ ❡①♣♦♥❡♥ts✱ s♦ s❤✐❢t t❤❡ ✐♥t❡r✈❛❧ ✐❢ s❤♦rt❡st ✈❡❝t♦r ✐s s❤♦rt✳

✷✵

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SLIDE 30

❖✉r ❝❤♦✐❝❡ ♦❢ ✐t❡r❛t✐♦♥ ❢✉♥❝t✐♦♥ ■■

❖✉r ✐t❡r❛t✐♦♥ ❢✉♥❝t✐♦♥✿ P✐+✶ = P✐ + σ❥(P✐), ✇❤❡r❡ ❥ = (❍❲(①(P))/✷ ♠♦❞ ✽) + ✸✱ s♦ ❥ ∈ {✸, ✹, ✺, ✻, ✼, ✽, ✾, ✶✵}✳ ❙❤♦rt❡st ❝♦♠❜✐♥❛t✐♦♥ ♦❢ t❤❡s❡ ♣♦✇❡rs ✐s ❧♦♥❣✳ ◆♦t❡ t❤❛t ❍❲(①(P)) ✐s ❛❧✇❛②s ❡✈❡♥✳ ■t❡r❛t✐♦♥ ❝♦♥s✐sts ♦❢

◮ ❝♦♠♣✉t✐♥❣ t❤❡ ❍❛♠♠✐♥❣ ✇❡✐❣❤t ❍❲(①(P)) ♦❢ t❤❡

♥♦r♠❛❧✲❜❛s✐s r❡♣r❡s❡♥t❛t✐♦♥ ♦❢ ①(P)❀

◮ ❝❤❡❝❦✐♥❣ ❢♦r ❞✐st✐♥❣✉✐s❤❡❞ ♣♦✐♥ts ✭✐s ❍❲(①(P)) ≤ ✸✹❄✮❀ ◮ ❝♦♠♣✉t✐♥❣ ❥ ❛♥❞ P + σ❥(P)✳

✷✶

slide-31
SLIDE 31

❆♥❛❧②s✐s ♦❢ ♦✉r ❝❤♦✐❝❡ ♦❢ ✐t❡r❛t✐♦♥ ❢✉♥❝t✐♦♥

❋♦r ❛ ♣❡r❢❡❝t❧② r❛♥❞♦♠ ✇❛❧❦ ≈

  • πℓ/✷ ✐t❡r❛t✐♦♥s

❛r❡ ❡①♣❡❝t❡❞ ♦♥ ❛✈❡r❛❣❡✳ ❍❛✈❡ ℓ ≈ ✷✶✸✶/✹ ❢♦r ❊❈❈✷❑✲✶✸✵✳ ❆ ♣❡r❢❡❝t❧② r❛♥❞♦♠ ✇❛❧❦ ♦♥ ❝❧❛ss❡s ✉♥❞❡r ± ❛♥❞ ❋r♦❜❡♥✐✉s ✇♦✉❧❞ r❡❞✉❝❡ ♥✉♠❜❡r ♦❢ ✐t❡r❛t✐♦♥s ❜② √ ✷ · ✶✸✶✳ ▲♦ss ♦❢ r❛♥❞♦♠♥❡ss ❢r♦♠ ❤❛✈✐♥❣ ♦♥❧② ✽ ❝❤♦✐❝❡s ♦❢ ❥✳ ❋✉rt❤❡r ❧♦ss ❢r♦♠ ♥♦♥✲r❛♥❞♦♠♥❡ss ♦❢ ❍❛♠♠✐♥❣ ✇❡✐❣❤ts✿ ❍❛♠♠✐♥❣ ✇❡✐❣❤ts ❛r♦✉♥❞ ✻✻ ❛r❡ ♠✉❝❤ ♠♦r❡ ❧✐❦❡❧② t❤❛♥ ❛t t❤❡ ❡❞❣❡s❀ ❡✛❡❝t st✐❧❧ ♥♦t✐❝❡❛❜❧❡ ❛❢t❡r r❡❞✉❝t✐♦♥ t♦ ✽ ❝❤♦✐❝❡s✳ ❖✉r ❤❡✉r✐st✐❝ ❛♥❛❧②s✐s s❛②s t❤❛t t❤❡ t♦t❛❧ ❧♦ss ✐s ✻✳✾✾✾✸✪✳ ✭❱❡r② ♥❡✇ ✏❛♥t✐✲❝♦❧❧✐s✐♦♥✑ ❛♥❛❧②s✐s✿ ❛❝t✉❛❧❧② ❛❜♦✈❡ ✼✪✳✮ ❚❤✐s ❧♦ss ✐s ❥✉st✐✜❡❞ ❜② t❤❡ ✈❡r② ❢❛st ✐t❡r❛t✐♦♥ ❢✉♥❝t✐♦♥✳ ❆✈❡r❛❣❡ ♥✉♠❜❡r ♦❢ ✐t❡r❛t✐♦♥s ❢♦r ♦✉r ❛tt❛❝❦ ❛❣❛✐♥st ❊❈❈✷❑✲✶✸✵✿ ✷ ✷ ✶✸✶ ✶ ✵✻✾✾✾✸ ✷✻✵ ✾✳

✷✷

slide-32
SLIDE 32

❆♥❛❧②s✐s ♦❢ ♦✉r ❝❤♦✐❝❡ ♦❢ ✐t❡r❛t✐♦♥ ❢✉♥❝t✐♦♥

❋♦r ❛ ♣❡r❢❡❝t❧② r❛♥❞♦♠ ✇❛❧❦ ≈

  • πℓ/✷ ✐t❡r❛t✐♦♥s

❛r❡ ❡①♣❡❝t❡❞ ♦♥ ❛✈❡r❛❣❡✳ ❍❛✈❡ ℓ ≈ ✷✶✸✶/✹ ❢♦r ❊❈❈✷❑✲✶✸✵✳ ❆ ♣❡r❢❡❝t❧② r❛♥❞♦♠ ✇❛❧❦ ♦♥ ❝❧❛ss❡s ✉♥❞❡r ± ❛♥❞ ❋r♦❜❡♥✐✉s ✇♦✉❧❞ r❡❞✉❝❡ ♥✉♠❜❡r ♦❢ ✐t❡r❛t✐♦♥s ❜② √ ✷ · ✶✸✶✳ ▲♦ss ♦❢ r❛♥❞♦♠♥❡ss ❢r♦♠ ❤❛✈✐♥❣ ♦♥❧② ✽ ❝❤♦✐❝❡s ♦❢ ❥✳ ❋✉rt❤❡r ❧♦ss ❢r♦♠ ♥♦♥✲r❛♥❞♦♠♥❡ss ♦❢ ❍❛♠♠✐♥❣ ✇❡✐❣❤ts✿ ❍❛♠♠✐♥❣ ✇❡✐❣❤ts ❛r♦✉♥❞ ✻✻ ❛r❡ ♠✉❝❤ ♠♦r❡ ❧✐❦❡❧② t❤❛♥ ❛t t❤❡ ❡❞❣❡s❀ ❡✛❡❝t st✐❧❧ ♥♦t✐❝❡❛❜❧❡ ❛❢t❡r r❡❞✉❝t✐♦♥ t♦ ✽ ❝❤♦✐❝❡s✳ ❖✉r ❤❡✉r✐st✐❝ ❛♥❛❧②s✐s s❛②s t❤❛t t❤❡ t♦t❛❧ ❧♦ss ✐s ✻✳✾✾✾✸✪✳ ✭❱❡r② ♥❡✇ ✏❛♥t✐✲❝♦❧❧✐s✐♦♥✑ ❛♥❛❧②s✐s✿ ❛❝t✉❛❧❧② ❛❜♦✈❡ ✼✪✳✮ ❚❤✐s ❧♦ss ✐s ❥✉st✐✜❡❞ ❜② t❤❡ ✈❡r② ❢❛st ✐t❡r❛t✐♦♥ ❢✉♥❝t✐♦♥✳ ❆✈❡r❛❣❡ ♥✉♠❜❡r ♦❢ ✐t❡r❛t✐♦♥s ❢♦r ♦✉r ❛tt❛❝❦ ❛❣❛✐♥st ❊❈❈✷❑✲✶✸✵✿ ✷ ✷ ✶✸✶ ✶ ✵✻✾✾✾✸ ✷✻✵ ✾✳

✷✷

slide-33
SLIDE 33

❆♥❛❧②s✐s ♦❢ ♦✉r ❝❤♦✐❝❡ ♦❢ ✐t❡r❛t✐♦♥ ❢✉♥❝t✐♦♥

❋♦r ❛ ♣❡r❢❡❝t❧② r❛♥❞♦♠ ✇❛❧❦ ≈

  • πℓ/✷ ✐t❡r❛t✐♦♥s

❛r❡ ❡①♣❡❝t❡❞ ♦♥ ❛✈❡r❛❣❡✳ ❍❛✈❡ ℓ ≈ ✷✶✸✶/✹ ❢♦r ❊❈❈✷❑✲✶✸✵✳ ❆ ♣❡r❢❡❝t❧② r❛♥❞♦♠ ✇❛❧❦ ♦♥ ❝❧❛ss❡s ✉♥❞❡r ± ❛♥❞ ❋r♦❜❡♥✐✉s ✇♦✉❧❞ r❡❞✉❝❡ ♥✉♠❜❡r ♦❢ ✐t❡r❛t✐♦♥s ❜② √ ✷ · ✶✸✶✳ ▲♦ss ♦❢ r❛♥❞♦♠♥❡ss ❢r♦♠ ❤❛✈✐♥❣ ♦♥❧② ✽ ❝❤♦✐❝❡s ♦❢ ❥✳ ❋✉rt❤❡r ❧♦ss ❢r♦♠ ♥♦♥✲r❛♥❞♦♠♥❡ss ♦❢ ❍❛♠♠✐♥❣ ✇❡✐❣❤ts✿ ❍❛♠♠✐♥❣ ✇❡✐❣❤ts ❛r♦✉♥❞ ✻✻ ❛r❡ ♠✉❝❤ ♠♦r❡ ❧✐❦❡❧② t❤❛♥ ❛t t❤❡ ❡❞❣❡s❀ ❡✛❡❝t st✐❧❧ ♥♦t✐❝❡❛❜❧❡ ❛❢t❡r r❡❞✉❝t✐♦♥ t♦ ✽ ❝❤♦✐❝❡s✳ ❖✉r ❤❡✉r✐st✐❝ ❛♥❛❧②s✐s s❛②s t❤❛t t❤❡ t♦t❛❧ ❧♦ss ✐s ✻✳✾✾✾✸✪✳ ✭❱❡r② ♥❡✇ ✏❛♥t✐✲❝♦❧❧✐s✐♦♥✑ ❛♥❛❧②s✐s✿ ❛❝t✉❛❧❧② ❛❜♦✈❡ ✼✪✳✮ ❚❤✐s ❧♦ss ✐s ❥✉st✐✜❡❞ ❜② t❤❡ ✈❡r② ❢❛st ✐t❡r❛t✐♦♥ ❢✉♥❝t✐♦♥✳ ❆✈❡r❛❣❡ ♥✉♠❜❡r ♦❢ ✐t❡r❛t✐♦♥s ❢♦r ♦✉r ❛tt❛❝❦ ❛❣❛✐♥st ❊❈❈✷❑✲✶✸✵✿

  • πℓ/(✷ · ✷ · ✶✸✶) · ✶.✵✻✾✾✾✸ ≈ ✷✻✵.✾✳

✷✷

slide-34
SLIDE 34

❙♦♠❡ ❤✐❣❤❧✐❣❤ts

◮ ❉❡t❛✐❧❡❞ ❛♥❛❧②s✐s ♦❢ r❛♥❞♦♠♥❡ss ♦❢ ✐t❡r❛t✐♦♥ ❢✉♥❝t✐♦♥✳ ◮ ❈♦✉❧❞ ✐♥❝r❡❛s❡ r❛♥❞♦♠♥❡ss ♦❢ t❤❡ ✇❛❧❦ ❜✉t t❤❡♥ ✐t❡r❛t✐♦♥

❢✉♥❝t✐♦♥ ❣❡ts s❧♦✇❡r✳ ❖♣t✐♠✐③❡❞✿ t✐♠❡ ♣❡r ✐t❡r❛t✐♦♥ × ★ ✐t❡r❛t✐♦♥s

◮ ❉♦ ♥♦t r❡♠❡♠❜❡r ♠✉❧t✐s❡t ♦❢ ❥✬s❀ ✐♥st❡❛❞ r❡❝♦♠♣✉t❡ t❤✐s

❢r♦♠ s❡❡❞ ✇❤❡♥ ❝♦❧❧✐s✐♦♥ ✐s ❢♦✉♥❞ ✭❝❤❡❛♣❡r✱ ❧❡ss st♦r❛❣❡✮✳

◮ ❈♦♠♣❛r❛t✐✈❡ st✉❞② ♦❢ ♥♦r♠❛❧ ❜❛s✐s ❛♥❞ ♣♦❧②♥♦♠✐❛❧ ❜❛s✐s

r❡♣r❡s❡♥t❛t✐♦♥❀ ♥❡✇✿ ♦♣t✐♠❛❧ ♣♦❧②♥♦♠✐❛❧ ❜❛s❡s✳

◮ ❋♦r ❈❡❧❧ ♣r♦❝❡ss♦r ✭❝❤✐♣ ✐♥ P❧❛②❙t❛t✐♦♥ ✸✮ ✜❡r❝❡ ❜❛tt❧❡

❜❡t✇❡❡♥ ❜✐ts❧✐❝❡❞ ❛♥❞ ♥♦♥✲❜✐ts❧✐❝❡❞ ✐♠♣❧❡♠❡♥t❛t✐♦♥✳ ❘❡s✉❧t✿ ♠✉❝❤ ❢❛st❡r ✐♠♣❧❡♠❡♥t❛t✐♦♥✦ ✭❇✐ts❧✐❝❡❞ ✇♦♥✳✮

◮ ❆ss❡♠❜❧② ❧❛♥❣✉❛❣❡ ❢♦r ●P❯s ❛♥❞ q❤❛s♠ ✈❡rs✐♦♥✳ ●❡t

❝♦♥tr♦❧ ♦✈❡r ♣♦✇❡r❢✉❧ ❜❡❛st✳

◮ ❋P●❆ ✐♠♣❧❡♠❡♥t❛t✐♦♥ ♦❢ ❙❤♦❦r♦❧❧❛❤✐ ♠✉❧t✐♣❧✐❡r✿ ❜✐❣

s♣❡❡❞✲✉♣✱ ✉s❡❢✉❧ ❛❧s♦ ❢♦r ❝♦♥str✉❝t✐✈❡ ❊❈❈✳

✷✸

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SLIDE 35

❋✐❡❧❞ ❛r✐t❤♠❡t✐❝ r❡q✉✐r❡❞

▲♦♦❦ ♠♦r❡ ❝❧♦s❡❧② ❛t ❝♦sts ♦❢ ✐t❡r❛t✐♦♥ ❢✉♥❝t✐♦♥✿

◮ ♦♥❡ ♥♦r♠❛❧✲❜❛s✐s ❍❛♠♠✐♥❣✲✇❡✐❣❤t ❝♦♠♣✉t❛t✐♦♥❀ ◮ ♦♥❡ ❛♣♣❧✐❝❛t✐♦♥ ♦❢ σ❥ ❢♦r s♦♠❡ ❥ ∈ {✸, ✹, . . . , ✶✵}✿

≤ ✷✵❙ ✐❢ ❝♦♠♣✉t❡❞ ❛s ❛ s❡r✐❡s ♦❢ sq✉❛r✐♥❣s❀

◮ ♦♥❡ ❡❧❧✐♣t✐❝✲❝✉r✈❡ ❛❞❞✐t✐♦♥✿

✶■ + ✷▼ + ✶❙ + ✼❛ ✐♥ ❛✣♥❡ ❝♦♦r❞✐♥❛t❡s✳ ✏▼♦♥t❣♦♠❡r②✬s tr✐❝❦✑✿ ❤❛♥❞❧❡ ◆ ✐t❡r❛t✐♦♥s ✐♥ ♣❛r❛❧❧❡❧❀ ❜❛t❝❤ ◆■ ✐♥t♦ ✶■ ✸◆ ✸ ▼✳ ❙✉♠♠❛r②✿ ❊❛❝❤ ✐t❡r❛t✐♦♥ ❝♦sts ✶ ◆ ■ ✸▼ ✺▼ ✷✶❙ ✼❛ ♣❧✉s ❛ ❍❛♠♠✐♥❣✲✇❡✐❣❤t ❝♦♠♣✉t❛t✐♦♥ ✐♥ ♥♦r♠❛❧ ❜❛s✐s✳ ❍♦✇ t♦ ♣❡r❢♦r♠ t❤❡s❡ ♦♣❡r❛t✐♦♥s ♠♦st ❡✣❝✐❡♥t❧②❄

✷✹

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SLIDE 36

❋✐❡❧❞ ❛r✐t❤♠❡t✐❝ r❡q✉✐r❡❞

▲♦♦❦ ♠♦r❡ ❝❧♦s❡❧② ❛t ❝♦sts ♦❢ ✐t❡r❛t✐♦♥ ❢✉♥❝t✐♦♥✿

◮ ♦♥❡ ♥♦r♠❛❧✲❜❛s✐s ❍❛♠♠✐♥❣✲✇❡✐❣❤t ❝♦♠♣✉t❛t✐♦♥❀ ◮ ♦♥❡ ❛♣♣❧✐❝❛t✐♦♥ ♦❢ σ❥ ❢♦r s♦♠❡ ❥ ∈ {✸, ✹, . . . , ✶✵}✿

≤ ✷✵❙ ✐❢ ❝♦♠♣✉t❡❞ ❛s ❛ s❡r✐❡s ♦❢ sq✉❛r✐♥❣s❀

◮ ♦♥❡ ❡❧❧✐♣t✐❝✲❝✉r✈❡ ❛❞❞✐t✐♦♥✿

✶■ + ✷▼ + ✶❙ + ✼❛ ✐♥ ❛✣♥❡ ❝♦♦r❞✐♥❛t❡s✳ ✏▼♦♥t❣♦♠❡r②✬s tr✐❝❦✑✿ ❤❛♥❞❧❡ ◆ ✐t❡r❛t✐♦♥s ✐♥ ♣❛r❛❧❧❡❧❀ ❜❛t❝❤ ◆■ ✐♥t♦ ✶■ + (✸◆ − ✸)▼✳ ❙✉♠♠❛r②✿ ❊❛❝❤ ✐t❡r❛t✐♦♥ ❝♦sts ≤ (✶/◆)(■ − ✸▼) + ✺▼ + ✷✶❙ + ✼❛ ♣❧✉s ❛ ❍❛♠♠✐♥❣✲✇❡✐❣❤t ❝♦♠♣✉t❛t✐♦♥ ✐♥ ♥♦r♠❛❧ ❜❛s✐s✳ ❍♦✇ t♦ ♣❡r❢♦r♠ t❤❡s❡ ♦♣❡r❛t✐♦♥s ♠♦st ❡✣❝✐❡♥t❧②❄

✷✹

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SLIDE 37

❇✐t ♦♣❡r❛t✐♦♥s

❲❡ ❝❛♥ ❝♦♠♣✉t❡ ❛♥ ✐t❡r❛t✐♦♥ ✉s✐♥❣ ❛ str❛✐❣❤t✲❧✐♥❡ ✭❜r❛♥❝❤❧❡ss✮ s❡q✉❡♥❝❡ ♦❢ ✼✵✹✻✼ + ✼✵✷✻✸/◆ t✇♦✲✐♥♣✉t ❜✐t ♦♣❡r❛t✐♦♥s✳ ❡✳❣✳ ✼✶✽✽✵ ❜✐t ♦♣❡r❛t✐♦♥s✴✐t❡r❛t✐♦♥ ❢♦r ◆ = ✺✶✳ ❇✐t ♦♣❡r❛t✐♦♥s✿ ✏❆◆❉✑ ❛♥❞ ✏❳❖❘✑❀ ✐✳❡✳✱ ♠✉❧t✐♣❧✐❝❛t✐♦♥ ❛♥❞ ❛❞❞✐t✐♦♥ ✐♥ ❋✷✳ ❈♦♠♣❛r❡ t♦ ✸✹✵✻✶ ❜✐t ♦♣❡r❛t✐♦♥s ✭✶✸✶✷ ❆◆❉s ✶✸✵✷ ❳❖❘s✮ ❢♦r ♦♥❡ s❝❤♦♦❧❜♦♦❦ ♠✉❧t✐♣❧✐❝❛t✐♦♥ ♦❢ t✇♦ ✶✸✶✲❜✐t ♣♦❧②♥♦♠✐❛❧s✳ ❋♦rt✉♥❛t❡❧②✱ t❤❡r❡ ❛r❡ ❢❛st❡r ♠✉❧t✐♣❧✐❝❛t✐♦♥ ♠❡t❤♦❞s✳ ❤tt♣✿✴✴❜✐♥❛r②✳❝r✳②♣✳t♦✴♠✳❤t♠❧✿ ▼ ✶✸✶ ✶✶✾✻✶ ✇❤❡r❡ ▼ ♥ ✐s ♠✐♥✐♠✉♠ ❜✐t ♦♣❡r❛t✐♦♥s ❢♦r ♥✲❜✐t ♠✉❧t✐♣❧✐❝❛t✐♦♥✳

✷✺

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SLIDE 38

❇✐t ♦♣❡r❛t✐♦♥s

❲❡ ❝❛♥ ❝♦♠♣✉t❡ ❛♥ ✐t❡r❛t✐♦♥ ✉s✐♥❣ ❛ str❛✐❣❤t✲❧✐♥❡ ✭❜r❛♥❝❤❧❡ss✮ s❡q✉❡♥❝❡ ♦❢ ✼✵✹✻✼ + ✼✵✷✻✸/◆ t✇♦✲✐♥♣✉t ❜✐t ♦♣❡r❛t✐♦♥s✳ ❡✳❣✳ ✼✶✽✽✵ ❜✐t ♦♣❡r❛t✐♦♥s✴✐t❡r❛t✐♦♥ ❢♦r ◆ = ✺✶✳ ❇✐t ♦♣❡r❛t✐♦♥s✿ ✏❆◆❉✑ ❛♥❞ ✏❳❖❘✑❀ ✐✳❡✳✱ ♠✉❧t✐♣❧✐❝❛t✐♦♥ ❛♥❞ ❛❞❞✐t✐♦♥ ✐♥ ❋✷✳ ❈♦♠♣❛r❡ t♦ ✸✹✵✻✶ ❜✐t ♦♣❡r❛t✐♦♥s ✭✶✸✶✷ ❆◆❉s + ✶✸✵✷ ❳❖❘s✮ ❢♦r ♦♥❡ s❝❤♦♦❧❜♦♦❦ ♠✉❧t✐♣❧✐❝❛t✐♦♥ ♦❢ t✇♦ ✶✸✶✲❜✐t ♣♦❧②♥♦♠✐❛❧s✳ ❋♦rt✉♥❛t❡❧②✱ t❤❡r❡ ❛r❡ ❢❛st❡r ♠✉❧t✐♣❧✐❝❛t✐♦♥ ♠❡t❤♦❞s✳ ❤tt♣✿✴✴❜✐♥❛r②✳❝r✳②♣✳t♦✴♠✳❤t♠❧✿ ▼ ✶✸✶ ✶✶✾✻✶ ✇❤❡r❡ ▼ ♥ ✐s ♠✐♥✐♠✉♠ ❜✐t ♦♣❡r❛t✐♦♥s ❢♦r ♥✲❜✐t ♠✉❧t✐♣❧✐❝❛t✐♦♥✳

✷✺

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SLIDE 39

❇✐t ♦♣❡r❛t✐♦♥s

❲❡ ❝❛♥ ❝♦♠♣✉t❡ ❛♥ ✐t❡r❛t✐♦♥ ✉s✐♥❣ ❛ str❛✐❣❤t✲❧✐♥❡ ✭❜r❛♥❝❤❧❡ss✮ s❡q✉❡♥❝❡ ♦❢ ✼✵✹✻✼ + ✼✵✷✻✸/◆ t✇♦✲✐♥♣✉t ❜✐t ♦♣❡r❛t✐♦♥s✳ ❡✳❣✳ ✼✶✽✽✵ ❜✐t ♦♣❡r❛t✐♦♥s✴✐t❡r❛t✐♦♥ ❢♦r ◆ = ✺✶✳ ❇✐t ♦♣❡r❛t✐♦♥s✿ ✏❆◆❉✑ ❛♥❞ ✏❳❖❘✑❀ ✐✳❡✳✱ ♠✉❧t✐♣❧✐❝❛t✐♦♥ ❛♥❞ ❛❞❞✐t✐♦♥ ✐♥ ❋✷✳ ❈♦♠♣❛r❡ t♦ ✸✹✵✻✶ ❜✐t ♦♣❡r❛t✐♦♥s ✭✶✸✶✷ ❆◆❉s + ✶✸✵✷ ❳❖❘s✮ ❢♦r ♦♥❡ s❝❤♦♦❧❜♦♦❦ ♠✉❧t✐♣❧✐❝❛t✐♦♥ ♦❢ t✇♦ ✶✸✶✲❜✐t ♣♦❧②♥♦♠✐❛❧s✳ ❋♦rt✉♥❛t❡❧②✱ t❤❡r❡ ❛r❡ ❢❛st❡r ♠✉❧t✐♣❧✐❝❛t✐♦♥ ♠❡t❤♦❞s✳ ❤tt♣✿✴✴❜✐♥❛r②✳❝r✳②♣✳t♦✴♠✳❤t♠❧✿ ▼(✶✸✶) ≤ ✶✶✾✻✶ ✇❤❡r❡ ▼(♥) ✐s ♠✐♥✐♠✉♠ # ❜✐t ♦♣❡r❛t✐♦♥s ❢♦r ♥✲❜✐t ♠✉❧t✐♣❧✐❝❛t✐♦♥✳

✷✺

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SLIDE 40

P♦❧②♥♦♠✐❛❧ ❜❛s✐s ✈s✳ ♥♦r♠❛❧ ❜❛s✐s

❲❡ ❝♦✉❧❞ ✉s❡ t❤❡ ♣♦❧②♥♦♠✐❛❧ ❜❛s✐s ✶, ③, ③✷, . . . , ③✶✸✵ ♦❢ ❋✷✶✸✶ = ❋✷[③]/(③✶✸✶ + ③✶✸ + ③✷ + ③ + ✶)✳ ❖r ✇❡ ❝♦✉❧❞ ✉s❡ t❤❡ ✏t②♣❡✲✷ ♦♣t✐♠❛❧ ♥♦r♠❛❧ ❜❛s✐s✑ ζ + ✶/ζ, ζ✷ + ✶/ζ✷, ζ✹ + ✶/ζ✹, . . . , ζ✷✶✸✵ + ✶/ζ✷✶✸✵ ✇❤❡r❡ ζ ✐s ❛ ♣r✐♠✐t✐✈❡ ✷✻✸r❞ r♦♦t ♦❢ ✶✳ ❲❡❧❧✲❦♥♦✇♥ ❛❞✈❛♥t❛❣❡s ♦❢ ♥♦r♠❛❧ ❜❛s✐s✿ ❚❤❡ ✷✶❙ ❛r❡ ❢r❡❡✳ ❚❤❡ ❝♦♥✈❡rs✐♦♥ t♦ ♥♦r♠❛❧ ❜❛s✐s ✐s ❢r❡❡✳ ❲❡❧❧✲❦♥♦✇♥ ❞✐s❛❞✈❛♥t❛❣❡✿ ◆♦r♠❛❧✲❜❛s✐s ♠✉❧t✐♣❧✐❡rs ❛r❡ ♣❛✐♥❢✉❧❧② s❧♦✇✳ ❍❛r❧❡② ❡t ❛❧✳ tr✐❡❞ ♥♦r♠❛❧ ❜❛s✐s ❢♦r ❊❈❈✷❑✲✾✺ ❛♥❞ ❊❈❈✷❑✲✶✵✽ ❜✉t r❡♣♦rt❡❞ t❤❛t ♣♦❧②♥♦♠✐❛❧ ❜❛s✐s ✇❛s ♠✉❝❤ ❢❛st❡r✳

✷✻

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SLIDE 41

P♦❧②♥♦♠✐❛❧ ❜❛s✐s ✈s✳ ♥♦r♠❛❧ ❜❛s✐s

❲❡ ❝♦✉❧❞ ✉s❡ t❤❡ ♣♦❧②♥♦♠✐❛❧ ❜❛s✐s ✶, ③, ③✷, . . . , ③✶✸✵ ♦❢ ❋✷✶✸✶ = ❋✷[③]/(③✶✸✶ + ③✶✸ + ③✷ + ③ + ✶)✳ ❖r ✇❡ ❝♦✉❧❞ ✉s❡ t❤❡ ✏t②♣❡✲✷ ♦♣t✐♠❛❧ ♥♦r♠❛❧ ❜❛s✐s✑ ζ + ✶/ζ, ζ✷ + ✶/ζ✷, ζ✹ + ✶/ζ✹, . . . , ζ✷✶✸✵ + ✶/ζ✷✶✸✵ ✇❤❡r❡ ζ ✐s ❛ ♣r✐♠✐t✐✈❡ ✷✻✸r❞ r♦♦t ♦❢ ✶✳ ❲❡❧❧✲❦♥♦✇♥ ❛❞✈❛♥t❛❣❡s ♦❢ ♥♦r♠❛❧ ❜❛s✐s✿

◮ ❚❤❡ ✷✶❙ ❛r❡ ❢r❡❡✳ ◮ ❚❤❡ ❝♦♥✈❡rs✐♦♥ t♦ ♥♦r♠❛❧ ❜❛s✐s ✐s ❢r❡❡✳

❲❡❧❧✲❦♥♦✇♥ ❞✐s❛❞✈❛♥t❛❣❡✿ ◆♦r♠❛❧✲❜❛s✐s ♠✉❧t✐♣❧✐❡rs ❛r❡ ♣❛✐♥❢✉❧❧② s❧♦✇✳ ❍❛r❧❡② ❡t ❛❧✳ tr✐❡❞ ♥♦r♠❛❧ ❜❛s✐s ❢♦r ❊❈❈✷❑✲✾✺ ❛♥❞ ❊❈❈✷❑✲✶✵✽ ❜✉t r❡♣♦rt❡❞ t❤❛t ♣♦❧②♥♦♠✐❛❧ ❜❛s✐s ✇❛s ♠✉❝❤ ❢❛st❡r✳

✷✻

slide-42
SLIDE 42

P♦❧②♥♦♠✐❛❧ ❜❛s✐s ✈s✳ ♥♦r♠❛❧ ❜❛s✐s

❲❡ ❝♦✉❧❞ ✉s❡ t❤❡ ♣♦❧②♥♦♠✐❛❧ ❜❛s✐s ✶, ③, ③✷, . . . , ③✶✸✵ ♦❢ ❋✷✶✸✶ = ❋✷[③]/(③✶✸✶ + ③✶✸ + ③✷ + ③ + ✶)✳ ❖r ✇❡ ❝♦✉❧❞ ✉s❡ t❤❡ ✏t②♣❡✲✷ ♦♣t✐♠❛❧ ♥♦r♠❛❧ ❜❛s✐s✑ ζ + ✶/ζ, ζ✷ + ✶/ζ✷, ζ✹ + ✶/ζ✹, . . . , ζ✷✶✸✵ + ✶/ζ✷✶✸✵ ✇❤❡r❡ ζ ✐s ❛ ♣r✐♠✐t✐✈❡ ✷✻✸r❞ r♦♦t ♦❢ ✶✳ ❲❡❧❧✲❦♥♦✇♥ ❛❞✈❛♥t❛❣❡s ♦❢ ♥♦r♠❛❧ ❜❛s✐s✿

◮ ❚❤❡ ✷✶❙ ❛r❡ ❢r❡❡✳ ◮ ❚❤❡ ❝♦♥✈❡rs✐♦♥ t♦ ♥♦r♠❛❧ ❜❛s✐s ✐s ❢r❡❡✳

❲❡❧❧✲❦♥♦✇♥ ❞✐s❛❞✈❛♥t❛❣❡✿

◮ ◆♦r♠❛❧✲❜❛s✐s ♠✉❧t✐♣❧✐❡rs ❛r❡ ♣❛✐♥❢✉❧❧② s❧♦✇✳

❍❛r❧❡② ❡t ❛❧✳ tr✐❡❞ ♥♦r♠❛❧ ❜❛s✐s ❢♦r ❊❈❈✷❑✲✾✺ ❛♥❞ ❊❈❈✷❑✲✶✵✽ ❜✉t r❡♣♦rt❡❞ t❤❛t ♣♦❧②♥♦♠✐❛❧ ❜❛s✐s ✇❛s ♠✉❝❤ ❢❛st❡r✳

✷✻

slide-43
SLIDE 43

P♦❧②♥♦♠✐❛❧ ❜❛s✐s ✈s✳ ♥♦r♠❛❧ ❜❛s✐s

❲❡ ❝♦✉❧❞ ✉s❡ t❤❡ ♣♦❧②♥♦♠✐❛❧ ❜❛s✐s ✶, ③, ③✷, . . . , ③✶✸✵ ♦❢ ❋✷✶✸✶ = ❋✷[③]/(③✶✸✶ + ③✶✸ + ③✷ + ③ + ✶)✳ ❖r ✇❡ ❝♦✉❧❞ ✉s❡ t❤❡ ✏t②♣❡✲✷ ♦♣t✐♠❛❧ ♥♦r♠❛❧ ❜❛s✐s✑ ζ + ✶/ζ, ζ✷ + ✶/ζ✷, ζ✹ + ✶/ζ✹, . . . , ζ✷✶✸✵ + ✶/ζ✷✶✸✵ ✇❤❡r❡ ζ ✐s ❛ ♣r✐♠✐t✐✈❡ ✷✻✸r❞ r♦♦t ♦❢ ✶✳ ❲❡❧❧✲❦♥♦✇♥ ❛❞✈❛♥t❛❣❡s ♦❢ ♥♦r♠❛❧ ❜❛s✐s✿

◮ ❚❤❡ ✷✶❙ ❛r❡ ❢r❡❡✳ ◮ ❚❤❡ ❝♦♥✈❡rs✐♦♥ t♦ ♥♦r♠❛❧ ❜❛s✐s ✐s ❢r❡❡✳

❲❡❧❧✲❦♥♦✇♥ ❞✐s❛❞✈❛♥t❛❣❡✿

◮ ◆♦r♠❛❧✲❜❛s✐s ♠✉❧t✐♣❧✐❡rs ❛r❡ ♣❛✐♥❢✉❧❧② s❧♦✇✳

❍❛r❧❡② ❡t ❛❧✳ tr✐❡❞ ♥♦r♠❛❧ ❜❛s✐s ❢♦r ❊❈❈✷❑✲✾✺ ❛♥❞ ❊❈❈✷❑✲✶✵✽ ❜✉t r❡♣♦rt❡❞ t❤❛t ♣♦❧②♥♦♠✐❛❧ ❜❛s✐s ✇❛s ♠✉❝❤ ❢❛st❡r✳

✷✻

slide-44
SLIDE 44

❚❤❡ ❙❤♦❦r♦❧❧❛❤✐ ♠✉❧t✐♣❧✐❡r

✷✵✵✼ ❙❤♦❦r♦❧❧❛❤✐✱ ✈♦♥ ③✉r ●❛t❤❡♥✕❙❤♦❦r♦❧❧❛❤✐✕❙❤♦❦r♦❧❧❛❤✐✿ ❈❛♥ ❝♦♥✈❡rt ❢r♦♠ ❛ ❧❡♥❣t❤✲♥ t②♣❡✲✷ ♦♣t✐♠❛❧ ♥♦r♠❛❧ ❜❛s✐s ζ + ✶/ζ, ζ✷ + ✶/ζ✷, ζ✹ + ✶/ζ✹, . . . t♦ ✶, ζ + ✶/ζ, (ζ + ✶/ζ)✷, (ζ + ✶/ζ)✸, . . . ✉s✐♥❣ ≈ (✶/✷)(♥ ❧❣ ♥) ❜✐t ♦♣❡r❛t✐♦♥s❀ s✐♠✐❧❛r ❢♦r ✐♥✈❡rs❡✳ ≈ ▼(♥ + ✶) + ✷♥ ❧❣ ♥ ❜✐t ♦♣❡r❛t✐♦♥s ❢♦r ♥♦r♠❛❧✲❜❛s✐s ♠✉❧t✳ ◆❡✇✿ ❙❛✈❡ ❜✐t ♦♣❡r❛t✐♦♥s ❜② str❡❛♠❧✐♥✐♥❣ t❤❡ ❝♦♥✈❡rs✐♦♥✳ ▼ ✶✸✶ ✶✺✺✾ ❢♦r s✐③❡✲✶✸✶ ♥♦r♠❛❧✲❜❛s✐s ♠✉❧t✐♣❧✐❝❛t✐♦♥✳ ❙❛✈❡ ❡✈❡♥ ♠♦r❡ ❜✐t ♦♣❡r❛t✐♦♥s ❜② ♠✐①✐♥❣ t②♣❡✲✷ ♦♣t✐♠❛❧ ♥♦r♠❛❧ ❜❛s✐s✱ t②♣❡✲✷ ♦♣t✐♠❛❧ ♣♦❧②♥♦♠✐❛❧ ❜❛s✐s✳ ▼ ♥ ♥ ❧❣ ♥ t♦ ♠✉❧t✐♣❧②❀ ▼ ✶✸✶ ✾✶✼ ❢♦r ♥ ✶✸✶✳ ✶ ✷ ♥ ❧❣ ♥ ❜❡❢♦r❡ ❛♥❞ ❛❢t❡r sq✉❛r✐♥❣s❀ ✸✷✺ ❢♦r ♥ ✶✸✶✳ ❋♦r ♠♦r❡ ❞❡t❛✐❧s✿ ✷✵✵✾ ❇❡r♥st❡✐♥✕▲❛♥❣❡✱ ❲❆■❋■ ✷✵✶✵✳

✷✼

slide-45
SLIDE 45

❚❤❡ ❙❤♦❦r♦❧❧❛❤✐ ♠✉❧t✐♣❧✐❡r

✷✵✵✼ ❙❤♦❦r♦❧❧❛❤✐✱ ✈♦♥ ③✉r ●❛t❤❡♥✕❙❤♦❦r♦❧❧❛❤✐✕❙❤♦❦r♦❧❧❛❤✐✿ ❈❛♥ ❝♦♥✈❡rt ❢r♦♠ ❛ ❧❡♥❣t❤✲♥ t②♣❡✲✷ ♦♣t✐♠❛❧ ♥♦r♠❛❧ ❜❛s✐s ζ + ✶/ζ, ζ✷ + ✶/ζ✷, ζ✹ + ✶/ζ✹, . . . t♦ ✶, ζ + ✶/ζ, (ζ + ✶/ζ)✷, (ζ + ✶/ζ)✸, . . . ✉s✐♥❣ ≈ (✶/✷)(♥ ❧❣ ♥) ❜✐t ♦♣❡r❛t✐♦♥s❀ s✐♠✐❧❛r ❢♦r ✐♥✈❡rs❡✳ ≈ ▼(♥ + ✶) + ✷♥ ❧❣ ♥ ❜✐t ♦♣❡r❛t✐♦♥s ❢♦r ♥♦r♠❛❧✲❜❛s✐s ♠✉❧t✳ ◆❡✇✿ ❙❛✈❡ ❜✐t ♦♣❡r❛t✐♦♥s ❜② str❡❛♠❧✐♥✐♥❣ t❤❡ ❝♦♥✈❡rs✐♦♥✳ ▼(✶✸✶) + ✶✺✺✾ ❢♦r s✐③❡✲✶✸✶ ♥♦r♠❛❧✲❜❛s✐s ♠✉❧t✐♣❧✐❝❛t✐♦♥✳ ❙❛✈❡ ❡✈❡♥ ♠♦r❡ ❜✐t ♦♣❡r❛t✐♦♥s ❜② ♠✐①✐♥❣ t②♣❡✲✷ ♦♣t✐♠❛❧ ♥♦r♠❛❧ ❜❛s✐s✱ t②♣❡✲✷ ♦♣t✐♠❛❧ ♣♦❧②♥♦♠✐❛❧ ❜❛s✐s✳ ▼ ♥ ♥ ❧❣ ♥ t♦ ♠✉❧t✐♣❧②❀ ▼ ✶✸✶ ✾✶✼ ❢♦r ♥ ✶✸✶✳ ✶ ✷ ♥ ❧❣ ♥ ❜❡❢♦r❡ ❛♥❞ ❛❢t❡r sq✉❛r✐♥❣s❀ ✸✷✺ ❢♦r ♥ ✶✸✶✳ ❋♦r ♠♦r❡ ❞❡t❛✐❧s✿ ✷✵✵✾ ❇❡r♥st❡✐♥✕▲❛♥❣❡✱ ❲❆■❋■ ✷✵✶✵✳

✷✼

slide-46
SLIDE 46

❚❤❡ ❙❤♦❦r♦❧❧❛❤✐ ♠✉❧t✐♣❧✐❡r

✷✵✵✼ ❙❤♦❦r♦❧❧❛❤✐✱ ✈♦♥ ③✉r ●❛t❤❡♥✕❙❤♦❦r♦❧❧❛❤✐✕❙❤♦❦r♦❧❧❛❤✐✿ ❈❛♥ ❝♦♥✈❡rt ❢r♦♠ ❛ ❧❡♥❣t❤✲♥ t②♣❡✲✷ ♦♣t✐♠❛❧ ♥♦r♠❛❧ ❜❛s✐s ζ + ✶/ζ, ζ✷ + ✶/ζ✷, ζ✹ + ✶/ζ✹, . . . t♦ ✶, ζ + ✶/ζ, (ζ + ✶/ζ)✷, (ζ + ✶/ζ)✸, . . . ✉s✐♥❣ ≈ (✶/✷)(♥ ❧❣ ♥) ❜✐t ♦♣❡r❛t✐♦♥s❀ s✐♠✐❧❛r ❢♦r ✐♥✈❡rs❡✳ ≈ ▼(♥ + ✶) + ✷♥ ❧❣ ♥ ❜✐t ♦♣❡r❛t✐♦♥s ❢♦r ♥♦r♠❛❧✲❜❛s✐s ♠✉❧t✳ ◆❡✇✿ ❙❛✈❡ ❜✐t ♦♣❡r❛t✐♦♥s ❜② str❡❛♠❧✐♥✐♥❣ t❤❡ ❝♦♥✈❡rs✐♦♥✳ ▼(✶✸✶) + ✶✺✺✾ ❢♦r s✐③❡✲✶✸✶ ♥♦r♠❛❧✲❜❛s✐s ♠✉❧t✐♣❧✐❝❛t✐♦♥✳ ❙❛✈❡ ❡✈❡♥ ♠♦r❡ ❜✐t ♦♣❡r❛t✐♦♥s ❜② ♠✐①✐♥❣ t②♣❡✲✷ ♦♣t✐♠❛❧ ♥♦r♠❛❧ ❜❛s✐s✱ t②♣❡✲✷ ♦♣t✐♠❛❧ ♣♦❧②♥♦♠✐❛❧ ❜❛s✐s✳ ≈ ▼(♥) + ♥ ❧❣ ♥ t♦ ♠✉❧t✐♣❧②❀ ▼(✶✸✶) + ✾✶✼ ❢♦r ♥ = ✶✸✶✳ ≈ (✶/✷)♥ ❧❣ ♥ ❜❡❢♦r❡ ❛♥❞ ❛❢t❡r sq✉❛r✐♥❣s❀ ✸✷✺ ❢♦r ♥ = ✶✸✶✳ ❋♦r ♠♦r❡ ❞❡t❛✐❧s✿ ✷✵✵✾ ❇❡r♥st❡✐♥✕▲❛♥❣❡✱ ❲❆■❋■ ✷✵✶✵✳

✷✼

slide-47
SLIDE 47

❇✐t ♦♣❡r❛t✐♦♥s ✈s✳ r❡❛❧✐t②

❈♦♥✈❡♥t✐♦♥❛❧ ✇✐s❞♦♠✿ ❈♦✉♥t✐♥❣ ❜✐t ♦♣❡r❛t✐♦♥s ✐s t♦♦ s✐♠♣❧❡✳ ❆♥❛❧②③✐♥❣ ❛♥❞ ♦♣t✐♠✐③✐♥❣ ♣❡r❢♦r♠❛♥❝❡ ♦♥ P❤❡♥♦♠ ■■✱ ❈♦r❡ ✷✱

  • ❚❳ ✷✾✺✱ ❈❡❧❧✱ ❳❈✸❙✺✵✵✵✱ ❡t❝✳ ✐s ♠✉❝❤ ♠♦r❡ ✇♦r❦✿

◮ ◆❛t✉r❛❧ ✉♥✐ts ❛r❡ ✇♦r❞s ✭✸✷ ❜✐ts ♦r ♠♦r❡✮✱ ♥♦t ❜✐ts✳ ◮ ◆♦t ❧✐♠✐t❡❞ t♦ ❆◆❉✱ ❳❖❘✳ ❈❛♥ ✉s❡✱ ❡✳❣✳✱ ❛rr❛② ❧♦♦❦✉♣s✳ ◮ ❊①tr❛❝t✐♥❣ ✐♥❞✐✈✐❞✉❛❧ ❜✐ts ✐s ❢❡❛s✐❜❧❡ ❜✉t r❡❧❛t✐✈❡❧② s❧♦✇✳ ◮ ◆❡❡❞ t♦ ❝♦♣② ❝♦❞❡ ✐♥t♦ s♠❛❧❧ ✏❝❛❝❤❡✑✳ ❈♦♣✐❡s ❛r❡ s❧♦✇✳ ◮ ◆❡❡❞ t♦ ❝♦♣② ❞❛t❛ ✐♥t♦ s♠❛❧❧ ✏❝❛❝❤❡✑✖❛♥❞ t❤❡♥ ✐♥t♦ t✐♥②

✏r❡❣✐st❡r s❡t✑✳ ✭✏▲♦❛❞✑ ✐♥t♦ r❡❣✐st❡r❀ ✏st♦r❡✑ ❢r♦♠ r❡❣✐st❡r✳✮

◮ ❖♥ ✏t✇♦✲♦♣❡r❛♥❞✑ ❈P❯s✱ ❡❛❝❤ ❛r✐t❤♠❡t✐❝ ♦♣❡r❛t✐♦♥

♦✈❡r✇r✐t❡s ♦♥❡ ♦❢ ✐ts ✐♥♣✉t r❡❣✐st❡rs✳

◮ ❈❛♥ ♣❡r❢♦r♠ s❡✈❡r❛❧ ✐♥❞❡♣❡♥❞❡♥t ♦♣❡r❛t✐♦♥s ❛t ♦♥❝❡✳

✷✽

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SLIDE 48

❋❛st❡r ✐♠♣❧❡♠❡♥t❛t✐♦♥s

500 750 1000 1500 2000 3000 4000 October 2009 March 2010 now GTX 295 graphics card FPGA (RIVYERA has 128!) Cell in PlayStation Core 2 CPU

◆✉♠❜❡r ♦❢ ❝❛r❞s ♦r ❝❤✐♣s ♥❡❡❞❡❞ ❢♦r ✻✽ · ✶✵✾ ✐t❡r❛t✐♦♥s✴s❡❝♦♥❞✳

✷✾

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SLIDE 49

❖✈❡r❛❧❧ s♣❡❡❞✉♣

❊✳❣✳ ✷✹✻✻ ❈❡❧❧ ❈P❯s ❢♦r ❛ ②❡❛r✿ ✐✳❡✳✱ ✾✵✵✵✵✵ ♠❛❝❤✐♥❡ ❞❛②s✳ ❘❡❝❛❧❧ ❈❡rt✐❝♦♠✬s ❡st✐♠❛t❡✿ ✷✼✵✵✵✵✵✵✵✵ ♠❛❝❤✐♥❡ ❞❛②s✳ ✏❚❤❛t✬s ✉♥❢❛✐r✦ ❈♦♠♣✉t❡rs t❡♥ ②❡❛rs ❛❣♦ ✇❡r❡ ✈❡r② s❧♦✇✦✑ ■♥❞❡❡❞✱ ❈❡rt✐❝♦♠✬s ✏♠❛❝❤✐♥❡✑ ✇❛s ❛ ✶✵✵▼❍③ P❡♥t✐✉♠✳ ❚♦❞❛②✬s ❈❡❧❧ ❤❛s s❡✈❡r❛❧ ❝♦r❡s✱ ❡❛❝❤ r✉♥♥✐♥❣ ❛t ✸✳✷●❍③✳ ❙❝❛❧❡ ❜② ❝♦✉♥t✐♥❣ ❝②❝❧❡s ✳ ✳ ✳ ❛♥❞ ✇❡✬r❡ st✐❧❧ ✶✺ ❢❛st❡r✳ ✏❈♦♠♣✉t❡rs t❡♥ ②❡❛rs ❛❣♦ ❞✐❞♥✬t ❞♦ ♠✉❝❤ ✇♦r❦ ♣❡r ❝②❝❧❡✦✑ ❚r✉❡ ❢♦r t❤❡ P❡♥t✐✉♠ ✳ ✳ ✳ ❜✉t ♥♦t ❢♦r ❍❛r❧❡②✬s ❆❧♣❤❛✱ ✇❤✐❝❤ ❤❛❞ ✻✹✲❜✐t r❡❣✐st❡rs✱ ✹ ✐♥str✉❝t✐♦♥s✴❝②❝❧❡✱ ❡t❝✳ ❍❛r❧❡②✬s ❊❈❈✷❑✲✶✵✽ s♦❢t✇❛r❡ ✉s❡s ✶✻✺✶ ❆❧♣❤❛ ❝②❝❧❡s✴✐t❡r❛t✐♦♥✳ ❲❡ r❛♥ t❤❡ s❛♠❡ s♦❢t✇❛r❡ ♦♥ ❛ ❈♦r❡ ✷✿ ✶✽✵✵ ❝②❝❧❡s✴✐t❡r❛t✐♦♥✳ ❲❡ ❛❧s♦ ✇r♦t❡ ♦✉r ♦✇♥ ♣♦❧②♥♦♠✐❛❧✲❜❛s✐s ❊❈❈✷❑✲✶✵✽ s♦❢t✇❛r❡✿ ♦♥ t❤❡ s❛♠❡ ❈♦r❡ ✷✱ ❢❡✇❡r t❤❛♥ ✺✵✵ ❝②❝❧❡s✴✐t❡r❛t✐♦♥✳

✸✵

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SLIDE 50

❖✈❡r❛❧❧ s♣❡❡❞✉♣

❊✳❣✳ ✷✹✻✻ ❈❡❧❧ ❈P❯s ❢♦r ❛ ②❡❛r✿ ✐✳❡✳✱ ✾✵✵✵✵✵ ♠❛❝❤✐♥❡ ❞❛②s✳ ❘❡❝❛❧❧ ❈❡rt✐❝♦♠✬s ❡st✐♠❛t❡✿ ✷✼✵✵✵✵✵✵✵✵ ♠❛❝❤✐♥❡ ❞❛②s✳ ✏❚❤❛t✬s ✉♥❢❛✐r✦ ❈♦♠♣✉t❡rs t❡♥ ②❡❛rs ❛❣♦ ✇❡r❡ ✈❡r② s❧♦✇✦✑ ■♥❞❡❡❞✱ ❈❡rt✐❝♦♠✬s ✏♠❛❝❤✐♥❡✑ ✇❛s ❛ ✶✵✵▼❍③ P❡♥t✐✉♠✳ ❚♦❞❛②✬s ❈❡❧❧ ❤❛s s❡✈❡r❛❧ ❝♦r❡s✱ ❡❛❝❤ r✉♥♥✐♥❣ ❛t ✸✳✷●❍③✳ ❙❝❛❧❡ ❜② ❝♦✉♥t✐♥❣ ❝②❝❧❡s ✳ ✳ ✳ ❛♥❞ ✇❡✬r❡ st✐❧❧ ✶✺ ❢❛st❡r✳ ✏❈♦♠♣✉t❡rs t❡♥ ②❡❛rs ❛❣♦ ❞✐❞♥✬t ❞♦ ♠✉❝❤ ✇♦r❦ ♣❡r ❝②❝❧❡✦✑ ❚r✉❡ ❢♦r t❤❡ P❡♥t✐✉♠ ✳ ✳ ✳ ❜✉t ♥♦t ❢♦r ❍❛r❧❡②✬s ❆❧♣❤❛✱ ✇❤✐❝❤ ❤❛❞ ✻✹✲❜✐t r❡❣✐st❡rs✱ ✹ ✐♥str✉❝t✐♦♥s✴❝②❝❧❡✱ ❡t❝✳ ❍❛r❧❡②✬s ❊❈❈✷❑✲✶✵✽ s♦❢t✇❛r❡ ✉s❡s ✶✻✺✶ ❆❧♣❤❛ ❝②❝❧❡s✴✐t❡r❛t✐♦♥✳ ❲❡ r❛♥ t❤❡ s❛♠❡ s♦❢t✇❛r❡ ♦♥ ❛ ❈♦r❡ ✷✿ ✶✽✵✵ ❝②❝❧❡s✴✐t❡r❛t✐♦♥✳ ❲❡ ❛❧s♦ ✇r♦t❡ ♦✉r ♦✇♥ ♣♦❧②♥♦♠✐❛❧✲❜❛s✐s ❊❈❈✷❑✲✶✵✽ s♦❢t✇❛r❡✿ ♦♥ t❤❡ s❛♠❡ ❈♦r❡ ✷✱ ❢❡✇❡r t❤❛♥ ✺✵✵ ❝②❝❧❡s✴✐t❡r❛t✐♦♥✳

✸✵

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SLIDE 51

❖✈❡r❛❧❧ s♣❡❡❞✉♣

❊✳❣✳ ✷✹✻✻ ❈❡❧❧ ❈P❯s ❢♦r ❛ ②❡❛r✿ ✐✳❡✳✱ ✾✵✵✵✵✵ ♠❛❝❤✐♥❡ ❞❛②s✳ ❘❡❝❛❧❧ ❈❡rt✐❝♦♠✬s ❡st✐♠❛t❡✿ ✷✼✵✵✵✵✵✵✵✵ ♠❛❝❤✐♥❡ ❞❛②s✳ ✏❚❤❛t✬s ✉♥❢❛✐r✦ ❈♦♠♣✉t❡rs t❡♥ ②❡❛rs ❛❣♦ ✇❡r❡ ✈❡r② s❧♦✇✦✑ ■♥❞❡❡❞✱ ❈❡rt✐❝♦♠✬s ✏♠❛❝❤✐♥❡✑ ✇❛s ❛ ✶✵✵▼❍③ P❡♥t✐✉♠✳ ❚♦❞❛②✬s ❈❡❧❧ ❤❛s s❡✈❡r❛❧ ❝♦r❡s✱ ❡❛❝❤ r✉♥♥✐♥❣ ❛t ✸✳✷●❍③✳ ❙❝❛❧❡ ❜② ❝♦✉♥t✐♥❣ ❝②❝❧❡s ✳ ✳ ✳ ❛♥❞ ✇❡✬r❡ st✐❧❧ ✶✺× ❢❛st❡r✳ ✏❈♦♠♣✉t❡rs t❡♥ ②❡❛rs ❛❣♦ ❞✐❞♥✬t ❞♦ ♠✉❝❤ ✇♦r❦ ♣❡r ❝②❝❧❡✦✑ ❚r✉❡ ❢♦r t❤❡ P❡♥t✐✉♠ ✳ ✳ ✳ ❜✉t ♥♦t ❢♦r ❍❛r❧❡②✬s ❆❧♣❤❛✱ ✇❤✐❝❤ ❤❛❞ ✻✹✲❜✐t r❡❣✐st❡rs✱ ✹ ✐♥str✉❝t✐♦♥s✴❝②❝❧❡✱ ❡t❝✳ ❍❛r❧❡②✬s ❊❈❈✷❑✲✶✵✽ s♦❢t✇❛r❡ ✉s❡s ✶✻✺✶ ❆❧♣❤❛ ❝②❝❧❡s✴✐t❡r❛t✐♦♥✳ ❲❡ r❛♥ t❤❡ s❛♠❡ s♦❢t✇❛r❡ ♦♥ ❛ ❈♦r❡ ✷✿ ✶✽✵✵ ❝②❝❧❡s✴✐t❡r❛t✐♦♥✳ ❲❡ ❛❧s♦ ✇r♦t❡ ♦✉r ♦✇♥ ♣♦❧②♥♦♠✐❛❧✲❜❛s✐s ❊❈❈✷❑✲✶✵✽ s♦❢t✇❛r❡✿ ♦♥ t❤❡ s❛♠❡ ❈♦r❡ ✷✱ ❢❡✇❡r t❤❛♥ ✺✵✵ ❝②❝❧❡s✴✐t❡r❛t✐♦♥✳

✸✵

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SLIDE 52

❖✈❡r❛❧❧ s♣❡❡❞✉♣

❊✳❣✳ ✷✹✻✻ ❈❡❧❧ ❈P❯s ❢♦r ❛ ②❡❛r✿ ✐✳❡✳✱ ✾✵✵✵✵✵ ♠❛❝❤✐♥❡ ❞❛②s✳ ❘❡❝❛❧❧ ❈❡rt✐❝♦♠✬s ❡st✐♠❛t❡✿ ✷✼✵✵✵✵✵✵✵✵ ♠❛❝❤✐♥❡ ❞❛②s✳ ✏❚❤❛t✬s ✉♥❢❛✐r✦ ❈♦♠♣✉t❡rs t❡♥ ②❡❛rs ❛❣♦ ✇❡r❡ ✈❡r② s❧♦✇✦✑ ■♥❞❡❡❞✱ ❈❡rt✐❝♦♠✬s ✏♠❛❝❤✐♥❡✑ ✇❛s ❛ ✶✵✵▼❍③ P❡♥t✐✉♠✳ ❚♦❞❛②✬s ❈❡❧❧ ❤❛s s❡✈❡r❛❧ ❝♦r❡s✱ ❡❛❝❤ r✉♥♥✐♥❣ ❛t ✸✳✷●❍③✳ ❙❝❛❧❡ ❜② ❝♦✉♥t✐♥❣ ❝②❝❧❡s ✳ ✳ ✳ ❛♥❞ ✇❡✬r❡ st✐❧❧ ✶✺× ❢❛st❡r✳ ✏❈♦♠♣✉t❡rs t❡♥ ②❡❛rs ❛❣♦ ❞✐❞♥✬t ❞♦ ♠✉❝❤ ✇♦r❦ ♣❡r ❝②❝❧❡✦✑ ❚r✉❡ ❢♦r t❤❡ P❡♥t✐✉♠ ✳ ✳ ✳ ❜✉t ♥♦t ❢♦r ❍❛r❧❡②✬s ❆❧♣❤❛✱ ✇❤✐❝❤ ❤❛❞ ✻✹✲❜✐t r❡❣✐st❡rs✱ ✹ ✐♥str✉❝t✐♦♥s✴❝②❝❧❡✱ ❡t❝✳ ❍❛r❧❡②✬s ❊❈❈✷❑✲✶✵✽ s♦❢t✇❛r❡ ✉s❡s ✶✻✺✶ ❆❧♣❤❛ ❝②❝❧❡s✴✐t❡r❛t✐♦♥✳ ❲❡ r❛♥ t❤❡ s❛♠❡ s♦❢t✇❛r❡ ♦♥ ❛ ❈♦r❡ ✷✿ ✶✽✵✵ ❝②❝❧❡s✴✐t❡r❛t✐♦♥✳ ❲❡ ❛❧s♦ ✇r♦t❡ ♦✉r ♦✇♥ ♣♦❧②♥♦♠✐❛❧✲❜❛s✐s ❊❈❈✷❑✲✶✵✽ s♦❢t✇❛r❡✿ ♦♥ t❤❡ s❛♠❡ ❈♦r❡ ✷✱ ❢❡✇❡r t❤❛♥ ✺✵✵ ❝②❝❧❡s✴✐t❡r❛t✐♦♥✳

✸✵

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SLIDE 53

❖✈❡r❛❧❧ s♣❡❡❞✉♣

❊✳❣✳ ✷✹✻✻ ❈❡❧❧ ❈P❯s ❢♦r ❛ ②❡❛r✿ ✐✳❡✳✱ ✾✵✵✵✵✵ ♠❛❝❤✐♥❡ ❞❛②s✳ ❘❡❝❛❧❧ ❈❡rt✐❝♦♠✬s ❡st✐♠❛t❡✿ ✷✼✵✵✵✵✵✵✵✵ ♠❛❝❤✐♥❡ ❞❛②s✳ ✏❚❤❛t✬s ✉♥❢❛✐r✦ ❈♦♠♣✉t❡rs t❡♥ ②❡❛rs ❛❣♦ ✇❡r❡ ✈❡r② s❧♦✇✦✑ ■♥❞❡❡❞✱ ❈❡rt✐❝♦♠✬s ✏♠❛❝❤✐♥❡✑ ✇❛s ❛ ✶✵✵▼❍③ P❡♥t✐✉♠✳ ❚♦❞❛②✬s ❈❡❧❧ ❤❛s s❡✈❡r❛❧ ❝♦r❡s✱ ❡❛❝❤ r✉♥♥✐♥❣ ❛t ✸✳✷●❍③✳ ❙❝❛❧❡ ❜② ❝♦✉♥t✐♥❣ ❝②❝❧❡s ✳ ✳ ✳ ❛♥❞ ✇❡✬r❡ st✐❧❧ ✶✺× ❢❛st❡r✳ ✏❈♦♠♣✉t❡rs t❡♥ ②❡❛rs ❛❣♦ ❞✐❞♥✬t ❞♦ ♠✉❝❤ ✇♦r❦ ♣❡r ❝②❝❧❡✦✑ ❚r✉❡ ❢♦r t❤❡ P❡♥t✐✉♠ ✳ ✳ ✳ ❜✉t ♥♦t ❢♦r ❍❛r❧❡②✬s ❆❧♣❤❛✱ ✇❤✐❝❤ ❤❛❞ ✻✹✲❜✐t r❡❣✐st❡rs✱ ✹ ✐♥str✉❝t✐♦♥s✴❝②❝❧❡✱ ❡t❝✳ ❍❛r❧❡②✬s ❊❈❈✷❑✲✶✵✽ s♦❢t✇❛r❡ ✉s❡s ✶✻✺✶ ❆❧♣❤❛ ❝②❝❧❡s✴✐t❡r❛t✐♦♥✳ ❲❡ r❛♥ t❤❡ s❛♠❡ s♦❢t✇❛r❡ ♦♥ ❛ ❈♦r❡ ✷✿ ✶✽✵✵ ❝②❝❧❡s✴✐t❡r❛t✐♦♥✳ ❲❡ ❛❧s♦ ✇r♦t❡ ♦✉r ♦✇♥ ♣♦❧②♥♦♠✐❛❧✲❜❛s✐s ❊❈❈✷❑✲✶✵✽ s♦❢t✇❛r❡✿ ♦♥ t❤❡ s❛♠❡ ❈♦r❡ ✷✱ ❢❡✇❡r t❤❛♥ ✺✵✵ ❝②❝❧❡s✴✐t❡r❛t✐♦♥✳

✸✵

slide-54
SLIDE 54

❘✉♥♥✐♥❣ t❤❡ ❛tt❛❝❦

■s ❊❈❈✷❑✲✶✸✵ ❢❡❛s✐❜❧❡ ❢♦r ❛ s❡r✐♦✉s ❛tt❛❝❦❡r❄ ❖❜✈✐♦✉s❧②✳ ■s ❊❈❈✷❑✲✶✸✵ ❢❡❛s✐❜❧❡ ❢♦r ❛ ❜✐❣ ♣✉❜❧✐❝ ■♥t❡r♥❡t ♣r♦❥❡❝t❄ ❨❡s✳ ■s ❊❈❈✷❑✲✶✸✵ ❢❡❛s✐❜❧❡ ❢♦r ✉s❄ ❲❡ t❤✐♥❦ s♦✳ ❚♦ ♣r♦✈❡ ✐t ✇❡✬r❡ r✉♥♥✐♥❣ t❤❡ ❛tt❛❝❦✳ ❊✐❣❤t ❝❡♥tr❛❧ s❡r✈❡rs r❡❝❡✐✈❡ ♣♦✐♥ts✱ ♣r❡✲s♦rt t❤❡ ♣♦✐♥ts ✐♥t♦ ✽✶✾✷ ❘❆▼ ❜✉✛❡rs✱ ✢✉s❤ t❤❡ ❜✉✛❡rs t♦ ✽✶✾✷ ❞✐s❦ ✜❧❡s✳ P❡r✐♦❞✐❝❛❧❧② r❡❛❞ ❡❛❝❤ ✜❧❡ ✐♥t♦ ❘❆▼✱ s♦rt✱ ✜♥❞ ❝♦❧❧✐s✐♦♥s✳ ❆❧s♦ ❞♦✉❜❧❡✲❝❤❡❝❦ r❛♥❞♦♠ s❛♠♣❧❡s ❢♦r ✈❛❧✐❞✐t②✳ ❙❡✈❡r❛❧ s✐t❡s ❝♦♥tr✐❜✉t❡ ♣♦✐♥ts✱ ✐♥❝❧✉❞✐♥❣ s❡✈❡r❛❧ ❝❧✉st❡rs✳ ❊✳❣✳ t❡st r✉♥s ♦♥ ✜rst ❣❡♥❡r❛t✐♦♥ ♦❢ P❘❆❈❊ ❝❧✉st❡rs ❤tt♣✿✴✴✇✇✇✳♣r❛❝❡✲♣r♦❥❡❝t✳❡✉ ❊❛❝❤ ♣❛❝❦❡t ✐s ❡♥❝r②♣t❡❞✱ ❛✉t❤❡♥t✐❝❛t❡❞✱ ✈❡r✐✜❡❞✱ ❞❡❝r②♣t❡❞ ✉s✐♥❣ ❤tt♣✿✴✴♥❛❝❧✳❝❛❝❡✲♣r♦❥❡❝t✳❡✉❀ ❝♦sts ✶✻ ❜②t❡s✳ ❚♦t❛❧ ❜❧♦❝❦ ❝♦st✿ ✶✵✾✵✲❜②t❡ ■P ♣❛❝❦❡t ♣❧✉s ✻✻✲❜②t❡ ❛❝❦✳

✸✶

slide-55
SLIDE 55

❘✉♥♥✐♥❣ t❤❡ ❛tt❛❝❦

■s ❊❈❈✷❑✲✶✸✵ ❢❡❛s✐❜❧❡ ❢♦r ❛ s❡r✐♦✉s ❛tt❛❝❦❡r❄ ❖❜✈✐♦✉s❧②✳ ■s ❊❈❈✷❑✲✶✸✵ ❢❡❛s✐❜❧❡ ❢♦r ❛ ❜✐❣ ♣✉❜❧✐❝ ■♥t❡r♥❡t ♣r♦❥❡❝t❄ ❨❡s✳ ■s ❊❈❈✷❑✲✶✸✵ ❢❡❛s✐❜❧❡ ❢♦r ✉s❄ ❲❡ t❤✐♥❦ s♦✳ ❚♦ ♣r♦✈❡ ✐t ✇❡✬r❡ r✉♥♥✐♥❣ t❤❡ ❛tt❛❝❦✳ ❊✐❣❤t ❝❡♥tr❛❧ s❡r✈❡rs r❡❝❡✐✈❡ ♣♦✐♥ts✱ ♣r❡✲s♦rt t❤❡ ♣♦✐♥ts ✐♥t♦ ✽✶✾✷ ❘❆▼ ❜✉✛❡rs✱ ✢✉s❤ t❤❡ ❜✉✛❡rs t♦ ✽✶✾✷ ❞✐s❦ ✜❧❡s✳ P❡r✐♦❞✐❝❛❧❧② r❡❛❞ ❡❛❝❤ ✜❧❡ ✐♥t♦ ❘❆▼✱ s♦rt✱ ✜♥❞ ❝♦❧❧✐s✐♦♥s✳ ❆❧s♦ ❞♦✉❜❧❡✲❝❤❡❝❦ r❛♥❞♦♠ s❛♠♣❧❡s ❢♦r ✈❛❧✐❞✐t②✳ ❙❡✈❡r❛❧ s✐t❡s ❝♦♥tr✐❜✉t❡ ♣♦✐♥ts✱ ✐♥❝❧✉❞✐♥❣ s❡✈❡r❛❧ ❝❧✉st❡rs✳ ❊✳❣✳ t❡st r✉♥s ♦♥ ✜rst ❣❡♥❡r❛t✐♦♥ ♦❢ P❘❆❈❊ ❝❧✉st❡rs ❤tt♣✿✴✴✇✇✇✳♣r❛❝❡✲♣r♦❥❡❝t✳❡✉ ❊❛❝❤ ♣❛❝❦❡t ✐s ❡♥❝r②♣t❡❞✱ ❛✉t❤❡♥t✐❝❛t❡❞✱ ✈❡r✐✜❡❞✱ ❞❡❝r②♣t❡❞ ✉s✐♥❣ ❤tt♣✿✴✴♥❛❝❧✳❝❛❝❡✲♣r♦❥❡❝t✳❡✉❀ ❝♦sts ✶✻ ❜②t❡s✳ ❚♦t❛❧ ❜❧♦❝❦ ❝♦st✿ ✶✵✾✵✲❜②t❡ ■P ♣❛❝❦❡t ♣❧✉s ✻✻✲❜②t❡ ❛❝❦✳

✸✶

slide-56
SLIDE 56

❘✉♥♥✐♥❣ t❤❡ ❛tt❛❝❦

■s ❊❈❈✷❑✲✶✸✵ ❢❡❛s✐❜❧❡ ❢♦r ❛ s❡r✐♦✉s ❛tt❛❝❦❡r❄ ❖❜✈✐♦✉s❧②✳ ■s ❊❈❈✷❑✲✶✸✵ ❢❡❛s✐❜❧❡ ❢♦r ❛ ❜✐❣ ♣✉❜❧✐❝ ■♥t❡r♥❡t ♣r♦❥❡❝t❄ ❨❡s✳ ■s ❊❈❈✷❑✲✶✸✵ ❢❡❛s✐❜❧❡ ❢♦r ✉s❄ ❲❡ t❤✐♥❦ s♦✳ ❚♦ ♣r♦✈❡ ✐t ✇❡✬r❡ r✉♥♥✐♥❣ t❤❡ ❛tt❛❝❦✳ ❊✐❣❤t ❝❡♥tr❛❧ s❡r✈❡rs r❡❝❡✐✈❡ ♣♦✐♥ts✱ ♣r❡✲s♦rt t❤❡ ♣♦✐♥ts ✐♥t♦ ✽✶✾✷ ❘❆▼ ❜✉✛❡rs✱ ✢✉s❤ t❤❡ ❜✉✛❡rs t♦ ✽✶✾✷ ❞✐s❦ ✜❧❡s✳ P❡r✐♦❞✐❝❛❧❧② r❡❛❞ ❡❛❝❤ ✜❧❡ ✐♥t♦ ❘❆▼✱ s♦rt✱ ✜♥❞ ❝♦❧❧✐s✐♦♥s✳ ❆❧s♦ ❞♦✉❜❧❡✲❝❤❡❝❦ r❛♥❞♦♠ s❛♠♣❧❡s ❢♦r ✈❛❧✐❞✐t②✳ ❙❡✈❡r❛❧ s✐t❡s ❝♦♥tr✐❜✉t❡ ♣♦✐♥ts✱ ✐♥❝❧✉❞✐♥❣ s❡✈❡r❛❧ ❝❧✉st❡rs✳ ❊✳❣✳ t❡st r✉♥s ♦♥ ✜rst ❣❡♥❡r❛t✐♦♥ ♦❢ P❘❆❈❊ ❝❧✉st❡rs ❤tt♣✿✴✴✇✇✇✳♣r❛❝❡✲♣r♦❥❡❝t✳❡✉ ❊❛❝❤ ♣❛❝❦❡t ✐s ❡♥❝r②♣t❡❞✱ ❛✉t❤❡♥t✐❝❛t❡❞✱ ✈❡r✐✜❡❞✱ ❞❡❝r②♣t❡❞ ✉s✐♥❣ ❤tt♣✿✴✴♥❛❝❧✳❝❛❝❡✲♣r♦❥❡❝t✳❡✉❀ ❝♦sts ✶✻ ❜②t❡s✳ ❚♦t❛❧ ❜❧♦❝❦ ❝♦st✿ ✶✵✾✵✲❜②t❡ ■P ♣❛❝❦❡t ♣❧✉s ✻✻✲❜②t❡ ❛❝❦✳

✸✶

slide-57
SLIDE 57

❘✉♥♥✐♥❣ t❤❡ ❛tt❛❝❦

■s ❊❈❈✷❑✲✶✸✵ ❢❡❛s✐❜❧❡ ❢♦r ❛ s❡r✐♦✉s ❛tt❛❝❦❡r❄ ❖❜✈✐♦✉s❧②✳ ■s ❊❈❈✷❑✲✶✸✵ ❢❡❛s✐❜❧❡ ❢♦r ❛ ❜✐❣ ♣✉❜❧✐❝ ■♥t❡r♥❡t ♣r♦❥❡❝t❄ ❨❡s✳ ■s ❊❈❈✷❑✲✶✸✵ ❢❡❛s✐❜❧❡ ❢♦r ✉s❄ ❲❡ t❤✐♥❦ s♦✳ ❚♦ ♣r♦✈❡ ✐t ✇❡✬r❡ r✉♥♥✐♥❣ t❤❡ ❛tt❛❝❦✳ ❊✐❣❤t ❝❡♥tr❛❧ s❡r✈❡rs r❡❝❡✐✈❡ ♣♦✐♥ts✱ ♣r❡✲s♦rt t❤❡ ♣♦✐♥ts ✐♥t♦ ✽✶✾✷ ❘❆▼ ❜✉✛❡rs✱ ✢✉s❤ t❤❡ ❜✉✛❡rs t♦ ✽✶✾✷ ❞✐s❦ ✜❧❡s✳ P❡r✐♦❞✐❝❛❧❧② r❡❛❞ ❡❛❝❤ ✜❧❡ ✐♥t♦ ❘❆▼✱ s♦rt✱ ✜♥❞ ❝♦❧❧✐s✐♦♥s✳ ❆❧s♦ ❞♦✉❜❧❡✲❝❤❡❝❦ r❛♥❞♦♠ s❛♠♣❧❡s ❢♦r ✈❛❧✐❞✐t②✳ ❙❡✈❡r❛❧ s✐t❡s ❝♦♥tr✐❜✉t❡ ♣♦✐♥ts✱ ✐♥❝❧✉❞✐♥❣ s❡✈❡r❛❧ ❝❧✉st❡rs✳ ❊✳❣✳ t❡st r✉♥s ♦♥ ✜rst ❣❡♥❡r❛t✐♦♥ ♦❢ P❘❆❈❊ ❝❧✉st❡rs ❤tt♣✿✴✴✇✇✇✳♣r❛❝❡✲♣r♦❥❡❝t✳❡✉ ❊❛❝❤ ♣❛❝❦❡t ✐s ❡♥❝r②♣t❡❞✱ ❛✉t❤❡♥t✐❝❛t❡❞✱ ✈❡r✐✜❡❞✱ ❞❡❝r②♣t❡❞ ✉s✐♥❣ ❤tt♣✿✴✴♥❛❝❧✳❝❛❝❡✲♣r♦❥❡❝t✳❡✉❀ ❝♦sts ✶✻ ❜②t❡s✳ ❚♦t❛❧ ❜❧♦❝❦ ❝♦st✿ ✶✵✾✵✲❜②t❡ ■P ♣❛❝❦❡t ♣❧✉s ✻✻✲❜②t❡ ❛❝❦✳

✸✶

slide-58
SLIDE 58

❘❡♣♦rts s♦ ❢❛r ✭✷✵✶✵✳✶✵✳✷✷ t❛❧❧✐❡s ❢r♦♠ s❡r✈❡rs✮

◮ ❢r♦♠ s✐t❡ ✏❝✑✿ ✷✸✶✹✺✹✷✽✾✾✷ ❜②t❡s❀ ●P❯s✱ ❈♦r❡ ✷ ◮ ❢r♦♠ s✐t❡ ✏▲✑✿ ✶✼✽✸✵✽✷✼✵✵✽ ❜②t❡s❀ ❖♣t❡r♦♥ ◮ ❢r♦♠ s✐t❡ ✏ℓ✑✿ ✶✺✷✾✸✹✾✷✷✷✹ ❜②t❡s❀ ❈❡❧❧ ✭P❙✸✮✱ ❈♦r❡ ✷ ◮ ❢r♦♠ s✐t❡ ✏❡✑✿ ✹✷✶✷✸✶✺✶✸✻ ❜②t❡s❀ ●P❯s✱ ❈♦r❡ ✷ ◮ ❢r♦♠ s✐t❡ ✏❞✑✿ ✸✾✸✾✽✶✷✸✺✷ ❜②t❡s ◮ ❢r♦♠ s✐t❡ ✏❥✑✿ ✸✻✵✺✹✾✶✼✶✷ ❜②t❡s❀ ❈❡❧❧ ❜❧❛❞❡ ◮ ❢r♦♠ s✐t❡ ✏t✑✿ ✸✺✼✼✺✸✷✹✶✻ ❜②t❡s❀ ❈♦r❡ ✷✱ P❤❡♥♦♠ ■■✱ ●P❯s ◮ ❢r♦♠ s✐t❡ ✏●✑✿ ✸✹✼✻✻✼✻✻✵✽ ❜②t❡s ◮ ❢r♦♠ s✐t❡ ✏♣✑✿ ✸✵✽✶✽✻✽✷✽✽ ❜②t❡s ◮ ❢r♦♠ s✐t❡ ✏③✑✿ ✶✾✵✸✹✺✶✶✸✻ ❜②t❡s ◮ ❢r♦♠ s✐t❡ ✏❇✑✿ ✶✻✷✽✺✶✾✹✷✹ ❜②t❡s ◮ ❢r♦♠ s✐t❡ ✏❜✑✿ ✺✵✽✵✶✶✺✷✵ ❜②t❡s ◮ ❢r♦♠ s✐t❡ ✏❛✑✿ ✶✶✼✾✵✶✸✶✷ ❜②t❡s ◮ ❢r♦♠ s✐t❡ ✏♥✑✿ ✽✻✹✾✾✸✷✽ ❜②t❡s

❚♦♣ ♣r✐♦r✐t②✿ ●❡t ❘■❱❨❊❘❆ ✭✶✷✽ ❋P●❆s✮ r✉♥♥✐♥❣✦

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slide-59
SLIDE 59
  • ❡t ♠♦r❡ ❞❡t❛✐❧s✱ ❛♥❞ ✇❛t❝❤ ♦✉r ♣r♦❣r❡ss✦

❤tt♣✿✴✴❡❝❝✲❝❤❛❧❧❡♥❣❡✳✐♥❢♦ ❤tt♣s✿✴✴t✇✐tt❡r✳❝♦♠✴❊❈❈❝❤❛❧❧❡♥❣❡ P❛♣❡rs ❛♥❞ ♣r❡♣r✐♥ts✿

◮ ✏❚❤❡ ❈❡rt✐❝♦♠ ❝❤❛❧❧❡♥❣❡s ❊❈❈✷✲❳✑ ✭❙❍❆❘❈❙ ✷✵✵✾✮ ◮ ✏❊❈❈✷❑✲✶✸✵ ♦♥ ❈❡❧❧ ❈P❯s✑ ✭❆❋❘■❈❆❈❘❨P❚ ✷✵✶✵✮ ◮ ✏❚②♣❡✲■■ ♦♣t✐♠❛❧ ♣♦❧②♥♦♠✐❛❧ ❜❛s❡s✑ ✭❲❆■❋■ ✷✵✶✵✮ ◮ ✏❇r❡❛❦✐♥❣ ❡❧❧✐♣t✐❝ ❝✉r✈❡ ❝r②♣t♦s②st❡♠s ✉s✐♥❣

r❡❝♦♥✜❣✉r❛❜❧❡ ❤❛r❞✇❛r❡✑ ✭❋P▲ ✷✵✶✵✮

◮ ✏❊❈❈✷❑✲✶✸✵ ♦♥ ◆❱■❉■❆ ●P❯s✑ ✭■◆❉❖❈❘❨P❚ ✷✵✶✵✮ ◮ ✏❯s❛❜❧❡ ❛ss❡♠❜❧② ❧❛♥❣✉❛❣❡ ❢♦r ●P❯s✑ ◮ ✏❆♥t✐✲❝♦❧❧✐s✐♦♥s ✐♥ P♦❧❧❛r❞✬s r❤♦ ♠❡t❤♦❞✑ ◮ ❚❤❡ ✇❤♦❧❡ ❛tt❛❝❦ ✐♥ ♣r♦❣r❡ss✿ ✏❇r❡❛❦✐♥❣ ❊❈❈✷❑✲✶✸✵✑

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