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slide-1
SLIDE 1

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

❍♦✇ t♦ ❜✉✐❧t ✭s✐♥❣✉❧❛r✮ ❤②♣❡r❜♦❧✐❝ ♦r ❆❞❙ ♠❛♥✐❢♦❧❞s ❢r♦♠ ♠✐♥✐♠❛❧ s✉r❢❛❝❡s ❥♦✐♥t ✇✐t❤ ❑✳ ❑r❛s♥♦✈

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r

■♥st✐t✉t ❞❡ ▼❛t❤é♠❛t✐q✉❡s ❯♥✐✈❡rs✐té ❚♦✉❧♦✉s❡ ■■■ ❤tt♣✿✴✴✇✇✇✳♣✐❝❛r❞✳✉♣s✲t❧s❡✳❢r✴✄s❝❤❧❡♥❦❡r

❖❝t✳ ✶✷✱ ✷✵✵✺

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-2
SLIDE 2

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❈♦♥t❡♥ts

❲❡ ✇❛♥t t♦ ✉s❡ ♠✐♥✐♠❛❧ s✉r❢❛❝❡s t♦ ✉♥❞❡rst❛♥❞ ❤②♣❡r❜♦❧✐❝ ❛♥❞ ❆❞❙ ✸✲♠❛♥✐❢♦❧❞s✱ ♣♦ss✐❜❧② ✇✐t❤ s✐♥❣✉❧❛r✐t✐❡s ❛❧♦♥❣ ✐♥✜♥✐t❡ ❧✐♥❡s ✭♣❛rt✐❝❧❡s✮✳ P❛r❛♠❡tr✐③❛t✐♦♥ ♦❢ ✭s♦♠❡✮ q✉❛s✐✲❢✉❝❤s✐❛♥ ✸✲♠✢❞s ❜② ❚

❣✳

❊①♣❧✐❝✐t ❢♦r♠✉❧❛❡ ❢♦r s♦♠❡ q✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s ✭❱✳ ❋♦❝❦✱ ✮✳ P❛r❛♠❡tr✐③❛t✐♦♥ ♦❢ ✭❛❧❧✮ ●❍▼❈ ❆❞❙ ♠✢❞s ❜② ❚

❣✳

P❛r❛♠❡tr✐③❛t✐♦♥ ♦❢ ✭❛❧❧✮ ●❍▼❈ ❆❞❙ ♠✢❞s ❜②

❣ ❣ ✭❝❢✳ ▼❡ss✮✳

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠✢❞s ✇✐t❤ ❝♦♥✐❝❛❧ s✐♥❣✉❧❛r✐t✐❡s ❛❧♦♥❣ ✐♥✜♥✐t❡ ❧✐♥❡s✳ ❍❛✈❡ ✐♥t❡r❡st✐♥❣ ❣❡♦♠❡tr②✱ ❣❡♥❡r❛❧✐③❡ ♠❛♥② ❢❡❛t✉r❡s ♦❢ q✲❢✉❝❤s✐❛♥ ♠✢❞s✳ ❆❞❙ ♠✢❞s ✇✐t❤ ❝♦♥✐❝❛❧ s✐♥❣✉❧❛r✐t✐❡s ❛❧♦♥❣ t✐♠❡✲❧✐❦❡ ❧✐♥❡s✱ ♣❛r❛♠❡tr✐③❡❞ ❜② ❚

❣ ♥ ✭❛❦❛ ✏♠❛ss✐✈❡✱ s♣✐♥✲❧❡ss ♣❛rt✐❝❧❡s✑✮✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-3
SLIDE 3

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❈♦♥t❡♥ts

❲❡ ✇❛♥t t♦ ✉s❡ ♠✐♥✐♠❛❧ s✉r❢❛❝❡s t♦ ✉♥❞❡rst❛♥❞ ❤②♣❡r❜♦❧✐❝ ❛♥❞ ❆❞❙ ✸✲♠❛♥✐❢♦❧❞s✱ ♣♦ss✐❜❧② ✇✐t❤ s✐♥❣✉❧❛r✐t✐❡s ❛❧♦♥❣ ✐♥✜♥✐t❡ ❧✐♥❡s ✭♣❛rt✐❝❧❡s✮✳ P❛r❛♠❡tr✐③❛t✐♦♥ ♦❢ ✭s♦♠❡✮ q✉❛s✐✲❢✉❝❤s✐❛♥ ✸✲♠✢❞s ❜② ❚ ∗T❣✳ ❊①♣❧✐❝✐t ❢♦r♠✉❧❛❡ ❢♦r s♦♠❡ q✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s ✭❱✳ ❋♦❝❦✱ ✮✳ P❛r❛♠❡tr✐③❛t✐♦♥ ♦❢ ✭❛❧❧✮ ●❍▼❈ ❆❞❙ ♠✢❞s ❜② ❚

❣✳

P❛r❛♠❡tr✐③❛t✐♦♥ ♦❢ ✭❛❧❧✮ ●❍▼❈ ❆❞❙ ♠✢❞s ❜②

❣ ❣ ✭❝❢✳ ▼❡ss✮✳

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠✢❞s ✇✐t❤ ❝♦♥✐❝❛❧ s✐♥❣✉❧❛r✐t✐❡s ❛❧♦♥❣ ✐♥✜♥✐t❡ ❧✐♥❡s✳ ❍❛✈❡ ✐♥t❡r❡st✐♥❣ ❣❡♦♠❡tr②✱ ❣❡♥❡r❛❧✐③❡ ♠❛♥② ❢❡❛t✉r❡s ♦❢ q✲❢✉❝❤s✐❛♥ ♠✢❞s✳ ❆❞❙ ♠✢❞s ✇✐t❤ ❝♦♥✐❝❛❧ s✐♥❣✉❧❛r✐t✐❡s ❛❧♦♥❣ t✐♠❡✲❧✐❦❡ ❧✐♥❡s✱ ♣❛r❛♠❡tr✐③❡❞ ❜② ❚

❣ ♥ ✭❛❦❛ ✏♠❛ss✐✈❡✱ s♣✐♥✲❧❡ss ♣❛rt✐❝❧❡s✑✮✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-4
SLIDE 4

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❈♦♥t❡♥ts

❲❡ ✇❛♥t t♦ ✉s❡ ♠✐♥✐♠❛❧ s✉r❢❛❝❡s t♦ ✉♥❞❡rst❛♥❞ ❤②♣❡r❜♦❧✐❝ ❛♥❞ ❆❞❙ ✸✲♠❛♥✐❢♦❧❞s✱ ♣♦ss✐❜❧② ✇✐t❤ s✐♥❣✉❧❛r✐t✐❡s ❛❧♦♥❣ ✐♥✜♥✐t❡ ❧✐♥❡s ✭♣❛rt✐❝❧❡s✮✳ P❛r❛♠❡tr✐③❛t✐♦♥ ♦❢ ✭s♦♠❡✮ q✉❛s✐✲❢✉❝❤s✐❛♥ ✸✲♠✢❞s ❜② ❚ ∗T❣✳ ❊①♣❧✐❝✐t ❢♦r♠✉❧❛❡ ❢♦r s♦♠❡ q✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s ✭❱✳ ❋♦❝❦✱ · · · ✮✳ P❛r❛♠❡tr✐③❛t✐♦♥ ♦❢ ✭❛❧❧✮ ●❍▼❈ ❆❞❙ ♠✢❞s ❜② ❚

❣✳

P❛r❛♠❡tr✐③❛t✐♦♥ ♦❢ ✭❛❧❧✮ ●❍▼❈ ❆❞❙ ♠✢❞s ❜②

❣ ❣ ✭❝❢✳ ▼❡ss✮✳

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠✢❞s ✇✐t❤ ❝♦♥✐❝❛❧ s✐♥❣✉❧❛r✐t✐❡s ❛❧♦♥❣ ✐♥✜♥✐t❡ ❧✐♥❡s✳ ❍❛✈❡ ✐♥t❡r❡st✐♥❣ ❣❡♦♠❡tr②✱ ❣❡♥❡r❛❧✐③❡ ♠❛♥② ❢❡❛t✉r❡s ♦❢ q✲❢✉❝❤s✐❛♥ ♠✢❞s✳ ❆❞❙ ♠✢❞s ✇✐t❤ ❝♦♥✐❝❛❧ s✐♥❣✉❧❛r✐t✐❡s ❛❧♦♥❣ t✐♠❡✲❧✐❦❡ ❧✐♥❡s✱ ♣❛r❛♠❡tr✐③❡❞ ❜② ❚

❣ ♥ ✭❛❦❛ ✏♠❛ss✐✈❡✱ s♣✐♥✲❧❡ss ♣❛rt✐❝❧❡s✑✮✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-5
SLIDE 5

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❈♦♥t❡♥ts

❲❡ ✇❛♥t t♦ ✉s❡ ♠✐♥✐♠❛❧ s✉r❢❛❝❡s t♦ ✉♥❞❡rst❛♥❞ ❤②♣❡r❜♦❧✐❝ ❛♥❞ ❆❞❙ ✸✲♠❛♥✐❢♦❧❞s✱ ♣♦ss✐❜❧② ✇✐t❤ s✐♥❣✉❧❛r✐t✐❡s ❛❧♦♥❣ ✐♥✜♥✐t❡ ❧✐♥❡s ✭♣❛rt✐❝❧❡s✮✳ P❛r❛♠❡tr✐③❛t✐♦♥ ♦❢ ✭s♦♠❡✮ q✉❛s✐✲❢✉❝❤s✐❛♥ ✸✲♠✢❞s ❜② ❚ ∗T❣✳ ❊①♣❧✐❝✐t ❢♦r♠✉❧❛❡ ❢♦r s♦♠❡ q✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s ✭❱✳ ❋♦❝❦✱ · · · ✮✳ P❛r❛♠❡tr✐③❛t✐♦♥ ♦❢ ✭❛❧❧✮ ●❍▼❈ ❆❞❙ ♠✢❞s ❜② ❚ ∗T❣✳ P❛r❛♠❡tr✐③❛t✐♦♥ ♦❢ ✭❛❧❧✮ ●❍▼❈ ❆❞❙ ♠✢❞s ❜②

❣ ❣ ✭❝❢✳ ▼❡ss✮✳

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠✢❞s ✇✐t❤ ❝♦♥✐❝❛❧ s✐♥❣✉❧❛r✐t✐❡s ❛❧♦♥❣ ✐♥✜♥✐t❡ ❧✐♥❡s✳ ❍❛✈❡ ✐♥t❡r❡st✐♥❣ ❣❡♦♠❡tr②✱ ❣❡♥❡r❛❧✐③❡ ♠❛♥② ❢❡❛t✉r❡s ♦❢ q✲❢✉❝❤s✐❛♥ ♠✢❞s✳ ❆❞❙ ♠✢❞s ✇✐t❤ ❝♦♥✐❝❛❧ s✐♥❣✉❧❛r✐t✐❡s ❛❧♦♥❣ t✐♠❡✲❧✐❦❡ ❧✐♥❡s✱ ♣❛r❛♠❡tr✐③❡❞ ❜② ❚

❣ ♥ ✭❛❦❛ ✏♠❛ss✐✈❡✱ s♣✐♥✲❧❡ss ♣❛rt✐❝❧❡s✑✮✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-6
SLIDE 6

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❈♦♥t❡♥ts

❲❡ ✇❛♥t t♦ ✉s❡ ♠✐♥✐♠❛❧ s✉r❢❛❝❡s t♦ ✉♥❞❡rst❛♥❞ ❤②♣❡r❜♦❧✐❝ ❛♥❞ ❆❞❙ ✸✲♠❛♥✐❢♦❧❞s✱ ♣♦ss✐❜❧② ✇✐t❤ s✐♥❣✉❧❛r✐t✐❡s ❛❧♦♥❣ ✐♥✜♥✐t❡ ❧✐♥❡s ✭♣❛rt✐❝❧❡s✮✳ P❛r❛♠❡tr✐③❛t✐♦♥ ♦❢ ✭s♦♠❡✮ q✉❛s✐✲❢✉❝❤s✐❛♥ ✸✲♠✢❞s ❜② ❚ ∗T❣✳ ❊①♣❧✐❝✐t ❢♦r♠✉❧❛❡ ❢♦r s♦♠❡ q✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s ✭❱✳ ❋♦❝❦✱ · · · ✮✳ P❛r❛♠❡tr✐③❛t✐♦♥ ♦❢ ✭❛❧❧✮ ●❍▼❈ ❆❞❙ ♠✢❞s ❜② ❚ ∗T❣✳ P❛r❛♠❡tr✐③❛t✐♦♥ ♦❢ ✭❛❧❧✮ ●❍▼❈ ❆❞❙ ♠✢❞s ❜② T❣ × T❣ ✭❝❢✳ ▼❡ss✮✳ ◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠✢❞s ✇✐t❤ ❝♦♥✐❝❛❧ s✐♥❣✉❧❛r✐t✐❡s ❛❧♦♥❣ ✐♥✜♥✐t❡ ❧✐♥❡s✳ ❍❛✈❡ ✐♥t❡r❡st✐♥❣ ❣❡♦♠❡tr②✱ ❣❡♥❡r❛❧✐③❡ ♠❛♥② ❢❡❛t✉r❡s ♦❢ q✲❢✉❝❤s✐❛♥ ♠✢❞s✳ ❆❞❙ ♠✢❞s ✇✐t❤ ❝♦♥✐❝❛❧ s✐♥❣✉❧❛r✐t✐❡s ❛❧♦♥❣ t✐♠❡✲❧✐❦❡ ❧✐♥❡s✱ ♣❛r❛♠❡tr✐③❡❞ ❜② ❚

❣ ♥ ✭❛❦❛ ✏♠❛ss✐✈❡✱ s♣✐♥✲❧❡ss ♣❛rt✐❝❧❡s✑✮✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-7
SLIDE 7

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❈♦♥t❡♥ts

❲❡ ✇❛♥t t♦ ✉s❡ ♠✐♥✐♠❛❧ s✉r❢❛❝❡s t♦ ✉♥❞❡rst❛♥❞ ❤②♣❡r❜♦❧✐❝ ❛♥❞ ❆❞❙ ✸✲♠❛♥✐❢♦❧❞s✱ ♣♦ss✐❜❧② ✇✐t❤ s✐♥❣✉❧❛r✐t✐❡s ❛❧♦♥❣ ✐♥✜♥✐t❡ ❧✐♥❡s ✭♣❛rt✐❝❧❡s✮✳ P❛r❛♠❡tr✐③❛t✐♦♥ ♦❢ ✭s♦♠❡✮ q✉❛s✐✲❢✉❝❤s✐❛♥ ✸✲♠✢❞s ❜② ❚ ∗T❣✳ ❊①♣❧✐❝✐t ❢♦r♠✉❧❛❡ ❢♦r s♦♠❡ q✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s ✭❱✳ ❋♦❝❦✱ · · · ✮✳ P❛r❛♠❡tr✐③❛t✐♦♥ ♦❢ ✭❛❧❧✮ ●❍▼❈ ❆❞❙ ♠✢❞s ❜② ❚ ∗T❣✳ P❛r❛♠❡tr✐③❛t✐♦♥ ♦❢ ✭❛❧❧✮ ●❍▼❈ ❆❞❙ ♠✢❞s ❜② T❣ × T❣ ✭❝❢✳ ▼❡ss✮✳ ◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠✢❞s ✇✐t❤ ❝♦♥✐❝❛❧ s✐♥❣✉❧❛r✐t✐❡s ❛❧♦♥❣ ✐♥✜♥✐t❡ ❧✐♥❡s✳ ❍❛✈❡ ✐♥t❡r❡st✐♥❣ ❣❡♦♠❡tr②✱ ❣❡♥❡r❛❧✐③❡ ♠❛♥② ❢❡❛t✉r❡s ♦❢ q✲❢✉❝❤s✐❛♥ ♠✢❞s✳ ❆❞❙ ♠✢❞s ✇✐t❤ ❝♦♥✐❝❛❧ s✐♥❣✉❧❛r✐t✐❡s ❛❧♦♥❣ t✐♠❡✲❧✐❦❡ ❧✐♥❡s✱ ♣❛r❛♠❡tr✐③❡❞ ❜② ❚

❣ ♥ ✭❛❦❛ ✏♠❛ss✐✈❡✱ s♣✐♥✲❧❡ss ♣❛rt✐❝❧❡s✑✮✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-8
SLIDE 8

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❈♦♥t❡♥ts

❲❡ ✇❛♥t t♦ ✉s❡ ♠✐♥✐♠❛❧ s✉r❢❛❝❡s t♦ ✉♥❞❡rst❛♥❞ ❤②♣❡r❜♦❧✐❝ ❛♥❞ ❆❞❙ ✸✲♠❛♥✐❢♦❧❞s✱ ♣♦ss✐❜❧② ✇✐t❤ s✐♥❣✉❧❛r✐t✐❡s ❛❧♦♥❣ ✐♥✜♥✐t❡ ❧✐♥❡s ✭♣❛rt✐❝❧❡s✮✳ P❛r❛♠❡tr✐③❛t✐♦♥ ♦❢ ✭s♦♠❡✮ q✉❛s✐✲❢✉❝❤s✐❛♥ ✸✲♠✢❞s ❜② ❚ ∗T❣✳ ❊①♣❧✐❝✐t ❢♦r♠✉❧❛❡ ❢♦r s♦♠❡ q✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s ✭❱✳ ❋♦❝❦✱ · · · ✮✳ P❛r❛♠❡tr✐③❛t✐♦♥ ♦❢ ✭❛❧❧✮ ●❍▼❈ ❆❞❙ ♠✢❞s ❜② ❚ ∗T❣✳ P❛r❛♠❡tr✐③❛t✐♦♥ ♦❢ ✭❛❧❧✮ ●❍▼❈ ❆❞❙ ♠✢❞s ❜② T❣ × T❣ ✭❝❢✳ ▼❡ss✮✳ ◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠✢❞s ✇✐t❤ ❝♦♥✐❝❛❧ s✐♥❣✉❧❛r✐t✐❡s ❛❧♦♥❣ ✐♥✜♥✐t❡ ❧✐♥❡s✳ ❍❛✈❡ ✐♥t❡r❡st✐♥❣ ❣❡♦♠❡tr②✱ ❣❡♥❡r❛❧✐③❡ ♠❛♥② ❢❡❛t✉r❡s ♦❢ q✲❢✉❝❤s✐❛♥ ♠✢❞s✳ ❆❞❙ ♠✢❞s ✇✐t❤ ❝♦♥✐❝❛❧ s✐♥❣✉❧❛r✐t✐❡s ❛❧♦♥❣ t✐♠❡✲❧✐❦❡ ❧✐♥❡s✱ ♣❛r❛♠❡tr✐③❡❞ ❜② ❚ ∗T❣,♥ ✭❛❦❛ ✏♠❛ss✐✈❡✱ s♣✐♥✲❧❡ss ♣❛rt✐❝❧❡s✑✮✳·

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-9
SLIDE 9

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❤②♣❡r❜♦❧✐❝ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❤②♣❡r❜♦❧✐❝ ✸✲♠✢❞s ❛r❡ q✉♦t✐❡♥ts ♦❢ ❍✸ ❜② π✶(Σ❣)✱ Σ❣ ❝❧♦s❡❞✱ ❣ ≥ ✷✳ ❈♦♠♣❧❡t❡ ❤②♣❡r❜♦❧✐❝ ♠❡tr✐❝s✳ ❙♦♠❡ ✐♠♣♦rt❛♥t ♣r♦♣❡rt✐❡s ✭❞❡✜♥✐t✐♦♥s✮✿ ❚♦♣♦❧♦❣✐❝❛❧❧② ❘✱ ❝♦♥t❛✐♥ ❛ ❝♦♠♣❛❝t s✉❜s❡t ❑ ✇❤✐❝❤ ✐s ❝♦♥✈❡① ✭❛♥② ✇✐t❤ ❡♥❞♣♦✐♥ts ✐♥ ❑ ✐s ✐♥ ❑✮✳ ❚❤❡ ❧✐♠✐t s❡t ✐s ❛ ❏♦r❞❛♥ ❝✉r✈❡✱ ❛♥❞ ▼ ✐s ♠❛❞❡ ♦❢ t✇♦ ❝♦♣✐❡s ♦❢ ✳ ❚❤❡ ✐♥❞✉❝❡❞ ❝♦♥❢♦r♠❛❧ str✉❝t✉r❡s ❛t ✐♥✜♥✐t② ✉♥✐q✉❡❧② ❞❡t❡r♠✐♥❡ ▼ ✭❆❤❧❢♦rs✱ ❇❡rs✮✳ ❚❤❡② ❤❛✈❡ ❛ ✏❝♦♥✈❡① ❝♦r❡✑✱ ✇✐t❤ ❜♦✉♥❞❛r② ♠❛❞❡ ♦❢ t✇♦ s✉r❢❛❝❡s ✇✐t❤ ❤②♣❡r❜♦❧✐❝ ✐♥❞✉❝❡❞ ♠❡tr✐❝ ❛♥❞ ✏❜❡♥❞✐♥❣ ❧❛♠✐♥❛t✐♦♥✑✳ ❆❞❙ ❛♥❛❧♦❣s✿ ●❍▼❈ ❆❞❙ ✸✲♠✢❞s ✭●✳ ▼❡ss✮✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-10
SLIDE 10

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❤②♣❡r❜♦❧✐❝ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❤②♣❡r❜♦❧✐❝ ✸✲♠✢❞s ❛r❡ q✉♦t✐❡♥ts ♦❢ ❍✸ ❜② π✶(Σ❣)✱ Σ❣ ❝❧♦s❡❞✱ ❣ ≥ ✷✳ ❈♦♠♣❧❡t❡ ❤②♣❡r❜♦❧✐❝ ♠❡tr✐❝s✳ ❙♦♠❡ ✐♠♣♦rt❛♥t ♣r♦♣❡rt✐❡s ✭❞❡✜♥✐t✐♦♥s✮✿ ❚♦♣♦❧♦❣✐❝❛❧❧② Σ × ❘✱ ❝♦♥t❛✐♥ ❛ ❝♦♠♣❛❝t s✉❜s❡t ❑ ✇❤✐❝❤ ✐s ❝♦♥✈❡① ✭❛♥② γ ✇✐t❤ ❡♥❞♣♦✐♥ts ✐♥ ❑ ✐s ✐♥ ❑✮✳ ❚❤❡ ❧✐♠✐t s❡t ✐s ❛ ❏♦r❞❛♥ ❝✉r✈❡✱ ❛♥❞ ▼ ✐s ♠❛❞❡ ♦❢ t✇♦ ❝♦♣✐❡s ♦❢ ✳ ❚❤❡ ✐♥❞✉❝❡❞ ❝♦♥❢♦r♠❛❧ str✉❝t✉r❡s ❛t ✐♥✜♥✐t② ✉♥✐q✉❡❧② ❞❡t❡r♠✐♥❡ ▼ ✭❆❤❧❢♦rs✱ ❇❡rs✮✳ ❚❤❡② ❤❛✈❡ ❛ ✏❝♦♥✈❡① ❝♦r❡✑✱ ✇✐t❤ ❜♦✉♥❞❛r② ♠❛❞❡ ♦❢ t✇♦ s✉r❢❛❝❡s ✇✐t❤ ❤②♣❡r❜♦❧✐❝ ✐♥❞✉❝❡❞ ♠❡tr✐❝ ❛♥❞ ✏❜❡♥❞✐♥❣ ❧❛♠✐♥❛t✐♦♥✑✳ ❆❞❙ ❛♥❛❧♦❣s✿ ●❍▼❈ ❆❞❙ ✸✲♠✢❞s ✭●✳ ▼❡ss✮✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-11
SLIDE 11

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❤②♣❡r❜♦❧✐❝ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❤②♣❡r❜♦❧✐❝ ✸✲♠✢❞s ❛r❡ q✉♦t✐❡♥ts ♦❢ ❍✸ ❜② π✶(Σ❣)✱ Σ❣ ❝❧♦s❡❞✱ ❣ ≥ ✷✳ ❈♦♠♣❧❡t❡ ❤②♣❡r❜♦❧✐❝ ♠❡tr✐❝s✳ ❙♦♠❡ ✐♠♣♦rt❛♥t ♣r♦♣❡rt✐❡s ✭❞❡✜♥✐t✐♦♥s✮✿ ❚♦♣♦❧♦❣✐❝❛❧❧② Σ × ❘✱ ❝♦♥t❛✐♥ ❛ ❝♦♠♣❛❝t s✉❜s❡t ❑ ✇❤✐❝❤ ✐s ❝♦♥✈❡① ✭❛♥② γ ✇✐t❤ ❡♥❞♣♦✐♥ts ✐♥ ❑ ✐s ✐♥ ❑✮✳ ❚❤❡ ❧✐♠✐t s❡t ✐s ❛ ❏♦r❞❛♥ ❝✉r✈❡✱ ❛♥❞ ∂∞▼ ✐s ♠❛❞❡ ♦❢ t✇♦ ❝♦♣✐❡s ♦❢ Σ✳ ❚❤❡ ✐♥❞✉❝❡❞ ❝♦♥❢♦r♠❛❧ str✉❝t✉r❡s ❛t ✐♥✜♥✐t② ✉♥✐q✉❡❧② ❞❡t❡r♠✐♥❡ ▼ ✭❆❤❧❢♦rs✱ ❇❡rs✮✳ ❚❤❡② ❤❛✈❡ ❛ ✏❝♦♥✈❡① ❝♦r❡✑✱ ✇✐t❤ ❜♦✉♥❞❛r② ♠❛❞❡ ♦❢ t✇♦ s✉r❢❛❝❡s ✇✐t❤ ❤②♣❡r❜♦❧✐❝ ✐♥❞✉❝❡❞ ♠❡tr✐❝ ❛♥❞ ✏❜❡♥❞✐♥❣ ❧❛♠✐♥❛t✐♦♥✑✳ ❆❞❙ ❛♥❛❧♦❣s✿ ●❍▼❈ ❆❞❙ ✸✲♠✢❞s ✭●✳ ▼❡ss✮✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-12
SLIDE 12

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❤②♣❡r❜♦❧✐❝ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❤②♣❡r❜♦❧✐❝ ✸✲♠✢❞s ❛r❡ q✉♦t✐❡♥ts ♦❢ ❍✸ ❜② π✶(Σ❣)✱ Σ❣ ❝❧♦s❡❞✱ ❣ ≥ ✷✳ ❈♦♠♣❧❡t❡ ❤②♣❡r❜♦❧✐❝ ♠❡tr✐❝s✳ ❙♦♠❡ ✐♠♣♦rt❛♥t ♣r♦♣❡rt✐❡s ✭❞❡✜♥✐t✐♦♥s✮✿ ❚♦♣♦❧♦❣✐❝❛❧❧② Σ × ❘✱ ❝♦♥t❛✐♥ ❛ ❝♦♠♣❛❝t s✉❜s❡t ❑ ✇❤✐❝❤ ✐s ❝♦♥✈❡① ✭❛♥② γ ✇✐t❤ ❡♥❞♣♦✐♥ts ✐♥ ❑ ✐s ✐♥ ❑✮✳ ❚❤❡ ❧✐♠✐t s❡t ✐s ❛ ❏♦r❞❛♥ ❝✉r✈❡✱ ❛♥❞ ∂∞▼ ✐s ♠❛❞❡ ♦❢ t✇♦ ❝♦♣✐❡s ♦❢ Σ✳ ❚❤❡ ✐♥❞✉❝❡❞ ❝♦♥❢♦r♠❛❧ str✉❝t✉r❡s ❛t ✐♥✜♥✐t② ✉♥✐q✉❡❧② ❞❡t❡r♠✐♥❡ ▼ ✭❆❤❧❢♦rs✱ ❇❡rs✮✳ ❚❤❡② ❤❛✈❡ ❛ ✏❝♦♥✈❡① ❝♦r❡✑✱ ✇✐t❤ ❜♦✉♥❞❛r② ♠❛❞❡ ♦❢ t✇♦ s✉r❢❛❝❡s ✇✐t❤ ❤②♣❡r❜♦❧✐❝ ✐♥❞✉❝❡❞ ♠❡tr✐❝ ❛♥❞ ✏❜❡♥❞✐♥❣ ❧❛♠✐♥❛t✐♦♥✑✳ ❆❞❙ ❛♥❛❧♦❣s✿ ●❍▼❈ ❆❞❙ ✸✲♠✢❞s ✭●✳ ▼❡ss✮✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-13
SLIDE 13

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❤②♣❡r❜♦❧✐❝ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❤②♣❡r❜♦❧✐❝ ✸✲♠✢❞s ❛r❡ q✉♦t✐❡♥ts ♦❢ ❍✸ ❜② π✶(Σ❣)✱ Σ❣ ❝❧♦s❡❞✱ ❣ ≥ ✷✳ ❈♦♠♣❧❡t❡ ❤②♣❡r❜♦❧✐❝ ♠❡tr✐❝s✳ ❙♦♠❡ ✐♠♣♦rt❛♥t ♣r♦♣❡rt✐❡s ✭❞❡✜♥✐t✐♦♥s✮✿ ❚♦♣♦❧♦❣✐❝❛❧❧② Σ × ❘✱ ❝♦♥t❛✐♥ ❛ ❝♦♠♣❛❝t s✉❜s❡t ❑ ✇❤✐❝❤ ✐s ❝♦♥✈❡① ✭❛♥② γ ✇✐t❤ ❡♥❞♣♦✐♥ts ✐♥ ❑ ✐s ✐♥ ❑✮✳ ❚❤❡ ❧✐♠✐t s❡t ✐s ❛ ❏♦r❞❛♥ ❝✉r✈❡✱ ❛♥❞ ∂∞▼ ✐s ♠❛❞❡ ♦❢ t✇♦ ❝♦♣✐❡s ♦❢ Σ✳ ❚❤❡ ✐♥❞✉❝❡❞ ❝♦♥❢♦r♠❛❧ str✉❝t✉r❡s ❛t ✐♥✜♥✐t② ✉♥✐q✉❡❧② ❞❡t❡r♠✐♥❡ ▼ ✭❆❤❧❢♦rs✱ ❇❡rs✮✳ ❚❤❡② ❤❛✈❡ ❛ ✏❝♦♥✈❡① ❝♦r❡✑✱ ✇✐t❤ ❜♦✉♥❞❛r② ♠❛❞❡ ♦❢ t✇♦ s✉r❢❛❝❡s ✇✐t❤ ❤②♣❡r❜♦❧✐❝ ✐♥❞✉❝❡❞ ♠❡tr✐❝ ❛♥❞ ✏❜❡♥❞✐♥❣ ❧❛♠✐♥❛t✐♦♥✑✳ ❆❞❙ ❛♥❛❧♦❣s✿ ●❍▼❈ ❆❞❙ ✸✲♠✢❞s ✭●✳ ▼❡ss✮✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-14
SLIDE 14

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❤②♣❡r❜♦❧✐❝ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❤②♣❡r❜♦❧✐❝ ✸✲♠✢❞s ❛r❡ q✉♦t✐❡♥ts ♦❢ ❍✸ ❜② π✶(Σ❣)✱ Σ❣ ❝❧♦s❡❞✱ ❣ ≥ ✷✳ ❈♦♠♣❧❡t❡ ❤②♣❡r❜♦❧✐❝ ♠❡tr✐❝s✳ ❙♦♠❡ ✐♠♣♦rt❛♥t ♣r♦♣❡rt✐❡s ✭❞❡✜♥✐t✐♦♥s✮✿ ❚♦♣♦❧♦❣✐❝❛❧❧② Σ × ❘✱ ❝♦♥t❛✐♥ ❛ ❝♦♠♣❛❝t s✉❜s❡t ❑ ✇❤✐❝❤ ✐s ❝♦♥✈❡① ✭❛♥② γ ✇✐t❤ ❡♥❞♣♦✐♥ts ✐♥ ❑ ✐s ✐♥ ❑✮✳ ❚❤❡ ❧✐♠✐t s❡t ✐s ❛ ❏♦r❞❛♥ ❝✉r✈❡✱ ❛♥❞ ∂∞▼ ✐s ♠❛❞❡ ♦❢ t✇♦ ❝♦♣✐❡s ♦❢ Σ✳ ❚❤❡ ✐♥❞✉❝❡❞ ❝♦♥❢♦r♠❛❧ str✉❝t✉r❡s ❛t ✐♥✜♥✐t② ✉♥✐q✉❡❧② ❞❡t❡r♠✐♥❡ ▼ ✭❆❤❧❢♦rs✱ ❇❡rs✮✳ ❚❤❡② ❤❛✈❡ ❛ ✏❝♦♥✈❡① ❝♦r❡✑✱ ✇✐t❤ ❜♦✉♥❞❛r② ♠❛❞❡ ♦❢ t✇♦ s✉r❢❛❝❡s ✇✐t❤ ❤②♣❡r❜♦❧✐❝ ✐♥❞✉❝❡❞ ♠❡tr✐❝ ❛♥❞ ✏❜❡♥❞✐♥❣ ❧❛♠✐♥❛t✐♦♥✑✳ ❆❞❙ ❛♥❛❧♦❣s✿ ●❍▼❈ ❆❞❙ ✸✲♠✢❞s ✭●✳ ▼❡ss✮✳·

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-15
SLIDE 15

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❆❧♠♦st✲❢✉❝❤s✐❛♥ ✸✲♠✢❞s

❉❢♥✿ ❛ q✲❢✉❝❤s✐❛♥ ♠✢❞ ✐s ❛❧♠♦st✲❢✉❝❤s✐❛♥ ✐❢ ✐t ❝♦♥t❛✐♥s ❛ ❝❧♦s❡❞ s✉r❢❛❝❡ ✇✐t❤ ♣r✐♥❝✐♣❛❧ ❝✉r✈❛t✉r❡s |❦| < ✶✳ ❊q✉✐✈❛❧❡♥t✿ ▼ ❝♦♥t❛✐♥s ❛ ❝❧♦s❡❞ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ❙ ✇✐t❤ ❦ ✶ ✭❇✳ ❆♥❞r❡✇s✮✳ ❚❤❡♥ ❙ ✐s t❤❡ ♦♥❧② ❝❧♦s❡❞ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ✐♥ ▼✳

  • ✐✈❡♥ s✉❝❤ ❛ ♠✐♥✐♠❛❧ s✉r❢❛❝❡✱ ■ ■■ ❞❡✜♥❡ ❛ ❝♦♥❢♦r♠❛❧ ♠❡tr✐❝ ❛♥❞ ❛ ◗❍❉✱

t❤✉s ❛ ♣♦✐♥t ✐♥ ❚

❣✳ ■♥❞❡❡❞✱ tr ■■

✵ s♦ ■■ ❘❡ q ✱ ❛♥❞ ❞ ■■ ✵ s♦ q ✐s ❤♦❧♦♠♦r♣❤✐❝✳ ❈♦♥✈❡rs❡❧②✱ ❛ ♣♦✐♥t ✐♥ ❚

❣ ❝♦rr❡s♣♦♥❞s ✐♥ t❤✐s ✇❛② t♦

❛t ♠♦st ♦♥❡ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ✇✐t❤ ❦ ✶✳ ❚❤✉s✱ ❛❧♠♦st✲❢✉❝❤s✐❛♥ ♠✢❞s ❛r❡ ♣❛r❛♠❡tr✐③❡❞ ❜② ❛♥ ♦♣❡♥ s✉❜s❡t ♦❢ ❚

❣✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-16
SLIDE 16

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❆❧♠♦st✲❢✉❝❤s✐❛♥ ✸✲♠✢❞s

❉❢♥✿ ❛ q✲❢✉❝❤s✐❛♥ ♠✢❞ ✐s ❛❧♠♦st✲❢✉❝❤s✐❛♥ ✐❢ ✐t ❝♦♥t❛✐♥s ❛ ❝❧♦s❡❞ s✉r❢❛❝❡ ✇✐t❤ ♣r✐♥❝✐♣❛❧ ❝✉r✈❛t✉r❡s |❦| < ✶✳ ❊q✉✐✈❛❧❡♥t✿ ▼ ❝♦♥t❛✐♥s ❛ ❝❧♦s❡❞ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ❙ ✇✐t❤ |❦| < ✶ ✭❇✳ ❆♥❞r❡✇s✮✳ ❚❤❡♥ ❙ ✐s t❤❡ ♦♥❧② ❝❧♦s❡❞ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ✐♥ ▼✳

  • ✐✈❡♥ s✉❝❤ ❛ ♠✐♥✐♠❛❧ s✉r❢❛❝❡✱ ■ ■■ ❞❡✜♥❡ ❛ ❝♦♥❢♦r♠❛❧ ♠❡tr✐❝ ❛♥❞ ❛ ◗❍❉✱

t❤✉s ❛ ♣♦✐♥t ✐♥ ❚

❣✳ ■♥❞❡❡❞✱ tr ■■

✵ s♦ ■■ ❘❡ q ✱ ❛♥❞ ❞ ■■ ✵ s♦ q ✐s ❤♦❧♦♠♦r♣❤✐❝✳ ❈♦♥✈❡rs❡❧②✱ ❛ ♣♦✐♥t ✐♥ ❚

❣ ❝♦rr❡s♣♦♥❞s ✐♥ t❤✐s ✇❛② t♦

❛t ♠♦st ♦♥❡ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ✇✐t❤ ❦ ✶✳ ❚❤✉s✱ ❛❧♠♦st✲❢✉❝❤s✐❛♥ ♠✢❞s ❛r❡ ♣❛r❛♠❡tr✐③❡❞ ❜② ❛♥ ♦♣❡♥ s✉❜s❡t ♦❢ ❚

❣✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-17
SLIDE 17

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❆❧♠♦st✲❢✉❝❤s✐❛♥ ✸✲♠✢❞s

❉❢♥✿ ❛ q✲❢✉❝❤s✐❛♥ ♠✢❞ ✐s ❛❧♠♦st✲❢✉❝❤s✐❛♥ ✐❢ ✐t ❝♦♥t❛✐♥s ❛ ❝❧♦s❡❞ s✉r❢❛❝❡ ✇✐t❤ ♣r✐♥❝✐♣❛❧ ❝✉r✈❛t✉r❡s |❦| < ✶✳ ❊q✉✐✈❛❧❡♥t✿ ▼ ❝♦♥t❛✐♥s ❛ ❝❧♦s❡❞ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ❙ ✇✐t❤ |❦| < ✶ ✭❇✳ ❆♥❞r❡✇s✮✳ ❚❤❡♥ ❙ ✐s t❤❡ ♦♥❧② ❝❧♦s❡❞ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ✐♥ ▼✳

  • ✐✈❡♥ s✉❝❤ ❛ ♠✐♥✐♠❛❧ s✉r❢❛❝❡✱ ■ ■■ ❞❡✜♥❡ ❛ ❝♦♥❢♦r♠❛❧ ♠❡tr✐❝ ❛♥❞ ❛ ◗❍❉✱

t❤✉s ❛ ♣♦✐♥t ✐♥ ❚

❣✳ ■♥❞❡❡❞✱ tr ■■

✵ s♦ ■■ ❘❡ q ✱ ❛♥❞ ❞ ■■ ✵ s♦ q ✐s ❤♦❧♦♠♦r♣❤✐❝✳ ❈♦♥✈❡rs❡❧②✱ ❛ ♣♦✐♥t ✐♥ ❚

❣ ❝♦rr❡s♣♦♥❞s ✐♥ t❤✐s ✇❛② t♦

❛t ♠♦st ♦♥❡ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ✇✐t❤ ❦ ✶✳ ❚❤✉s✱ ❛❧♠♦st✲❢✉❝❤s✐❛♥ ♠✢❞s ❛r❡ ♣❛r❛♠❡tr✐③❡❞ ❜② ❛♥ ♦♣❡♥ s✉❜s❡t ♦❢ ❚

❣✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-18
SLIDE 18

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❆❧♠♦st✲❢✉❝❤s✐❛♥ ✸✲♠✢❞s

❉❢♥✿ ❛ q✲❢✉❝❤s✐❛♥ ♠✢❞ ✐s ❛❧♠♦st✲❢✉❝❤s✐❛♥ ✐❢ ✐t ❝♦♥t❛✐♥s ❛ ❝❧♦s❡❞ s✉r❢❛❝❡ ✇✐t❤ ♣r✐♥❝✐♣❛❧ ❝✉r✈❛t✉r❡s |❦| < ✶✳ ❊q✉✐✈❛❧❡♥t✿ ▼ ❝♦♥t❛✐♥s ❛ ❝❧♦s❡❞ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ❙ ✇✐t❤ |❦| < ✶ ✭❇✳ ❆♥❞r❡✇s✮✳ ❚❤❡♥ ❙ ✐s t❤❡ ♦♥❧② ❝❧♦s❡❞ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ✐♥ ▼✳

  • ✐✈❡♥ s✉❝❤ ❛ ♠✐♥✐♠❛❧ s✉r❢❛❝❡✱ ■, ■■ ❞❡✜♥❡ ❛ ❝♦♥❢♦r♠❛❧ ♠❡tr✐❝ ❛♥❞ ❛ ◗❍❉✱

t❤✉s ❛ ♣♦✐♥t ✐♥ ❚ ∗T❣✳ ■♥❞❡❡❞✱ tr ■■ ✵ s♦ ■■ ❘❡ q ✱ ❛♥❞ ❞ ■■ ✵ s♦ q ✐s ❤♦❧♦♠♦r♣❤✐❝✳ ❈♦♥✈❡rs❡❧②✱ ❛ ♣♦✐♥t ✐♥ ❚

❣ ❝♦rr❡s♣♦♥❞s ✐♥ t❤✐s ✇❛② t♦

❛t ♠♦st ♦♥❡ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ✇✐t❤ ❦ ✶✳ ❚❤✉s✱ ❛❧♠♦st✲❢✉❝❤s✐❛♥ ♠✢❞s ❛r❡ ♣❛r❛♠❡tr✐③❡❞ ❜② ❛♥ ♦♣❡♥ s✉❜s❡t ♦❢ ❚

❣✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-19
SLIDE 19

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❆❧♠♦st✲❢✉❝❤s✐❛♥ ✸✲♠✢❞s

❉❢♥✿ ❛ q✲❢✉❝❤s✐❛♥ ♠✢❞ ✐s ❛❧♠♦st✲❢✉❝❤s✐❛♥ ✐❢ ✐t ❝♦♥t❛✐♥s ❛ ❝❧♦s❡❞ s✉r❢❛❝❡ ✇✐t❤ ♣r✐♥❝✐♣❛❧ ❝✉r✈❛t✉r❡s |❦| < ✶✳ ❊q✉✐✈❛❧❡♥t✿ ▼ ❝♦♥t❛✐♥s ❛ ❝❧♦s❡❞ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ❙ ✇✐t❤ |❦| < ✶ ✭❇✳ ❆♥❞r❡✇s✮✳ ❚❤❡♥ ❙ ✐s t❤❡ ♦♥❧② ❝❧♦s❡❞ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ✐♥ ▼✳

  • ✐✈❡♥ s✉❝❤ ❛ ♠✐♥✐♠❛❧ s✉r❢❛❝❡✱ ■, ■■ ❞❡✜♥❡ ❛ ❝♦♥❢♦r♠❛❧ ♠❡tr✐❝ ❛♥❞ ❛ ◗❍❉✱

t❤✉s ❛ ♣♦✐♥t ✐♥ ❚ ∗T❣✳ ■♥❞❡❡❞✱ tr(■■) = ✵ s♦ ■■ = ❘❡(q)✱ ❛♥❞ ❞∇■■ = ✵ s♦ q ✐s ❤♦❧♦♠♦r♣❤✐❝✳ ❈♦♥✈❡rs❡❧②✱ ❛ ♣♦✐♥t ✐♥ ❚

❣ ❝♦rr❡s♣♦♥❞s ✐♥ t❤✐s ✇❛② t♦

❛t ♠♦st ♦♥❡ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ✇✐t❤ ❦ ✶✳ ❚❤✉s✱ ❛❧♠♦st✲❢✉❝❤s✐❛♥ ♠✢❞s ❛r❡ ♣❛r❛♠❡tr✐③❡❞ ❜② ❛♥ ♦♣❡♥ s✉❜s❡t ♦❢ ❚

❣✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-20
SLIDE 20

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❆❧♠♦st✲❢✉❝❤s✐❛♥ ✸✲♠✢❞s

❉❢♥✿ ❛ q✲❢✉❝❤s✐❛♥ ♠✢❞ ✐s ❛❧♠♦st✲❢✉❝❤s✐❛♥ ✐❢ ✐t ❝♦♥t❛✐♥s ❛ ❝❧♦s❡❞ s✉r❢❛❝❡ ✇✐t❤ ♣r✐♥❝✐♣❛❧ ❝✉r✈❛t✉r❡s |❦| < ✶✳ ❊q✉✐✈❛❧❡♥t✿ ▼ ❝♦♥t❛✐♥s ❛ ❝❧♦s❡❞ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ❙ ✇✐t❤ |❦| < ✶ ✭❇✳ ❆♥❞r❡✇s✮✳ ❚❤❡♥ ❙ ✐s t❤❡ ♦♥❧② ❝❧♦s❡❞ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ✐♥ ▼✳

  • ✐✈❡♥ s✉❝❤ ❛ ♠✐♥✐♠❛❧ s✉r❢❛❝❡✱ ■, ■■ ❞❡✜♥❡ ❛ ❝♦♥❢♦r♠❛❧ ♠❡tr✐❝ ❛♥❞ ❛ ◗❍❉✱

t❤✉s ❛ ♣♦✐♥t ✐♥ ❚ ∗T❣✳ ■♥❞❡❡❞✱ tr(■■) = ✵ s♦ ■■ = ❘❡(q)✱ ❛♥❞ ❞∇■■ = ✵ s♦ q ✐s ❤♦❧♦♠♦r♣❤✐❝✳ ❈♦♥✈❡rs❡❧②✱ ❛ ♣♦✐♥t ✐♥ ❚ ∗T❣ ❝♦rr❡s♣♦♥❞s ✐♥ t❤✐s ✇❛② t♦ ❛t ♠♦st ♦♥❡ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ✇✐t❤ |❦| < ✶✳ ❚❤✉s✱ ❛❧♠♦st✲❢✉❝❤s✐❛♥ ♠✢❞s ❛r❡ ♣❛r❛♠❡tr✐③❡❞ ❜② ❛♥ ♦♣❡♥ s✉❜s❡t ♦❢ ❚

❣✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-21
SLIDE 21

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❆❧♠♦st✲❢✉❝❤s✐❛♥ ✸✲♠✢❞s

❉❢♥✿ ❛ q✲❢✉❝❤s✐❛♥ ♠✢❞ ✐s ❛❧♠♦st✲❢✉❝❤s✐❛♥ ✐❢ ✐t ❝♦♥t❛✐♥s ❛ ❝❧♦s❡❞ s✉r❢❛❝❡ ✇✐t❤ ♣r✐♥❝✐♣❛❧ ❝✉r✈❛t✉r❡s |❦| < ✶✳ ❊q✉✐✈❛❧❡♥t✿ ▼ ❝♦♥t❛✐♥s ❛ ❝❧♦s❡❞ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ❙ ✇✐t❤ |❦| < ✶ ✭❇✳ ❆♥❞r❡✇s✮✳ ❚❤❡♥ ❙ ✐s t❤❡ ♦♥❧② ❝❧♦s❡❞ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ✐♥ ▼✳

  • ✐✈❡♥ s✉❝❤ ❛ ♠✐♥✐♠❛❧ s✉r❢❛❝❡✱ ■, ■■ ❞❡✜♥❡ ❛ ❝♦♥❢♦r♠❛❧ ♠❡tr✐❝ ❛♥❞ ❛ ◗❍❉✱

t❤✉s ❛ ♣♦✐♥t ✐♥ ❚ ∗T❣✳ ■♥❞❡❡❞✱ tr(■■) = ✵ s♦ ■■ = ❘❡(q)✱ ❛♥❞ ❞∇■■ = ✵ s♦ q ✐s ❤♦❧♦♠♦r♣❤✐❝✳ ❈♦♥✈❡rs❡❧②✱ ❛ ♣♦✐♥t ✐♥ ❚ ∗T❣ ❝♦rr❡s♣♦♥❞s ✐♥ t❤✐s ✇❛② t♦ ❛t ♠♦st ♦♥❡ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ✇✐t❤ |❦| < ✶✳ ❚❤✉s✱ ❛❧♠♦st✲❢✉❝❤s✐❛♥ ♠✢❞s ❛r❡ ♣❛r❛♠❡tr✐③❡❞ ❜② ❛♥ ♦♣❡♥ s✉❜s❡t ♦❢ ❚ ∗T❣✳·

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-22
SLIDE 22

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❊①♣❧✐❝✐t ♠❡tr✐❝s ♦♥ ❛❧♠♦st✲❢✉❝❤s✐❛♥ ♠✢❞s

❈♦♥s✐❞❡r t❤❡ ❢♦❧❧♦✇✐♥❣ ♠❡tr✐❝ ♦♥ ❙ × R ✭❱✳ ❋♦❝❦✮✿ ❞s✷ = ❞r ✷+(❡φ ❝♦s❤✷(r)+tt❡−φ s✐♥❤✷(r))|❞③|✷+(t❞③✷+t❞③✷) ❝♦s❤(r) s✐♥❤(r) , ✇✐t❤ ∂③∂③φ = ❡φ + ❡−φtt✱ ✇❤❡r❡ t❞③✷ ✐s ❛ ◗❍❉✳ ■t ✐s ❤②♣❡r❜♦❧✐❝✱ ❛♥❞ ✐s ✏♦❢t❡♥✑ q✉❛s✐✲❢✉❝❤s✐❛♥✳ ❚❤❡ ✐♥❞✉❝❡❞ ♠❡tr✐❝ ♦♥ ❙✵ ✐s ■✵ ❡ ❞③ ✷✱ ❛♥❞ ■■✵ ❘❡ t❞③✷ ✳ ❚❤✉s ❙✵ ✐s ❛ ♠✐♥✐♠❛❧ s✉r❢❛❝❡✱ ❛♥❞ t❤❡ ❙r ❛r❡ ❡q✉✐❞✐st❛♥t s✉r❢❛❝❡s✳ ❙♦ ✐t ❝❛♥ ❜❡ ✇r✐tt❡♥ ❛❧s♦ ❛s✿ ❞r ✷ ■✵ ❝♦s❤ r ❊ s✐♥❤ r ❇ ❝♦s❤ r ❊ s✐♥❤ r ❇ ✇❤❡r❡ ❇ ✐s t❤❡ s❤❛♣❡ ♦♣❡r❛t♦r ♦❢ t❤❡ ♠✐♥✐♠❛❧ s✉r❢❛❝❡✳ ❚❤✐s ❞❡s❝r✐❜❡s ❡①♣❧✐❝✐t❧② ❛❧♠♦st✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s✳ ❋♦r ♦t❤❡r q✲❢✉❝❤s✐❛♥ ♠✢❞s✱ s✐♥❣✉❧❛r✐t✐❡s ❞❡✈❡❧♦♣ ✐♥ t❤❡ ❡q✉✐❞✐st❛♥t s✉r❢❛❝❡s✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-23
SLIDE 23

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❊①♣❧✐❝✐t ♠❡tr✐❝s ♦♥ ❛❧♠♦st✲❢✉❝❤s✐❛♥ ♠✢❞s

❈♦♥s✐❞❡r t❤❡ ❢♦❧❧♦✇✐♥❣ ♠❡tr✐❝ ♦♥ ❙ × R ✭❱✳ ❋♦❝❦✮✿ ❞s✷ = ❞r ✷+(❡φ ❝♦s❤✷(r)+tt❡−φ s✐♥❤✷(r))|❞③|✷+(t❞③✷+t❞③✷) ❝♦s❤(r) s✐♥❤(r) , ✇✐t❤ ∂③∂③φ = ❡φ + ❡−φtt✱ ✇❤❡r❡ t❞③✷ ✐s ❛ ◗❍❉✳ ■t ✐s ❤②♣❡r❜♦❧✐❝✱ ❛♥❞ ✐s ✏♦❢t❡♥✑ q✉❛s✐✲❢✉❝❤s✐❛♥✳ ❚❤❡ ✐♥❞✉❝❡❞ ♠❡tr✐❝ ♦♥ ❙✵ ✐s ■✵ ❡ ❞③ ✷✱ ❛♥❞ ■■✵ ❘❡ t❞③✷ ✳ ❚❤✉s ❙✵ ✐s ❛ ♠✐♥✐♠❛❧ s✉r❢❛❝❡✱ ❛♥❞ t❤❡ ❙r ❛r❡ ❡q✉✐❞✐st❛♥t s✉r❢❛❝❡s✳ ❙♦ ✐t ❝❛♥ ❜❡ ✇r✐tt❡♥ ❛❧s♦ ❛s✿ ❞r ✷ ■✵ ❝♦s❤ r ❊ s✐♥❤ r ❇ ❝♦s❤ r ❊ s✐♥❤ r ❇ ✇❤❡r❡ ❇ ✐s t❤❡ s❤❛♣❡ ♦♣❡r❛t♦r ♦❢ t❤❡ ♠✐♥✐♠❛❧ s✉r❢❛❝❡✳ ❚❤✐s ❞❡s❝r✐❜❡s ❡①♣❧✐❝✐t❧② ❛❧♠♦st✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s✳ ❋♦r ♦t❤❡r q✲❢✉❝❤s✐❛♥ ♠✢❞s✱ s✐♥❣✉❧❛r✐t✐❡s ❞❡✈❡❧♦♣ ✐♥ t❤❡ ❡q✉✐❞✐st❛♥t s✉r❢❛❝❡s✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-24
SLIDE 24

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❊①♣❧✐❝✐t ♠❡tr✐❝s ♦♥ ❛❧♠♦st✲❢✉❝❤s✐❛♥ ♠✢❞s

❈♦♥s✐❞❡r t❤❡ ❢♦❧❧♦✇✐♥❣ ♠❡tr✐❝ ♦♥ ❙ × R ✭❱✳ ❋♦❝❦✮✿ ❞s✷ = ❞r ✷+(❡φ ❝♦s❤✷(r)+tt❡−φ s✐♥❤✷(r))|❞③|✷+(t❞③✷+t❞③✷) ❝♦s❤(r) s✐♥❤(r) , ✇✐t❤ ∂③∂③φ = ❡φ + ❡−φtt✱ ✇❤❡r❡ t❞③✷ ✐s ❛ ◗❍❉✳ ■t ✐s ❤②♣❡r❜♦❧✐❝✱ ❛♥❞ ✐s ✏♦❢t❡♥✑ q✉❛s✐✲❢✉❝❤s✐❛♥✳ ❚❤❡ ✐♥❞✉❝❡❞ ♠❡tr✐❝ ♦♥ ❙✵ ✐s ■✵ = ❡φ|❞③|✷✱ ❛♥❞ ■■✵ = ❘❡(t❞③✷)✳ ❚❤✉s ❙✵ ✐s ❛ ♠✐♥✐♠❛❧ s✉r❢❛❝❡✱ ❛♥❞ t❤❡ ❙r ❛r❡ ❡q✉✐❞✐st❛♥t s✉r❢❛❝❡s✳ ❙♦ ✐t ❝❛♥ ❜❡ ✇r✐tt❡♥ ❛❧s♦ ❛s✿ ❞r ✷ ■✵ ❝♦s❤ r ❊ s✐♥❤ r ❇ ❝♦s❤ r ❊ s✐♥❤ r ❇ ✇❤❡r❡ ❇ ✐s t❤❡ s❤❛♣❡ ♦♣❡r❛t♦r ♦❢ t❤❡ ♠✐♥✐♠❛❧ s✉r❢❛❝❡✳ ❚❤✐s ❞❡s❝r✐❜❡s ❡①♣❧✐❝✐t❧② ❛❧♠♦st✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s✳ ❋♦r ♦t❤❡r q✲❢✉❝❤s✐❛♥ ♠✢❞s✱ s✐♥❣✉❧❛r✐t✐❡s ❞❡✈❡❧♦♣ ✐♥ t❤❡ ❡q✉✐❞✐st❛♥t s✉r❢❛❝❡s✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-25
SLIDE 25

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❊①♣❧✐❝✐t ♠❡tr✐❝s ♦♥ ❛❧♠♦st✲❢✉❝❤s✐❛♥ ♠✢❞s

❈♦♥s✐❞❡r t❤❡ ❢♦❧❧♦✇✐♥❣ ♠❡tr✐❝ ♦♥ ❙ × R ✭❱✳ ❋♦❝❦✮✿ ❞s✷ = ❞r ✷+(❡φ ❝♦s❤✷(r)+tt❡−φ s✐♥❤✷(r))|❞③|✷+(t❞③✷+t❞③✷) ❝♦s❤(r) s✐♥❤(r) , ✇✐t❤ ∂③∂③φ = ❡φ + ❡−φtt✱ ✇❤❡r❡ t❞③✷ ✐s ❛ ◗❍❉✳ ■t ✐s ❤②♣❡r❜♦❧✐❝✱ ❛♥❞ ✐s ✏♦❢t❡♥✑ q✉❛s✐✲❢✉❝❤s✐❛♥✳ ❚❤❡ ✐♥❞✉❝❡❞ ♠❡tr✐❝ ♦♥ ❙✵ ✐s ■✵ = ❡φ|❞③|✷✱ ❛♥❞ ■■✵ = ❘❡(t❞③✷)✳ ❚❤✉s ❙✵ ✐s ❛ ♠✐♥✐♠❛❧ s✉r❢❛❝❡✱ ❛♥❞ t❤❡ ❙r ❛r❡ ❡q✉✐❞✐st❛♥t s✉r❢❛❝❡s✳ ❙♦ ✐t ❝❛♥ ❜❡ ✇r✐tt❡♥ ❛❧s♦ ❛s✿ ❞r ✷ ■✵ ❝♦s❤ r ❊ s✐♥❤ r ❇ ❝♦s❤ r ❊ s✐♥❤ r ❇ ✇❤❡r❡ ❇ ✐s t❤❡ s❤❛♣❡ ♦♣❡r❛t♦r ♦❢ t❤❡ ♠✐♥✐♠❛❧ s✉r❢❛❝❡✳ ❚❤✐s ❞❡s❝r✐❜❡s ❡①♣❧✐❝✐t❧② ❛❧♠♦st✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s✳ ❋♦r ♦t❤❡r q✲❢✉❝❤s✐❛♥ ♠✢❞s✱ s✐♥❣✉❧❛r✐t✐❡s ❞❡✈❡❧♦♣ ✐♥ t❤❡ ❡q✉✐❞✐st❛♥t s✉r❢❛❝❡s✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-26
SLIDE 26

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❊①♣❧✐❝✐t ♠❡tr✐❝s ♦♥ ❛❧♠♦st✲❢✉❝❤s✐❛♥ ♠✢❞s

❈♦♥s✐❞❡r t❤❡ ❢♦❧❧♦✇✐♥❣ ♠❡tr✐❝ ♦♥ ❙ × R ✭❱✳ ❋♦❝❦✮✿ ❞s✷ = ❞r ✷+(❡φ ❝♦s❤✷(r)+tt❡−φ s✐♥❤✷(r))|❞③|✷+(t❞③✷+t❞③✷) ❝♦s❤(r) s✐♥❤(r) , ✇✐t❤ ∂③∂③φ = ❡φ + ❡−φtt✱ ✇❤❡r❡ t❞③✷ ✐s ❛ ◗❍❉✳ ■t ✐s ❤②♣❡r❜♦❧✐❝✱ ❛♥❞ ✐s ✏♦❢t❡♥✑ q✉❛s✐✲❢✉❝❤s✐❛♥✳ ❚❤❡ ✐♥❞✉❝❡❞ ♠❡tr✐❝ ♦♥ ❙✵ ✐s ■✵ = ❡φ|❞③|✷✱ ❛♥❞ ■■✵ = ❘❡(t❞③✷)✳ ❚❤✉s ❙✵ ✐s ❛ ♠✐♥✐♠❛❧ s✉r❢❛❝❡✱ ❛♥❞ t❤❡ ❙r ❛r❡ ❡q✉✐❞✐st❛♥t s✉r❢❛❝❡s✳ ❙♦ ✐t ❝❛♥ ❜❡ ✇r✐tt❡♥ ❛❧s♦ ❛s✿ ❞r ✷ + ■✵((❝♦s❤(r)❊ + s✐♥❤(r)❇)·, (❝♦s❤(r)❊ + s✐♥❤(r)❇)·) , ✇❤❡r❡ ❇ ✐s t❤❡ s❤❛♣❡ ♦♣❡r❛t♦r ♦❢ t❤❡ ♠✐♥✐♠❛❧ s✉r❢❛❝❡✳ ❚❤✐s ❞❡s❝r✐❜❡s ❡①♣❧✐❝✐t❧② ❛❧♠♦st✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s✳ ❋♦r ♦t❤❡r q✲❢✉❝❤s✐❛♥ ♠✢❞s✱ s✐♥❣✉❧❛r✐t✐❡s ❞❡✈❡❧♦♣ ✐♥ t❤❡ ❡q✉✐❞✐st❛♥t s✉r❢❛❝❡s✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-27
SLIDE 27

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❊①♣❧✐❝✐t ♠❡tr✐❝s ♦♥ ❛❧♠♦st✲❢✉❝❤s✐❛♥ ♠✢❞s

❈♦♥s✐❞❡r t❤❡ ❢♦❧❧♦✇✐♥❣ ♠❡tr✐❝ ♦♥ ❙ × R ✭❱✳ ❋♦❝❦✮✿ ❞s✷ = ❞r ✷+(❡φ ❝♦s❤✷(r)+tt❡−φ s✐♥❤✷(r))|❞③|✷+(t❞③✷+t❞③✷) ❝♦s❤(r) s✐♥❤(r) , ✇✐t❤ ∂③∂③φ = ❡φ + ❡−φtt✱ ✇❤❡r❡ t❞③✷ ✐s ❛ ◗❍❉✳ ■t ✐s ❤②♣❡r❜♦❧✐❝✱ ❛♥❞ ✐s ✏♦❢t❡♥✑ q✉❛s✐✲❢✉❝❤s✐❛♥✳ ❚❤❡ ✐♥❞✉❝❡❞ ♠❡tr✐❝ ♦♥ ❙✵ ✐s ■✵ = ❡φ|❞③|✷✱ ❛♥❞ ■■✵ = ❘❡(t❞③✷)✳ ❚❤✉s ❙✵ ✐s ❛ ♠✐♥✐♠❛❧ s✉r❢❛❝❡✱ ❛♥❞ t❤❡ ❙r ❛r❡ ❡q✉✐❞✐st❛♥t s✉r❢❛❝❡s✳ ❙♦ ✐t ❝❛♥ ❜❡ ✇r✐tt❡♥ ❛❧s♦ ❛s✿ ❞r ✷ + ■✵((❝♦s❤(r)❊ + s✐♥❤(r)❇)·, (❝♦s❤(r)❊ + s✐♥❤(r)❇)·) , ✇❤❡r❡ ❇ ✐s t❤❡ s❤❛♣❡ ♦♣❡r❛t♦r ♦❢ t❤❡ ♠✐♥✐♠❛❧ s✉r❢❛❝❡✳ ❚❤✐s ❞❡s❝r✐❜❡s ❡①♣❧✐❝✐t❧② ❛❧♠♦st✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s✳ ❋♦r ♦t❤❡r q✲❢✉❝❤s✐❛♥ ♠✢❞s✱ s✐♥❣✉❧❛r✐t✐❡s ❞❡✈❡❧♦♣ ✐♥ t❤❡ ❡q✉✐❞✐st❛♥t s✉r❢❛❝❡s✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-28
SLIDE 28

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❊①♣❧✐❝✐t ♠❡tr✐❝s ♦♥ ❛❧♠♦st✲❢✉❝❤s✐❛♥ ♠✢❞s

❈♦♥s✐❞❡r t❤❡ ❢♦❧❧♦✇✐♥❣ ♠❡tr✐❝ ♦♥ ❙ × R ✭❱✳ ❋♦❝❦✮✿ ❞s✷ = ❞r ✷+(❡φ ❝♦s❤✷(r)+tt❡−φ s✐♥❤✷(r))|❞③|✷+(t❞③✷+t❞③✷) ❝♦s❤(r) s✐♥❤(r) , ✇✐t❤ ∂③∂③φ = ❡φ + ❡−φtt✱ ✇❤❡r❡ t❞③✷ ✐s ❛ ◗❍❉✳ ■t ✐s ❤②♣❡r❜♦❧✐❝✱ ❛♥❞ ✐s ✏♦❢t❡♥✑ q✉❛s✐✲❢✉❝❤s✐❛♥✳ ❚❤❡ ✐♥❞✉❝❡❞ ♠❡tr✐❝ ♦♥ ❙✵ ✐s ■✵ = ❡φ|❞③|✷✱ ❛♥❞ ■■✵ = ❘❡(t❞③✷)✳ ❚❤✉s ❙✵ ✐s ❛ ♠✐♥✐♠❛❧ s✉r❢❛❝❡✱ ❛♥❞ t❤❡ ❙r ❛r❡ ❡q✉✐❞✐st❛♥t s✉r❢❛❝❡s✳ ❙♦ ✐t ❝❛♥ ❜❡ ✇r✐tt❡♥ ❛❧s♦ ❛s✿ ❞r ✷ + ■✵((❝♦s❤(r)❊ + s✐♥❤(r)❇)·, (❝♦s❤(r)❊ + s✐♥❤(r)❇)·) , ✇❤❡r❡ ❇ ✐s t❤❡ s❤❛♣❡ ♦♣❡r❛t♦r ♦❢ t❤❡ ♠✐♥✐♠❛❧ s✉r❢❛❝❡✳ ❚❤✐s ❞❡s❝r✐❜❡s ❡①♣❧✐❝✐t❧② ❛❧♠♦st✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s✳ ❋♦r ♦t❤❡r q✲❢✉❝❤s✐❛♥ ♠✢❞s✱ s✐♥❣✉❧❛r✐t✐❡s ❞❡✈❡❧♦♣ ✐♥ t❤❡ ❡q✉✐❞✐st❛♥t s✉r❢❛❝❡s✳·

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-29
SLIDE 29

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❚❤❡ ❆❞❙ ❝❛s❡ ✐s ♠✉❝❤ s✐♠♣❧❡r ✦

  • ❍▼❈ ❆❞❙ ♠♥✢❞s ❛r❡ q✉♦t✐❡♥ts ♦❢ ❆❞❙✸ ❜② ❛ s✉r❢❛❝❡ ❣r♦✉♣✳

❆♥❛❧♦❣s ♦❢ q✲❢✉❝❤s✐❛♥ ♠✢❞s ✭▼❡ss✮✿ ❛❧s♦ ❤❛✈❡ ❛ ❝♦♥✈❡① ❝♦r❡✱ ❜♦✉♥❞❛r② ♠❛❞❡ ♦❢ t✇♦ s✉r❢❛❝❡s ✇✐t❤ ❤②♣❡r❜♦❧✐❝ ✐♥❞✉❝❡❞ ♠❡tr✐❝ ❛♥❞ ❜❡♥❞✐♥❣ ❧❛♠✐♥❛t✐♦♥✳ ❊❛❝❤ ●❍▼❈ ❆❞❙ ♠✢❞ ❝♦♥t❛✐♥s ❛ ✉♥✐q✉❡ ❝❧♦s❡❞ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ❙✳ ■ ❛♥❞ ■■ ♦♥ ❙ ❞❡t❡r♠✐♥❡ ❛ ♣♦✐♥t ✐♥ ❚

❣✳

❈♦♥✈❡rs❡❧②✱ ❡❛❝❤ ♣♦✐♥t ✐♥ ❚

❣ ❝♦rr❡s♣♦♥❞s t♦ s✉❝❤ ❛ ♠✐♥✐♠❛❧ s✉r❢❛❝❡✳

❈♦♥str✉❝t✐♦♥✿ ❝❤♦♦s❡ ❣✵✱ s❡t ❤ ❘❡ q ✱ t❤❡♥ tr❣✵ ❤ ✵ ❛♥❞ ❞ ❤ ✵✳ ◆❡❡❞✿ ❑ ✶ ❞❡t❣ ❤ ✳ ❙❡t ❣ ❡✷✉❣✵✱ t❤❡♥ s❛t✐s✜❡❞ ✐✛✿ ✉ ❡

✷✉

❑✵ ❡

✷✉❞❡t❣✵❤

❙♦❧✉t✐♦♥s ❝♦rr❡s♣♦♥❞ t♦ ❝r✐t✐❝❛❧ ♣♦✐♥ts ♦❢ ❛ ❝♦♥✈❡① ❢✉♥❝t✐♦♥❛❧✿ ❋ ✉ ❞✉ ✷ ❡✷✉ ✷❑✵✉ ❞❡t❣✵❦❡

✷✉❞❛

❚❍▼✿ t❤✐s ❞❡✜♥❡s ❛ ♣❛r❛♠❡tr✐③❛t✐♦♥ ♦❢ ●❍▼❈ ❆❞❙ ♠✢❞s ❜② ❚

❣✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-30
SLIDE 30

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❚❤❡ ❆❞❙ ❝❛s❡ ✐s ♠✉❝❤ s✐♠♣❧❡r ✦

  • ❍▼❈ ❆❞❙ ♠♥✢❞s ❛r❡ q✉♦t✐❡♥ts ♦❢ ❆❞❙✸ ❜② ❛ s✉r❢❛❝❡ ❣r♦✉♣✳ ❆♥❛❧♦❣s ♦❢

q✲❢✉❝❤s✐❛♥ ♠✢❞s ✭▼❡ss✮✿ ❛❧s♦ ❤❛✈❡ ❛ ❝♦♥✈❡① ❝♦r❡✱ ❜♦✉♥❞❛r② ♠❛❞❡ ♦❢ t✇♦ s✉r❢❛❝❡s ✇✐t❤ ❤②♣❡r❜♦❧✐❝ ✐♥❞✉❝❡❞ ♠❡tr✐❝ ❛♥❞ ❜❡♥❞✐♥❣ ❧❛♠✐♥❛t✐♦♥✳ ❊❛❝❤ ●❍▼❈ ❆❞❙ ♠✢❞ ❝♦♥t❛✐♥s ❛ ✉♥✐q✉❡ ❝❧♦s❡❞ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ❙✳ ■ ❛♥❞ ■■ ♦♥ ❙ ❞❡t❡r♠✐♥❡ ❛ ♣♦✐♥t ✐♥ ❚

❣✳

❈♦♥✈❡rs❡❧②✱ ❡❛❝❤ ♣♦✐♥t ✐♥ ❚

❣ ❝♦rr❡s♣♦♥❞s t♦ s✉❝❤ ❛ ♠✐♥✐♠❛❧ s✉r❢❛❝❡✳

❈♦♥str✉❝t✐♦♥✿ ❝❤♦♦s❡ ❣✵✱ s❡t ❤ ❘❡ q ✱ t❤❡♥ tr❣✵ ❤ ✵ ❛♥❞ ❞ ❤ ✵✳ ◆❡❡❞✿ ❑ ✶ ❞❡t❣ ❤ ✳ ❙❡t ❣ ❡✷✉❣✵✱ t❤❡♥ s❛t✐s✜❡❞ ✐✛✿ ✉ ❡

✷✉

❑✵ ❡

✷✉❞❡t❣✵❤

❙♦❧✉t✐♦♥s ❝♦rr❡s♣♦♥❞ t♦ ❝r✐t✐❝❛❧ ♣♦✐♥ts ♦❢ ❛ ❝♦♥✈❡① ❢✉♥❝t✐♦♥❛❧✿ ❋ ✉ ❞✉ ✷ ❡✷✉ ✷❑✵✉ ❞❡t❣✵❦❡

✷✉❞❛

❚❍▼✿ t❤✐s ❞❡✜♥❡s ❛ ♣❛r❛♠❡tr✐③❛t✐♦♥ ♦❢ ●❍▼❈ ❆❞❙ ♠✢❞s ❜② ❚

❣✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-31
SLIDE 31

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❚❤❡ ❆❞❙ ❝❛s❡ ✐s ♠✉❝❤ s✐♠♣❧❡r ✦

  • ❍▼❈ ❆❞❙ ♠♥✢❞s ❛r❡ q✉♦t✐❡♥ts ♦❢ ❆❞❙✸ ❜② ❛ s✉r❢❛❝❡ ❣r♦✉♣✳ ❆♥❛❧♦❣s ♦❢

q✲❢✉❝❤s✐❛♥ ♠✢❞s ✭▼❡ss✮✿ ❛❧s♦ ❤❛✈❡ ❛ ❝♦♥✈❡① ❝♦r❡✱ ❜♦✉♥❞❛r② ♠❛❞❡ ♦❢ t✇♦ s✉r❢❛❝❡s ✇✐t❤ ❤②♣❡r❜♦❧✐❝ ✐♥❞✉❝❡❞ ♠❡tr✐❝ ❛♥❞ ❜❡♥❞✐♥❣ ❧❛♠✐♥❛t✐♦♥✳ ❊❛❝❤ ●❍▼❈ ❆❞❙ ♠✢❞ ❝♦♥t❛✐♥s ❛ ✉♥✐q✉❡ ❝❧♦s❡❞ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ❙✳ ■ ❛♥❞ ■■ ♦♥ ❙ ❞❡t❡r♠✐♥❡ ❛ ♣♦✐♥t ✐♥ ❚

❣✳

❈♦♥✈❡rs❡❧②✱ ❡❛❝❤ ♣♦✐♥t ✐♥ ❚

❣ ❝♦rr❡s♣♦♥❞s t♦ s✉❝❤ ❛ ♠✐♥✐♠❛❧ s✉r❢❛❝❡✳

❈♦♥str✉❝t✐♦♥✿ ❝❤♦♦s❡ ❣✵✱ s❡t ❤ ❘❡ q ✱ t❤❡♥ tr❣✵ ❤ ✵ ❛♥❞ ❞ ❤ ✵✳ ◆❡❡❞✿ ❑ ✶ ❞❡t❣ ❤ ✳ ❙❡t ❣ ❡✷✉❣✵✱ t❤❡♥ s❛t✐s✜❡❞ ✐✛✿ ✉ ❡

✷✉

❑✵ ❡

✷✉❞❡t❣✵❤

❙♦❧✉t✐♦♥s ❝♦rr❡s♣♦♥❞ t♦ ❝r✐t✐❝❛❧ ♣♦✐♥ts ♦❢ ❛ ❝♦♥✈❡① ❢✉♥❝t✐♦♥❛❧✿ ❋ ✉ ❞✉ ✷ ❡✷✉ ✷❑✵✉ ❞❡t❣✵❦❡

✷✉❞❛

❚❍▼✿ t❤✐s ❞❡✜♥❡s ❛ ♣❛r❛♠❡tr✐③❛t✐♦♥ ♦❢ ●❍▼❈ ❆❞❙ ♠✢❞s ❜② ❚

❣✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-32
SLIDE 32

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❚❤❡ ❆❞❙ ❝❛s❡ ✐s ♠✉❝❤ s✐♠♣❧❡r ✦

  • ❍▼❈ ❆❞❙ ♠♥✢❞s ❛r❡ q✉♦t✐❡♥ts ♦❢ ❆❞❙✸ ❜② ❛ s✉r❢❛❝❡ ❣r♦✉♣✳ ❆♥❛❧♦❣s ♦❢

q✲❢✉❝❤s✐❛♥ ♠✢❞s ✭▼❡ss✮✿ ❛❧s♦ ❤❛✈❡ ❛ ❝♦♥✈❡① ❝♦r❡✱ ❜♦✉♥❞❛r② ♠❛❞❡ ♦❢ t✇♦ s✉r❢❛❝❡s ✇✐t❤ ❤②♣❡r❜♦❧✐❝ ✐♥❞✉❝❡❞ ♠❡tr✐❝ ❛♥❞ ❜❡♥❞✐♥❣ ❧❛♠✐♥❛t✐♦♥✳ ❊❛❝❤ ●❍▼❈ ❆❞❙ ♠✢❞ ❝♦♥t❛✐♥s ❛ ✉♥✐q✉❡ ❝❧♦s❡❞ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ❙✳ ■ ❛♥❞ ■■ ♦♥ ❙ ❞❡t❡r♠✐♥❡ ❛ ♣♦✐♥t ✐♥ ❚ ∗T❣✳ ❈♦♥✈❡rs❡❧②✱ ❡❛❝❤ ♣♦✐♥t ✐♥ ❚

❣ ❝♦rr❡s♣♦♥❞s t♦ s✉❝❤ ❛ ♠✐♥✐♠❛❧ s✉r❢❛❝❡✳

❈♦♥str✉❝t✐♦♥✿ ❝❤♦♦s❡ ❣✵✱ s❡t ❤ ❘❡ q ✱ t❤❡♥ tr❣✵ ❤ ✵ ❛♥❞ ❞ ❤ ✵✳ ◆❡❡❞✿ ❑ ✶ ❞❡t❣ ❤ ✳ ❙❡t ❣ ❡✷✉❣✵✱ t❤❡♥ s❛t✐s✜❡❞ ✐✛✿ ✉ ❡

✷✉

❑✵ ❡

✷✉❞❡t❣✵❤

❙♦❧✉t✐♦♥s ❝♦rr❡s♣♦♥❞ t♦ ❝r✐t✐❝❛❧ ♣♦✐♥ts ♦❢ ❛ ❝♦♥✈❡① ❢✉♥❝t✐♦♥❛❧✿ ❋ ✉ ❞✉ ✷ ❡✷✉ ✷❑✵✉ ❞❡t❣✵❦❡

✷✉❞❛

❚❍▼✿ t❤✐s ❞❡✜♥❡s ❛ ♣❛r❛♠❡tr✐③❛t✐♦♥ ♦❢ ●❍▼❈ ❆❞❙ ♠✢❞s ❜② ❚

❣✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-33
SLIDE 33

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❚❤❡ ❆❞❙ ❝❛s❡ ✐s ♠✉❝❤ s✐♠♣❧❡r ✦

  • ❍▼❈ ❆❞❙ ♠♥✢❞s ❛r❡ q✉♦t✐❡♥ts ♦❢ ❆❞❙✸ ❜② ❛ s✉r❢❛❝❡ ❣r♦✉♣✳ ❆♥❛❧♦❣s ♦❢

q✲❢✉❝❤s✐❛♥ ♠✢❞s ✭▼❡ss✮✿ ❛❧s♦ ❤❛✈❡ ❛ ❝♦♥✈❡① ❝♦r❡✱ ❜♦✉♥❞❛r② ♠❛❞❡ ♦❢ t✇♦ s✉r❢❛❝❡s ✇✐t❤ ❤②♣❡r❜♦❧✐❝ ✐♥❞✉❝❡❞ ♠❡tr✐❝ ❛♥❞ ❜❡♥❞✐♥❣ ❧❛♠✐♥❛t✐♦♥✳ ❊❛❝❤ ●❍▼❈ ❆❞❙ ♠✢❞ ❝♦♥t❛✐♥s ❛ ✉♥✐q✉❡ ❝❧♦s❡❞ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ❙✳ ■ ❛♥❞ ■■ ♦♥ ❙ ❞❡t❡r♠✐♥❡ ❛ ♣♦✐♥t ✐♥ ❚ ∗T❣✳ ❈♦♥✈❡rs❡❧②✱ ❡❛❝❤ ♣♦✐♥t ✐♥ ❚ ∗T❣ ❝♦rr❡s♣♦♥❞s t♦ s✉❝❤ ❛ ♠✐♥✐♠❛❧ s✉r❢❛❝❡✳ ❈♦♥str✉❝t✐♦♥✿ ❝❤♦♦s❡ ❣✵✱ s❡t ❤ ❘❡ q ✱ t❤❡♥ tr❣✵ ❤ ✵ ❛♥❞ ❞ ❤ ✵✳ ◆❡❡❞✿ ❑ ✶ ❞❡t❣ ❤ ✳ ❙❡t ❣ ❡✷✉❣✵✱ t❤❡♥ s❛t✐s✜❡❞ ✐✛✿ ✉ ❡

✷✉

❑✵ ❡

✷✉❞❡t❣✵❤

❙♦❧✉t✐♦♥s ❝♦rr❡s♣♦♥❞ t♦ ❝r✐t✐❝❛❧ ♣♦✐♥ts ♦❢ ❛ ❝♦♥✈❡① ❢✉♥❝t✐♦♥❛❧✿ ❋ ✉ ❞✉ ✷ ❡✷✉ ✷❑✵✉ ❞❡t❣✵❦❡

✷✉❞❛

❚❍▼✿ t❤✐s ❞❡✜♥❡s ❛ ♣❛r❛♠❡tr✐③❛t✐♦♥ ♦❢ ●❍▼❈ ❆❞❙ ♠✢❞s ❜② ❚

❣✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-34
SLIDE 34

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❚❤❡ ❆❞❙ ❝❛s❡ ✐s ♠✉❝❤ s✐♠♣❧❡r ✦

  • ❍▼❈ ❆❞❙ ♠♥✢❞s ❛r❡ q✉♦t✐❡♥ts ♦❢ ❆❞❙✸ ❜② ❛ s✉r❢❛❝❡ ❣r♦✉♣✳ ❆♥❛❧♦❣s ♦❢

q✲❢✉❝❤s✐❛♥ ♠✢❞s ✭▼❡ss✮✿ ❛❧s♦ ❤❛✈❡ ❛ ❝♦♥✈❡① ❝♦r❡✱ ❜♦✉♥❞❛r② ♠❛❞❡ ♦❢ t✇♦ s✉r❢❛❝❡s ✇✐t❤ ❤②♣❡r❜♦❧✐❝ ✐♥❞✉❝❡❞ ♠❡tr✐❝ ❛♥❞ ❜❡♥❞✐♥❣ ❧❛♠✐♥❛t✐♦♥✳ ❊❛❝❤ ●❍▼❈ ❆❞❙ ♠✢❞ ❝♦♥t❛✐♥s ❛ ✉♥✐q✉❡ ❝❧♦s❡❞ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ❙✳ ■ ❛♥❞ ■■ ♦♥ ❙ ❞❡t❡r♠✐♥❡ ❛ ♣♦✐♥t ✐♥ ❚ ∗T❣✳ ❈♦♥✈❡rs❡❧②✱ ❡❛❝❤ ♣♦✐♥t ✐♥ ❚ ∗T❣ ❝♦rr❡s♣♦♥❞s t♦ s✉❝❤ ❛ ♠✐♥✐♠❛❧ s✉r❢❛❝❡✳ ❈♦♥str✉❝t✐♦♥✿ ❝❤♦♦s❡ ❣✵✱ s❡t ❤ = ❘❡(q)✱ t❤❡♥ tr❣✵(❤) = ✵ ❛♥❞ ❞∇❤ = ✵✳ ◆❡❡❞✿ ❑ = −✶ − ❞❡t❣(❤)✳ ❙❡t ❣ ❡✷✉❣✵✱ t❤❡♥ s❛t✐s✜❡❞ ✐✛✿ ✉ ❡

✷✉

❑✵ ❡

✷✉❞❡t❣✵❤

❙♦❧✉t✐♦♥s ❝♦rr❡s♣♦♥❞ t♦ ❝r✐t✐❝❛❧ ♣♦✐♥ts ♦❢ ❛ ❝♦♥✈❡① ❢✉♥❝t✐♦♥❛❧✿ ❋ ✉ ❞✉ ✷ ❡✷✉ ✷❑✵✉ ❞❡t❣✵❦❡

✷✉❞❛

❚❍▼✿ t❤✐s ❞❡✜♥❡s ❛ ♣❛r❛♠❡tr✐③❛t✐♦♥ ♦❢ ●❍▼❈ ❆❞❙ ♠✢❞s ❜② ❚

❣✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-35
SLIDE 35

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❚❤❡ ❆❞❙ ❝❛s❡ ✐s ♠✉❝❤ s✐♠♣❧❡r ✦

  • ❍▼❈ ❆❞❙ ♠♥✢❞s ❛r❡ q✉♦t✐❡♥ts ♦❢ ❆❞❙✸ ❜② ❛ s✉r❢❛❝❡ ❣r♦✉♣✳ ❆♥❛❧♦❣s ♦❢

q✲❢✉❝❤s✐❛♥ ♠✢❞s ✭▼❡ss✮✿ ❛❧s♦ ❤❛✈❡ ❛ ❝♦♥✈❡① ❝♦r❡✱ ❜♦✉♥❞❛r② ♠❛❞❡ ♦❢ t✇♦ s✉r❢❛❝❡s ✇✐t❤ ❤②♣❡r❜♦❧✐❝ ✐♥❞✉❝❡❞ ♠❡tr✐❝ ❛♥❞ ❜❡♥❞✐♥❣ ❧❛♠✐♥❛t✐♦♥✳ ❊❛❝❤ ●❍▼❈ ❆❞❙ ♠✢❞ ❝♦♥t❛✐♥s ❛ ✉♥✐q✉❡ ❝❧♦s❡❞ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ❙✳ ■ ❛♥❞ ■■ ♦♥ ❙ ❞❡t❡r♠✐♥❡ ❛ ♣♦✐♥t ✐♥ ❚ ∗T❣✳ ❈♦♥✈❡rs❡❧②✱ ❡❛❝❤ ♣♦✐♥t ✐♥ ❚ ∗T❣ ❝♦rr❡s♣♦♥❞s t♦ s✉❝❤ ❛ ♠✐♥✐♠❛❧ s✉r❢❛❝❡✳ ❈♦♥str✉❝t✐♦♥✿ ❝❤♦♦s❡ ❣✵✱ s❡t ❤ = ❘❡(q)✱ t❤❡♥ tr❣✵(❤) = ✵ ❛♥❞ ❞∇❤ = ✵✳ ◆❡❡❞✿ ❑ = −✶ − ❞❡t❣(❤)✳ ❙❡t ❣ = ❡✷✉❣✵✱ t❤❡♥ s❛t✐s✜❡❞ ✐✛✿ ∆✉ = −❡−✷✉ − ❑✵ + ❡−✷✉❞❡t❣✵❤ . ❙♦❧✉t✐♦♥s ❝♦rr❡s♣♦♥❞ t♦ ❝r✐t✐❝❛❧ ♣♦✐♥ts ♦❢ ❛ ❝♦♥✈❡① ❢✉♥❝t✐♦♥❛❧✿ ❋ ✉ ❞✉ ✷ ❡✷✉ ✷❑✵✉ ❞❡t❣✵❦❡

✷✉❞❛

❚❍▼✿ t❤✐s ❞❡✜♥❡s ❛ ♣❛r❛♠❡tr✐③❛t✐♦♥ ♦❢ ●❍▼❈ ❆❞❙ ♠✢❞s ❜② ❚

❣✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-36
SLIDE 36

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❚❤❡ ❆❞❙ ❝❛s❡ ✐s ♠✉❝❤ s✐♠♣❧❡r ✦

  • ❍▼❈ ❆❞❙ ♠♥✢❞s ❛r❡ q✉♦t✐❡♥ts ♦❢ ❆❞❙✸ ❜② ❛ s✉r❢❛❝❡ ❣r♦✉♣✳ ❆♥❛❧♦❣s ♦❢

q✲❢✉❝❤s✐❛♥ ♠✢❞s ✭▼❡ss✮✿ ❛❧s♦ ❤❛✈❡ ❛ ❝♦♥✈❡① ❝♦r❡✱ ❜♦✉♥❞❛r② ♠❛❞❡ ♦❢ t✇♦ s✉r❢❛❝❡s ✇✐t❤ ❤②♣❡r❜♦❧✐❝ ✐♥❞✉❝❡❞ ♠❡tr✐❝ ❛♥❞ ❜❡♥❞✐♥❣ ❧❛♠✐♥❛t✐♦♥✳ ❊❛❝❤ ●❍▼❈ ❆❞❙ ♠✢❞ ❝♦♥t❛✐♥s ❛ ✉♥✐q✉❡ ❝❧♦s❡❞ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ❙✳ ■ ❛♥❞ ■■ ♦♥ ❙ ❞❡t❡r♠✐♥❡ ❛ ♣♦✐♥t ✐♥ ❚ ∗T❣✳ ❈♦♥✈❡rs❡❧②✱ ❡❛❝❤ ♣♦✐♥t ✐♥ ❚ ∗T❣ ❝♦rr❡s♣♦♥❞s t♦ s✉❝❤ ❛ ♠✐♥✐♠❛❧ s✉r❢❛❝❡✳ ❈♦♥str✉❝t✐♦♥✿ ❝❤♦♦s❡ ❣✵✱ s❡t ❤ = ❘❡(q)✱ t❤❡♥ tr❣✵(❤) = ✵ ❛♥❞ ❞∇❤ = ✵✳ ◆❡❡❞✿ ❑ = −✶ − ❞❡t❣(❤)✳ ❙❡t ❣ = ❡✷✉❣✵✱ t❤❡♥ s❛t✐s✜❡❞ ✐✛✿ ∆✉ = −❡−✷✉ − ❑✵ + ❡−✷✉❞❡t❣✵❤ . ❙♦❧✉t✐♦♥s ❝♦rr❡s♣♦♥❞ t♦ ❝r✐t✐❝❛❧ ♣♦✐♥ts ♦❢ ❛ ❝♦♥✈❡① ❢✉♥❝t✐♦♥❛❧✿ ❋(✉) =

  • ❞✉✷ + ❡✷✉ + ✷❑✵✉ + ❞❡t❣✵❦❡−✷✉❞❛ .

❚❍▼✿ t❤✐s ❞❡✜♥❡s ❛ ♣❛r❛♠❡tr✐③❛t✐♦♥ ♦❢ ●❍▼❈ ❆❞❙ ♠✢❞s ❜② ❚

❣✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-37
SLIDE 37

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❚❤❡ ❆❞❙ ❝❛s❡ ✐s ♠✉❝❤ s✐♠♣❧❡r ✦

  • ❍▼❈ ❆❞❙ ♠♥✢❞s ❛r❡ q✉♦t✐❡♥ts ♦❢ ❆❞❙✸ ❜② ❛ s✉r❢❛❝❡ ❣r♦✉♣✳ ❆♥❛❧♦❣s ♦❢

q✲❢✉❝❤s✐❛♥ ♠✢❞s ✭▼❡ss✮✿ ❛❧s♦ ❤❛✈❡ ❛ ❝♦♥✈❡① ❝♦r❡✱ ❜♦✉♥❞❛r② ♠❛❞❡ ♦❢ t✇♦ s✉r❢❛❝❡s ✇✐t❤ ❤②♣❡r❜♦❧✐❝ ✐♥❞✉❝❡❞ ♠❡tr✐❝ ❛♥❞ ❜❡♥❞✐♥❣ ❧❛♠✐♥❛t✐♦♥✳ ❊❛❝❤ ●❍▼❈ ❆❞❙ ♠✢❞ ❝♦♥t❛✐♥s ❛ ✉♥✐q✉❡ ❝❧♦s❡❞ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ❙✳ ■ ❛♥❞ ■■ ♦♥ ❙ ❞❡t❡r♠✐♥❡ ❛ ♣♦✐♥t ✐♥ ❚ ∗T❣✳ ❈♦♥✈❡rs❡❧②✱ ❡❛❝❤ ♣♦✐♥t ✐♥ ❚ ∗T❣ ❝♦rr❡s♣♦♥❞s t♦ s✉❝❤ ❛ ♠✐♥✐♠❛❧ s✉r❢❛❝❡✳ ❈♦♥str✉❝t✐♦♥✿ ❝❤♦♦s❡ ❣✵✱ s❡t ❤ = ❘❡(q)✱ t❤❡♥ tr❣✵(❤) = ✵ ❛♥❞ ❞∇❤ = ✵✳ ◆❡❡❞✿ ❑ = −✶ − ❞❡t❣(❤)✳ ❙❡t ❣ = ❡✷✉❣✵✱ t❤❡♥ s❛t✐s✜❡❞ ✐✛✿ ∆✉ = −❡−✷✉ − ❑✵ + ❡−✷✉❞❡t❣✵❤ . ❙♦❧✉t✐♦♥s ❝♦rr❡s♣♦♥❞ t♦ ❝r✐t✐❝❛❧ ♣♦✐♥ts ♦❢ ❛ ❝♦♥✈❡① ❢✉♥❝t✐♦♥❛❧✿ ❋(✉) =

  • ❞✉✷ + ❡✷✉ + ✷❑✵✉ + ❞❡t❣✵❦❡−✷✉❞❛ .

❚❍▼✿ t❤✐s ❞❡✜♥❡s ❛ ♣❛r❛♠❡tr✐③❛t✐♦♥ ♦❢ ●❍▼❈ ❆❞❙ ♠✢❞s ❜② ❚ ∗T❣✳·

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-38
SLIDE 38

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❚✇♦ ♣❛r❛♠❡tr✐③❛t✐♦♥s ❜② T❣ × T❣

▲❡t ❙ ⊂ ▼ ❜❡ ❛ ❝❧♦s❡❞ s♣❛❝❡✲❧✐❦❡ s✉r❢❛❝❡✱ ✇✐t❤ |❦| < ✶ ✭❛❧✇❛②s ❡①✐sts✮✳ ❈♦♥s✐❞❡r t❤❡ ♠❡tr✐❝s✿ ■ #

± (①, ②) = ■((❊ ± ❏❇)①, (❊ ± ❏❇)②) .

■ ❛r❡ ❤②♣❡r❜♦❧✐❝ ♠❡tr✐❝s✱ ❝❛♥ t❛❦❡ ❛♥② t✇♦ ✈❛❧✉❡s✳ ■♥❞❡♣❡♥❞❡♥t ♦❢ ❙✳ ▲❡❛❞s t♦ t❤❡ ▼❡ss ♣❛r❛♠❡tr✐③❛t✐♦♥ ❜②

❣ ❣✳

❙✉♣♣♦s❡ ♥♦✇ t❤❛t ❙ ✐s ♠❛①✐♠❛❧✱ ❞❡✜♥❡✿ ■ ① ② ■ ❊ ❇ ① ❊ ❇ ② ❆❣❛✐♥ ■ ❛r❡ ❤②♣❡r❜♦❧✐❝✳ ▼♦r❡♦✈❡r✱ ❜ ❊ ❇

✶ ❊

❇ ❤❛s ❞❡t ❜ ✶ ❛♥❞ ❞

■ ❜

✵✳ ❈♦♥✈❡rs❡❧②✱ ■ ❛♥❞ ❜ ❧❡❛❞ t♦ ■ ■ ❜ ❜ ✳ ❇✉t ✭▲❛❜♦✉r✐❡✮ ■ ❛♥❞ ■ ✉♥✐q✉❡❧② ❞❡t❡r♠✐♥❡ ❜✳ ❉❡t❡r♠✐♥❡s ❛♥♦t❤❡r ♣❛r❛♠❡tr✐③❛t✐♦♥ ♦❢ ●❍▼❈ ❆❞❙ ♠✢❞s ❜②

❣ ❣✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-39
SLIDE 39

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❚✇♦ ♣❛r❛♠❡tr✐③❛t✐♦♥s ❜② T❣ × T❣

▲❡t ❙ ⊂ ▼ ❜❡ ❛ ❝❧♦s❡❞ s♣❛❝❡✲❧✐❦❡ s✉r❢❛❝❡✱ ✇✐t❤ |❦| < ✶ ✭❛❧✇❛②s ❡①✐sts✮✳ ❈♦♥s✐❞❡r t❤❡ ♠❡tr✐❝s✿ ■ #

± (①, ②) = ■((❊ ± ❏❇)①, (❊ ± ❏❇)②) .

■ #

± ❛r❡ ❤②♣❡r❜♦❧✐❝ ♠❡tr✐❝s✱ ❝❛♥ t❛❦❡ ❛♥② t✇♦ ✈❛❧✉❡s✳ ■♥❞❡♣❡♥❞❡♥t ♦❢ ❙✳

▲❡❛❞s t♦ t❤❡ ▼❡ss ♣❛r❛♠❡tr✐③❛t✐♦♥ ❜②

❣ ❣✳

❙✉♣♣♦s❡ ♥♦✇ t❤❛t ❙ ✐s ♠❛①✐♠❛❧✱ ❞❡✜♥❡✿ ■ ① ② ■ ❊ ❇ ① ❊ ❇ ② ❆❣❛✐♥ ■ ❛r❡ ❤②♣❡r❜♦❧✐❝✳ ▼♦r❡♦✈❡r✱ ❜ ❊ ❇

✶ ❊

❇ ❤❛s ❞❡t ❜ ✶ ❛♥❞ ❞

■ ❜

✵✳ ❈♦♥✈❡rs❡❧②✱ ■ ❛♥❞ ❜ ❧❡❛❞ t♦ ■ ■ ❜ ❜ ✳ ❇✉t ✭▲❛❜♦✉r✐❡✮ ■ ❛♥❞ ■ ✉♥✐q✉❡❧② ❞❡t❡r♠✐♥❡ ❜✳ ❉❡t❡r♠✐♥❡s ❛♥♦t❤❡r ♣❛r❛♠❡tr✐③❛t✐♦♥ ♦❢ ●❍▼❈ ❆❞❙ ♠✢❞s ❜②

❣ ❣✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-40
SLIDE 40

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❚✇♦ ♣❛r❛♠❡tr✐③❛t✐♦♥s ❜② T❣ × T❣

▲❡t ❙ ⊂ ▼ ❜❡ ❛ ❝❧♦s❡❞ s♣❛❝❡✲❧✐❦❡ s✉r❢❛❝❡✱ ✇✐t❤ |❦| < ✶ ✭❛❧✇❛②s ❡①✐sts✮✳ ❈♦♥s✐❞❡r t❤❡ ♠❡tr✐❝s✿ ■ #

± (①, ②) = ■((❊ ± ❏❇)①, (❊ ± ❏❇)②) .

■ #

± ❛r❡ ❤②♣❡r❜♦❧✐❝ ♠❡tr✐❝s✱ ❝❛♥ t❛❦❡ ❛♥② t✇♦ ✈❛❧✉❡s✳ ■♥❞❡♣❡♥❞❡♥t ♦❢ ❙✳

▲❡❛❞s t♦ t❤❡ ▼❡ss ♣❛r❛♠❡tr✐③❛t✐♦♥ ❜② T❣ × T❣✳ ❙✉♣♣♦s❡ ♥♦✇ t❤❛t ❙ ✐s ♠❛①✐♠❛❧✱ ❞❡✜♥❡✿ ■ ① ② ■ ❊ ❇ ① ❊ ❇ ② ❆❣❛✐♥ ■ ❛r❡ ❤②♣❡r❜♦❧✐❝✳ ▼♦r❡♦✈❡r✱ ❜ ❊ ❇

✶ ❊

❇ ❤❛s ❞❡t ❜ ✶ ❛♥❞ ❞

■ ❜

✵✳ ❈♦♥✈❡rs❡❧②✱ ■ ❛♥❞ ❜ ❧❡❛❞ t♦ ■ ■ ❜ ❜ ✳ ❇✉t ✭▲❛❜♦✉r✐❡✮ ■ ❛♥❞ ■ ✉♥✐q✉❡❧② ❞❡t❡r♠✐♥❡ ❜✳ ❉❡t❡r♠✐♥❡s ❛♥♦t❤❡r ♣❛r❛♠❡tr✐③❛t✐♦♥ ♦❢ ●❍▼❈ ❆❞❙ ♠✢❞s ❜②

❣ ❣✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-41
SLIDE 41

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❚✇♦ ♣❛r❛♠❡tr✐③❛t✐♦♥s ❜② T❣ × T❣

▲❡t ❙ ⊂ ▼ ❜❡ ❛ ❝❧♦s❡❞ s♣❛❝❡✲❧✐❦❡ s✉r❢❛❝❡✱ ✇✐t❤ |❦| < ✶ ✭❛❧✇❛②s ❡①✐sts✮✳ ❈♦♥s✐❞❡r t❤❡ ♠❡tr✐❝s✿ ■ #

± (①, ②) = ■((❊ ± ❏❇)①, (❊ ± ❏❇)②) .

■ #

± ❛r❡ ❤②♣❡r❜♦❧✐❝ ♠❡tr✐❝s✱ ❝❛♥ t❛❦❡ ❛♥② t✇♦ ✈❛❧✉❡s✳ ■♥❞❡♣❡♥❞❡♥t ♦❢ ❙✳

▲❡❛❞s t♦ t❤❡ ▼❡ss ♣❛r❛♠❡tr✐③❛t✐♦♥ ❜② T❣ × T❣✳ ❙✉♣♣♦s❡ ♥♦✇ t❤❛t ❙ ✐s ♠❛①✐♠❛❧✱ ❞❡✜♥❡✿ ■ ∗

±(①, ②) = ■((❊ ± ❇)①, (❊ ± ❇)②) .

❆❣❛✐♥ ■ ❛r❡ ❤②♣❡r❜♦❧✐❝✳ ▼♦r❡♦✈❡r✱ ❜ ❊ ❇

✶ ❊

❇ ❤❛s ❞❡t ❜ ✶ ❛♥❞ ❞

■ ❜

✵✳ ❈♦♥✈❡rs❡❧②✱ ■ ❛♥❞ ❜ ❧❡❛❞ t♦ ■ ■ ❜ ❜ ✳ ❇✉t ✭▲❛❜♦✉r✐❡✮ ■ ❛♥❞ ■ ✉♥✐q✉❡❧② ❞❡t❡r♠✐♥❡ ❜✳ ❉❡t❡r♠✐♥❡s ❛♥♦t❤❡r ♣❛r❛♠❡tr✐③❛t✐♦♥ ♦❢ ●❍▼❈ ❆❞❙ ♠✢❞s ❜②

❣ ❣✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-42
SLIDE 42

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❚✇♦ ♣❛r❛♠❡tr✐③❛t✐♦♥s ❜② T❣ × T❣

▲❡t ❙ ⊂ ▼ ❜❡ ❛ ❝❧♦s❡❞ s♣❛❝❡✲❧✐❦❡ s✉r❢❛❝❡✱ ✇✐t❤ |❦| < ✶ ✭❛❧✇❛②s ❡①✐sts✮✳ ❈♦♥s✐❞❡r t❤❡ ♠❡tr✐❝s✿ ■ #

± (①, ②) = ■((❊ ± ❏❇)①, (❊ ± ❏❇)②) .

■ #

± ❛r❡ ❤②♣❡r❜♦❧✐❝ ♠❡tr✐❝s✱ ❝❛♥ t❛❦❡ ❛♥② t✇♦ ✈❛❧✉❡s✳ ■♥❞❡♣❡♥❞❡♥t ♦❢ ❙✳

▲❡❛❞s t♦ t❤❡ ▼❡ss ♣❛r❛♠❡tr✐③❛t✐♦♥ ❜② T❣ × T❣✳ ❙✉♣♣♦s❡ ♥♦✇ t❤❛t ❙ ✐s ♠❛①✐♠❛❧✱ ❞❡✜♥❡✿ ■ ∗

±(①, ②) = ■((❊ ± ❇)①, (❊ ± ❇)②) .

❆❣❛✐♥ ■ ∗

± ❛r❡ ❤②♣❡r❜♦❧✐❝✳

▼♦r❡♦✈❡r✱ ❜ ❊ ❇

✶ ❊

❇ ❤❛s ❞❡t ❜ ✶ ❛♥❞ ❞

■ ❜

✵✳ ❈♦♥✈❡rs❡❧②✱ ■ ❛♥❞ ❜ ❧❡❛❞ t♦ ■ ■ ❜ ❜ ✳ ❇✉t ✭▲❛❜♦✉r✐❡✮ ■ ❛♥❞ ■ ✉♥✐q✉❡❧② ❞❡t❡r♠✐♥❡ ❜✳ ❉❡t❡r♠✐♥❡s ❛♥♦t❤❡r ♣❛r❛♠❡tr✐③❛t✐♦♥ ♦❢ ●❍▼❈ ❆❞❙ ♠✢❞s ❜②

❣ ❣✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-43
SLIDE 43

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❚✇♦ ♣❛r❛♠❡tr✐③❛t✐♦♥s ❜② T❣ × T❣

▲❡t ❙ ⊂ ▼ ❜❡ ❛ ❝❧♦s❡❞ s♣❛❝❡✲❧✐❦❡ s✉r❢❛❝❡✱ ✇✐t❤ |❦| < ✶ ✭❛❧✇❛②s ❡①✐sts✮✳ ❈♦♥s✐❞❡r t❤❡ ♠❡tr✐❝s✿ ■ #

± (①, ②) = ■((❊ ± ❏❇)①, (❊ ± ❏❇)②) .

■ #

± ❛r❡ ❤②♣❡r❜♦❧✐❝ ♠❡tr✐❝s✱ ❝❛♥ t❛❦❡ ❛♥② t✇♦ ✈❛❧✉❡s✳ ■♥❞❡♣❡♥❞❡♥t ♦❢ ❙✳

▲❡❛❞s t♦ t❤❡ ▼❡ss ♣❛r❛♠❡tr✐③❛t✐♦♥ ❜② T❣ × T❣✳ ❙✉♣♣♦s❡ ♥♦✇ t❤❛t ❙ ✐s ♠❛①✐♠❛❧✱ ❞❡✜♥❡✿ ■ ∗

±(①, ②) = ■((❊ ± ❇)①, (❊ ± ❇)②) .

❆❣❛✐♥ ■ ∗

± ❛r❡ ❤②♣❡r❜♦❧✐❝✳

▼♦r❡♦✈❡r✱ ❜ := (❊ + ❇)−✶(❊ − ❇) ❤❛s ❞❡t(❜) = ✶ ❛♥❞ ❞∇■∗

+ ❜ = ✵✳

❈♦♥✈❡rs❡❧②✱ ■ ❛♥❞ ❜ ❧❡❛❞ t♦ ■ ■ ❜ ❜ ✳ ❇✉t ✭▲❛❜♦✉r✐❡✮ ■ ❛♥❞ ■ ✉♥✐q✉❡❧② ❞❡t❡r♠✐♥❡ ❜✳ ❉❡t❡r♠✐♥❡s ❛♥♦t❤❡r ♣❛r❛♠❡tr✐③❛t✐♦♥ ♦❢ ●❍▼❈ ❆❞❙ ♠✢❞s ❜②

❣ ❣✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-44
SLIDE 44

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❚✇♦ ♣❛r❛♠❡tr✐③❛t✐♦♥s ❜② T❣ × T❣

▲❡t ❙ ⊂ ▼ ❜❡ ❛ ❝❧♦s❡❞ s♣❛❝❡✲❧✐❦❡ s✉r❢❛❝❡✱ ✇✐t❤ |❦| < ✶ ✭❛❧✇❛②s ❡①✐sts✮✳ ❈♦♥s✐❞❡r t❤❡ ♠❡tr✐❝s✿ ■ #

± (①, ②) = ■((❊ ± ❏❇)①, (❊ ± ❏❇)②) .

■ #

± ❛r❡ ❤②♣❡r❜♦❧✐❝ ♠❡tr✐❝s✱ ❝❛♥ t❛❦❡ ❛♥② t✇♦ ✈❛❧✉❡s✳ ■♥❞❡♣❡♥❞❡♥t ♦❢ ❙✳

▲❡❛❞s t♦ t❤❡ ▼❡ss ♣❛r❛♠❡tr✐③❛t✐♦♥ ❜② T❣ × T❣✳ ❙✉♣♣♦s❡ ♥♦✇ t❤❛t ❙ ✐s ♠❛①✐♠❛❧✱ ❞❡✜♥❡✿ ■ ∗

±(①, ②) = ■((❊ ± ❇)①, (❊ ± ❇)②) .

❆❣❛✐♥ ■ ∗

± ❛r❡ ❤②♣❡r❜♦❧✐❝✳

▼♦r❡♦✈❡r✱ ❜ := (❊ + ❇)−✶(❊ − ❇) ❤❛s ❞❡t(❜) = ✶ ❛♥❞ ❞∇■∗

+ ❜ = ✵✳

❈♦♥✈❡rs❡❧②✱ ■ ∗

+ ❛♥❞ ❜ ❧❡❛❞ t♦ ■ ∗ − = ■ ∗ +(❜·, ❜·)✳

❇✉t ✭▲❛❜♦✉r✐❡✮ ■ ❛♥❞ ■ ✉♥✐q✉❡❧② ❞❡t❡r♠✐♥❡ ❜✳ ❉❡t❡r♠✐♥❡s ❛♥♦t❤❡r ♣❛r❛♠❡tr✐③❛t✐♦♥ ♦❢ ●❍▼❈ ❆❞❙ ♠✢❞s ❜②

❣ ❣✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-45
SLIDE 45

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❚✇♦ ♣❛r❛♠❡tr✐③❛t✐♦♥s ❜② T❣ × T❣

▲❡t ❙ ⊂ ▼ ❜❡ ❛ ❝❧♦s❡❞ s♣❛❝❡✲❧✐❦❡ s✉r❢❛❝❡✱ ✇✐t❤ |❦| < ✶ ✭❛❧✇❛②s ❡①✐sts✮✳ ❈♦♥s✐❞❡r t❤❡ ♠❡tr✐❝s✿ ■ #

± (①, ②) = ■((❊ ± ❏❇)①, (❊ ± ❏❇)②) .

■ #

± ❛r❡ ❤②♣❡r❜♦❧✐❝ ♠❡tr✐❝s✱ ❝❛♥ t❛❦❡ ❛♥② t✇♦ ✈❛❧✉❡s✳ ■♥❞❡♣❡♥❞❡♥t ♦❢ ❙✳

▲❡❛❞s t♦ t❤❡ ▼❡ss ♣❛r❛♠❡tr✐③❛t✐♦♥ ❜② T❣ × T❣✳ ❙✉♣♣♦s❡ ♥♦✇ t❤❛t ❙ ✐s ♠❛①✐♠❛❧✱ ❞❡✜♥❡✿ ■ ∗

±(①, ②) = ■((❊ ± ❇)①, (❊ ± ❇)②) .

❆❣❛✐♥ ■ ∗

± ❛r❡ ❤②♣❡r❜♦❧✐❝✳

▼♦r❡♦✈❡r✱ ❜ := (❊ + ❇)−✶(❊ − ❇) ❤❛s ❞❡t(❜) = ✶ ❛♥❞ ❞∇■∗

+ ❜ = ✵✳

❈♦♥✈❡rs❡❧②✱ ■ ∗

+ ❛♥❞ ❜ ❧❡❛❞ t♦ ■ ∗ − = ■ ∗ +(❜·, ❜·)✳ ❇✉t ✭▲❛❜♦✉r✐❡✮ ■ ∗ + ❛♥❞ ■ ∗ −

✉♥✐q✉❡❧② ❞❡t❡r♠✐♥❡ ❜✳ ❉❡t❡r♠✐♥❡s ❛♥♦t❤❡r ♣❛r❛♠❡tr✐③❛t✐♦♥ ♦❢ ●❍▼❈ ❆❞❙ ♠✢❞s ❜②

❣ ❣✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-46
SLIDE 46

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❚✇♦ ♣❛r❛♠❡tr✐③❛t✐♦♥s ❜② T❣ × T❣

▲❡t ❙ ⊂ ▼ ❜❡ ❛ ❝❧♦s❡❞ s♣❛❝❡✲❧✐❦❡ s✉r❢❛❝❡✱ ✇✐t❤ |❦| < ✶ ✭❛❧✇❛②s ❡①✐sts✮✳ ❈♦♥s✐❞❡r t❤❡ ♠❡tr✐❝s✿ ■ #

± (①, ②) = ■((❊ ± ❏❇)①, (❊ ± ❏❇)②) .

■ #

± ❛r❡ ❤②♣❡r❜♦❧✐❝ ♠❡tr✐❝s✱ ❝❛♥ t❛❦❡ ❛♥② t✇♦ ✈❛❧✉❡s✳ ■♥❞❡♣❡♥❞❡♥t ♦❢ ❙✳

▲❡❛❞s t♦ t❤❡ ▼❡ss ♣❛r❛♠❡tr✐③❛t✐♦♥ ❜② T❣ × T❣✳ ❙✉♣♣♦s❡ ♥♦✇ t❤❛t ❙ ✐s ♠❛①✐♠❛❧✱ ❞❡✜♥❡✿ ■ ∗

±(①, ②) = ■((❊ ± ❇)①, (❊ ± ❇)②) .

❆❣❛✐♥ ■ ∗

± ❛r❡ ❤②♣❡r❜♦❧✐❝✳

▼♦r❡♦✈❡r✱ ❜ := (❊ + ❇)−✶(❊ − ❇) ❤❛s ❞❡t(❜) = ✶ ❛♥❞ ❞∇■∗

+ ❜ = ✵✳

❈♦♥✈❡rs❡❧②✱ ■ ∗

+ ❛♥❞ ❜ ❧❡❛❞ t♦ ■ ∗ − = ■ ∗ +(❜·, ❜·)✳ ❇✉t ✭▲❛❜♦✉r✐❡✮ ■ ∗ + ❛♥❞ ■ ∗ −

✉♥✐q✉❡❧② ❞❡t❡r♠✐♥❡ ❜✳ ❉❡t❡r♠✐♥❡s ❛♥♦t❤❡r ♣❛r❛♠❡tr✐③❛t✐♦♥ ♦❢ ●❍▼❈ ❆❞❙ ♠✢❞s ❜② T❣ × T❣✳·

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-47
SLIDE 47

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❉❡✜♥✐t✐♦♥s

❍❡r❡ ❛ ❤②♣❡r❜♦❧✐❝ ❝♦♥❡✲♠✢❞ ❤❛s s✐♥❣✉❧❛r✐t✐❡s ❛❧♦♥❣ ❧✐♥❡s✱ s✉❝❤ t❤❛t t❤❡ t♦t❛❧ ❛♥❣❧❡ ❛r♦✉♥❞ t❤❡ ❧✐♥❡s ✐s θ < π✳ ❆ ❝♦♠♣❧❡t❡ ❤②♣❡r❜♦❧✐❝ ❝♦♥❡✲♠❛♥✐❢♦❧❞ ▼ ✐s q✉❛s✐✲❢✉❝❤s✐❛♥ ✐❢✿ ▼ ✱ ✇❤❡r❡ ✐s ❛ ❝❧♦s❡❞ s✉r❢❛❝❡ ♦❢ ❣❡♥✉s ❛t ❧❡❛st ✷✳ ❚❤❡ s✐♥❣✉❧❛r s❡t ♦❢ ▼ ✐s t❤❡ ❞✐s❥♦✐♥t ✉♥✐♦♥ ♦❢ ❛ ♥♦♥✲❝♦♠♣❛❝t ❝✉r✈❡s ❣♦✐♥❣ ❢r♦♠ t♦ ✳ ▼ ❝♦♥t❛✐♥s ❛ ❝♦♠♣❛❝t s✉❜s❡t ❑ ✇❤✐❝❤ ✐s ❝♦♥✈❡①✱ ✐✳❡✳ ❛♥② ❣❡♦❞❡s✐❝ s❡❣♠❡♥t ✇✐t❤ ❡♥❞♣♦✐♥ts ✐♥ ❑ ✐s ❝♦♥t❛✐♥❡❞ ✐♥ ❑✳ ❆ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ✐s ❛ s✉r❢❛❝❡ ✇✐t❤ ❍ ✵ ✇❤✐❝❤ ✐s ♦rt❤♦❣♦♥❛❧ t♦ t❤❡ s✐♥❣✉❧❛r ❧♦❝✉s✳ ■ts ✐♥❞✉❝❡❞ ♠❡tr✐❝ ❤❛s ❝♦♥✐❝❛❧ s✐♥❣✉❧❛r✐t✐❡s✱ s❛♠❡ ❛♥❣❧❡s ❛s ✐♥ ▼✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-48
SLIDE 48

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❉❡✜♥✐t✐♦♥s

❍❡r❡ ❛ ❤②♣❡r❜♦❧✐❝ ❝♦♥❡✲♠✢❞ ❤❛s s✐♥❣✉❧❛r✐t✐❡s ❛❧♦♥❣ ❧✐♥❡s✱ s✉❝❤ t❤❛t t❤❡ t♦t❛❧ ❛♥❣❧❡ ❛r♦✉♥❞ t❤❡ ❧✐♥❡s ✐s θ < π✳ ❆ ❝♦♠♣❧❡t❡ ❤②♣❡r❜♦❧✐❝ ❝♦♥❡✲♠❛♥✐❢♦❧❞ ▼ ✐s q✉❛s✐✲❢✉❝❤s✐❛♥ ✐❢✿ ▼ ✱ ✇❤❡r❡ ✐s ❛ ❝❧♦s❡❞ s✉r❢❛❝❡ ♦❢ ❣❡♥✉s ❛t ❧❡❛st ✷✳ ❚❤❡ s✐♥❣✉❧❛r s❡t ♦❢ ▼ ✐s t❤❡ ❞✐s❥♦✐♥t ✉♥✐♦♥ ♦❢ ❛ ♥♦♥✲❝♦♠♣❛❝t ❝✉r✈❡s ❣♦✐♥❣ ❢r♦♠ t♦ ✳ ▼ ❝♦♥t❛✐♥s ❛ ❝♦♠♣❛❝t s✉❜s❡t ❑ ✇❤✐❝❤ ✐s ❝♦♥✈❡①✱ ✐✳❡✳ ❛♥② ❣❡♦❞❡s✐❝ s❡❣♠❡♥t ✇✐t❤ ❡♥❞♣♦✐♥ts ✐♥ ❑ ✐s ❝♦♥t❛✐♥❡❞ ✐♥ ❑✳ ❆ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ✐s ❛ s✉r❢❛❝❡ ✇✐t❤ ❍ ✵ ✇❤✐❝❤ ✐s ♦rt❤♦❣♦♥❛❧ t♦ t❤❡ s✐♥❣✉❧❛r ❧♦❝✉s✳ ■ts ✐♥❞✉❝❡❞ ♠❡tr✐❝ ❤❛s ❝♦♥✐❝❛❧ s✐♥❣✉❧❛r✐t✐❡s✱ s❛♠❡ ❛♥❣❧❡s ❛s ✐♥ ▼✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-49
SLIDE 49

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❉❡✜♥✐t✐♦♥s

❍❡r❡ ❛ ❤②♣❡r❜♦❧✐❝ ❝♦♥❡✲♠✢❞ ❤❛s s✐♥❣✉❧❛r✐t✐❡s ❛❧♦♥❣ ❧✐♥❡s✱ s✉❝❤ t❤❛t t❤❡ t♦t❛❧ ❛♥❣❧❡ ❛r♦✉♥❞ t❤❡ ❧✐♥❡s ✐s θ < π✳ ❆ ❝♦♠♣❧❡t❡ ❤②♣❡r❜♦❧✐❝ ❝♦♥❡✲♠❛♥✐❢♦❧❞ ▼ ✐s q✉❛s✐✲❢✉❝❤s✐❛♥ ✐❢✿ ▼ = Σ × R✱ ✇❤❡r❡ Σ ✐s ❛ ❝❧♦s❡❞ s✉r❢❛❝❡ ♦❢ ❣❡♥✉s ❛t ❧❡❛st ✷✳ ❚❤❡ s✐♥❣✉❧❛r s❡t ♦❢ ▼ ✐s t❤❡ ❞✐s❥♦✐♥t ✉♥✐♦♥ ♦❢ ❛ ♥♦♥✲❝♦♠♣❛❝t ❝✉r✈❡s ❣♦✐♥❣ ❢r♦♠ t♦ ✳ ▼ ❝♦♥t❛✐♥s ❛ ❝♦♠♣❛❝t s✉❜s❡t ❑ ✇❤✐❝❤ ✐s ❝♦♥✈❡①✱ ✐✳❡✳ ❛♥② ❣❡♦❞❡s✐❝ s❡❣♠❡♥t ✇✐t❤ ❡♥❞♣♦✐♥ts ✐♥ ❑ ✐s ❝♦♥t❛✐♥❡❞ ✐♥ ❑✳ ❆ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ✐s ❛ s✉r❢❛❝❡ ✇✐t❤ ❍ ✵ ✇❤✐❝❤ ✐s ♦rt❤♦❣♦♥❛❧ t♦ t❤❡ s✐♥❣✉❧❛r ❧♦❝✉s✳ ■ts ✐♥❞✉❝❡❞ ♠❡tr✐❝ ❤❛s ❝♦♥✐❝❛❧ s✐♥❣✉❧❛r✐t✐❡s✱ s❛♠❡ ❛♥❣❧❡s ❛s ✐♥ ▼✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-50
SLIDE 50

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❉❡✜♥✐t✐♦♥s

❍❡r❡ ❛ ❤②♣❡r❜♦❧✐❝ ❝♦♥❡✲♠✢❞ ❤❛s s✐♥❣✉❧❛r✐t✐❡s ❛❧♦♥❣ ❧✐♥❡s✱ s✉❝❤ t❤❛t t❤❡ t♦t❛❧ ❛♥❣❧❡ ❛r♦✉♥❞ t❤❡ ❧✐♥❡s ✐s θ < π✳ ❆ ❝♦♠♣❧❡t❡ ❤②♣❡r❜♦❧✐❝ ❝♦♥❡✲♠❛♥✐❢♦❧❞ ▼ ✐s q✉❛s✐✲❢✉❝❤s✐❛♥ ✐❢✿ ▼ = Σ × R✱ ✇❤❡r❡ Σ ✐s ❛ ❝❧♦s❡❞ s✉r❢❛❝❡ ♦❢ ❣❡♥✉s ❛t ❧❡❛st ✷✳ ❚❤❡ s✐♥❣✉❧❛r s❡t ♦❢ ▼ ✐s t❤❡ ❞✐s❥♦✐♥t ✉♥✐♦♥ ♦❢ ❛ ♥♦♥✲❝♦♠♣❛❝t ❝✉r✈❡s ❣♦✐♥❣ ❢r♦♠ Σ × {−∞} t♦ Σ × {+∞}✳ ▼ ❝♦♥t❛✐♥s ❛ ❝♦♠♣❛❝t s✉❜s❡t ❑ ✇❤✐❝❤ ✐s ❝♦♥✈❡①✱ ✐✳❡✳ ❛♥② ❣❡♦❞❡s✐❝ s❡❣♠❡♥t ✇✐t❤ ❡♥❞♣♦✐♥ts ✐♥ ❑ ✐s ❝♦♥t❛✐♥❡❞ ✐♥ ❑✳ ❆ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ✐s ❛ s✉r❢❛❝❡ ✇✐t❤ ❍ ✵ ✇❤✐❝❤ ✐s ♦rt❤♦❣♦♥❛❧ t♦ t❤❡ s✐♥❣✉❧❛r ❧♦❝✉s✳ ■ts ✐♥❞✉❝❡❞ ♠❡tr✐❝ ❤❛s ❝♦♥✐❝❛❧ s✐♥❣✉❧❛r✐t✐❡s✱ s❛♠❡ ❛♥❣❧❡s ❛s ✐♥ ▼✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-51
SLIDE 51

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❉❡✜♥✐t✐♦♥s

❍❡r❡ ❛ ❤②♣❡r❜♦❧✐❝ ❝♦♥❡✲♠✢❞ ❤❛s s✐♥❣✉❧❛r✐t✐❡s ❛❧♦♥❣ ❧✐♥❡s✱ s✉❝❤ t❤❛t t❤❡ t♦t❛❧ ❛♥❣❧❡ ❛r♦✉♥❞ t❤❡ ❧✐♥❡s ✐s θ < π✳ ❆ ❝♦♠♣❧❡t❡ ❤②♣❡r❜♦❧✐❝ ❝♦♥❡✲♠❛♥✐❢♦❧❞ ▼ ✐s q✉❛s✐✲❢✉❝❤s✐❛♥ ✐❢✿ ▼ = Σ × R✱ ✇❤❡r❡ Σ ✐s ❛ ❝❧♦s❡❞ s✉r❢❛❝❡ ♦❢ ❣❡♥✉s ❛t ❧❡❛st ✷✳ ❚❤❡ s✐♥❣✉❧❛r s❡t ♦❢ ▼ ✐s t❤❡ ❞✐s❥♦✐♥t ✉♥✐♦♥ ♦❢ ❛ ♥♦♥✲❝♦♠♣❛❝t ❝✉r✈❡s ❣♦✐♥❣ ❢r♦♠ Σ × {−∞} t♦ Σ × {+∞}✳ ▼ ❝♦♥t❛✐♥s ❛ ❝♦♠♣❛❝t s✉❜s❡t ❑ ✇❤✐❝❤ ✐s ❝♦♥✈❡①✱ ✐✳❡✳ ❛♥② ❣❡♦❞❡s✐❝ s❡❣♠❡♥t ✇✐t❤ ❡♥❞♣♦✐♥ts ✐♥ ❑ ✐s ❝♦♥t❛✐♥❡❞ ✐♥ ❑✳ ❆ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ✐s ❛ s✉r❢❛❝❡ ✇✐t❤ ❍ ✵ ✇❤✐❝❤ ✐s ♦rt❤♦❣♦♥❛❧ t♦ t❤❡ s✐♥❣✉❧❛r ❧♦❝✉s✳ ■ts ✐♥❞✉❝❡❞ ♠❡tr✐❝ ❤❛s ❝♦♥✐❝❛❧ s✐♥❣✉❧❛r✐t✐❡s✱ s❛♠❡ ❛♥❣❧❡s ❛s ✐♥ ▼✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-52
SLIDE 52

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❉❡✜♥✐t✐♦♥s

❍❡r❡ ❛ ❤②♣❡r❜♦❧✐❝ ❝♦♥❡✲♠✢❞ ❤❛s s✐♥❣✉❧❛r✐t✐❡s ❛❧♦♥❣ ❧✐♥❡s✱ s✉❝❤ t❤❛t t❤❡ t♦t❛❧ ❛♥❣❧❡ ❛r♦✉♥❞ t❤❡ ❧✐♥❡s ✐s θ < π✳ ❆ ❝♦♠♣❧❡t❡ ❤②♣❡r❜♦❧✐❝ ❝♦♥❡✲♠❛♥✐❢♦❧❞ ▼ ✐s q✉❛s✐✲❢✉❝❤s✐❛♥ ✐❢✿ ▼ = Σ × R✱ ✇❤❡r❡ Σ ✐s ❛ ❝❧♦s❡❞ s✉r❢❛❝❡ ♦❢ ❣❡♥✉s ❛t ❧❡❛st ✷✳ ❚❤❡ s✐♥❣✉❧❛r s❡t ♦❢ ▼ ✐s t❤❡ ❞✐s❥♦✐♥t ✉♥✐♦♥ ♦❢ ❛ ♥♦♥✲❝♦♠♣❛❝t ❝✉r✈❡s ❣♦✐♥❣ ❢r♦♠ Σ × {−∞} t♦ Σ × {+∞}✳ ▼ ❝♦♥t❛✐♥s ❛ ❝♦♠♣❛❝t s✉❜s❡t ❑ ✇❤✐❝❤ ✐s ❝♦♥✈❡①✱ ✐✳❡✳ ❛♥② ❣❡♦❞❡s✐❝ s❡❣♠❡♥t ✇✐t❤ ❡♥❞♣♦✐♥ts ✐♥ ❑ ✐s ❝♦♥t❛✐♥❡❞ ✐♥ ❑✳ ❆ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ✐s ❛ s✉r❢❛❝❡ ✇✐t❤ ❍ = ✵ ✇❤✐❝❤ ✐s ♦rt❤♦❣♦♥❛❧ t♦ t❤❡ s✐♥❣✉❧❛r ❧♦❝✉s✳ ■ts ✐♥❞✉❝❡❞ ♠❡tr✐❝ ❤❛s ❝♦♥✐❝❛❧ s✐♥❣✉❧❛r✐t✐❡s✱ s❛♠❡ ❛♥❣❧❡s ❛s ✐♥ ▼✳·

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-53
SLIDE 53

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❈♦♥str✉❝t✐♦♥s ❢r♦♠ ♠✐♥ s✉r❢❛❝❡s

❈♦♥s✐❞❡r ❛ ♠✐♥ s✉r❢❛❝❡ ❙ ⊂ ▼ ✇✐t❤ r❡❛s♦♥❛❜❧❡ ❜❡❤❛✈✐♦r ❛t ✐ts s✐♥❣✉❧❛r ♣♦✐♥ts✳ ■t ❞❡✜♥❡s ❝ q ❚

❣ ♥ ✕ t❤❡ ◗❍❉ ❤❛s ❛t ♠♦st s✐♠♣❧❡ ♣♦❧❡s ❛t

t❤❡ s✐♥❣✉❧❛r ♣♦✐♥ts✳ ❈♦♥✈❡rs❡❧②✱ ❝ q ❚

❣ ♥ ❞❡✜♥❡s ❛ ✏s✐♥❣✉❧❛r ♠✐♥✐♠❛❧ s✉r❢❛❝❡✑ ✐❢ q ✐s

s♠❛❧❧ ❡♥♦✉❣❤✱ ✇✐t❤ ❦ ✶✱ ❢r♦♠ ✇❤✐❝❤ ♦♥❡ ❜✉✐❧❞s ❛ q✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞✳ ▼♦r❡♦✈❡r✱ t❤✐s ♠✢❞ ❝♦♥t❛✐♥s ♥♦ ♦t❤❡r s✉❝❤ ♠✐♥✐♠❛❧ s✉r❢❛❝❡✳ ◗✉❡st✐♦♥s✿ ❉♦❡s ❝ q ❝♦rr❡s♣♦♥❞ t♦ ❛t ♠♦st ♦♥❡ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ✇✐t❤ ❦ ✶ ❄ ❉♦❡s ❡✈❡r② q✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞ ❝♦♥t❛✐♥ ❛ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ❄ ■❢ s♦✱ s❛♠❡ ♣✐❝t✉r❡ ❛s ✐♥ t❤❡ ♥♦♥✲s✐♥❣✉❧❛r ❝❛s❡ ❜✉t ✇✐t❤

❣ ♥✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-54
SLIDE 54

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❈♦♥str✉❝t✐♦♥s ❢r♦♠ ♠✐♥ s✉r❢❛❝❡s

❈♦♥s✐❞❡r ❛ ♠✐♥ s✉r❢❛❝❡ ❙ ⊂ ▼ ✇✐t❤ r❡❛s♦♥❛❜❧❡ ❜❡❤❛✈✐♦r ❛t ✐ts s✐♥❣✉❧❛r ♣♦✐♥ts✳ ■t ❞❡✜♥❡s (❝, q) ∈ ❚ ∗T❣,♥ ✕ t❤❡ ◗❍❉ ❤❛s ❛t ♠♦st s✐♠♣❧❡ ♣♦❧❡s ❛t t❤❡ s✐♥❣✉❧❛r ♣♦✐♥ts✳ ❈♦♥✈❡rs❡❧②✱ ❝ q ❚

❣ ♥ ❞❡✜♥❡s ❛ ✏s✐♥❣✉❧❛r ♠✐♥✐♠❛❧ s✉r❢❛❝❡✑ ✐❢ q ✐s

s♠❛❧❧ ❡♥♦✉❣❤✱ ✇✐t❤ ❦ ✶✱ ❢r♦♠ ✇❤✐❝❤ ♦♥❡ ❜✉✐❧❞s ❛ q✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞✳ ▼♦r❡♦✈❡r✱ t❤✐s ♠✢❞ ❝♦♥t❛✐♥s ♥♦ ♦t❤❡r s✉❝❤ ♠✐♥✐♠❛❧ s✉r❢❛❝❡✳ ◗✉❡st✐♦♥s✿ ❉♦❡s ❝ q ❝♦rr❡s♣♦♥❞ t♦ ❛t ♠♦st ♦♥❡ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ✇✐t❤ ❦ ✶ ❄ ❉♦❡s ❡✈❡r② q✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞ ❝♦♥t❛✐♥ ❛ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ❄ ■❢ s♦✱ s❛♠❡ ♣✐❝t✉r❡ ❛s ✐♥ t❤❡ ♥♦♥✲s✐♥❣✉❧❛r ❝❛s❡ ❜✉t ✇✐t❤

❣ ♥✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-55
SLIDE 55

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❈♦♥str✉❝t✐♦♥s ❢r♦♠ ♠✐♥ s✉r❢❛❝❡s

❈♦♥s✐❞❡r ❛ ♠✐♥ s✉r❢❛❝❡ ❙ ⊂ ▼ ✇✐t❤ r❡❛s♦♥❛❜❧❡ ❜❡❤❛✈✐♦r ❛t ✐ts s✐♥❣✉❧❛r ♣♦✐♥ts✳ ■t ❞❡✜♥❡s (❝, q) ∈ ❚ ∗T❣,♥ ✕ t❤❡ ◗❍❉ ❤❛s ❛t ♠♦st s✐♠♣❧❡ ♣♦❧❡s ❛t t❤❡ s✐♥❣✉❧❛r ♣♦✐♥ts✳ ❈♦♥✈❡rs❡❧②✱ (❝, q) ∈ ❚ ∗T❣,♥ ❞❡✜♥❡s ❛ ✏s✐♥❣✉❧❛r ♠✐♥✐♠❛❧ s✉r❢❛❝❡✑ ✐❢ q ✐s s♠❛❧❧ ❡♥♦✉❣❤✱ ✇✐t❤ |❦| < ✶✱ ❢r♦♠ ✇❤✐❝❤ ♦♥❡ ❜✉✐❧❞s ❛ q✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞✳ ▼♦r❡♦✈❡r✱ t❤✐s ♠✢❞ ❝♦♥t❛✐♥s ♥♦ ♦t❤❡r s✉❝❤ ♠✐♥✐♠❛❧ s✉r❢❛❝❡✳ ◗✉❡st✐♦♥s✿ ❉♦❡s ❝ q ❝♦rr❡s♣♦♥❞ t♦ ❛t ♠♦st ♦♥❡ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ✇✐t❤ ❦ ✶ ❄ ❉♦❡s ❡✈❡r② q✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞ ❝♦♥t❛✐♥ ❛ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ❄ ■❢ s♦✱ s❛♠❡ ♣✐❝t✉r❡ ❛s ✐♥ t❤❡ ♥♦♥✲s✐♥❣✉❧❛r ❝❛s❡ ❜✉t ✇✐t❤

❣ ♥✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-56
SLIDE 56

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❈♦♥str✉❝t✐♦♥s ❢r♦♠ ♠✐♥ s✉r❢❛❝❡s

❈♦♥s✐❞❡r ❛ ♠✐♥ s✉r❢❛❝❡ ❙ ⊂ ▼ ✇✐t❤ r❡❛s♦♥❛❜❧❡ ❜❡❤❛✈✐♦r ❛t ✐ts s✐♥❣✉❧❛r ♣♦✐♥ts✳ ■t ❞❡✜♥❡s (❝, q) ∈ ❚ ∗T❣,♥ ✕ t❤❡ ◗❍❉ ❤❛s ❛t ♠♦st s✐♠♣❧❡ ♣♦❧❡s ❛t t❤❡ s✐♥❣✉❧❛r ♣♦✐♥ts✳ ❈♦♥✈❡rs❡❧②✱ (❝, q) ∈ ❚ ∗T❣,♥ ❞❡✜♥❡s ❛ ✏s✐♥❣✉❧❛r ♠✐♥✐♠❛❧ s✉r❢❛❝❡✑ ✐❢ q ✐s s♠❛❧❧ ❡♥♦✉❣❤✱ ✇✐t❤ |❦| < ✶✱ ❢r♦♠ ✇❤✐❝❤ ♦♥❡ ❜✉✐❧❞s ❛ q✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞✳ ▼♦r❡♦✈❡r✱ t❤✐s ♠✢❞ ❝♦♥t❛✐♥s ♥♦ ♦t❤❡r s✉❝❤ ♠✐♥✐♠❛❧ s✉r❢❛❝❡✳ ◗✉❡st✐♦♥s✿ ❉♦❡s ❝ q ❝♦rr❡s♣♦♥❞ t♦ ❛t ♠♦st ♦♥❡ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ✇✐t❤ ❦ ✶ ❄ ❉♦❡s ❡✈❡r② q✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞ ❝♦♥t❛✐♥ ❛ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ❄ ■❢ s♦✱ s❛♠❡ ♣✐❝t✉r❡ ❛s ✐♥ t❤❡ ♥♦♥✲s✐♥❣✉❧❛r ❝❛s❡ ❜✉t ✇✐t❤

❣ ♥✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-57
SLIDE 57

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❈♦♥str✉❝t✐♦♥s ❢r♦♠ ♠✐♥ s✉r❢❛❝❡s

❈♦♥s✐❞❡r ❛ ♠✐♥ s✉r❢❛❝❡ ❙ ⊂ ▼ ✇✐t❤ r❡❛s♦♥❛❜❧❡ ❜❡❤❛✈✐♦r ❛t ✐ts s✐♥❣✉❧❛r ♣♦✐♥ts✳ ■t ❞❡✜♥❡s (❝, q) ∈ ❚ ∗T❣,♥ ✕ t❤❡ ◗❍❉ ❤❛s ❛t ♠♦st s✐♠♣❧❡ ♣♦❧❡s ❛t t❤❡ s✐♥❣✉❧❛r ♣♦✐♥ts✳ ❈♦♥✈❡rs❡❧②✱ (❝, q) ∈ ❚ ∗T❣,♥ ❞❡✜♥❡s ❛ ✏s✐♥❣✉❧❛r ♠✐♥✐♠❛❧ s✉r❢❛❝❡✑ ✐❢ q ✐s s♠❛❧❧ ❡♥♦✉❣❤✱ ✇✐t❤ |❦| < ✶✱ ❢r♦♠ ✇❤✐❝❤ ♦♥❡ ❜✉✐❧❞s ❛ q✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞✳ ▼♦r❡♦✈❡r✱ t❤✐s ♠✢❞ ❝♦♥t❛✐♥s ♥♦ ♦t❤❡r s✉❝❤ ♠✐♥✐♠❛❧ s✉r❢❛❝❡✳ ◗✉❡st✐♦♥s✿ ❉♦❡s ❝ q ❝♦rr❡s♣♦♥❞ t♦ ❛t ♠♦st ♦♥❡ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ✇✐t❤ ❦ ✶ ❄ ❉♦❡s ❡✈❡r② q✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞ ❝♦♥t❛✐♥ ❛ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ❄ ■❢ s♦✱ s❛♠❡ ♣✐❝t✉r❡ ❛s ✐♥ t❤❡ ♥♦♥✲s✐♥❣✉❧❛r ❝❛s❡ ❜✉t ✇✐t❤

❣ ♥✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-58
SLIDE 58

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❈♦♥str✉❝t✐♦♥s ❢r♦♠ ♠✐♥ s✉r❢❛❝❡s

❈♦♥s✐❞❡r ❛ ♠✐♥ s✉r❢❛❝❡ ❙ ⊂ ▼ ✇✐t❤ r❡❛s♦♥❛❜❧❡ ❜❡❤❛✈✐♦r ❛t ✐ts s✐♥❣✉❧❛r ♣♦✐♥ts✳ ■t ❞❡✜♥❡s (❝, q) ∈ ❚ ∗T❣,♥ ✕ t❤❡ ◗❍❉ ❤❛s ❛t ♠♦st s✐♠♣❧❡ ♣♦❧❡s ❛t t❤❡ s✐♥❣✉❧❛r ♣♦✐♥ts✳ ❈♦♥✈❡rs❡❧②✱ (❝, q) ∈ ❚ ∗T❣,♥ ❞❡✜♥❡s ❛ ✏s✐♥❣✉❧❛r ♠✐♥✐♠❛❧ s✉r❢❛❝❡✑ ✐❢ q ✐s s♠❛❧❧ ❡♥♦✉❣❤✱ ✇✐t❤ |❦| < ✶✱ ❢r♦♠ ✇❤✐❝❤ ♦♥❡ ❜✉✐❧❞s ❛ q✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞✳ ▼♦r❡♦✈❡r✱ t❤✐s ♠✢❞ ❝♦♥t❛✐♥s ♥♦ ♦t❤❡r s✉❝❤ ♠✐♥✐♠❛❧ s✉r❢❛❝❡✳ ◗✉❡st✐♦♥s✿ ❉♦❡s (❝, q) ❝♦rr❡s♣♦♥❞ t♦ ❛t ♠♦st ♦♥❡ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ✇✐t❤ |❦| < ✶ ❄ ❉♦❡s ❡✈❡r② q✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞ ❝♦♥t❛✐♥ ❛ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ❄ ■❢ s♦✱ s❛♠❡ ♣✐❝t✉r❡ ❛s ✐♥ t❤❡ ♥♦♥✲s✐♥❣✉❧❛r ❝❛s❡ ❜✉t ✇✐t❤

❣ ♥✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-59
SLIDE 59

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❈♦♥str✉❝t✐♦♥s ❢r♦♠ ♠✐♥ s✉r❢❛❝❡s

❈♦♥s✐❞❡r ❛ ♠✐♥ s✉r❢❛❝❡ ❙ ⊂ ▼ ✇✐t❤ r❡❛s♦♥❛❜❧❡ ❜❡❤❛✈✐♦r ❛t ✐ts s✐♥❣✉❧❛r ♣♦✐♥ts✳ ■t ❞❡✜♥❡s (❝, q) ∈ ❚ ∗T❣,♥ ✕ t❤❡ ◗❍❉ ❤❛s ❛t ♠♦st s✐♠♣❧❡ ♣♦❧❡s ❛t t❤❡ s✐♥❣✉❧❛r ♣♦✐♥ts✳ ❈♦♥✈❡rs❡❧②✱ (❝, q) ∈ ❚ ∗T❣,♥ ❞❡✜♥❡s ❛ ✏s✐♥❣✉❧❛r ♠✐♥✐♠❛❧ s✉r❢❛❝❡✑ ✐❢ q ✐s s♠❛❧❧ ❡♥♦✉❣❤✱ ✇✐t❤ |❦| < ✶✱ ❢r♦♠ ✇❤✐❝❤ ♦♥❡ ❜✉✐❧❞s ❛ q✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞✳ ▼♦r❡♦✈❡r✱ t❤✐s ♠✢❞ ❝♦♥t❛✐♥s ♥♦ ♦t❤❡r s✉❝❤ ♠✐♥✐♠❛❧ s✉r❢❛❝❡✳ ◗✉❡st✐♦♥s✿ ❉♦❡s (❝, q) ❝♦rr❡s♣♦♥❞ t♦ ❛t ♠♦st ♦♥❡ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ✇✐t❤ |❦| < ✶ ❄ ❉♦❡s ❡✈❡r② q✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞ ❝♦♥t❛✐♥ ❛ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ❄ ■❢ s♦✱ s❛♠❡ ♣✐❝t✉r❡ ❛s ✐♥ t❤❡ ♥♦♥✲s✐♥❣✉❧❛r ❝❛s❡ ❜✉t ✇✐t❤

❣ ♥✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-60
SLIDE 60

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❈♦♥str✉❝t✐♦♥s ❢r♦♠ ♠✐♥ s✉r❢❛❝❡s

❈♦♥s✐❞❡r ❛ ♠✐♥ s✉r❢❛❝❡ ❙ ⊂ ▼ ✇✐t❤ r❡❛s♦♥❛❜❧❡ ❜❡❤❛✈✐♦r ❛t ✐ts s✐♥❣✉❧❛r ♣♦✐♥ts✳ ■t ❞❡✜♥❡s (❝, q) ∈ ❚ ∗T❣,♥ ✕ t❤❡ ◗❍❉ ❤❛s ❛t ♠♦st s✐♠♣❧❡ ♣♦❧❡s ❛t t❤❡ s✐♥❣✉❧❛r ♣♦✐♥ts✳ ❈♦♥✈❡rs❡❧②✱ (❝, q) ∈ ❚ ∗T❣,♥ ❞❡✜♥❡s ❛ ✏s✐♥❣✉❧❛r ♠✐♥✐♠❛❧ s✉r❢❛❝❡✑ ✐❢ q ✐s s♠❛❧❧ ❡♥♦✉❣❤✱ ✇✐t❤ |❦| < ✶✱ ❢r♦♠ ✇❤✐❝❤ ♦♥❡ ❜✉✐❧❞s ❛ q✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞✳ ▼♦r❡♦✈❡r✱ t❤✐s ♠✢❞ ❝♦♥t❛✐♥s ♥♦ ♦t❤❡r s✉❝❤ ♠✐♥✐♠❛❧ s✉r❢❛❝❡✳ ◗✉❡st✐♦♥s✿ ❉♦❡s (❝, q) ❝♦rr❡s♣♦♥❞ t♦ ❛t ♠♦st ♦♥❡ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ✇✐t❤ |❦| < ✶ ❄ ❉♦❡s ❡✈❡r② q✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞ ❝♦♥t❛✐♥ ❛ ♠✐♥✐♠❛❧ s✉r❢❛❝❡ ❄ ■❢ s♦✱ s❛♠❡ ♣✐❝t✉r❡ ❛s ✐♥ t❤❡ ♥♦♥✲s✐♥❣✉❧❛r ❝❛s❡ ❜✉t ✇✐t❤ T❣,♥✳·

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-61
SLIDE 61

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❚❤❡ ❣❡♦♠❡tr② ♦❢ t❤❡ ❝♦♥✈❡① ❝♦r❡

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s ❝♦♥t❛✐♥ ❛ ✏❝♦♥✈❡① ❝♦r❡✑✱ ❛s ❢♦r q✉❛s✐✲❢✉❝❤s✐❛♥ ♠❛♥✐❢♦❧❞✳ ❚❤❡ ❜♦✉♥❞❛r② ✐s ✏♦rt❤♦❣♦♥❛❧ t♦ t❤❡ s✐♥❣✉❧❛r✐t✐❡s✑✳ ❙♦ t❤❡ ✐♥❞✉❝❡❞ ♠❡tr✐❝ ✐s ❤②♣❡r❜♦❧✐❝✱ ✇✐t❤ ❝♦♥✐❝❛❧ s✐♥❣✉❧❛r✐t✐❡s ✇✐t❤ t❤❡ s❛♠❡ ❛♥❣❧❡s ❛s ▼✳ ▼♦r❡♦✈❡r✱ t❤❡r❡ ✐s ❛ ✏♠❡❛s✉r❡❞ ❜❡♥❞✐♥❣ ❧❛♠✐♥❛t✐♦♥✑ t❤❛t ❛✈♦✐❞s t❤❡ s✐♥❣✉❧❛r ♣♦✐♥ts✳ ▲❡❛❞s t♦ s❡✈❡r❛❧ q✉❡st✐♦♥s✿ ❆r❡ ❛♥② t✇♦ ❤②♣❡r❜♦❧✐❝ ✇✐t❤ t❤❡ r✐❣❤t ❝♦♥✐❝❛❧ s✐♥❣✉❧❛r✐t✐❡s ✉♥✐q✉❡❧② ♦❜t❛✐♥❡❞ ❄ ❆r❡ ❛♥② t✇♦ ♠❡❛s✉r❡❞ ❧❛♠✐♥❛t✐♦♥s ✉♥✐q✉❡❧② ♦❜t❛✐♥❡❞ ✭✉♥❞❡r ♥❛t✉r❛❧ ❝♦♥❞✐t✐♦♥s✮ ❄ ■♥ t❤❡ s♠♦♦t❤ ❝❛s❡✱ ❡①✐st❡♥❝❡ ✐s ❖❑ ❢♦r ❜♦t❤ q✉❡st✐♦♥s ✭▲❛❜♦✉r✐❡✱ ✳✳✳✱ ❇♦♥❛❤♦♥✲❖t❛❧✮✳ ❆♣♣❡❛rs ❧✐❦❡❧② t❤❛t ♣♦s✐t✐✈❡ ❛♥s✇❡r ❢♦r ❧❛♠✐♥❛t✐♦♥s s✉♣♣♦rt❡❞ ♦♥ ❝❧♦s❡❞ ❝✉r✈❡s✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-62
SLIDE 62

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❚❤❡ ❣❡♦♠❡tr② ♦❢ t❤❡ ❝♦♥✈❡① ❝♦r❡

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s ❝♦♥t❛✐♥ ❛ ✏❝♦♥✈❡① ❝♦r❡✑✱ ❛s ❢♦r q✉❛s✐✲❢✉❝❤s✐❛♥ ♠❛♥✐❢♦❧❞✳ ❚❤❡ ❜♦✉♥❞❛r② ✐s ✏♦rt❤♦❣♦♥❛❧ t♦ t❤❡ s✐♥❣✉❧❛r✐t✐❡s✑✳ ❙♦ t❤❡ ✐♥❞✉❝❡❞ ♠❡tr✐❝ ✐s ❤②♣❡r❜♦❧✐❝✱ ✇✐t❤ ❝♦♥✐❝❛❧ s✐♥❣✉❧❛r✐t✐❡s ✇✐t❤ t❤❡ s❛♠❡ ❛♥❣❧❡s ❛s ▼✳ ▼♦r❡♦✈❡r✱ t❤❡r❡ ✐s ❛ ✏♠❡❛s✉r❡❞ ❜❡♥❞✐♥❣ ❧❛♠✐♥❛t✐♦♥✑ t❤❛t ❛✈♦✐❞s t❤❡ s✐♥❣✉❧❛r ♣♦✐♥ts✳ ▲❡❛❞s t♦ s❡✈❡r❛❧ q✉❡st✐♦♥s✿ ❆r❡ ❛♥② t✇♦ ❤②♣❡r❜♦❧✐❝ ✇✐t❤ t❤❡ r✐❣❤t ❝♦♥✐❝❛❧ s✐♥❣✉❧❛r✐t✐❡s ✉♥✐q✉❡❧② ♦❜t❛✐♥❡❞ ❄ ❆r❡ ❛♥② t✇♦ ♠❡❛s✉r❡❞ ❧❛♠✐♥❛t✐♦♥s ✉♥✐q✉❡❧② ♦❜t❛✐♥❡❞ ✭✉♥❞❡r ♥❛t✉r❛❧ ❝♦♥❞✐t✐♦♥s✮ ❄ ■♥ t❤❡ s♠♦♦t❤ ❝❛s❡✱ ❡①✐st❡♥❝❡ ✐s ❖❑ ❢♦r ❜♦t❤ q✉❡st✐♦♥s ✭▲❛❜♦✉r✐❡✱ ✳✳✳✱ ❇♦♥❛❤♦♥✲❖t❛❧✮✳ ❆♣♣❡❛rs ❧✐❦❡❧② t❤❛t ♣♦s✐t✐✈❡ ❛♥s✇❡r ❢♦r ❧❛♠✐♥❛t✐♦♥s s✉♣♣♦rt❡❞ ♦♥ ❝❧♦s❡❞ ❝✉r✈❡s✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-63
SLIDE 63

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❚❤❡ ❣❡♦♠❡tr② ♦❢ t❤❡ ❝♦♥✈❡① ❝♦r❡

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s ❝♦♥t❛✐♥ ❛ ✏❝♦♥✈❡① ❝♦r❡✑✱ ❛s ❢♦r q✉❛s✐✲❢✉❝❤s✐❛♥ ♠❛♥✐❢♦❧❞✳ ❚❤❡ ❜♦✉♥❞❛r② ✐s ✏♦rt❤♦❣♦♥❛❧ t♦ t❤❡ s✐♥❣✉❧❛r✐t✐❡s✑✳ ❙♦ t❤❡ ✐♥❞✉❝❡❞ ♠❡tr✐❝ ✐s ❤②♣❡r❜♦❧✐❝✱ ✇✐t❤ ❝♦♥✐❝❛❧ s✐♥❣✉❧❛r✐t✐❡s ✇✐t❤ t❤❡ s❛♠❡ ❛♥❣❧❡s ❛s ▼✳ ▼♦r❡♦✈❡r✱ t❤❡r❡ ✐s ❛ ✏♠❡❛s✉r❡❞ ❜❡♥❞✐♥❣ ❧❛♠✐♥❛t✐♦♥✑ t❤❛t ❛✈♦✐❞s t❤❡ s✐♥❣✉❧❛r ♣♦✐♥ts✳ ▲❡❛❞s t♦ s❡✈❡r❛❧ q✉❡st✐♦♥s✿ ❆r❡ ❛♥② t✇♦ ❤②♣❡r❜♦❧✐❝ ✇✐t❤ t❤❡ r✐❣❤t ❝♦♥✐❝❛❧ s✐♥❣✉❧❛r✐t✐❡s ✉♥✐q✉❡❧② ♦❜t❛✐♥❡❞ ❄ ❆r❡ ❛♥② t✇♦ ♠❡❛s✉r❡❞ ❧❛♠✐♥❛t✐♦♥s ✉♥✐q✉❡❧② ♦❜t❛✐♥❡❞ ✭✉♥❞❡r ♥❛t✉r❛❧ ❝♦♥❞✐t✐♦♥s✮ ❄ ■♥ t❤❡ s♠♦♦t❤ ❝❛s❡✱ ❡①✐st❡♥❝❡ ✐s ❖❑ ❢♦r ❜♦t❤ q✉❡st✐♦♥s ✭▲❛❜♦✉r✐❡✱ ✳✳✳✱ ❇♦♥❛❤♦♥✲❖t❛❧✮✳ ❆♣♣❡❛rs ❧✐❦❡❧② t❤❛t ♣♦s✐t✐✈❡ ❛♥s✇❡r ❢♦r ❧❛♠✐♥❛t✐♦♥s s✉♣♣♦rt❡❞ ♦♥ ❝❧♦s❡❞ ❝✉r✈❡s✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-64
SLIDE 64

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❚❤❡ ❣❡♦♠❡tr② ♦❢ t❤❡ ❝♦♥✈❡① ❝♦r❡

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s ❝♦♥t❛✐♥ ❛ ✏❝♦♥✈❡① ❝♦r❡✑✱ ❛s ❢♦r q✉❛s✐✲❢✉❝❤s✐❛♥ ♠❛♥✐❢♦❧❞✳ ❚❤❡ ❜♦✉♥❞❛r② ✐s ✏♦rt❤♦❣♦♥❛❧ t♦ t❤❡ s✐♥❣✉❧❛r✐t✐❡s✑✳ ❙♦ t❤❡ ✐♥❞✉❝❡❞ ♠❡tr✐❝ ✐s ❤②♣❡r❜♦❧✐❝✱ ✇✐t❤ ❝♦♥✐❝❛❧ s✐♥❣✉❧❛r✐t✐❡s ✇✐t❤ t❤❡ s❛♠❡ ❛♥❣❧❡s ❛s ▼✳ ▼♦r❡♦✈❡r✱ t❤❡r❡ ✐s ❛ ✏♠❡❛s✉r❡❞ ❜❡♥❞✐♥❣ ❧❛♠✐♥❛t✐♦♥✑ t❤❛t ❛✈♦✐❞s t❤❡ s✐♥❣✉❧❛r ♣♦✐♥ts✳ ▲❡❛❞s t♦ s❡✈❡r❛❧ q✉❡st✐♦♥s✿ ❆r❡ ❛♥② t✇♦ ❤②♣❡r❜♦❧✐❝ ✇✐t❤ t❤❡ r✐❣❤t ❝♦♥✐❝❛❧ s✐♥❣✉❧❛r✐t✐❡s ✉♥✐q✉❡❧② ♦❜t❛✐♥❡❞ ❄ ❆r❡ ❛♥② t✇♦ ♠❡❛s✉r❡❞ ❧❛♠✐♥❛t✐♦♥s ✉♥✐q✉❡❧② ♦❜t❛✐♥❡❞ ✭✉♥❞❡r ♥❛t✉r❛❧ ❝♦♥❞✐t✐♦♥s✮ ❄ ■♥ t❤❡ s♠♦♦t❤ ❝❛s❡✱ ❡①✐st❡♥❝❡ ✐s ❖❑ ❢♦r ❜♦t❤ q✉❡st✐♦♥s ✭▲❛❜♦✉r✐❡✱ ✳✳✳✱ ❇♦♥❛❤♦♥✲❖t❛❧✮✳ ❆♣♣❡❛rs ❧✐❦❡❧② t❤❛t ♣♦s✐t✐✈❡ ❛♥s✇❡r ❢♦r ❧❛♠✐♥❛t✐♦♥s s✉♣♣♦rt❡❞ ♦♥ ❝❧♦s❡❞ ❝✉r✈❡s✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-65
SLIDE 65

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❚❤❡ ❣❡♦♠❡tr② ♦❢ t❤❡ ❝♦♥✈❡① ❝♦r❡

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s ❝♦♥t❛✐♥ ❛ ✏❝♦♥✈❡① ❝♦r❡✑✱ ❛s ❢♦r q✉❛s✐✲❢✉❝❤s✐❛♥ ♠❛♥✐❢♦❧❞✳ ❚❤❡ ❜♦✉♥❞❛r② ✐s ✏♦rt❤♦❣♦♥❛❧ t♦ t❤❡ s✐♥❣✉❧❛r✐t✐❡s✑✳ ❙♦ t❤❡ ✐♥❞✉❝❡❞ ♠❡tr✐❝ ✐s ❤②♣❡r❜♦❧✐❝✱ ✇✐t❤ ❝♦♥✐❝❛❧ s✐♥❣✉❧❛r✐t✐❡s ✇✐t❤ t❤❡ s❛♠❡ ❛♥❣❧❡s ❛s ▼✳ ▼♦r❡♦✈❡r✱ t❤❡r❡ ✐s ❛ ✏♠❡❛s✉r❡❞ ❜❡♥❞✐♥❣ ❧❛♠✐♥❛t✐♦♥✑ t❤❛t ❛✈♦✐❞s t❤❡ s✐♥❣✉❧❛r ♣♦✐♥ts✳ ▲❡❛❞s t♦ s❡✈❡r❛❧ q✉❡st✐♦♥s✿ ❆r❡ ❛♥② t✇♦ ❤②♣❡r❜♦❧✐❝ ✇✐t❤ t❤❡ r✐❣❤t ❝♦♥✐❝❛❧ s✐♥❣✉❧❛r✐t✐❡s ✉♥✐q✉❡❧② ♦❜t❛✐♥❡❞ ❄ ❆r❡ ❛♥② t✇♦ ♠❡❛s✉r❡❞ ❧❛♠✐♥❛t✐♦♥s ✉♥✐q✉❡❧② ♦❜t❛✐♥❡❞ ✭✉♥❞❡r ♥❛t✉r❛❧ ❝♦♥❞✐t✐♦♥s✮ ❄ ■♥ t❤❡ s♠♦♦t❤ ❝❛s❡✱ ❡①✐st❡♥❝❡ ✐s ❖❑ ❢♦r ❜♦t❤ q✉❡st✐♦♥s ✭▲❛❜♦✉r✐❡✱ ✳✳✳✱ ❇♦♥❛❤♦♥✲❖t❛❧✮✳ ❆♣♣❡❛rs ❧✐❦❡❧② t❤❛t ♣♦s✐t✐✈❡ ❛♥s✇❡r ❢♦r ❧❛♠✐♥❛t✐♦♥s s✉♣♣♦rt❡❞ ♦♥ ❝❧♦s❡❞ ❝✉r✈❡s✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-66
SLIDE 66

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❚❤❡ ❣❡♦♠❡tr② ♦❢ t❤❡ ❝♦♥✈❡① ❝♦r❡

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s ❝♦♥t❛✐♥ ❛ ✏❝♦♥✈❡① ❝♦r❡✑✱ ❛s ❢♦r q✉❛s✐✲❢✉❝❤s✐❛♥ ♠❛♥✐❢♦❧❞✳ ❚❤❡ ❜♦✉♥❞❛r② ✐s ✏♦rt❤♦❣♦♥❛❧ t♦ t❤❡ s✐♥❣✉❧❛r✐t✐❡s✑✳ ❙♦ t❤❡ ✐♥❞✉❝❡❞ ♠❡tr✐❝ ✐s ❤②♣❡r❜♦❧✐❝✱ ✇✐t❤ ❝♦♥✐❝❛❧ s✐♥❣✉❧❛r✐t✐❡s ✇✐t❤ t❤❡ s❛♠❡ ❛♥❣❧❡s ❛s ▼✳ ▼♦r❡♦✈❡r✱ t❤❡r❡ ✐s ❛ ✏♠❡❛s✉r❡❞ ❜❡♥❞✐♥❣ ❧❛♠✐♥❛t✐♦♥✑ t❤❛t ❛✈♦✐❞s t❤❡ s✐♥❣✉❧❛r ♣♦✐♥ts✳ ▲❡❛❞s t♦ s❡✈❡r❛❧ q✉❡st✐♦♥s✿ ❆r❡ ❛♥② t✇♦ ❤②♣❡r❜♦❧✐❝ ✇✐t❤ t❤❡ r✐❣❤t ❝♦♥✐❝❛❧ s✐♥❣✉❧❛r✐t✐❡s ✉♥✐q✉❡❧② ♦❜t❛✐♥❡❞ ❄ ❆r❡ ❛♥② t✇♦ ♠❡❛s✉r❡❞ ❧❛♠✐♥❛t✐♦♥s ✉♥✐q✉❡❧② ♦❜t❛✐♥❡❞ ✭✉♥❞❡r ♥❛t✉r❛❧ ❝♦♥❞✐t✐♦♥s✮ ❄ ■♥ t❤❡ s♠♦♦t❤ ❝❛s❡✱ ❡①✐st❡♥❝❡ ✐s ❖❑ ❢♦r ❜♦t❤ q✉❡st✐♦♥s ✭▲❛❜♦✉r✐❡✱ ✳✳✳✱ ❇♦♥❛❤♦♥✲❖t❛❧✮✳ ❆♣♣❡❛rs ❧✐❦❡❧② t❤❛t ♣♦s✐t✐✈❡ ❛♥s✇❡r ❢♦r ❧❛♠✐♥❛t✐♦♥s s✉♣♣♦rt❡❞ ♦♥ ❝❧♦s❡❞ ❝✉r✈❡s✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-67
SLIDE 67

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❚❤❡ ❣❡♦♠❡tr② ♦❢ t❤❡ ❝♦♥✈❡① ❝♦r❡

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s ❝♦♥t❛✐♥ ❛ ✏❝♦♥✈❡① ❝♦r❡✑✱ ❛s ❢♦r q✉❛s✐✲❢✉❝❤s✐❛♥ ♠❛♥✐❢♦❧❞✳ ❚❤❡ ❜♦✉♥❞❛r② ✐s ✏♦rt❤♦❣♦♥❛❧ t♦ t❤❡ s✐♥❣✉❧❛r✐t✐❡s✑✳ ❙♦ t❤❡ ✐♥❞✉❝❡❞ ♠❡tr✐❝ ✐s ❤②♣❡r❜♦❧✐❝✱ ✇✐t❤ ❝♦♥✐❝❛❧ s✐♥❣✉❧❛r✐t✐❡s ✇✐t❤ t❤❡ s❛♠❡ ❛♥❣❧❡s ❛s ▼✳ ▼♦r❡♦✈❡r✱ t❤❡r❡ ✐s ❛ ✏♠❡❛s✉r❡❞ ❜❡♥❞✐♥❣ ❧❛♠✐♥❛t✐♦♥✑ t❤❛t ❛✈♦✐❞s t❤❡ s✐♥❣✉❧❛r ♣♦✐♥ts✳ ▲❡❛❞s t♦ s❡✈❡r❛❧ q✉❡st✐♦♥s✿ ❆r❡ ❛♥② t✇♦ ❤②♣❡r❜♦❧✐❝ ✇✐t❤ t❤❡ r✐❣❤t ❝♦♥✐❝❛❧ s✐♥❣✉❧❛r✐t✐❡s ✉♥✐q✉❡❧② ♦❜t❛✐♥❡❞ ❄ ❆r❡ ❛♥② t✇♦ ♠❡❛s✉r❡❞ ❧❛♠✐♥❛t✐♦♥s ✉♥✐q✉❡❧② ♦❜t❛✐♥❡❞ ✭✉♥❞❡r ♥❛t✉r❛❧ ❝♦♥❞✐t✐♦♥s✮ ❄ ■♥ t❤❡ s♠♦♦t❤ ❝❛s❡✱ ❡①✐st❡♥❝❡ ✐s ❖❑ ❢♦r ❜♦t❤ q✉❡st✐♦♥s ✭▲❛❜♦✉r✐❡✱ ✳✳✳✱ ❇♦♥❛❤♦♥✲❖t❛❧✮✳ ❆♣♣❡❛rs ❧✐❦❡❧② t❤❛t ♣♦s✐t✐✈❡ ❛♥s✇❡r ❢♦r ❧❛♠✐♥❛t✐♦♥s s✉♣♣♦rt❡❞ ♦♥ ❝❧♦s❡❞ ❝✉r✈❡s✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-68
SLIDE 68

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❚❤❡ ❣❡♦♠❡tr② ♦❢ t❤❡ ❝♦♥✈❡① ❝♦r❡

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s ❝♦♥t❛✐♥ ❛ ✏❝♦♥✈❡① ❝♦r❡✑✱ ❛s ❢♦r q✉❛s✐✲❢✉❝❤s✐❛♥ ♠❛♥✐❢♦❧❞✳ ❚❤❡ ❜♦✉♥❞❛r② ✐s ✏♦rt❤♦❣♦♥❛❧ t♦ t❤❡ s✐♥❣✉❧❛r✐t✐❡s✑✳ ❙♦ t❤❡ ✐♥❞✉❝❡❞ ♠❡tr✐❝ ✐s ❤②♣❡r❜♦❧✐❝✱ ✇✐t❤ ❝♦♥✐❝❛❧ s✐♥❣✉❧❛r✐t✐❡s ✇✐t❤ t❤❡ s❛♠❡ ❛♥❣❧❡s ❛s ▼✳ ▼♦r❡♦✈❡r✱ t❤❡r❡ ✐s ❛ ✏♠❡❛s✉r❡❞ ❜❡♥❞✐♥❣ ❧❛♠✐♥❛t✐♦♥✑ t❤❛t ❛✈♦✐❞s t❤❡ s✐♥❣✉❧❛r ♣♦✐♥ts✳ ▲❡❛❞s t♦ s❡✈❡r❛❧ q✉❡st✐♦♥s✿ ❆r❡ ❛♥② t✇♦ ❤②♣❡r❜♦❧✐❝ ✇✐t❤ t❤❡ r✐❣❤t ❝♦♥✐❝❛❧ s✐♥❣✉❧❛r✐t✐❡s ✉♥✐q✉❡❧② ♦❜t❛✐♥❡❞ ❄ ❆r❡ ❛♥② t✇♦ ♠❡❛s✉r❡❞ ❧❛♠✐♥❛t✐♦♥s ✉♥✐q✉❡❧② ♦❜t❛✐♥❡❞ ✭✉♥❞❡r ♥❛t✉r❛❧ ❝♦♥❞✐t✐♦♥s✮ ❄ ■♥ t❤❡ s♠♦♦t❤ ❝❛s❡✱ ❡①✐st❡♥❝❡ ✐s ❖❑ ❢♦r ❜♦t❤ q✉❡st✐♦♥s ✭▲❛❜♦✉r✐❡✱ ✳✳✳✱ ❇♦♥❛❤♦♥✲❖t❛❧✮✳ ❆♣♣❡❛rs ❧✐❦❡❧② t❤❛t ♣♦s✐t✐✈❡ ❛♥s✇❡r ❢♦r ❧❛♠✐♥❛t✐♦♥s s✉♣♣♦rt❡❞ ♦♥ ❝❧♦s❡❞ ❝✉r✈❡s✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-69
SLIDE 69

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❚❤❡ ❣❡♦♠❡tr② ♦❢ t❤❡ ❝♦♥✈❡① ❝♦r❡

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s ❝♦♥t❛✐♥ ❛ ✏❝♦♥✈❡① ❝♦r❡✑✱ ❛s ❢♦r q✉❛s✐✲❢✉❝❤s✐❛♥ ♠❛♥✐❢♦❧❞✳ ❚❤❡ ❜♦✉♥❞❛r② ✐s ✏♦rt❤♦❣♦♥❛❧ t♦ t❤❡ s✐♥❣✉❧❛r✐t✐❡s✑✳ ❙♦ t❤❡ ✐♥❞✉❝❡❞ ♠❡tr✐❝ ✐s ❤②♣❡r❜♦❧✐❝✱ ✇✐t❤ ❝♦♥✐❝❛❧ s✐♥❣✉❧❛r✐t✐❡s ✇✐t❤ t❤❡ s❛♠❡ ❛♥❣❧❡s ❛s ▼✳ ▼♦r❡♦✈❡r✱ t❤❡r❡ ✐s ❛ ✏♠❡❛s✉r❡❞ ❜❡♥❞✐♥❣ ❧❛♠✐♥❛t✐♦♥✑ t❤❛t ❛✈♦✐❞s t❤❡ s✐♥❣✉❧❛r ♣♦✐♥ts✳ ▲❡❛❞s t♦ s❡✈❡r❛❧ q✉❡st✐♦♥s✿ ❆r❡ ❛♥② t✇♦ ❤②♣❡r❜♦❧✐❝ ✇✐t❤ t❤❡ r✐❣❤t ❝♦♥✐❝❛❧ s✐♥❣✉❧❛r✐t✐❡s ✉♥✐q✉❡❧② ♦❜t❛✐♥❡❞ ❄ ❆r❡ ❛♥② t✇♦ ♠❡❛s✉r❡❞ ❧❛♠✐♥❛t✐♦♥s ✉♥✐q✉❡❧② ♦❜t❛✐♥❡❞ ✭✉♥❞❡r ♥❛t✉r❛❧ ❝♦♥❞✐t✐♦♥s✮ ❄ ■♥ t❤❡ s♠♦♦t❤ ❝❛s❡✱ ❡①✐st❡♥❝❡ ✐s ❖❑ ❢♦r ❜♦t❤ q✉❡st✐♦♥s ✭▲❛❜♦✉r✐❡✱ ✳✳✳✱ ❇♦♥❛❤♦♥✲❖t❛❧✮✳ ❆♣♣❡❛rs ❧✐❦❡❧② t❤❛t ♣♦s✐t✐✈❡ ❛♥s✇❡r ❢♦r ❧❛♠✐♥❛t✐♦♥s s✉♣♣♦rt❡❞ ♦♥ ❝❧♦s❡❞ ❝✉r✈❡s✳·

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-70
SLIDE 70

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❉❡✜♥✐t✐♦♥s

❆♥ ❆❞❙ ❝♦♥❡✲♠❛♥✐❢♦❧❞ ❤❛s s✐♥❣✉❧❛r✐t✐❡s ❛❧♦♥❣ t✐♠❡✲❧✐❦❡ ❧✐♥❡s✱ ✇✐t❤ t♦t❛❧ ❛♥❣❧❡ ❧❡ss t❤❛♥ π✳ P❤②s✐❝❛❧ ✐♥t❡r♣r❡t❛t✐♦♥✿ s♣✐♥✲❧❡ss ❜✉t ♠❛ss✐✈❡ ♣❛rt✐❝❧❡s✳ ❍❡r❡ t❤❡ ♠❛ss ✐s ❜♦✉♥❞❡❞ ❢r♦♠ ❜❡❧♦✇✳ ■t ✐s ●❍▼❈ ✐❢✿ ✐t ❝♦♥t❛✐♥s ❛ ❝❧♦s❡❞ s♣❛❝❡✲❧✐❦❡ s✉r❢❛❝❡ ❙ ✇❤✐❝❤ ✐♥t❡rs❡❝ts ❛❧❧ t✐♠❡✲❧✐❦❡ ❣❡♦❞❡s✐❝s✳ ❛♥② ♣♦✐♥t ❝❛♥ ❜❡ r❡❛❝❤❡❞ ❢r♦♠ ❙ ❜② ❛ t✐♠❡✲❧✐❦❡ ❣❡♦❞❡s✐❝✳ ✐t ❝♦♥t❛✐♥s ❛ ❝♦♥✈❡① s✉❜s❡t✳ ✐t ✐s ♠❛①✐♠❛❧ ✉♥❞❡r t❤♦s❡ ❝♦♥❞✐t✐♦♥s ✭♥♦ ❡①t❡♥s✐♦♥✮✳ ❆ ♠❛①✐♠❛❧ s✉r❢❛❝❡ ❤❛s ❍ ✵ ❛♥❞ ✐s ♦rt❤♦❣♦♥❛❧ t♦ t❤❡ s✐♥❣✉❧❛r ❧♦❝✉s✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-71
SLIDE 71

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❉❡✜♥✐t✐♦♥s

❆♥ ❆❞❙ ❝♦♥❡✲♠❛♥✐❢♦❧❞ ❤❛s s✐♥❣✉❧❛r✐t✐❡s ❛❧♦♥❣ t✐♠❡✲❧✐❦❡ ❧✐♥❡s✱ ✇✐t❤ t♦t❛❧ ❛♥❣❧❡ ❧❡ss t❤❛♥ π✳ P❤②s✐❝❛❧ ✐♥t❡r♣r❡t❛t✐♦♥✿ s♣✐♥✲❧❡ss ❜✉t ♠❛ss✐✈❡ ♣❛rt✐❝❧❡s✳ ❍❡r❡ t❤❡ ♠❛ss ✐s ❜♦✉♥❞❡❞ ❢r♦♠ ❜❡❧♦✇✳ ■t ✐s ●❍▼❈ ✐❢✿ ✐t ❝♦♥t❛✐♥s ❛ ❝❧♦s❡❞ s♣❛❝❡✲❧✐❦❡ s✉r❢❛❝❡ ❙ ✇❤✐❝❤ ✐♥t❡rs❡❝ts ❛❧❧ t✐♠❡✲❧✐❦❡ ❣❡♦❞❡s✐❝s✳ ❛♥② ♣♦✐♥t ❝❛♥ ❜❡ r❡❛❝❤❡❞ ❢r♦♠ ❙ ❜② ❛ t✐♠❡✲❧✐❦❡ ❣❡♦❞❡s✐❝✳ ✐t ❝♦♥t❛✐♥s ❛ ❝♦♥✈❡① s✉❜s❡t✳ ✐t ✐s ♠❛①✐♠❛❧ ✉♥❞❡r t❤♦s❡ ❝♦♥❞✐t✐♦♥s ✭♥♦ ❡①t❡♥s✐♦♥✮✳ ❆ ♠❛①✐♠❛❧ s✉r❢❛❝❡ ❤❛s ❍ ✵ ❛♥❞ ✐s ♦rt❤♦❣♦♥❛❧ t♦ t❤❡ s✐♥❣✉❧❛r ❧♦❝✉s✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-72
SLIDE 72

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❉❡✜♥✐t✐♦♥s

❆♥ ❆❞❙ ❝♦♥❡✲♠❛♥✐❢♦❧❞ ❤❛s s✐♥❣✉❧❛r✐t✐❡s ❛❧♦♥❣ t✐♠❡✲❧✐❦❡ ❧✐♥❡s✱ ✇✐t❤ t♦t❛❧ ❛♥❣❧❡ ❧❡ss t❤❛♥ π✳ P❤②s✐❝❛❧ ✐♥t❡r♣r❡t❛t✐♦♥✿ s♣✐♥✲❧❡ss ❜✉t ♠❛ss✐✈❡ ♣❛rt✐❝❧❡s✳ ❍❡r❡ t❤❡ ♠❛ss ✐s ❜♦✉♥❞❡❞ ❢r♦♠ ❜❡❧♦✇✳ ■t ✐s ●❍▼❈ ✐❢✿ ✐t ❝♦♥t❛✐♥s ❛ ❝❧♦s❡❞ s♣❛❝❡✲❧✐❦❡ s✉r❢❛❝❡ ❙ ✇❤✐❝❤ ✐♥t❡rs❡❝ts ❛❧❧ t✐♠❡✲❧✐❦❡ ❣❡♦❞❡s✐❝s✳ ❛♥② ♣♦✐♥t ❝❛♥ ❜❡ r❡❛❝❤❡❞ ❢r♦♠ ❙ ❜② ❛ t✐♠❡✲❧✐❦❡ ❣❡♦❞❡s✐❝✳ ✐t ❝♦♥t❛✐♥s ❛ ❝♦♥✈❡① s✉❜s❡t✳ ✐t ✐s ♠❛①✐♠❛❧ ✉♥❞❡r t❤♦s❡ ❝♦♥❞✐t✐♦♥s ✭♥♦ ❡①t❡♥s✐♦♥✮✳ ❆ ♠❛①✐♠❛❧ s✉r❢❛❝❡ ❤❛s ❍ ✵ ❛♥❞ ✐s ♦rt❤♦❣♦♥❛❧ t♦ t❤❡ s✐♥❣✉❧❛r ❧♦❝✉s✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

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SLIDE 73

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❉❡✜♥✐t✐♦♥s

❆♥ ❆❞❙ ❝♦♥❡✲♠❛♥✐❢♦❧❞ ❤❛s s✐♥❣✉❧❛r✐t✐❡s ❛❧♦♥❣ t✐♠❡✲❧✐❦❡ ❧✐♥❡s✱ ✇✐t❤ t♦t❛❧ ❛♥❣❧❡ ❧❡ss t❤❛♥ π✳ P❤②s✐❝❛❧ ✐♥t❡r♣r❡t❛t✐♦♥✿ s♣✐♥✲❧❡ss ❜✉t ♠❛ss✐✈❡ ♣❛rt✐❝❧❡s✳ ❍❡r❡ t❤❡ ♠❛ss ✐s ❜♦✉♥❞❡❞ ❢r♦♠ ❜❡❧♦✇✳ ■t ✐s ●❍▼❈ ✐❢✿ ✐t ❝♦♥t❛✐♥s ❛ ❝❧♦s❡❞ s♣❛❝❡✲❧✐❦❡ s✉r❢❛❝❡ ❙ ✇❤✐❝❤ ✐♥t❡rs❡❝ts ❛❧❧ t✐♠❡✲❧✐❦❡ ❣❡♦❞❡s✐❝s✳ ❛♥② ♣♦✐♥t ❝❛♥ ❜❡ r❡❛❝❤❡❞ ❢r♦♠ ❙ ❜② ❛ t✐♠❡✲❧✐❦❡ ❣❡♦❞❡s✐❝✳ ✐t ❝♦♥t❛✐♥s ❛ ❝♦♥✈❡① s✉❜s❡t✳ ✐t ✐s ♠❛①✐♠❛❧ ✉♥❞❡r t❤♦s❡ ❝♦♥❞✐t✐♦♥s ✭♥♦ ❡①t❡♥s✐♦♥✮✳ ❆ ♠❛①✐♠❛❧ s✉r❢❛❝❡ ❤❛s ❍ ✵ ❛♥❞ ✐s ♦rt❤♦❣♦♥❛❧ t♦ t❤❡ s✐♥❣✉❧❛r ❧♦❝✉s✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

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SLIDE 74

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❉❡✜♥✐t✐♦♥s

❆♥ ❆❞❙ ❝♦♥❡✲♠❛♥✐❢♦❧❞ ❤❛s s✐♥❣✉❧❛r✐t✐❡s ❛❧♦♥❣ t✐♠❡✲❧✐❦❡ ❧✐♥❡s✱ ✇✐t❤ t♦t❛❧ ❛♥❣❧❡ ❧❡ss t❤❛♥ π✳ P❤②s✐❝❛❧ ✐♥t❡r♣r❡t❛t✐♦♥✿ s♣✐♥✲❧❡ss ❜✉t ♠❛ss✐✈❡ ♣❛rt✐❝❧❡s✳ ❍❡r❡ t❤❡ ♠❛ss ✐s ❜♦✉♥❞❡❞ ❢r♦♠ ❜❡❧♦✇✳ ■t ✐s ●❍▼❈ ✐❢✿ ✐t ❝♦♥t❛✐♥s ❛ ❝❧♦s❡❞ s♣❛❝❡✲❧✐❦❡ s✉r❢❛❝❡ ❙ ✇❤✐❝❤ ✐♥t❡rs❡❝ts ❛❧❧ t✐♠❡✲❧✐❦❡ ❣❡♦❞❡s✐❝s✳ ❛♥② ♣♦✐♥t ❝❛♥ ❜❡ r❡❛❝❤❡❞ ❢r♦♠ ❙ ❜② ❛ t✐♠❡✲❧✐❦❡ ❣❡♦❞❡s✐❝✳ ✐t ❝♦♥t❛✐♥s ❛ ❝♦♥✈❡① s✉❜s❡t✳ ✐t ✐s ♠❛①✐♠❛❧ ✉♥❞❡r t❤♦s❡ ❝♦♥❞✐t✐♦♥s ✭♥♦ ❡①t❡♥s✐♦♥✮✳ ❆ ♠❛①✐♠❛❧ s✉r❢❛❝❡ ❤❛s ❍ ✵ ❛♥❞ ✐s ♦rt❤♦❣♦♥❛❧ t♦ t❤❡ s✐♥❣✉❧❛r ❧♦❝✉s✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-75
SLIDE 75

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❉❡✜♥✐t✐♦♥s

❆♥ ❆❞❙ ❝♦♥❡✲♠❛♥✐❢♦❧❞ ❤❛s s✐♥❣✉❧❛r✐t✐❡s ❛❧♦♥❣ t✐♠❡✲❧✐❦❡ ❧✐♥❡s✱ ✇✐t❤ t♦t❛❧ ❛♥❣❧❡ ❧❡ss t❤❛♥ π✳ P❤②s✐❝❛❧ ✐♥t❡r♣r❡t❛t✐♦♥✿ s♣✐♥✲❧❡ss ❜✉t ♠❛ss✐✈❡ ♣❛rt✐❝❧❡s✳ ❍❡r❡ t❤❡ ♠❛ss ✐s ❜♦✉♥❞❡❞ ❢r♦♠ ❜❡❧♦✇✳ ■t ✐s ●❍▼❈ ✐❢✿ ✐t ❝♦♥t❛✐♥s ❛ ❝❧♦s❡❞ s♣❛❝❡✲❧✐❦❡ s✉r❢❛❝❡ ❙ ✇❤✐❝❤ ✐♥t❡rs❡❝ts ❛❧❧ t✐♠❡✲❧✐❦❡ ❣❡♦❞❡s✐❝s✳ ❛♥② ♣♦✐♥t ❝❛♥ ❜❡ r❡❛❝❤❡❞ ❢r♦♠ ❙ ❜② ❛ t✐♠❡✲❧✐❦❡ ❣❡♦❞❡s✐❝✳ ✐t ❝♦♥t❛✐♥s ❛ ❝♦♥✈❡① s✉❜s❡t✳ ✐t ✐s ♠❛①✐♠❛❧ ✉♥❞❡r t❤♦s❡ ❝♦♥❞✐t✐♦♥s ✭♥♦ ❡①t❡♥s✐♦♥✮✳ ❆ ♠❛①✐♠❛❧ s✉r❢❛❝❡ ❤❛s ❍ ✵ ❛♥❞ ✐s ♦rt❤♦❣♦♥❛❧ t♦ t❤❡ s✐♥❣✉❧❛r ❧♦❝✉s✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-76
SLIDE 76

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❉❡✜♥✐t✐♦♥s

❆♥ ❆❞❙ ❝♦♥❡✲♠❛♥✐❢♦❧❞ ❤❛s s✐♥❣✉❧❛r✐t✐❡s ❛❧♦♥❣ t✐♠❡✲❧✐❦❡ ❧✐♥❡s✱ ✇✐t❤ t♦t❛❧ ❛♥❣❧❡ ❧❡ss t❤❛♥ π✳ P❤②s✐❝❛❧ ✐♥t❡r♣r❡t❛t✐♦♥✿ s♣✐♥✲❧❡ss ❜✉t ♠❛ss✐✈❡ ♣❛rt✐❝❧❡s✳ ❍❡r❡ t❤❡ ♠❛ss ✐s ❜♦✉♥❞❡❞ ❢r♦♠ ❜❡❧♦✇✳ ■t ✐s ●❍▼❈ ✐❢✿ ✐t ❝♦♥t❛✐♥s ❛ ❝❧♦s❡❞ s♣❛❝❡✲❧✐❦❡ s✉r❢❛❝❡ ❙ ✇❤✐❝❤ ✐♥t❡rs❡❝ts ❛❧❧ t✐♠❡✲❧✐❦❡ ❣❡♦❞❡s✐❝s✳ ❛♥② ♣♦✐♥t ❝❛♥ ❜❡ r❡❛❝❤❡❞ ❢r♦♠ ❙ ❜② ❛ t✐♠❡✲❧✐❦❡ ❣❡♦❞❡s✐❝✳ ✐t ❝♦♥t❛✐♥s ❛ ❝♦♥✈❡① s✉❜s❡t✳ ✐t ✐s ♠❛①✐♠❛❧ ✉♥❞❡r t❤♦s❡ ❝♦♥❞✐t✐♦♥s ✭♥♦ ❡①t❡♥s✐♦♥✮✳ ❆ ♠❛①✐♠❛❧ s✉r❢❛❝❡ ❤❛s ❍ ✵ ❛♥❞ ✐s ♦rt❤♦❣♦♥❛❧ t♦ t❤❡ s✐♥❣✉❧❛r ❧♦❝✉s✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

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SLIDE 77

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❉❡✜♥✐t✐♦♥s

❆♥ ❆❞❙ ❝♦♥❡✲♠❛♥✐❢♦❧❞ ❤❛s s✐♥❣✉❧❛r✐t✐❡s ❛❧♦♥❣ t✐♠❡✲❧✐❦❡ ❧✐♥❡s✱ ✇✐t❤ t♦t❛❧ ❛♥❣❧❡ ❧❡ss t❤❛♥ π✳ P❤②s✐❝❛❧ ✐♥t❡r♣r❡t❛t✐♦♥✿ s♣✐♥✲❧❡ss ❜✉t ♠❛ss✐✈❡ ♣❛rt✐❝❧❡s✳ ❍❡r❡ t❤❡ ♠❛ss ✐s ❜♦✉♥❞❡❞ ❢r♦♠ ❜❡❧♦✇✳ ■t ✐s ●❍▼❈ ✐❢✿ ✐t ❝♦♥t❛✐♥s ❛ ❝❧♦s❡❞ s♣❛❝❡✲❧✐❦❡ s✉r❢❛❝❡ ❙ ✇❤✐❝❤ ✐♥t❡rs❡❝ts ❛❧❧ t✐♠❡✲❧✐❦❡ ❣❡♦❞❡s✐❝s✳ ❛♥② ♣♦✐♥t ❝❛♥ ❜❡ r❡❛❝❤❡❞ ❢r♦♠ ❙ ❜② ❛ t✐♠❡✲❧✐❦❡ ❣❡♦❞❡s✐❝✳ ✐t ❝♦♥t❛✐♥s ❛ ❝♦♥✈❡① s✉❜s❡t✳ ✐t ✐s ♠❛①✐♠❛❧ ✉♥❞❡r t❤♦s❡ ❝♦♥❞✐t✐♦♥s ✭♥♦ ❡①t❡♥s✐♦♥✮✳ ❆ ♠❛①✐♠❛❧ s✉r❢❛❝❡ ❤❛s ❍ = ✵ ❛♥❞ ✐s ♦rt❤♦❣♦♥❛❧ t♦ t❤❡ s✐♥❣✉❧❛r ❧♦❝✉s✳·

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

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SLIDE 78

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❈♦♥str✉❝t✐♦♥s ❢r♦♠ ♠❛①✐♠❛❧ s✉r❢❛❝❡s

❈♦♥s✐❞❡r ❛ ♠❛①✐♠❛❧ s✉r❢❛❝❡ ❙ ✐♥ ❛ ●❍▼❈ ❆❞❙ ♠✢❞ ▼✳ ❚❤❡♥ ■ ❛♥❞ ■■ ❝♦rr❡s♣♦♥❞ t♦ ❛ ♣♦✐♥t ✐♥ ❚

❣ ♥✳ ❈♦♥✈❡rs❡❧②✱ ❣✐✈❡♥ ❛ ♣♦✐♥t ✐♥ ❚ ❣ ♥✱ ✐t

❝♦rr❡s♣♦♥❞s t♦ ❛ ✉♥✐q✉❡ ✏♠❛①✐♠❛❧ s✉r❢❛❝❡ ❞❛t❛✑ ■ ■■✱ ❢r♦♠ ✇❤✐❝❤ ▼ ❝❛♥ ❜❡ ✏r❡❝♦♥str✉❝t❡❞✑✳ ◗✉❡st✐♦♥✿ ❞♦❡s ❛♥② ●❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞ ❝♦♥t❛✐♥ ❛ ♠❛①✐♠❛❧ s✉r❢❛❝❡ ❄ ❆ ❈▼❈ ❢♦❧✐❛t✐♦♥ ❄ ■❢ s♦✱ ✐t ✇♦✉❧❞ ♣r♦✈✐❞❡ ❛ ♣❛r❛♠❡tr✐③❛t✐♦♥ ♦❢ ●❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞ ❜② ❚

❣ ♥✳ P❤②s✐❝❛❧ ✉s❡✿ ❡❛s② t♦ q✉❛♥t✐③❡ ❛ ❝♦t❛♥❣❡♥t s♣❛❝❡✳

❖t❤❡r ♣♦ss✐❜❧❡ ♣❛r❛♠❡tr✐③❛t✐♦♥s✿ ❜②

❣ ♥ ❣ ♥✱ ✉s✐♥❣ t❤❡ t✇♦

❛♣♣r♦❛❝❤❡s ♦✉t❧✐♥❡❞ ❛❜♦✈❡✳ ◆♦t ❝❧❡❛r ②❡t t❤❛t t❤✐♥❣s ✇♦r❦✳ ❋♦r t❤❡ s❡❝♦♥❞ ♣❛r❛♠❡tr✐③❛t✐♦♥✱ ❞❡♣❡♥❞s ♦♥ r❡s✉❧t ♦♥ ❤❛r♠♦♥✐❝ ♠❛♣♣✐♥❣s✳ ■♥t❡r❡st✐♥❣ ❣❡♦♠❡tr✐❝ ♣r♦♣❡rt✐❡s✿ ❝♦♥✈❡① ❝♦r❡✱ ✐♥❞✉❝❡❞ ♠❡tr✐❝ ❛♥❞ ❜❡♥❞✐♥❣ ❧❛♠✐♥❛t✐♦♥ ♦❢ ✐ts ❜♦✉♥❞❛r②✱ ❡t❝✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

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SLIDE 79

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❈♦♥str✉❝t✐♦♥s ❢r♦♠ ♠❛①✐♠❛❧ s✉r❢❛❝❡s

❈♦♥s✐❞❡r ❛ ♠❛①✐♠❛❧ s✉r❢❛❝❡ ❙ ✐♥ ❛ ●❍▼❈ ❆❞❙ ♠✢❞ ▼✳ ❚❤❡♥ ■ ❛♥❞ ■■ ❝♦rr❡s♣♦♥❞ t♦ ❛ ♣♦✐♥t ✐♥ ❚ ∗T❣,♥✳ ❈♦♥✈❡rs❡❧②✱ ❣✐✈❡♥ ❛ ♣♦✐♥t ✐♥ ❚

❣ ♥✱ ✐t

❝♦rr❡s♣♦♥❞s t♦ ❛ ✉♥✐q✉❡ ✏♠❛①✐♠❛❧ s✉r❢❛❝❡ ❞❛t❛✑ ■ ■■✱ ❢r♦♠ ✇❤✐❝❤ ▼ ❝❛♥ ❜❡ ✏r❡❝♦♥str✉❝t❡❞✑✳ ◗✉❡st✐♦♥✿ ❞♦❡s ❛♥② ●❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞ ❝♦♥t❛✐♥ ❛ ♠❛①✐♠❛❧ s✉r❢❛❝❡ ❄ ❆ ❈▼❈ ❢♦❧✐❛t✐♦♥ ❄ ■❢ s♦✱ ✐t ✇♦✉❧❞ ♣r♦✈✐❞❡ ❛ ♣❛r❛♠❡tr✐③❛t✐♦♥ ♦❢ ●❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞ ❜② ❚

❣ ♥✳ P❤②s✐❝❛❧ ✉s❡✿ ❡❛s② t♦ q✉❛♥t✐③❡ ❛ ❝♦t❛♥❣❡♥t s♣❛❝❡✳

❖t❤❡r ♣♦ss✐❜❧❡ ♣❛r❛♠❡tr✐③❛t✐♦♥s✿ ❜②

❣ ♥ ❣ ♥✱ ✉s✐♥❣ t❤❡ t✇♦

❛♣♣r♦❛❝❤❡s ♦✉t❧✐♥❡❞ ❛❜♦✈❡✳ ◆♦t ❝❧❡❛r ②❡t t❤❛t t❤✐♥❣s ✇♦r❦✳ ❋♦r t❤❡ s❡❝♦♥❞ ♣❛r❛♠❡tr✐③❛t✐♦♥✱ ❞❡♣❡♥❞s ♦♥ r❡s✉❧t ♦♥ ❤❛r♠♦♥✐❝ ♠❛♣♣✐♥❣s✳ ■♥t❡r❡st✐♥❣ ❣❡♦♠❡tr✐❝ ♣r♦♣❡rt✐❡s✿ ❝♦♥✈❡① ❝♦r❡✱ ✐♥❞✉❝❡❞ ♠❡tr✐❝ ❛♥❞ ❜❡♥❞✐♥❣ ❧❛♠✐♥❛t✐♦♥ ♦❢ ✐ts ❜♦✉♥❞❛r②✱ ❡t❝✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-80
SLIDE 80

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❈♦♥str✉❝t✐♦♥s ❢r♦♠ ♠❛①✐♠❛❧ s✉r❢❛❝❡s

❈♦♥s✐❞❡r ❛ ♠❛①✐♠❛❧ s✉r❢❛❝❡ ❙ ✐♥ ❛ ●❍▼❈ ❆❞❙ ♠✢❞ ▼✳ ❚❤❡♥ ■ ❛♥❞ ■■ ❝♦rr❡s♣♦♥❞ t♦ ❛ ♣♦✐♥t ✐♥ ❚ ∗T❣,♥✳ ❈♦♥✈❡rs❡❧②✱ ❣✐✈❡♥ ❛ ♣♦✐♥t ✐♥ ❚ ∗T❣,♥✱ ✐t ❝♦rr❡s♣♦♥❞s t♦ ❛ ✉♥✐q✉❡ ✏♠❛①✐♠❛❧ s✉r❢❛❝❡ ❞❛t❛✑ ■, ■■✱ ❢r♦♠ ✇❤✐❝❤ ▼ ❝❛♥ ❜❡ ✏r❡❝♦♥str✉❝t❡❞✑✳ ◗✉❡st✐♦♥✿ ❞♦❡s ❛♥② ●❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞ ❝♦♥t❛✐♥ ❛ ♠❛①✐♠❛❧ s✉r❢❛❝❡ ❄ ❆ ❈▼❈ ❢♦❧✐❛t✐♦♥ ❄ ■❢ s♦✱ ✐t ✇♦✉❧❞ ♣r♦✈✐❞❡ ❛ ♣❛r❛♠❡tr✐③❛t✐♦♥ ♦❢ ●❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞ ❜② ❚

❣ ♥✳ P❤②s✐❝❛❧ ✉s❡✿ ❡❛s② t♦ q✉❛♥t✐③❡ ❛ ❝♦t❛♥❣❡♥t s♣❛❝❡✳

❖t❤❡r ♣♦ss✐❜❧❡ ♣❛r❛♠❡tr✐③❛t✐♦♥s✿ ❜②

❣ ♥ ❣ ♥✱ ✉s✐♥❣ t❤❡ t✇♦

❛♣♣r♦❛❝❤❡s ♦✉t❧✐♥❡❞ ❛❜♦✈❡✳ ◆♦t ❝❧❡❛r ②❡t t❤❛t t❤✐♥❣s ✇♦r❦✳ ❋♦r t❤❡ s❡❝♦♥❞ ♣❛r❛♠❡tr✐③❛t✐♦♥✱ ❞❡♣❡♥❞s ♦♥ r❡s✉❧t ♦♥ ❤❛r♠♦♥✐❝ ♠❛♣♣✐♥❣s✳ ■♥t❡r❡st✐♥❣ ❣❡♦♠❡tr✐❝ ♣r♦♣❡rt✐❡s✿ ❝♦♥✈❡① ❝♦r❡✱ ✐♥❞✉❝❡❞ ♠❡tr✐❝ ❛♥❞ ❜❡♥❞✐♥❣ ❧❛♠✐♥❛t✐♦♥ ♦❢ ✐ts ❜♦✉♥❞❛r②✱ ❡t❝✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-81
SLIDE 81

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❈♦♥str✉❝t✐♦♥s ❢r♦♠ ♠❛①✐♠❛❧ s✉r❢❛❝❡s

❈♦♥s✐❞❡r ❛ ♠❛①✐♠❛❧ s✉r❢❛❝❡ ❙ ✐♥ ❛ ●❍▼❈ ❆❞❙ ♠✢❞ ▼✳ ❚❤❡♥ ■ ❛♥❞ ■■ ❝♦rr❡s♣♦♥❞ t♦ ❛ ♣♦✐♥t ✐♥ ❚ ∗T❣,♥✳ ❈♦♥✈❡rs❡❧②✱ ❣✐✈❡♥ ❛ ♣♦✐♥t ✐♥ ❚ ∗T❣,♥✱ ✐t ❝♦rr❡s♣♦♥❞s t♦ ❛ ✉♥✐q✉❡ ✏♠❛①✐♠❛❧ s✉r❢❛❝❡ ❞❛t❛✑ ■, ■■✱ ❢r♦♠ ✇❤✐❝❤ ▼ ❝❛♥ ❜❡ ✏r❡❝♦♥str✉❝t❡❞✑✳ ◗✉❡st✐♦♥✿ ❞♦❡s ❛♥② ●❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞ ❝♦♥t❛✐♥ ❛ ♠❛①✐♠❛❧ s✉r❢❛❝❡ ❄ ❆ ❈▼❈ ❢♦❧✐❛t✐♦♥ ❄ ■❢ s♦✱ ✐t ✇♦✉❧❞ ♣r♦✈✐❞❡ ❛ ♣❛r❛♠❡tr✐③❛t✐♦♥ ♦❢ ●❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞ ❜② ❚

❣ ♥✳ P❤②s✐❝❛❧ ✉s❡✿ ❡❛s② t♦ q✉❛♥t✐③❡ ❛ ❝♦t❛♥❣❡♥t s♣❛❝❡✳

❖t❤❡r ♣♦ss✐❜❧❡ ♣❛r❛♠❡tr✐③❛t✐♦♥s✿ ❜②

❣ ♥ ❣ ♥✱ ✉s✐♥❣ t❤❡ t✇♦

❛♣♣r♦❛❝❤❡s ♦✉t❧✐♥❡❞ ❛❜♦✈❡✳ ◆♦t ❝❧❡❛r ②❡t t❤❛t t❤✐♥❣s ✇♦r❦✳ ❋♦r t❤❡ s❡❝♦♥❞ ♣❛r❛♠❡tr✐③❛t✐♦♥✱ ❞❡♣❡♥❞s ♦♥ r❡s✉❧t ♦♥ ❤❛r♠♦♥✐❝ ♠❛♣♣✐♥❣s✳ ■♥t❡r❡st✐♥❣ ❣❡♦♠❡tr✐❝ ♣r♦♣❡rt✐❡s✿ ❝♦♥✈❡① ❝♦r❡✱ ✐♥❞✉❝❡❞ ♠❡tr✐❝ ❛♥❞ ❜❡♥❞✐♥❣ ❧❛♠✐♥❛t✐♦♥ ♦❢ ✐ts ❜♦✉♥❞❛r②✱ ❡t❝✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-82
SLIDE 82

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❈♦♥str✉❝t✐♦♥s ❢r♦♠ ♠❛①✐♠❛❧ s✉r❢❛❝❡s

❈♦♥s✐❞❡r ❛ ♠❛①✐♠❛❧ s✉r❢❛❝❡ ❙ ✐♥ ❛ ●❍▼❈ ❆❞❙ ♠✢❞ ▼✳ ❚❤❡♥ ■ ❛♥❞ ■■ ❝♦rr❡s♣♦♥❞ t♦ ❛ ♣♦✐♥t ✐♥ ❚ ∗T❣,♥✳ ❈♦♥✈❡rs❡❧②✱ ❣✐✈❡♥ ❛ ♣♦✐♥t ✐♥ ❚ ∗T❣,♥✱ ✐t ❝♦rr❡s♣♦♥❞s t♦ ❛ ✉♥✐q✉❡ ✏♠❛①✐♠❛❧ s✉r❢❛❝❡ ❞❛t❛✑ ■, ■■✱ ❢r♦♠ ✇❤✐❝❤ ▼ ❝❛♥ ❜❡ ✏r❡❝♦♥str✉❝t❡❞✑✳ ◗✉❡st✐♦♥✿ ❞♦❡s ❛♥② ●❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞ ❝♦♥t❛✐♥ ❛ ♠❛①✐♠❛❧ s✉r❢❛❝❡ ❄ ❆ ❈▼❈ ❢♦❧✐❛t✐♦♥ ❄ ■❢ s♦✱ ✐t ✇♦✉❧❞ ♣r♦✈✐❞❡ ❛ ♣❛r❛♠❡tr✐③❛t✐♦♥ ♦❢ ●❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞ ❜② ❚ ∗T❣,♥✳ P❤②s✐❝❛❧ ✉s❡✿ ❡❛s② t♦ q✉❛♥t✐③❡ ❛ ❝♦t❛♥❣❡♥t s♣❛❝❡✳ ❖t❤❡r ♣♦ss✐❜❧❡ ♣❛r❛♠❡tr✐③❛t✐♦♥s✿ ❜②

❣ ♥ ❣ ♥✱ ✉s✐♥❣ t❤❡ t✇♦

❛♣♣r♦❛❝❤❡s ♦✉t❧✐♥❡❞ ❛❜♦✈❡✳ ◆♦t ❝❧❡❛r ②❡t t❤❛t t❤✐♥❣s ✇♦r❦✳ ❋♦r t❤❡ s❡❝♦♥❞ ♣❛r❛♠❡tr✐③❛t✐♦♥✱ ❞❡♣❡♥❞s ♦♥ r❡s✉❧t ♦♥ ❤❛r♠♦♥✐❝ ♠❛♣♣✐♥❣s✳ ■♥t❡r❡st✐♥❣ ❣❡♦♠❡tr✐❝ ♣r♦♣❡rt✐❡s✿ ❝♦♥✈❡① ❝♦r❡✱ ✐♥❞✉❝❡❞ ♠❡tr✐❝ ❛♥❞ ❜❡♥❞✐♥❣ ❧❛♠✐♥❛t✐♦♥ ♦❢ ✐ts ❜♦✉♥❞❛r②✱ ❡t❝✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-83
SLIDE 83

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❈♦♥str✉❝t✐♦♥s ❢r♦♠ ♠❛①✐♠❛❧ s✉r❢❛❝❡s

❈♦♥s✐❞❡r ❛ ♠❛①✐♠❛❧ s✉r❢❛❝❡ ❙ ✐♥ ❛ ●❍▼❈ ❆❞❙ ♠✢❞ ▼✳ ❚❤❡♥ ■ ❛♥❞ ■■ ❝♦rr❡s♣♦♥❞ t♦ ❛ ♣♦✐♥t ✐♥ ❚ ∗T❣,♥✳ ❈♦♥✈❡rs❡❧②✱ ❣✐✈❡♥ ❛ ♣♦✐♥t ✐♥ ❚ ∗T❣,♥✱ ✐t ❝♦rr❡s♣♦♥❞s t♦ ❛ ✉♥✐q✉❡ ✏♠❛①✐♠❛❧ s✉r❢❛❝❡ ❞❛t❛✑ ■, ■■✱ ❢r♦♠ ✇❤✐❝❤ ▼ ❝❛♥ ❜❡ ✏r❡❝♦♥str✉❝t❡❞✑✳ ◗✉❡st✐♦♥✿ ❞♦❡s ❛♥② ●❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞ ❝♦♥t❛✐♥ ❛ ♠❛①✐♠❛❧ s✉r❢❛❝❡ ❄ ❆ ❈▼❈ ❢♦❧✐❛t✐♦♥ ❄ ■❢ s♦✱ ✐t ✇♦✉❧❞ ♣r♦✈✐❞❡ ❛ ♣❛r❛♠❡tr✐③❛t✐♦♥ ♦❢ ●❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞ ❜② ❚ ∗T❣,♥✳ P❤②s✐❝❛❧ ✉s❡✿ ❡❛s② t♦ q✉❛♥t✐③❡ ❛ ❝♦t❛♥❣❡♥t s♣❛❝❡✳ ❖t❤❡r ♣♦ss✐❜❧❡ ♣❛r❛♠❡tr✐③❛t✐♦♥s✿ ❜②

❣ ♥ ❣ ♥✱ ✉s✐♥❣ t❤❡ t✇♦

❛♣♣r♦❛❝❤❡s ♦✉t❧✐♥❡❞ ❛❜♦✈❡✳ ◆♦t ❝❧❡❛r ②❡t t❤❛t t❤✐♥❣s ✇♦r❦✳ ❋♦r t❤❡ s❡❝♦♥❞ ♣❛r❛♠❡tr✐③❛t✐♦♥✱ ❞❡♣❡♥❞s ♦♥ r❡s✉❧t ♦♥ ❤❛r♠♦♥✐❝ ♠❛♣♣✐♥❣s✳ ■♥t❡r❡st✐♥❣ ❣❡♦♠❡tr✐❝ ♣r♦♣❡rt✐❡s✿ ❝♦♥✈❡① ❝♦r❡✱ ✐♥❞✉❝❡❞ ♠❡tr✐❝ ❛♥❞ ❜❡♥❞✐♥❣ ❧❛♠✐♥❛t✐♦♥ ♦❢ ✐ts ❜♦✉♥❞❛r②✱ ❡t❝✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-84
SLIDE 84

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❈♦♥str✉❝t✐♦♥s ❢r♦♠ ♠❛①✐♠❛❧ s✉r❢❛❝❡s

❈♦♥s✐❞❡r ❛ ♠❛①✐♠❛❧ s✉r❢❛❝❡ ❙ ✐♥ ❛ ●❍▼❈ ❆❞❙ ♠✢❞ ▼✳ ❚❤❡♥ ■ ❛♥❞ ■■ ❝♦rr❡s♣♦♥❞ t♦ ❛ ♣♦✐♥t ✐♥ ❚ ∗T❣,♥✳ ❈♦♥✈❡rs❡❧②✱ ❣✐✈❡♥ ❛ ♣♦✐♥t ✐♥ ❚ ∗T❣,♥✱ ✐t ❝♦rr❡s♣♦♥❞s t♦ ❛ ✉♥✐q✉❡ ✏♠❛①✐♠❛❧ s✉r❢❛❝❡ ❞❛t❛✑ ■, ■■✱ ❢r♦♠ ✇❤✐❝❤ ▼ ❝❛♥ ❜❡ ✏r❡❝♦♥str✉❝t❡❞✑✳ ◗✉❡st✐♦♥✿ ❞♦❡s ❛♥② ●❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞ ❝♦♥t❛✐♥ ❛ ♠❛①✐♠❛❧ s✉r❢❛❝❡ ❄ ❆ ❈▼❈ ❢♦❧✐❛t✐♦♥ ❄ ■❢ s♦✱ ✐t ✇♦✉❧❞ ♣r♦✈✐❞❡ ❛ ♣❛r❛♠❡tr✐③❛t✐♦♥ ♦❢ ●❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞ ❜② ❚ ∗T❣,♥✳ P❤②s✐❝❛❧ ✉s❡✿ ❡❛s② t♦ q✉❛♥t✐③❡ ❛ ❝♦t❛♥❣❡♥t s♣❛❝❡✳ ❖t❤❡r ♣♦ss✐❜❧❡ ♣❛r❛♠❡tr✐③❛t✐♦♥s✿ ❜② T❣,♥ × T❣,♥✱ ✉s✐♥❣ t❤❡ t✇♦ ❛♣♣r♦❛❝❤❡s ♦✉t❧✐♥❡❞ ❛❜♦✈❡✳ ◆♦t ❝❧❡❛r ②❡t t❤❛t t❤✐♥❣s ✇♦r❦✳ ❋♦r t❤❡ s❡❝♦♥❞ ♣❛r❛♠❡tr✐③❛t✐♦♥✱ ❞❡♣❡♥❞s ♦♥ r❡s✉❧t ♦♥ ❤❛r♠♦♥✐❝ ♠❛♣♣✐♥❣s✳ ■♥t❡r❡st✐♥❣ ❣❡♦♠❡tr✐❝ ♣r♦♣❡rt✐❡s✿ ❝♦♥✈❡① ❝♦r❡✱ ✐♥❞✉❝❡❞ ♠❡tr✐❝ ❛♥❞ ❜❡♥❞✐♥❣ ❧❛♠✐♥❛t✐♦♥ ♦❢ ✐ts ❜♦✉♥❞❛r②✱ ❡t❝✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-85
SLIDE 85

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

❈♦♥str✉❝t✐♦♥s ❢r♦♠ ♠❛①✐♠❛❧ s✉r❢❛❝❡s

❈♦♥s✐❞❡r ❛ ♠❛①✐♠❛❧ s✉r❢❛❝❡ ❙ ✐♥ ❛ ●❍▼❈ ❆❞❙ ♠✢❞ ▼✳ ❚❤❡♥ ■ ❛♥❞ ■■ ❝♦rr❡s♣♦♥❞ t♦ ❛ ♣♦✐♥t ✐♥ ❚ ∗T❣,♥✳ ❈♦♥✈❡rs❡❧②✱ ❣✐✈❡♥ ❛ ♣♦✐♥t ✐♥ ❚ ∗T❣,♥✱ ✐t ❝♦rr❡s♣♦♥❞s t♦ ❛ ✉♥✐q✉❡ ✏♠❛①✐♠❛❧ s✉r❢❛❝❡ ❞❛t❛✑ ■, ■■✱ ❢r♦♠ ✇❤✐❝❤ ▼ ❝❛♥ ❜❡ ✏r❡❝♦♥str✉❝t❡❞✑✳ ◗✉❡st✐♦♥✿ ❞♦❡s ❛♥② ●❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞ ❝♦♥t❛✐♥ ❛ ♠❛①✐♠❛❧ s✉r❢❛❝❡ ❄ ❆ ❈▼❈ ❢♦❧✐❛t✐♦♥ ❄ ■❢ s♦✱ ✐t ✇♦✉❧❞ ♣r♦✈✐❞❡ ❛ ♣❛r❛♠❡tr✐③❛t✐♦♥ ♦❢ ●❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞ ❜② ❚ ∗T❣,♥✳ P❤②s✐❝❛❧ ✉s❡✿ ❡❛s② t♦ q✉❛♥t✐③❡ ❛ ❝♦t❛♥❣❡♥t s♣❛❝❡✳ ❖t❤❡r ♣♦ss✐❜❧❡ ♣❛r❛♠❡tr✐③❛t✐♦♥s✿ ❜② T❣,♥ × T❣,♥✱ ✉s✐♥❣ t❤❡ t✇♦ ❛♣♣r♦❛❝❤❡s ♦✉t❧✐♥❡❞ ❛❜♦✈❡✳ ◆♦t ❝❧❡❛r ②❡t t❤❛t t❤✐♥❣s ✇♦r❦✳ ❋♦r t❤❡ s❡❝♦♥❞ ♣❛r❛♠❡tr✐③❛t✐♦♥✱ ❞❡♣❡♥❞s ♦♥ r❡s✉❧t ♦♥ ❤❛r♠♦♥✐❝ ♠❛♣♣✐♥❣s✳ ■♥t❡r❡st✐♥❣ ❣❡♦♠❡tr✐❝ ♣r♦♣❡rt✐❡s✿ ❝♦♥✈❡① ❝♦r❡✱ ✐♥❞✉❝❡❞ ♠❡tr✐❝ ❛♥❞ ❜❡♥❞✐♥❣ ❧❛♠✐♥❛t✐♦♥ ♦❢ ✐ts ❜♦✉♥❞❛r②✱ ❡t❝✳·

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-86
SLIDE 86

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

▼✐♥❦♦✇s❦✐ ♠✢❞s

❚❤❡ ❝♦♥str✉❝t✐♦♥s ♠❛❞❡ ❢♦r ❆❞❙ ♠✢❞ ❝❛♥ ❜❡ ✉s❡❞ ❢♦r ▼✐♥❦♦✇s❦✐ ●❍▼❈ ♠✢❞s✳ ❙❧✐❣❤t t✇✐st✿ ♥♦ ♠❛①✐♠❛❧ s✉r❢❛❝❡✱ ✉s❡ ❈▼❈ s✉r❢❛❝❡s ✐♥st❡❛❞ ✭♥♦ ❜✐❣ ❞✐✛❡r❡♥❝❡✮✳ ❙✐t✉❛t✐♦♥ ✇✐t❤ ✏♣❛rt✐❝❧❡s✑ ❛♣♣❡❛rs t♦ ✇♦r❦ ✐♥ t❤❡ s❛♠❡ ✇❛②✳ ❆❧s♦ ♣♦ss✐❜❧❡ ✭t♦ s♦♠❡ ❡①t❡♥❞✮ t♦ ✉s❡ s✉r❢❛❝❡s ✇✐t❤ ✐♥✜♥✐t❡ ❡♥❞s✳ ❇✉✐❧❞s ❤②♣❡r❜♦❧✐❝✴❆❞❙ ♠✢❞s✱ ♣♦ss✐❜❧② ✇✐t❤ ✏♣❛rt✐❝❧❡s✑✱ ✇✐t❤ ❢✉♥❞❛♠❡♥t❛❧ ❣r♦✉♣ ❡✳❣✳ ❢r❡❡ ❣r♦✉♣s✳ P♦ss✐❜❧❡ r❡❧❛t✐♦♥ ✇✐t❤ ❇❚❩ ❜❧❛❝❦✲❤♦❧❡s ✇✐t❤ ✏♣❛rt✐❝❧❡s✑✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-87
SLIDE 87

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

▼✐♥❦♦✇s❦✐ ♠✢❞s

❚❤❡ ❝♦♥str✉❝t✐♦♥s ♠❛❞❡ ❢♦r ❆❞❙ ♠✢❞ ❝❛♥ ❜❡ ✉s❡❞ ❢♦r ▼✐♥❦♦✇s❦✐ ●❍▼❈ ♠✢❞s✳ ❙❧✐❣❤t t✇✐st✿ ♥♦ ♠❛①✐♠❛❧ s✉r❢❛❝❡✱ ✉s❡ ❈▼❈ s✉r❢❛❝❡s ✐♥st❡❛❞ ✭♥♦ ❜✐❣ ❞✐✛❡r❡♥❝❡✮✳ ❙✐t✉❛t✐♦♥ ✇✐t❤ ✏♣❛rt✐❝❧❡s✑ ❛♣♣❡❛rs t♦ ✇♦r❦ ✐♥ t❤❡ s❛♠❡ ✇❛②✳ ❆❧s♦ ♣♦ss✐❜❧❡ ✭t♦ s♦♠❡ ❡①t❡♥❞✮ t♦ ✉s❡ s✉r❢❛❝❡s ✇✐t❤ ✐♥✜♥✐t❡ ❡♥❞s✳ ❇✉✐❧❞s ❤②♣❡r❜♦❧✐❝✴❆❞❙ ♠✢❞s✱ ♣♦ss✐❜❧② ✇✐t❤ ✏♣❛rt✐❝❧❡s✑✱ ✇✐t❤ ❢✉♥❞❛♠❡♥t❛❧ ❣r♦✉♣ ❡✳❣✳ ❢r❡❡ ❣r♦✉♣s✳ P♦ss✐❜❧❡ r❡❧❛t✐♦♥ ✇✐t❤ ❇❚❩ ❜❧❛❝❦✲❤♦❧❡s ✇✐t❤ ✏♣❛rt✐❝❧❡s✑✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-88
SLIDE 88

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

▼✐♥❦♦✇s❦✐ ♠✢❞s

❚❤❡ ❝♦♥str✉❝t✐♦♥s ♠❛❞❡ ❢♦r ❆❞❙ ♠✢❞ ❝❛♥ ❜❡ ✉s❡❞ ❢♦r ▼✐♥❦♦✇s❦✐ ●❍▼❈ ♠✢❞s✳ ❙❧✐❣❤t t✇✐st✿ ♥♦ ♠❛①✐♠❛❧ s✉r❢❛❝❡✱ ✉s❡ ❈▼❈ s✉r❢❛❝❡s ✐♥st❡❛❞ ✭♥♦ ❜✐❣ ❞✐✛❡r❡♥❝❡✮✳ ❙✐t✉❛t✐♦♥ ✇✐t❤ ✏♣❛rt✐❝❧❡s✑ ❛♣♣❡❛rs t♦ ✇♦r❦ ✐♥ t❤❡ s❛♠❡ ✇❛②✳ ❆❧s♦ ♣♦ss✐❜❧❡ ✭t♦ s♦♠❡ ❡①t❡♥❞✮ t♦ ✉s❡ s✉r❢❛❝❡s ✇✐t❤ ✐♥✜♥✐t❡ ❡♥❞s✳ ❇✉✐❧❞s ❤②♣❡r❜♦❧✐❝✴❆❞❙ ♠✢❞s✱ ♣♦ss✐❜❧② ✇✐t❤ ✏♣❛rt✐❝❧❡s✑✱ ✇✐t❤ ❢✉♥❞❛♠❡♥t❛❧ ❣r♦✉♣ ❡✳❣✳ ❢r❡❡ ❣r♦✉♣s✳ P♦ss✐❜❧❡ r❡❧❛t✐♦♥ ✇✐t❤ ❇❚❩ ❜❧❛❝❦✲❤♦❧❡s ✇✐t❤ ✏♣❛rt✐❝❧❡s✑✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-89
SLIDE 89

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

▼✐♥❦♦✇s❦✐ ♠✢❞s

❚❤❡ ❝♦♥str✉❝t✐♦♥s ♠❛❞❡ ❢♦r ❆❞❙ ♠✢❞ ❝❛♥ ❜❡ ✉s❡❞ ❢♦r ▼✐♥❦♦✇s❦✐ ●❍▼❈ ♠✢❞s✳ ❙❧✐❣❤t t✇✐st✿ ♥♦ ♠❛①✐♠❛❧ s✉r❢❛❝❡✱ ✉s❡ ❈▼❈ s✉r❢❛❝❡s ✐♥st❡❛❞ ✭♥♦ ❜✐❣ ❞✐✛❡r❡♥❝❡✮✳ ❙✐t✉❛t✐♦♥ ✇✐t❤ ✏♣❛rt✐❝❧❡s✑ ❛♣♣❡❛rs t♦ ✇♦r❦ ✐♥ t❤❡ s❛♠❡ ✇❛②✳ ❆❧s♦ ♣♦ss✐❜❧❡ ✭t♦ s♦♠❡ ❡①t❡♥❞✮ t♦ ✉s❡ s✉r❢❛❝❡s ✇✐t❤ ✐♥✜♥✐t❡ ❡♥❞s✳ ❇✉✐❧❞s ❤②♣❡r❜♦❧✐❝✴❆❞❙ ♠✢❞s✱ ♣♦ss✐❜❧② ✇✐t❤ ✏♣❛rt✐❝❧❡s✑✱ ✇✐t❤ ❢✉♥❞❛♠❡♥t❛❧ ❣r♦✉♣ ❡✳❣✳ ❢r❡❡ ❣r♦✉♣s✳ P♦ss✐❜❧❡ r❡❧❛t✐♦♥ ✇✐t❤ ❇❚❩ ❜❧❛❝❦✲❤♦❧❡s ✇✐t❤ ✏♣❛rt✐❝❧❡s✑✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-90
SLIDE 90

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

▼✐♥❦♦✇s❦✐ ♠✢❞s

❚❤❡ ❝♦♥str✉❝t✐♦♥s ♠❛❞❡ ❢♦r ❆❞❙ ♠✢❞ ❝❛♥ ❜❡ ✉s❡❞ ❢♦r ▼✐♥❦♦✇s❦✐ ●❍▼❈ ♠✢❞s✳ ❙❧✐❣❤t t✇✐st✿ ♥♦ ♠❛①✐♠❛❧ s✉r❢❛❝❡✱ ✉s❡ ❈▼❈ s✉r❢❛❝❡s ✐♥st❡❛❞ ✭♥♦ ❜✐❣ ❞✐✛❡r❡♥❝❡✮✳ ❙✐t✉❛t✐♦♥ ✇✐t❤ ✏♣❛rt✐❝❧❡s✑ ❛♣♣❡❛rs t♦ ✇♦r❦ ✐♥ t❤❡ s❛♠❡ ✇❛②✳ ❆❧s♦ ♣♦ss✐❜❧❡ ✭t♦ s♦♠❡ ❡①t❡♥❞✮ t♦ ✉s❡ s✉r❢❛❝❡s ✇✐t❤ ✐♥✜♥✐t❡ ❡♥❞s✳ ❇✉✐❧❞s ❤②♣❡r❜♦❧✐❝✴❆❞❙ ♠✢❞s✱ ♣♦ss✐❜❧② ✇✐t❤ ✏♣❛rt✐❝❧❡s✑✱ ✇✐t❤ ❢✉♥❞❛♠❡♥t❛❧ ❣r♦✉♣ ❡✳❣✳ ❢r❡❡ ❣r♦✉♣s✳ P♦ss✐❜❧❡ r❡❧❛t✐♦♥ ✇✐t❤ ❇❚❩ ❜❧❛❝❦✲❤♦❧❡s ✇✐t❤ ✏♣❛rt✐❝❧❡s✑✳

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s

slide-91
SLIDE 91

◗✉❛s✐✲❢✉❝❤s✐❛♥ ♠❡tr✐❝s

  • ❍▼❈ ❆❞❙ ✸✲♠✢❞s

◗✉❛s✐✲❢✉❝❤s✐❛♥ ❝♦♥❡✲♠✢❞s

  • ❍▼❈ ❆❞❙ ❝♦♥❡✲♠✢❞s

❊①t❡♥s✐♦♥s

▼✐♥❦♦✇s❦✐ ♠✢❞s

❚❤❡ ❝♦♥str✉❝t✐♦♥s ♠❛❞❡ ❢♦r ❆❞❙ ♠✢❞ ❝❛♥ ❜❡ ✉s❡❞ ❢♦r ▼✐♥❦♦✇s❦✐ ●❍▼❈ ♠✢❞s✳ ❙❧✐❣❤t t✇✐st✿ ♥♦ ♠❛①✐♠❛❧ s✉r❢❛❝❡✱ ✉s❡ ❈▼❈ s✉r❢❛❝❡s ✐♥st❡❛❞ ✭♥♦ ❜✐❣ ❞✐✛❡r❡♥❝❡✮✳ ❙✐t✉❛t✐♦♥ ✇✐t❤ ✏♣❛rt✐❝❧❡s✑ ❛♣♣❡❛rs t♦ ✇♦r❦ ✐♥ t❤❡ s❛♠❡ ✇❛②✳ ❆❧s♦ ♣♦ss✐❜❧❡ ✭t♦ s♦♠❡ ❡①t❡♥❞✮ t♦ ✉s❡ s✉r❢❛❝❡s ✇✐t❤ ✐♥✜♥✐t❡ ❡♥❞s✳ ❇✉✐❧❞s ❤②♣❡r❜♦❧✐❝✴❆❞❙ ♠✢❞s✱ ♣♦ss✐❜❧② ✇✐t❤ ✏♣❛rt✐❝❧❡s✑✱ ✇✐t❤ ❢✉♥❞❛♠❡♥t❛❧ ❣r♦✉♣ ❡✳❣✳ ❢r❡❡ ❣r♦✉♣s✳ P♦ss✐❜❧❡ r❡❧❛t✐♦♥ ✇✐t❤ ❇❚❩ ❜❧❛❝❦✲❤♦❧❡s ✇✐t❤ ✏♣❛rt✐❝❧❡s✑✳··

❏❡❛♥✲▼❛r❝ ❙❝❤❧❡♥❦❡r ▼✐♥✐♠❛❧ s✉r❢❛❝❡s ✐♥ s✐♥❣✉❧❛r ✸✲♠❛♥✐❢♦❧❞s