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Near-Optimal Algorithms for Sequential Information-Gathering Decision Problems

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HAL Id: tel-01749452

https://tel.archives-ouvertes.fr/tel-01749452v2

Submitted on 7 Feb 2014

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Near-Optimal Algorithms for Sequential

Information-Gathering Decision Problems

Mauricio Araya-López

To cite this version:

Mauricio Araya-López.

Near-Optimal Algorithms for Sequential Information-Gathering

Deci-sion Problems.

Artificial Intelligence [cs.AI]. Université de Lorraine, 2013.

English.

�NNT :

2013LORR0002�. �tel-01749452v2�

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UFR math´ematiques et informatique Ecole doctorale IAEM Lorraine´

D´epartement de formation doctorale en informatique

Des algorithmes presque optimaux

pour les probl`

emes de d´

ecision

equentielle `

a des fins de collecte

d’information

TH`

ESE

pr´esent´ee et soutenue publiquement le 4 f´evrier 2013

pour l’obtention du

Doctorat de l’universit´

e de Lorraine

(sp´

ecialit´

e informatique)

par

Mauricio Alejandro Araya L´opez

Composition du jury

Pr´

esident :

Mich`ele S´ebag (Directrice de recherche, CNRS, Orsay)

Rapporteurs :

Joelle Pineau (Associate Professor, McGill University, Montr´eal)

R´egis Sabbadin (Directeur de recherche, INRA, Toulouse)

Examinateurs :

Philippe Chassaing (Professeur, Universit´e de Lorraine, Nancy),

Florent Teichteil-K¨

onigsbuch (Ing´enieur de recherche, ONERA, Toulouse)

Olivier Buffet (Charg´e de recherche, INRIA, Nancy)

Vincent Thomas (Maˆıtre de conf´erence, Universit´e de Lorraine, Nancy)

Fran¸cois Charpillet (Directeur de recherche, INRIA, Nancy)

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(4)

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❋✐rst ❛♥❞ ❢♦r❡♠♦st✱ ■ ❛♠ ✐♥❞❡❜t❡❞ t♦ ♠② ❛❞✈✐s♦rs✳ ❋r❛♥ç♦✐s✱ ❱✐♥❝❡♥t ❛♥❞ ❖❧✐✈✐❡r ❛r❡ ♥♦t ♦♥❧② ❛ ♠❛r✈❡❧♦✉s ✜rst✲❝❧❛ss r❡s❡❛r❝❤ t❡❛♠ t♦ ✇♦r❦ ✇✐t❤✱ ❜✉t ❛❧s♦ t❤❡② ❛r❡ ✐♥❝r❡❞✐❜❧② ❤✉♠❜❧❡✱ ❦❡❡♥ ❛♥❞ ❤❛r❞✲ ✇♦r❦✐♥❣ ❤✉♠❛♥ ❜❡✐♥❣s✳ ■ ✇❛♥t t♦ ❛❝❦♥♦✇❧❡❞❣❡ ♠② ❛❞✈✐s♦r ❋r❛♥ç♦✐s ❈❤❛r♣✐❧❧❡t ❢♦r t❛❦✐♥❣ t❤❛t ❧❡❛♣ ♦❢ ❢❛✐t❤ ❛♥❞ ❛❝❝❡♣t✐♥❣ ♠② ❝❛♥❞✐❞❛t✉r❡ t♦ t❤❡ P❤❉ ♣♦s✐t✐♦♥ ♦♥❧② ❜❛s❡❞ ♦♥ ♠② ❈❱✳ ❆❧s♦✱ ❤❡ ✇❛s ❛❧✇❛②s t❤❡r❡ ❢♦r ❤❡❧♣✐♥❣ ♠❡ ✇✐t❤ ❛❧❧ ♠② ♣❛♣❡r✇♦r❦✱ ❜♦t❤ s❝✐❡♥t✐✜❝ ❛♥❞ ❛❞♠✐♥✐str❛t✐✈❡✱ ❛♥❞ ■ ❤❛✈❡ t♦ s❛② t❤❡② ❛r❡ ♥✉♠❡r♦✉s ✇❤❡♥ ②♦✉ ❛r❡ ❛ ❢♦r❡✐❣♥❡r st✉❞❡♥t✳ ▼② ❝♦✲❛❞✈✐s♦r ❱✐♥❝❡♥t ❚❤♦♠❛s ✇❛s ❛❧✇❛②s ✈❡r② ❝♦♥❝❡r♥❡❞ ❛♥❞ ❤❡❧♣❢✉❧ ✇✐t❤ ♠② ✇❡❧❧✲❜❡✐♥❣ ✐♥ ❋r❛♥❝❡✱ ❜♦t❤ ♣r♦❢❡ss✐♦♥❛❧❧② ❛♥❞ ♣❡rs♦♥❛❧❧②✱ ❛♥❞ ■ ❛♠ ✈❡r② ❣r❛t❡❢✉❧ ♦❢ ❤✐s ✇✐❧❧✐♥❣♥❡ss t♦ ❛❧✇❛②s ✜♥❞ ❛ s❧♦t ❢♦r ♠❡ ✐♥ ❤✐s t✐❣❤t ❝❛❧❡♥❞❛r✳ ■ ♦✇❡ t♦ ❤✐♠ ♠♦st ♦❢ ♠② ♣r♦❢❡ss✐♦♥❛❧ ❞❡✈❡❧♦♣♠❡♥t ❞✉r✐♥❣ t❤❡ t❤❡s✐s✱ ♥♦t ♦♥❧② ❜② ❤✐s ✇✐s❡ ❣✉✐❞❛♥❝❡ ❢♦r t❤✐s ❞✐ss❡rt❛t✐♦♥✱ ❜✉t ❛❧s♦ ❜② ❡♥❝♦✉r❛❣✐♥❣ ♠❡ t♦ r❡t❛❦❡ t❡❛❝❤✐♥❣ ❛❝t✐✈✐t✐❡s✱ ❛♥❞ t♦ ✐♠♣r♦✈❡ ♠② ♣r❡s❡♥t❛t✐♦♥ ❛♥❞ s❝✐❡♥t✐✜❝ ❞✐ss❡♠✐♥❛t✐♦♥ s❦✐❧❧s✳ ❲✐t❤♦✉t ❛♥② ❞♦✉❜t✱ ❖❧✐✈✐❡r ❇✉✛❡t ❤❛s ❜❡❡♥ ❛❧s♦ ♠② t❤❡s✐s ❝♦✲❛❞✈✐s♦r✱ ❡✈❡♥ t❤♦✉❣❤ ❢♦r♠❛❧✐t✐❡s ♦♥❧② ❛❧❧♦✇ ♦♥❡✳ ❍❡ ❤❛s s❡❧✢❡ss❧② ❣✉✐❞❡❞ t❤✐s ❞✐ss❡rt❛t✐♦♥ ✇✐t❤ ❤✐s ✈❛st ❦♥♦✇❧❡❞❣❡ ♦❢ t❤❡ ❞♦♠❛✐♥✱ ❤✐s ✐♠♣❧❛❝❛❜❧❡ s❝✐❡♥t✐✜❝ r✐❣♦✉r✱ ❛♥❞ ❤✐s ❤♦r✐③♦♥t❛❧ ✇♦r❦✲t❡❛♠ ♣❤✐❧♦s♦♣❤②✳ ■ ♦✇❡ t♦ ❤✐♠ ♠♦st ♦❢ ♠② s❝✐❡♥t✐✜❝ ❞❡✈❡❧♦♣♠❡♥t ❞✉r✐♥❣ t❤❡ t❤❡s✐s✱ ❛❧✇❛②s ✇✐❧❧✐♥❣ t♦ ❞✐s❝✉ss ❛♥② ✐❞❡❛✱ ❛❧✇❛②s ❤❡❧♣✐♥❣ ♠❡ ✇✐t❤ t❡❝❤♥✐❝❛❧ ♦r ♣❤✐❧♦s♦♣❤✐❝❛❧ ❡♥t❛♥❣❧❡♠❡♥ts✱ ❛♥❞ ❛❧✇❛②s ♣r♦♣♦s✐♥❣ ♥❡✇ r❡s❡❛r❝❤ ❞✐r❡❝t✐♦♥s ❛♥❞ r❡❢❡r❡♥❝❡s✳ ■ ❛❧s♦ ✇❛♥t t♦ ❛❝❦♥♦✇❧❡❞❣❡ ❤✐s ✇✐❧❧✐♥❣♥❡ss t♦ r❡♣❧❛❝❡ ♠❡ ✐♥ t❤♦s❡ ❝♦♥❢❡r❡♥❝❡s t♦ ✇❤✐❝❤ ■ ✇❛s ♥♦t ❛❜❧❡ t♦ ❛tt❡♥❞✱ ❛♥❞ ❤✐s ✐♥✈❛❧✉❛❜❧❡ ❤❡❧♣ ✇✐t❤ ❜♦t❤ ❊♥❣❧✐s❤ ❛♥❞ ❋r❡♥❝❤ ❣r❛♠♠❛r✱ ✇❤✐❝❤ ■ ❦♥♦✇ ✐t ❝♦✉❧❞ ❜❡ t❡❞✐♦✉s ❛♥❞ ✈❡r② t✐♠❡ ❝♦♥s✉♠✐♥❣✳ ■ ✇❛♥t t♦ ❛❝❦♥♦✇❧❡❞❣❡ t❤❡ ❥✉r② ❢♦r ❛ r❡♠❛r❦❛❜❧❡ ✇♦r❦✱ st❛rt✐♥❣ ✇✐t❤ ❏♦❡❧❧❡ P✐♥❡❛✉ ❛♥❞ ❘é❣✐s ❙❛❜✲ ❜❛❞✐♥ ❢♦r ❛❝❝❡♣t✐♥❣ r❡✈✐❡✇✐♥❣ ♠② t❤❡s✐s ❞✉r✐♥❣ t❤❡ ❤♦❧✐❞❛②s✱ ❛♥❞ ❛❧s♦ ❢♦r t❤❡✐r ✐♥s✐❣❤t❢✉❧ ❝♦♠♠❡♥ts ❛♥❞ ❝♦rr❡❝t✐♦♥s ❜❡❢♦r❡ t❤❡ t❤❡s✐s ❞❡❢❡♥s❡✳ ■♥ t❤❡ s❛♠❡ ❧✐♥❡✱ ■ ✇❛♥t t♦ t❤❛♥❦ t❤❡ r❛♣♣♦rt❡✉rs ❛♥❞ ❡①❛♠✐♥❡rs ❢♦r t❤❡✐r s❝✐❡♥t✐✜❝❛❧❧② r✐❣♦r♦✉s ❜✉t ❝♦♥str✉❝t✐✈❡ q✉❡st✐♦♥s ❞✉r✐♥❣ t❤❡ t❤❡s✐s ❞❡❢❡♥s❡✱ ❤♦♣✐♥❣ t♦ ❤❛✈❡ ❛♥s✇❡r❡❞ ❛❝❝♦r❞✐♥❣❧② t♦ t❤❡✐r ❡①♣❡❝t❛t✐♦♥s✳ ❚❤❡s❡ t❤r❡❡ ❛♥❞ ❛ ❤❛❧❢ ②❡❛rs ♦❢ t❤❡s✐s ✇❡r❡ ♣♦ss✐❜❧❡ ♦♥❧② ❜② ❛ str♦♥❣ ✐♥st✐t✉t✐♦♥❛❧ s✉♣♣♦rt ❢r♦♠ s❡✈❡r❛❧ ❡♥t✐t✐❡s✳ ❋✐rst✱ ■ ❤❛✈❡ t♦ ❛❝❦♥♦✇❧❡❞❣❡ t❤❡ ❈❤✐❧❡❛♥ ❣♦✈❡r♥♠❡♥t t❤r♦✉❣❤ ❈❖◆■❈❨❚ ❛♥❞ t❤❡ ❊♠❜❛ss② ♦❢ ❋r❛♥❝❡ ✐♥ ❈❤✐❧❡✱ ❢♦r ❣r❛♥t✐♥❣ ♠❡ t❤❡ s❝❤♦❧❛rs❤✐♣ t♦ ♣✉rs✉❡ t❤❡ P❤❉ ❞❡❣r❡❡ ❤❡r❡ ✐♥ ❋r❛♥❝❡✳ ❆❧s♦✱ ■ ✇❛♥t t♦ ❛❝❦♥♦✇❧❡❞❣❡ t❤❡ ▲♦rr❛✐♥❡ ❯♥✐✈❡rs✐t② ❛♥❞ t❤❡ ▲❖❘■❆✴■◆❘■❆ ●r❛♥❞ ❊st ✐♥st✐t✉t❡✱ ✇❤✐❝❤ ✇❛s ♥♦t ♦♥❧② t❤❡ ♣❤②s✐❝❛❧ ♣❧❛❝❡ ✇❤❡r❡ t❤✐s ❞✐ss❡rt❛t✐♦♥ ✇❛s ❞❡✈❡❧♦♣❡❞✱ ❜✉t ❛❧s♦ ❛ ❞✐✈❡rs❡ ❛♥❞ ❦❡❡♥ ❝♦♠♠✉♥✐t② ♦❢ ♣❡♦♣❧❡ t❤❛t ❜✉✐❧❞ t❤❡ ♣❡r❢❡❝t ❡♥✈✐r♦♥♠❡♥t ❢♦r r❡s❡❛r❝❤✳ ❚❤✐s ✐♥❝❧✉❞❡s ♥♦t ♦♥❧② ♦t❤❡r r❡s❡❛r❝❤❡rs✱ ❡♥❣✐♥❡❡rs ❛♥❞ ❞✐r❡❝t✐✈❡s✱ ❜✉t ❛❧❧ t❤❡ st❛✛ ♦❢ t❤❡ ❝❛♥t❡❡♥✱ s❡❝✉r✐t②✱ s❡❝r❡t❛r✐❡s ❛♥❞ ♠❛✐♥t❡♥❛♥❝❡✳ ■♥ t❤✐s ❝♦♥t❡①t✱ ■ ❤❛✈❡ t♦ ♣❛rt✐❝✉❧❛r❧② ❛❝❦♥♦✇❧❡❞❣❡ ❛❧❧ t❤❡ s✉♣♣♦rt ♦❢ t❤❡ ▼❆■❆ ❚❡❛♠ ✇❤✐❝❤ ❤♦st❡❞ ♠❡ ❞✉r✐♥❣ ♠② t❤❡s✐s✱ s♣❡❝✐❛❧❧② t♦ ❆❧❛✐♥ ❉✉t❡❝❤ ❛♥❞ ❇r✉♥♦ ❙❝❤❡rr❡r ❢♦r t❤❡✐r ✐♥s✐❣❤t❢✉❧ ❝♦♠♠❡♥ts ❛♥❞ s✉❣❣❡st✐♦♥s t❤❛t ❤❛✈❡ ✉♥❜❧♦❝❦❡❞ ♠② r❡s❡❛r❝❤ ✐♥ s❡✈❡r❛❧ ♦❝❝❛s✐♦♥s✳ ■♥ t❤❡ s❛♠❡ ❧✐♥❡✱ ■ ✇❛♥t t♦ t❤❛♥❦ ♠② ♦✣❝❡✲♠❛t❡ ❆r♥❛✉❞ ●❧❛❞ ❢♦r ❤✐s ❤❡❧♣ ❛♥❞ ♣❛t✐❡♥❝❡ ❞✉r✐♥❣ ❛❧❧ t❤❡ st❛❣❡s ♦❢ t❤❡ t❤❡s✐s✳ ❆❧s♦✱ ■ ✇❛♥t t♦ t❤❛♥❦ ❛❧❧ t❤❡ ♣❡r♠❛♥❡♥t r❡s❡❛r❝❤❡rs ❢r♦♠ ✇❤♦♠ ■ ❤❛✈❡ r❡❝❡✐✈❡❞ ❛❞✈✐s❡ ❛♥❞ r❡❝♦♠♠❡♥❞❛t✐♦♥s✱ ❧✐❦❡ ❏♦❡r❣✱ ◆❛③✐♠✱ ❖❧✐✈✐❡r✱ ❆♠✐♥ ❛♥❞ ❱✐♥❝❡♥t✳ ❖❜✈✐♦✉s❧②✱ ■ ❤❛✈❡ t♦ t❤❛♥❦ ♠② ❢❡❧❧♦✇ P❤❉ st✉❞❡♥ts ❛♥❞ ♣♦st✲❞♦❝s ❢♦r t❤❡✐r ❤❡❧♣ ❛♥❞ ❢r✐❡♥❞s❤✐♣ ❛❧❧ ❛❧♦♥❣ t❤✐s t✐♠❡✱ ✐♥❝❧✉❞✐♥❣ ❏❛♥♦✱ ❚♦♠ás✱ ❖❧✐✈✐❡r✱ ❆♥t♦✐♥❡✱ ▼♦❤❛♠❡❞✱ ❈❡❞r✐❝✱ ❆rsè♥❡✱ ❇♦r✐s✱ ❏✐❧❧❡s✱ ◆✐❦♦s✱ ❊♠✐❧✱ ❛♥❞ s♦ ♦♥✳ ■ ✇❛♥t ❛❧s♦ t♦ s♣❡❝✐❛❧❧② t❤❛♥❦ t❤❡ s❡❝r❡t❛r✐❡s ♦❢ t❤❡ t❡❛♠✱ ❈é❧✐♥❡✱ ❈❤r✐st❡❧ ❛♥❞ ❱ér♦♥✐q✉❡✱ ❤♦♣✐♥❣ t❤❡② ❝❛♥ ❢♦r❣✐✈❡ ♠② ❧❛③✐♥❡ss ❛♥❞ ✐♥❝♦♠♣❡t❡♥❝❡ ✐♥ ❛❞♠✐♥✐str❛t✐✈❡ ❛✛❛✐rs✳ ■ ✇❛♥t t♦ t❤❛♥❦ ❛❧s♦ ♠② ❢r✐❡♥❞s ❢r♦♠ t❤❡ ❈❖❘❚❊❳ t❡❛♠✱ ❢r♦♠ t❤❡ ❑■❲■ t❡❛♠✱ ❛♥❞ s♣❡❝✐❛❧❧② t♦ t❤❡ ❈❤✐❧❡❛♥ ❢r✐❡♥❞s t❤❛t ❤❡❧♣❡❞ ♠❡ ❞✉r✐♥❣ ❛❧❧ t❤✐s t✐♠❡ ❤❡r❡ ✐♥ ❋r❛♥❝❡✱ ✐♥❝❧✉❞✐♥❣ ▼❛✉r✐❝✐♦✱ ❱✐❝t♦r✱ ❉❛♥✐❡❧❛✱ ❈❛r❧♦s✱ ■s❛❜❡❧✱ ❆❧✈❛r♦✱ ❈r✐st✐❛♥✱ ❆♥❞r❡s ❛♥❞ s♦ ♦♥✳ ■♥ ❛ ♠♦r❡ ♣❡rs♦♥❛❧ ❞♦♠❛✐♥✱ ■ ✇❛♥t t♦ t❤❛♥❦ ♠② ♣❛r❡♥ts ❛♥❞ s✐❜❧✐♥❣s ❢♦r ❛❧✇❛②s s✉♣♣♦rt✐♥❣ ♠❡ ✐♥ ❛❧❧ ♠② ❛❝❛❞❡♠✐❝ ❛♥❞ ♣❡rs♦♥❛❧ ❡♥❞❡❛✈♦rs✱ ❛♥❞ ❢♦r ♠❛❦✐♥❣ ♠❡ t❤❡ ♣❡rs♦♥ ■ ❛♠ t❤r♦✉❣❤ t❤❡✐r ❡①❛♠♣❧❡ ♦❢ ❡①❝❡❧❧❡♥❝❡✱ ❝♦rr❡❝t♥❡ss ❛♥❞ ❦✐♥❞♥❡ss ✐♥ ❛❧❧ t❤❡ ❛s♣❡❝ts ♦❢ ❧✐❢❡✳ ❋✐♥❛❧❧②✱ ■ ✇❛♥t ♥♦t ♦♥❧② t♦ ❛❝❦♥♦✇❧❡❞❣❡ ♠② ✇✐❢❡ ❈❛r♦❧✐♥❛ ❢♦r ❤❡r ✐♥✜♥✐t❡ ♣❛t✐❡♥❝❡✱ s✉♣♣♦rt✱ ❛♥❞ ❤❡❧♣ ❞✉r✐♥❣ t❤❡ t❤❡s✐s✱ ❜✉t ✐♥❞❡❡❞ t♦ ❞❡❞✐❝❛t❡ t❤✐s ❞✐ss❡rt❛t✐♦♥ t♦ ❤❡r✳ ❙❤❡ ❤❛s ❜❡❡♥ t❤❡ ❧❛t❡♥t ❞r✐✈✐♥❣ ❢♦r❝❡ ♦❢ ❛❧❧ t❤✐s ✇♦r❦✱ ❜❡✐♥❣ str♦♥❣ ❛♥❞ s✉♣♣♦rt✐✈❡ ✐♥ ❛❧❧ t❤♦s❡ ♠♦♠❡♥ts ✇❤❡r❡ t❤❡ str❡ss ❛♥❞ t✐r❡❞♥❡ss t❤r❡❛t❡♥❡❞ t♦ ♦✈❡r✇❤❡❧♠✐♥❣ ♠❡✱ ❛♥❞ ❜❡❡♥ ❝❤❡❡r❢✉❧ ❛♥❞ ❥♦②♦✉s ♦♥ ❡❛❝❤ ♦♥❡ ♦❢ ♠② s♠❛❧❧ ❛❝❝♦♠♣❧✐s❤♠❡♥ts✳ ■ ♦✇❡ ❤❡r ♠✉❝❤ ♠♦r❡ ❜❡②♦♥❞ t❤✐s ❞✐ss❡rt❛t✐♦♥✱ s♦ ♥♦ ❛❝❦♥♦✇❧❡❞❣♠❡♥t ♥♦r ❞❡❞✐❝❛t✐♦♥ ❛r❡ ❡♥♦✉❣❤ t♦ t❤❛♥❦ ❤❡r ❢♦r ❜❡✐♥❣ ❛❧✇❛②s ❜② ♠② s✐❞❡✳

(5)
(6)

✐✐✐

✏❲✐t❤ ♠❛❣✐❝✱ ②♦✉ ❝❛♥ t✉r♥ ❛ ❢r♦❣ ✐♥t♦ ❛ ♣r✐♥❝❡✳ ❲✐t❤ s❝✐❡♥❝❡✱ ②♦✉ ❝❛♥ t✉r♥ ❛ ❢r♦❣ ✐♥t♦ ❛ P❤✳❉ ❛♥❞ ②♦✉ st✐❧❧ ❤❛✈❡ t❤❡ ❢r♦❣ ②♦✉ st❛rt❡❞ ✇✐t❤✳✑ ❚❡rr② Pr❛t❝❤❡tt✱ ■❛♥ ❙t❡✇❛rt ❛♥❞ ❏❛❝❦ ❈♦❤❡♥ ✖ ❚❤❡ ❙❝✐❡♥❝❡ ♦❢ ❉✐s❝✇♦r❧❞✳

(7)
(8)

Pr❡❢❛❝❡

❲❤❡♥ ■ ✇❛s s❡❛r❝❤✐♥❣ ❢♦r ❛ P❤❉ ♣♦s✐t✐♦♥✱ ♠② r❛♥❣❡ ♦❢ ✐♥t❡r❡st ✇❛s ✇✐❞❡ ♦♣❡♥✳ ❆str♦✲❡♥❣✐♥❡❡r✐♥❣✱ r♦❜♦t✐❝s✱ ♠✉❧t✐✲❝♦r❡ ❝♦♠♣✐❧❡rs✱ ❡✈♦❧✉t✐♦♥❛r② ❝♦♠♣✉t❛t✐♦♥ ❛♥❞ s✇❛r♠ ✐♥t❡❧❧✐❣❡♥❝❡ ✇❡r❡ ❥✉st s♦♠❡ ♦❢ t❤❡ t♦♣✐❝s t❤❛t ✐♥t❡r❡st❡❞ ♠❡ ❛t t❤❡ ♠♦♠❡♥t✳ ■ ❞✐❞ ♠② ▼❛st❡r t❤❡s✐s ✐♥ r❡❛❧✲t✐♠❡ ❞✐str✐❜✉t❡❞ s②st❡♠s✱ s♦ ✐♥ s♦♠❡ s❡♥s❡ ■ ✇❛s ❛❧r❡❛❞② ✐♥t❡r❡st❡❞ ♦♥ ❞❡❝✐s✐♦♥ t❤❡♦r②✱ ❜✉t ✐♥ t❤♦s❡ ❞❛②s ■ ❞✐❞ ♥♦t ❡✈❡♥ ❦♥❡✇ ✇❤❛t ❛♥ ▼❉P ✇❛s✳ ❆❧s♦✱ ■ ❤❛❞ ❛♥ ❡♥♦r♠♦✉s r❡s♣❡❝t t♦ t❤❡ st❛t✐st✐❝❛❧ ❧❡❛r♥✐♥❣ ❛♥❞ ✐♥❢♦r♠❛t✐♦♥ t❤❡♦r② ✜❡❧❞s✱ ②❡t ❛t t❤❡ t✐♠❡ ■ ❤♦♥❡st❧② ❜❡❧✐❡✈❡❞ t❤❛t ✇♦r❦✐♥❣ ✐♥ s✉❝❤ t♦♣✐❝s ✇❛s ❛❤❡❛❞ ♦❢ ♠② ❛❜✐❧✐t✐❡s✳ ❚❤❡ t✉r♥✐♥❣ ♣♦✐♥t ✇❛s t❤❡ ✇♦r❦ ❞♦♥❡ ✇✐t❤ ♠② ❢r✐❡♥❞ ❛♥❞ ❝♦❧❧❡❛❣✉❡ ◆✐❝♦❧❛s ❇❛rr✐❣❛ ❛❜♦✉t ♣❛t❤ ♣❧❛♥♥✐♥❣✱ ✇❤✐❝❤ ✐♥tr♦❞✉❝❡❞ ♠❡ t♦ t❤❡ ❛♠❛③✐♥❣ ✜❡❧❞ ♦❢ ❞❡❝✐s✐♦♥ ❛♥❞ ♣❧❛♥♥✐♥❣✳ ❱❡r② s♦♦♥ t❤❡ ❇❡❧❧♠❛♥✬s ♣r✐♥❝✐♣❧❡ ♦❢ ♦♣t✐♠❛❧✐t② ❝r♦ss❡❞ ♠② ✇❛②✱ ❧❡❛✈✐♥❣ ♠❡ ❝♦♠♣❧❡t❡❧② ❛✇❡str✉❝❦ ❜② ✐ts s✐♠♣❧✐❝✐t② ❛♥❞ ♣♦✇❡r✳ ■♥ ♠② ❤✉♠❜❧❡ ♦♣✐♥✐♦♥✱ ❛rt✐✜❝✐❛❧ ✐♥t❡❧❧✐❣❡♥❝❡ ♠✉st ❛✐♠ ✜rst t♦ ♦♣t✐♠❛❧✐t②✱ ❛♥❞ t❤❡♥ r❡❧❛① t❤❡ ❝♦♥❞✐t✐♦♥s t♦ ♠❛❦❡ t❤✐♥❣s ❝♦♠♣✉t❛❜❧❡ ❛✛♦r❞❛❜❧❡✱ ♥♦t t❤❡ ♦t❤❡r ✇❛② ❛r♦✉♥❞✳ ❈♦♥s❡q✉❡♥t❧②✱ t❤❡ ✇♦r❦ ❞♦♥❡ ❜② t❤❡ ▼❆■❆ ❚❡❛♠ ✜t ♣❡r❢❡❝t❧② ♠② ✐♥t❡r❡sts✱ s♦ ■ ❞❡❝✐❞❡❞ t♦ ❛s❦ ❢♦r ❛ P❤❉ ♣♦s✐t✐♦♥ ❜❧✐♥❞❧② t❤r♦✉❣❤ ❡✲♠❛✐❧✳ ❋♦rt✉♥❛t❡❧②✱ ❋r❛♥ç♦✐s ✇❛s ❝♦✉r❛❣❡♦✉s ❡♥♦✉❣❤ t♦ ❛❝❝❡♣t ♠② ❛♣♣❧✐❝❛t✐♦♥ ✇✐t❤♦✉t ❦♥♦✇✐♥❣ ♠❡✱ s♦ ■ ❤♦♣❡ t♦ ❤❛✈❡ ♠❡t ❤✐s ❡①♣❡❝t❛t✐♦♥s✳ ❚❤❡ ♦r✐❣✐♥❛❧ t❤❡s✐s s✉❜❥❡❝t ✇❛s ❛❜♦✉t ❛❝t✐✈❡ s❡♥s✐♥❣✱ s♣❡❝✐✜❝❛❧❧② ♠♦t✐✈❛t❡❞ ❜② t❤❡ ♣r♦❜❧❡♠ ♦❢ ✜♥❞✐♥❣ t❤❡ ♣♦❧✐❝② t❤❛t ❛ ♣r❡❞❛t♦r ❛❣❡♥t ♠✉st ❢♦❧❧♦✇ t♦ ✜♥❞ ❛ ♣r❡②✳ ■♥ t❤✐s ❡❛r❧② r❡s❡❛r❝❤✱ t❤❡ ❞✐✛❡r❡♥❝❡ ❜❡t✇❡❡♥ s❡❡✐♥❣ t❤❡ ♣r❡② ❛♥❞ ❦♥♦✇✐♥❣ ✇❡r❡ ♣r❡② ✐s ❜❡❝❛♠❡ ❡✈✐❞❡♥t✱ r❛✐s✐♥❣ t❤❡ q✉❡st✐♦♥ ❛❜♦✉t ✐♥❢♦r♠❛t✐♦♥✲❣❛t❤❡r✐♥❣ ✐♥ P❖▼❉Ps✳ ❙♦♦♥ ❡♥♦✉❣❤✱ t❤❡ t❤❡s✐s ❢♦❝✉s ❝❤❛♥❣❡❞ ❢r♦♠ t❤❡ s♦❢t ❝♦♥❝❡♣t ♦❢ ❛❝t✐✈❡ s❡♥s✐♥❣ t♦ t❤❡ ♠♦r❡ ❣❡♥❡r❛❧ ❛♥❞ q✉❛♥t✐✜❛❜❧❡ ❝♦♥❝❡♣t ♦❢ ✐♥❢♦r♠❛t✐♦♥✲❣❛t❤❡r✐♥❣✳ ❲✐t❤♦✉t ❡✈❡♥ ♥♦t✐❝✐♥❣ ✐t✱ ■ ✇❛s ✇♦r❦✐♥❣ ❞✐r❡❝t❧② ✇✐t❤✐♥ t❤❡ ❢♦r♠❡r❧② ✉♥❛tt❛✐♥❛❜❧❡ ✜❡❧❞ ♦❢ ✐♥❢♦r♠❛t✐♦♥ t❤❡♦r②✳ ❚❤❡ s❡❝♦♥❞ ♣♦✐♥t ♦❢ ✐♥✢❡❝t✐♦♥ ✇❛s ♥♦t✐❝✐♥❣ t❤❛t t❤❡ ♥✲❛r♠❡❞ ❜❛♥❞✐t ♣r♦❜❧❡♠ ❝❛♥ ❜❡ ♠♦❞❡❧❧❡❞ ❛s ❛ P❖▼❉P✳ ❚❤✐s ❛♣♣❛r❡♥t❧② t❡❝❤♥✐❝❛❧ tr✐✢❡ ❤✐❞❡s t❤❡ ✈❡r② ✐♠♣♦rt❛♥t ❝♦♥❝❡♣t t❤❛t ❧❡❛r♥✐♥❣ ✐s ♣❧❛♥♥✐♥❣✳ ❚❤✐s ♥♦t✐♦♥ ❧❡❛❞ ♠❡ t♦ ❡①♣❧♦r❡ ❇❛②❡s✐❛♥ r❡✐♥❢♦r❝❡♠❡♥t ❧❡❛r♥✐♥❣✱ ❛♥❞ ✇✐t❤✐♥✱ t❤❡ ❜❡✇✐❧❞❡r✐♥❣ ❜❛s✐❝s ♦❢ st❛t✐st✐❝❛❧ ❧❡❛r♥✐♥❣ t❤❡♦r②✳ ❯♥❞❡r t❤✐s ♣r✐s♠✱ ❛♥ ❛❝t✐✈❡ ❧❡❛r♥✐♥❣ ♣r♦❝❡ss ❜❡❝♦♠❡s ❛♥ ✐♥❢♦r♠❛t✐♦♥✲❣❛t❤❡r✐♥❣ ❞❡❝✐s✐♦♥ ♣r♦❝❡ss✱ ✇❤✐❝❤ ♠♦t✐✈❛t❡s s❡✈❡r❛❧ r❡s❡❛r❝❤ ❞✐r❡❝t✐♦♥s t❤❛t ❣♦❡s ❢❛r ❜❡②♦♥❞ t❤✐s ❞✐ss❡rt❛t✐♦♥ s❝♦♣❡✳ ❚❤✐s ❞✐ss❡rt❛t✐♦♥ ✐s t❤❡ ❝✉❧♠✐♥❛t✐♦♥ ♦❢ t❤❡ ✇♦r❦ t❤❛t ❤❛s t❛❦❡♥ ♣❧❛❝❡ ♦✈❡r ❛ ♣❡r✐♦❞ ♦❢ ♠♦r❡ t❤❛♥ t❤r❡❡ ②❡❛rs✱ ♦♥ ✇❤✐❝❤ ■ ❤❛✈❡ ❧❡❛r♥❡❞ ♠♦r❡ t❤✐♥❣s t❤❛t ■ ❤❛✈❡ ♥❡✈❡r ✐♠❛❣✐♥❡❞✱ ♥♦t ♦♥❧② ❛❜♦✉t ❞❡❝✐s✐♦♥ ♣r♦❝❡ss❡s✱ ✐♥❢♦r♠❛t✐♦♥ t❤❡♦r② ❛♥❞ ♠❛❝❤✐♥❡ ❧❡❛r♥✐♥❣✱ ❜✉t ❛❧s♦ ❛❜♦✉t ❧✐❢❡✱ t❤❡ ✇♦r❧❞ ❛♥❞ ♠②s❡❧❢✳ ✖ ▼❛✉r✐❝✐♦ ❆r❛②❛✱ ❏❛♥✉❛r② ✷✵✶✸ ✈

(9)
(10)

❈♦♥t❡♥ts

Pr❡❢❛❝❡ ✈ ✶ ■♥tr♦❞✉❝t✐♦♥ ✶ ✶✳✶ ❆❣❡♥t P❡rs♣❡❝t✐✈❡ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶ ✶✳✷ ❙❡q✉❡♥t✐❛❧ ■♥❢♦r♠❛t✐♦♥ ●❛t❤❡r✐♥❣ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✷ ✶✳✸ ❆♥ ❊①❛♠♣❧❡ Pr♦❜❧❡♠ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✸ ✶✳✹ ❈♦♥tr✐❜✉t✐♦♥s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✹ ✶✳✺ ❖✉t❧✐♥❡ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✺ ✷ ❖♣t✐♠❛❧ ❉❡❝✐s✐♦♥s ❯♥❞❡r ❯♥❝❡rt❛✐♥t② ✼ ✷✳✶ ❯♥❝❡rt❛✐♥t②✱ ■♥❢❡r❡♥❝❡ ❛♥❞ ▲❡❛r♥✐♥❣ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✽ ✷✳✶✳✶ ❆❧❡❛t♦r② ❱❛r✐❛❜✐❧✐t② ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✽ ✷✳✶✳✷ ❊♣✐st❡♠✐❝ ❯♥❝❡rt❛✐♥t② ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✾ ✷✳✶✳✸ ❙t❛t✐st✐❝❛❧ ▲❡❛r♥✐♥❣ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✵ ✷✳✶✳✹ ❈♦♥❥✉❣❛t❡ Pr✐♦r ❉✐str✐❜✉t✐♦♥s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✶ ✷✳✷ ❖♣t✐♠❛❧ ❉❡❝✐s✐♦♥s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✶ ✷✳✷✳✶ ❯t✐❧✐t② ❛♥❞ ❘❡✇❛r❞ ❋✉♥❝t✐♦♥s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✷ ✷✳✷✳✷ ▲♦ss✱ ❘✐s❦ ❛♥❞ ■♥tr✐♥s✐❝ ❘❡✇❛r❞s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✸ ✷✳✸ ❆ ❖♥❡✲st❡♣ ❆❣❡♥t✲❜❛s❡❞ ❉❡❝✐s✐♦♥ ▼♦❞❡❧ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✹ ✷✳✸✳✶ ❋✉❧❧② ❖❜s❡r✈❛❜❧❡ Pr♦❜❧❡♠s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✹ ✷✳✸✳✷ ▲❡❛r♥✐♥❣ t❤❡ ❚r❛♥s✐t✐♦♥ ❋✉♥❝t✐♦♥ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✻ ✷✳✸✳✸ P❛rt✐❛❧❧② ❖❜s❡r✈❛❜❧❡ Pr♦❜❧❡♠s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✼ ✸ ❙❡q✉❡♥t✐❛❧ ❉❡❝✐s✐♦♥ ▼❛❦✐♥❣ ✷✶ ✸✳✶ ▼❛r❦♦✈ ❉❡❝✐s✐♦♥ Pr♦❝❡ss❡s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✷✶ ✸✳✶✳✶ P♦❧✐❝✐❡s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✷✷ ✸✳✶✳✷ ❋✐♥✐t❡ ❍♦r✐③♦♥ ▼❉Ps ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✷✸ ✸✳✶✳✸ ■♥✜♥✐t❡ ❍♦r✐③♦♥ ▼❉Ps ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✷✸ ✸✳✶✳✹ ❉②♥❛♠✐❝ Pr♦❣r❛♠♠✐♥❣ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✷✹ ✸✳✶✳✺ ❱❛❧✉❡ ■t❡r❛t✐♦♥ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✷✺ ✸✳✶✳✻ P♦❧✐❝② ■t❡r❛t✐♦♥ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✷✻ ✸✳✷ P❛rt✐❛❧❧② ❖❜s❡r✈❛❜❧❡ ▼❉Ps ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✷✻ ✸✳✷✳✶ P❖▼❉P P♦❧✐❝✐❡s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✷✽ ✈✐✐

(11)

✈✐✐✐ ❈♦♥t❡♥ts ✸✳✷✳✷ ❉②♥❛♠✐❝ Pr♦❣r❛♠♠✐♥❣ ❢♦r P❖▼❉Ps ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✷✾ ✸✳✷✳✸ ❚❤❡ P❲▲❈ Pr♦♣❡rt② ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✷✾ ✸✳✷✳✹ ❊①❛❝t ❙♦❧✉t✐♦♥ ▼❡t❤♦❞s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✸✶ ✸✳✷✳✺ ❈♦♠♣❧❡①✐t② ❛♥❞ ❯♥❞❡❝✐❞❛❜✐❧✐t② ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✸✸ ✸✳✷✳✻ P♦✐♥t✲❇❛s❡❞ ▼❡t❤♦❞s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✸✹ ✸✳✷✳✼ ❖t❤❡r ❆♣♣r♦①✐♠❛t❡ ▼❡t❤♦❞s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✸✽ ✹ ■♥❢♦r♠❛t✐♦♥✲●❛t❤❡r✐♥❣ ❉❡❝✐s✐♦♥ Pr♦❜❧❡♠s ✹✶ ✹✳✶ ■♥❢♦r♠❛t✐♦♥✲●❛t❤❡r✐♥❣ Pr♦❜❧❡♠s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✹✷ ✹✳✶✳✶ ❆❝t✐✈❡ ❉✐❛❣♥♦s✐s Pr♦❜❧❡♠s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✹✸ ✹✳✶✳✷ ❙✉r✈❡✐❧❧❛♥❝❡ Pr♦❜❧❡♠s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✹✸ ✹✳✶✳✸ ❆❝t✐✈❡ ▲♦❝❛❧✐③❛t✐♦♥ Pr♦❜❧❡♠s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✹✸ ✹✳✷ ■♥❢♦r♠❛t✐♦♥ ▼❡❛s✉r❡s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✹✸ ✹✳✷✳✶ ❙❤❛♥♥♦♥✬s ❊♥tr♦♣② ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✹✹ ✹✳✷✳✷ ❘❡❧❛t✐✈❡ ■♥❢♦r♠❛t✐♦♥ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✹✹ ✹✳✷✳✸ ❖t❤❡r ■♥❢♦r♠❛t✐♦♥ ▼❡❛s✉r❡s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✹✺ ✹✳✸ P❖▼❉P ❡①t❡♥s✐♦♥ ❢♦r ■♥❢♦r♠❛t✐♦♥✲●❛t❤❡r✐♥❣ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✹✺ ✹✳✸✳✶ ■♥❢♦r♠❛t✐♦♥✲❜❛s❡❞ ❘❡✇❛r❞s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✹✻ ✹✳✸✳✷ ❈♦♠❜✐♥❡❞ ❘❡✇❛r❞s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✹✾ ✹✳✸✳✸ ■♥❢♦r♠❛t✐♦♥✲❜❛s❡❞ P❡r❢♦r♠❛♥❝❡ ❈r✐t❡r✐❛ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✺✵ ✹✳✸✳✹ ❱❛❧✉❡ ❋✉♥❝t✐♦♥ ❈♦♥✈❡①✐t② ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✺✶ ✹✳✸✳✺ ❙♦❧✉t✐♦♥ ❚❡❝❤♥✐q✉❡s ❢♦r P❲▲❈✲r❡✇❛r❞s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✺✷ ✹✳✸✳✻ ❆❝t✐✈❡ ❈❧❛ss✐✜❝❛t✐♦♥ ❛♥❞ P❲▲❈✲r❡✇❛r❞ ❋✉♥❝t✐♦♥s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✺✸ ✹✳✸✳✼ ●❡♥❡r❛❧✐③✐♥❣ t♦ ♥♦♥✲P❲▲ ❘❡✇❛r❞ ❋✉♥❝t✐♦♥s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✺✹ ✹✳✹ ❘❡❧❛t❡❞ ❲♦r❦ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✺✾ ✹✳✹✳✶ ❊❛r❧② ❲♦r❦ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✺✾ ✹✳✹✳✷ ❘♦❜♦t✐❝s ❛♥❞ ❉❡❝✐s✐♦♥ ❚❤❡♦r② ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✺✾ ✹✳✹✳✸ ❙✐❣♥❛❧✲♣r♦❝❡ss✐♥❣ ❛♥❞ ❙❡♥s♦r ▼❛♥❛❣❡♠❡♥t ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✻✵ ✹✳✹✳✹ ❙✉♠♠❛r② ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✻✶ ✹✳✺ ❊①♣❡r✐♠❡♥ts ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✻✶ ✹✳✺✳✶ ❊①♣❡r✐♠❡♥t❛❧ ❙❡t✉♣ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✻✶ ✹✳✺✳✷ ❚❤❡ ❈❛♠❡r❛✲❝❧❡❛♥ Pr♦❜❧❡♠s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✻✸ ✹✳✺✳✸ ❚❤❡ ❘♦❝❦ ❉✐❛❣♥♦s✐s Pr♦❜❧❡♠ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✼✶ ✹✳✻ ❈♦♥❝❧✉s✐♦♥s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✼✽ ✹✳✻✳✶ ❙✉♠♠❛r② ♦❢ ❈♦♥tr✐❜✉t✐♦♥s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✼✽ ✹✳✻✳✷ ❋✉t✉r❡ ❲♦r❦ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✼✽ ✺ ❘❡✐♥❢♦r❝❡♠❡♥t ▲❡❛r♥✐♥❣ ✽✶ ✺✳✶ ❈❧❛ss✐❝❛❧ ❆♣♣r♦❛❝❤❡s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✽✷ ✺✳✶✳✶ ❊①♣❧♦r❛t✐♦♥✴❊①♣❧♦✐t❛t✐♦♥ ❉✐❧❡♠♠❛ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✽✷ ✺✳✶✳✷ ▼♦❞❡❧✲❜❛s❡❞ ❛♥❞ ▼♦❞❡❧✲❢r❡❡ ❘▲ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✽✸ ✺✳✷ ❇❛②❡s✐❛♥ ❘❡✐♥❢♦r❝❡♠❡♥t ▲❡❛r♥✐♥❣ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✽✺

(12)

✐① ✺✳✷✳✶ ❘❡♣r❡s❡♥t❛t✐♦♥ ❛♥❞ Pr✐♦rs ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✽✻ ✺✳✷✳✷ ❖♣t✐♠❛❧ ❇❛②❡s✐❛♥✲❘▲ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✽✼ ✺✳✷✳✸ ❇❡❧✐❡❢✲❧♦♦❦❛❤❡❛❞ ❆♣♣r♦❛❝❤❡s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✽✽ ✺✳✷✳✹ ❯♥❞✐r❡❝t❡❞ ❊①♣❧♦r❛t✐♦♥ ❆♣♣r♦❛❝❤❡s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✽✾ ✺✳✷✳✺ ▼②♦♣✐❝ ❛♥❞ ❖♣t✐♠✐st✐❝ ❊①♣❧♦r❛t✐♦♥ ❆♣♣r♦❛❝❤❡s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✾✵ ✺✳✸ Pr♦❜❛❜❧② ❆♣♣r♦①✐♠❛t❡❧② ❈♦rr❡❝t ❆❧❣♦r✐t❤♠s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✾✶ ✺✳✸✳✶ P❆❈✲▼❉P ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✾✶ ✺✳✸✳✷ P❆❈✲❇❆▼❉P ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✾✷ ✺✳✸✳✸ ❉✐s❝✉ss✐♦♥ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✾✷ ✻ ❇❛②❡s✐❛♥ ❖♣t✐♠✐st✐❝ ▲♦❝❛❧ ❚r❛♥s✐t✐♦♥s ✾✸ ✻✳✶ ❖♣t✐♠✐s♠ ✐♥ ❘▲ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✾✸ ✻✳✶✳✶ ❇❛②❡s✐❛♥ ❖♣t✐♠✐st✐❝ ❚r❛♥s✐t✐♦♥s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✾✹ ✻✳✶✳✷ ❇❛②❡s ❇♦♦st ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✾✻ ✻✳✷ ❜♦❧t✿ ❆ ❙✐♠♣❧❡ ❛♥❞ ❘♦❜✉st ❇❘▲ ❆❧❣♦r✐t❤♠ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✾✼ ✻✳✷✳✶ ❖♣t✐♠✐s♠ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✾✽ ✻✳✸ ❆♥❛❧②s✐s ♦❢ ❇❖▲❚ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✾✾ ✻✳✸✳✶ ▼✐①❡❞ ❱❛❧✉❡ ❋✉♥❝t✐♦♥ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✵✵ ✻✳✸✳✷ ❇❖▲❚ ✐s P❆❈✲❇❆▼❉P ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✵✶ ✻✳✹ ❊①♣❡r✐♠❡♥ts ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✵✸ ✻✳✹✳✶ ❚❤❡ ❈❤❛✐♥ Pr♦❜❧❡♠ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✵✸ ✻✳✹✳✷ ❚❤❡ P❛✐♥t✴P♦❧✐s❤ Pr♦❜❧❡♠ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✵✹ ✻✳✹✳✸ ❚❤❡ ▼❛r❜❧❡ ▼❛③❡ Pr♦❜❧❡♠ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✵✻ ✻✳✺ ❈♦♥❝❧✉s✐♦♥ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✵✾ ✻✳✺✳✶ ❙✉♠♠❛r② ♦❢ ❈♦♥tr✐❜✉t✐♦♥s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✵✾ ✻✳✺✳✷ ❋✉t✉r❡ ❲♦r❦ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✵✾ ✼ ❖♣t✐♠❛❧❧② ▲❡❛r♥✐♥❣ ❚r❛♥s✐t✐♦♥ ▼♦❞❡❧s ✶✶✶ ✼✳✶ ▼❉P ▼♦❞❡❧ ▲❡❛r♥✐♥❣ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✶✷ ✼✳✶✳✶ ▼▼▲ ❛s ❛ ❇❛②❡s✐❛♥ ❘▲ Pr♦❜❧❡♠ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✶✷ ✼✳✶✳✷ ❉❡r✐✈❡❞ ❘❡✇❛r❞s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✶✷ ✼✳✶✳✸ P❡r❢♦r♠❛♥❝❡ ❈r✐t❡r✐❛ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✶✸ ✼✳✶✳✹ ❋r♦♠ ❈r✐t❡r✐❛ t♦ ❘❡✇❛r❞s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✶✺ ✼✳✷ ❙♦❧✈✐♥❣ ❇❘▲ ✇✐t❤ ■♥❢♦r♠❛t✐♦♥✲❜❛s❡❞ ❘❡✇❛r❞s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✶✻ ✼✳✸ ❊①♣❡r✐♠❡♥ts ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✶✻ ✼✳✸✳✶ ❊①♣❡r✐♠❡♥t❛❧ ❙❡t✉♣ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✶✻ ✼✳✸✳✷ ❘❡s✉❧ts ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✶✾ ✼✳✹ ❈♦♥❝❧✉s✐♦♥s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✷✵ ✼✳✹✳✶ ❙✉♠♠❛r② ♦❢ ❈♦♥tr✐❜✉t✐♦♥s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✷✵ ✼✳✺ ❋✉t✉r❡ ❲♦r❦ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✷✵ ❈♦♥❝❧✉❞✐♥❣ ❘❡♠❛r❦s ✶✷✶

(13)

① ❈♦♥t❡♥ts ❇✐❜❧✐♦❣r❛♣❤② ✶✷✺ ❆♣♣❡♥❞✐①❡s ✶✸✺ ❆ ❚❡❝❤♥✐❝❛❧ Pr♦♦❢s ✶✸✼ ❆✳✶ ❈❤❛♣t❡r ✹✿ ❉❡❢❡rr❡❞ Pr♦♦❢s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✸✼ ❆✳✶✳✶ ❙t❛♥❞✲❛❧♦♥❡ Pr♦♦❢ ♦❢ κ ❈♦♥✈❡①✐t② ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✸✼ ❆✳✶✳✷ α✲❍ö❧❞❡r✐❛♥ ❢✉♥❝t✐♦♥s ❛r❡ ▲✐♣❝❤✐t③✐❛♥ ✐♥ ∆η ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✸✽ ❆✳✷ ❈❤❛♣t❡r ✻✿ P❆❈✲❇❆▼❉P ❆♥❛❧②s✐s ♦❢ ❜❡❜ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✸✾ ❆✳✷✳✶ ▼❛✐♥ ❘❡s✉❧t ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✸✾ ❆✳✷✳✷ ❜❡❜ ▼✐①❡❞ ❇♦✉♥❞ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✹✵ ❆✳✷✳✸ ❚❤❡♦r❡♠ Pr♦♦❢ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✹✶ ❆✳✸ ❈❤❛♣t❡r ✼✿ ■♥❢♦r♠❛t✐♦♥✲❜❛s❡❞ ❘❡✇❛r❞ ❉❡r✐✈❛t✐♦♥s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✹✷ ❆✳✸✳✶ ❚❤❡ ❱❛r✐❛♥❝❡ ❉✐✛❡r❡♥❝❡ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✹✷ ❆✳✸✳✷ ❚❤❡ ❊♥tr♦♣② ❉✐✛❡r❡♥❝❡ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✹✷ ❆✳✸✳✸ ❚❤❡ ❇❤❛tt❛❝❤❛r②②❛ ❉✐st❛♥❝❡ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✹✹ ❇ ❘és✉♠é ét❡♥❞✉ ✶✹✺ ❇✳✶ ■♥tr♦❞✉❝t✐♦♥ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✹✻ ❇✳✷ Pr✐s❡ ❞❡ ❞é❝✐s✐♦♥ séq✉❡♥t✐❡❧❧❡ s♦✉s ✐♥❝❡rt✐t✉❞❡ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✹✻ ❇✳✷✳✶ Pr♦❝❡ss✉s ❞❡ ❞é❝✐s✐♦♥ ♠❛r❦♦✈✐❡♥s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✹✼ ❇✳✷✳✷ Pr♦❝❡ss✉s ❞❡ ❞é❝✐s✐♦♥ ♠❛r❦♦✈✐❡♥s ♣❛rt✐❡❧❧❡♠❡♥t ♦❜s❡r✈❛❜❧❡s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✹✾ ❇✳✸ Pr♦❜❧è♠❡s ❞❡ ❞é❝✐s✐♦♥ ♣♦✉r ❧❛ ❝♦❧❧❡❝t❡ ❞✬✐♥❢♦r♠❛t✐♦♥s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✺✷ ❇✳✸✳✶ Pr♦❜❧è♠❡s ❡t ❢♦r♠❛❧✐s❛t✐♦♥ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✺✷ ❇✳✸✳✷ ❈❛❧❝✉❧ ❞❡ ❧❛ ❢♦♥❝t✐♦♥ ❞❡ ✈❛❧❡✉r ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✺✸ ❇✳✸✳✸ ❊①♣ér✐♠❡♥t❛t✐♦♥s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✺✹ ❇✳✸✳✹ ❚r❛✈❛✉① ❢✉t✉rs ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✺✹ ❇✳✹ ❆♣♣r❡♥t✐ss❛❣❡ ♣❛r r❡♥❢♦r❝❡♠❡♥t ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✺✺ ❇✳✹✳✶ ❈❛s ❛✈❡❝ ♠♦❞è❧❡ ❜❛②és✐❡♥ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✺✺ ❇✳✹✳✷ ❘❡♣rés❡♥t❛t✐♦♥ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✺✺ ❇✳✹✳✸ Pr♦❜❧è♠❡ ❞✬♦♣t✐♠✐s❛t✐♦♥ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✺✻ ❇✳✹✳✹ ❆♣♣r♦❝❤❡s ❞❡ rés♦❧✉t✐♦♥ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✺✻ ❇✳✹✳✺ ❆❧❣♦r✐t❤♠❡s ♣r♦❜❛❜❧❡♠❡♥t ❛♣♣r♦①✐♠❛t✐✈❡♠❡♥t ❝♦rr❡❝ts ✭P❆❈✮ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✺✼ ❇✳✺ ❚r❛♥s✐t✐♦♥s ▲♦❝❛❧❡s ❖♣t✐♠✐st❡s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✺✼ ❇✳✺✳✶ ❆❧❣♦r✐t❤♠❡ ♣r♦♣♦sé ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✺✼ ❇✳✺✳✷ Pr♦♣r✐étés ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✺✽ ❇✳✺✳✸ ❊t✉❞❡ ❡①♣ér✐♠❡♥t❛❧❡ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✺✽ ❇✳✺✳✹ ❘❡♠❛rq✉❡s ❡t ❝♦♥❝❧✉s✐♦♥ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✺✾ ❇✳✻ ❆♣♣r❡♥❞r❡ ❞❡s ♠♦❞è❧❡s ❞❡ tr❛♥s✐t✐♦♥ ❞❡ ♠❛♥✐èr❡ ♦♣t✐♠❛❧❡ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✺✾ ❇✳✻✳✶ ❈r✐tèr❡ ❞✬♦♣t✐♠✐s❛t✐♦♥ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✺✾ ❇✳✻✳✷ ❋♦♥❝t✐♦♥ ❞❡ ré❝♦♠♣❡♥s❡ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✻✵ ❇✳✻✳✸ ❆❧❣♦r✐t❤♠❡ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✻✵

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①✐ ❇✳✻✳✹ ❊①♣ér✐♠❡♥t❛t✐♦♥s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✻✵ ❇✳✻✳✺ ❚r❛✈❛✉① ❢✉t✉rs ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✻✶ ❇✳✼ ❈♦♥❝❧✉s✐♦♥ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✻✶ ❇✳✶✶ ❉✐r❡❝t✐♦♥s ❞❡ r❡❝❤❡r❝❤❡ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✻✸

(15)
(16)

▲✐st ♦❢ ❋✐❣✉r❡s

✶✳✶ ❆♥ ❛❣❡♥t ❛♥❞ ✐ts ❡♥✈✐r♦♥♠❡♥t✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✷ ✷✳✶ ●r❛♣❤✐❝❛❧ r❡♣r❡s❡♥t❛t✐♦♥ ♦❢ ❧♦✇✲❞✐♠❡♥s✐♦♥❛❧ s✐♠♣❧❡①❡s✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✼ ✷✳✷ ●r❛♣❤✐❝❛❧ ♠♦❞❡❧ ♦❢ ❛ ♦♥❡✲st❡♣ ♣❛rt✐❛❧ ♦❜s❡r✈❛❜❧❡ ❞❡❝✐s✐♦♥ ♣r♦❜❧❡♠✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✽ ✸✳✶ ●r❛♣❤✐❝❛❧ ♠♦❞❡❧ ♦❢ ❛ ▼❛r❦♦✈ ❉❡❝✐s✐♦♥ Pr♦❝❡ss ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✷✷ ✸✳✷ ●r❛♣❤✐❝❛❧ ♠♦❞❡❧ ♦❢ ❛ P❛rt✐❛❧ ❖❜s❡r✈❛❜❧❡ ▼❛r❦♦✈ ❉❡❝✐s✐♦♥ Pr♦❝❡ss✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✷✼ ✸✳✸ P❲▲❈ Pr♦♣❛❣❛t✐♦♥ ❊①❛♠♣❧❡✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✸✵ ✸✳✹ P❛rs✐♠♦♥✐♦✉s ❱❛❧✉❡ ❋✉♥❝t✐♦♥ ❘❡♣r❡s❡♥t❛t✐♦♥✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✸✶ ✹✳✶ ■♥❢♦r♠❛t✐♦♥✲❜❛s❡❞ r❡✇❛r❞ ❡①❛♠♣❧❡s ✐♥ ❛ ✶✲s✐♠♣❧❡①✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✹✼ ✹✳✷ ■♥❢♦r♠❛t✐♦♥✲❜❛s❡❞ r❡✇❛r❞s ✐♥ ❛ ✷✲s✐♠♣❧❡①✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✹✽ ✹✳✸ ❈♦♠❜✐♥❡❞ r❡✇❛r❞s ❡①❛♠♣❧❡s ✐♥ ❛ ✶✲s✐♠♣❧❡①✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✺✵ ✹✳✹ Pr♦♣❛❣❛t✐♦♥ ♦❢ ❛ P❲▲❈ r❡✇❛r❞✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✺✸ ✹✳✺ ❆ P❲▲❈ ❛♣♣r♦①✐♠❛t✐♦♥ ♦❢ ❛ ♥♦♥✲❧✐♥❡❛r r❡✇❛r❞✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✺✺ ✹✳✻ ◆♦♥✲▲✐♣s❝❤✐t③✐❛♥ ❈♦♥✈❡① ❢✉♥❝t✐♦♥s✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✺✺ ✹✳✼ ❲♦rst ❞✐st❛♥❝❡ ❢r♦♠ b ∈ ∆ t♦ b′′ ∈ B✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✺✻ ✹✳✽ ❚❤❡ ❈❛♠❡r❛✲❝❧❡❛♥ Pr♦❜❧❡♠ ❙❦❡t❝❤✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✻✸ ✹✳✾ ❈❛♠❡r❛✲❝❧❡❛♥ ❉✐❛❣♥♦s✐s ❘❡✇❛r❞ ❊✈♦❧✉t✐♦♥✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✻✺ ✹✳✶✵ ❈❛♠❡r❛✲❝❧❡❛♥ ❙✉r✈❡✐❧❧❛♥❝❡ ❘❡✇❛r❞ ❊✈♦❧✉t✐♦♥✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✻✼ ✹✳✶✶ ❈❛♠❡r❛✲❝❧❡❛♥ ❙✉r✈❡✐❧❧❛♥❝❡ P❡r❢♦r♠❛♥❝❡ ❛♥❞ ❚✐♠❡✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✻✽ ✹✳✶✷ ❈❛♠❡r❛✲❝❧❡❛♥ ▲♦❝❛❧✐③❛t✐♦♥ ❚♦t❛❧ ❘❡t✉r♥ ❊✈♦❧✉t✐♦♥✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✼✵ ✹✳✶✸ ❘♦❝❦ ❉✐❛❣♥♦s✐s Pr♦❜❧❡♠ ❙❦❡t❝❤✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✼✷ ✹✳✶✹ ❘♦❝❦ ❉✐❛❣♥♦s✐s ▼❛♣s✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✼✸ ✹✳✶✺ ❘♦❝❦ ❉✐❛❣♥♦s✐s ❘❡✇❛r❞ ❊✈♦❧✉t✐♦♥✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✼✻ ✹✳✶✻ ❘♦❝❦ ❉✐❛❣♥♦s✐s P❡r❢♦r♠❛♥❝❡ ❛♥❞ ❚✐♠❡✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✼✻ ✺✳✶ ❡①♣❧♦✐t ❛❧❣♦r✐t❤♠✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✽✾ ✻✳✶ ✸✲st❛t❡ ▼❉P ❊①❛♠♣❧❡✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✾✺ ✻✳✷ ❇❛②❡s ❇♦♦st ❊①❛♠♣❧❡✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✾✻ ✻✳✸ ❚❤❡ ✺✲st❛t❡ ❈❤❛✐♥ Pr♦❜❧❡♠✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✵✸ ✻✳✹ ❈❤❛✐♥ Pr♦❜❧❡♠ P❛r❛♠❡t❡r ❚✉♥✐♥❣ ❘❡s✉❧ts✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✵✺ ✻✳✺ P❛✐♥t✴P♦❧✐s❤ Pr♦❜❧❡♠ ❉❡✜♥✐t✐♦♥✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✵✻ ✻✳✻ P❛✐♥t✴P♦❧✐s❤ Pr♦❜❧❡♠ P❛r❛♠❡t❡r ❚✉♥✐♥❣ ❘❡s✉❧ts✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✵✼ ✻✳✼ ▼❛r❜❧❡ ▼❛③❡ Pr♦❜❧❡♠✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✵✽ ✻✳✽ ▼❛r❜❧❡ ▼❛③❡ Pr♦❜❧❡♠ ❘❡s✉❧ts✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✵✽ ✼✳✶ ▼♦❞❡❧ ▲❡❛r♥✐♥❣ ❊①♣❡r✐♠❡♥t Pr♦❜❧❡♠s✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✶✼ ✼✳✷ ▼♦❞❡❧ ▲❡❛r♥✐♥❣ ❘❡s✉❧ts✿ ❈❤❛✐♥ ❱❛r✐❛t✐♦♥s ❛♥❞ ❈r✐t❡r✐❛✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✶✽ ✼✳✸ ▼♦❞❡❧ ▲❡❛r♥✐♥❣ ❘❡s✉❧ts✿ Pr♦❜❧❡♠s ❛♥❞ ❈r✐t❡r✐❛✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✶✾ ①✐✐✐

(17)
(18)

▲✐st ♦❢ ❚❛❜❧❡s

✸✳✶ P♦✐♥t✲❜❛s❡❞ ❛❧❣♦r✐t❤♠s ❜② str❛t❡❣✐❡s✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✸✽ ✹✳✶ ❈❛♠❡r❛✲❝❧❡❛♥ ❉✐❛❣♥♦s✐s ❘❡s✉❧ts✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✻✹ ✹✳✷ ❈❛♠❡r❛✲❝❧❡❛♥ ❙✉r✈❡✐❧❧❛♥❝❡ ❘❡s✉❧ts✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✻✻ ✹✳✸ ❈❛♠❡r❛✲❝❧❡❛♥ ▲♦❝❛❧✐③❛t✐♦♥ ❘❡s✉❧ts✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✻✾ ✹✳✹ ❘♦❝❦ ❉✐❛❣♥♦s✐s ❘❡s✉❧ts✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✼✹ ✹✳✺ ❈♦st✲❙❡♥s✐t✐✈❡ ❘♦❝❦ ❉✐❛❣♥♦s✐s ❘❡s✉❧ts✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✼✼ ✻✳✶ ❈❤❛✐♥ Pr♦❜❧❡♠ ❘❡s✉❧ts✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✵✹ ①✈

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(20)

▲✐st ♦❢ ❆❧❣♦r✐t❤♠s

✶ ❙②♥❝❤r♦♥♦✉s ❱❛❧✉❡ ■t❡r❛t✐♦♥ ❆❧❣♦r✐t❤♠✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✷✺ ✷ ❆s②♥❝❤r♦♥♦✉s ❱❛❧✉❡ ■t❡r❛t✐♦♥ ❆❧❣♦r✐t❤♠ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✷✻ ✸ ❊①❛❝t P❖▼❉P ❱❛❧✉❡ ■t❡r❛t✐♦♥ ❆❧❣♦r✐t❤♠✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✸✷ ✹ P❇❱■✿ P♦✐♥t✲❇❛s❡❞ ❱❛❧✉❡ ■t❡r❛t✐♦♥ ❆❧❣♦r✐t❤♠✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✸✺ ✺ P❊❘❙❊❯❙✿ ❘❛♥❞♦♠✐③❡❞ P♦✐♥t✲❇❛s❡❞ ❱❛❧✉❡ ■t❡r❛t✐♦♥ ❆❧❣♦r✐t❤♠✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✸✼ ✻ ❜♦❧t ❆❧❣♦rt✐❤♠✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✾✼ ✼ ■tér❛t✐♦♥ s✉r ❧❡s ✈❛❧❡✉rs ✭s②♥❝❤r♦♥❡✮ ✭❱■✮ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✹✾ ✽ ■tér❛t✐♦♥ s✉r ❧❛ ✈❛❧❡✉r ❛s②♥❝❤r♦♥❡ ✭❆❱■✮ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶✹✾ ①✈✐✐

(21)
(22)

◆♦♠❡♥❝❧❛t✉r❡

x ▲❛t✐♥ ❛♥❞ ●r❡❡❦ ❧❡tt❡rs ❛r❡ ✉s❡❞ t♦ ❞❡♥♦t❡ ✈❛r✐❛❜❧❡s θ ●r❡❡❦ ❧❡tt❡rs ❛r❡ ✉s✉❛❧❧② ✉s❡❞ t♦ ❞❡♥♦t❡ ♣❛r❛♠❡t❡r ✈❛r✐❛❜❧❡s X ❈❛♣✐t❛❧ ❧❛t✐♥ ❧❡tt❡rs ❛r❡ ✉s✉❛❧❧② ✉s❡❞ t♦ ❞❡♥♦t❡ r❛♥❞♦♠ ✈❛r✐❛❜❧❡s Θ ❈❛♣✐t❛❧ ●r❡❡❦ ❧❡tt❡rs ❛r❡ t♦ ❞❡♥♦t❡ r❛♥❞♦♠ ♣❛r❛♠❡t❡rs ❛♥❞ ✈❛r✐❛❜❧❡ s✐③❡ s❡ts X ❈❛❧❧✐❣r❛♣❤✐❝ ❝❛♣✐t❛❧ ❧❡tt❡rs ❛r❡ ✉s❡❞ t♦ ❞❡♥♦t❡ ✜①❡❞ s✐③❡ s❡ts ① ❇♦❧❞ ❧❡tt❡rs ✭❧❛t✐♥ ♦r ❣r❡❡❦✮ ❛r❡ ✉s❡❞ t♦ ❞❡♥♦t❡ ✈❡❝t♦rs ❳ ❈❛♣✐t❛❧ ❜♦❧❞ ❧❡tt❡rs ✭❧❛t✐♥ ♦r ❣r❡❡❦✮ ❛r❡ ✉s❡❞ ❢♦r ❞❡♥♦t✐♥❣ r❛♥❞♦♠ ✈❡❝t♦rs P ❇❧❛❝❦❜♦❛r❞ ❜♦❧❞ ❧❡tt❡rs ❛r❡ ✉s✉❛❧❧② ✉s❡❞ t♦ ❞❡♥♦t❡ ♣r♦❜❛❜✐❧✐t② ❞✐str✐❜✉t✐♦♥s✱ ❜✉t s♦♠❡t✐♠❡s t❤❡② ❛r❡ ✉s❡ t♦ ❞❡♥♦t❡ st❛♥❞❛r❞ ♥✉♠❜❡r s❡ts ❧✐❦❡ R ♦r N Xt ❚❤❡ s✉❜s❝r✐♣t t ✭❛♥❞ s♦♠❡t✐♠❡s i ♦r h✮ ❛r❡ ✉s❡❞ t♦ ❞❡♥♦t❡ ❞✐✛❡r❡♥t t✐♠❡ ✈❡rs✐♦♥s ♦❢ t❤❡ ♦❜❥❡❝t X(t) ❲❤❡♥ t❤❡ s✉❜s❝r✐♣t s♣❛❝❡ ✐s ❛❧r❡❛❞② ✉s❡❞✱ t❤❡ s✉♣❡rs❝r✐♣ts (t) ✐s ✉s❡❞ t♦ ❞❡♥♦t❡ ❞✐✛❡r❡♥t t✐♠❡ ✈❡rs✐♦♥s ♦❢ t❤❡ ♦❜❥❡❝t ①✐①

(23)
(24)

❈❤❛♣t❡r ✶

■♥tr♦❞✉❝t✐♦♥

❈♦♥t❡♥ts

✶✳✶ ❆❣❡♥t P❡rs♣❡❝t✐✈❡ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✶ ✶✳✷ ❙❡q✉❡♥t✐❛❧ ■♥❢♦r♠❛t✐♦♥ ●❛t❤❡r✐♥❣ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✷ ✶✳✸ ❆♥ ❊①❛♠♣❧❡ Pr♦❜❧❡♠ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✸ ✶✳✹ ❈♦♥tr✐❜✉t✐♦♥s ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✹ ✶✳✺ ❖✉t❧✐♥❡ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✳ ✺ ✏◆♦t❤✐♥❣ ✐s ♠♦r❡ ❞✐✣❝✉❧t✱ ❛♥❞ t❤❡r❡❢♦r❡ ♠♦r❡ ♣r❡❝✐♦✉s✱ t❤❛♥ t♦ ❜❡ ❛❜❧❡ t♦ ❞❡❝✐❞❡✳✑ ✖ ◆❛♣♦❧❡♦♥ ❇♦♥❛♣❛rt❡✳ ■♥ ❣❡♥❡r❛❧ t❡r♠s✱ t❤✐s ❞✐ss❡rt❛t✐♦♥ ✐s ❛❜♦✉t ♠❛❦✐♥❣ r❛t✐♦♥❛❧ ❞❡❝✐s✐♦♥s ✉♥❞❡r ❝❤❛❧❧❡♥❣✐♥❣ ❡♥✈✐r♦♥♠❡♥ts✳ ❚❤✐s s✉❜❥❡❝t ❤❛s ❜❡❡♥ st✉❞✐❡❞ ❡①t❡♥s✐✈❡❧② t❤r♦✉❣❤ ❤✐st♦r②✱ ❢r♦♠ t❤❡ ❛♥❝✐❡♥t ●r❡❡❦ ♣❤✐❧♦s♦♣❤❡rs t♦ t❤❡ ♠♦❞❡r♥ ❛rt✐✜❝✐❛❧ ✐♥t❡❧❧✐❣❡♥❝❡ s❝✐❡♥t✐sts✱ ②❡t t❤❡ ❢✉♥❞❛♠❡♥t❛❧ ❡♥t❛♥❣❧❡♠❡♥ts r❡♠❛✐♥ t❤❡ s❛♠❡✿ ❜❡s✐❞❡s t❤❡ s✐③❡ ♦❢ t❤❡ ♣r♦❜❧❡♠✱ ✐♥❝♦♠♣❧❡t❡ ✐♥❢♦r♠❛t✐♦♥ ❛♥❞ s❡q✉❡♥t✐❛❧ ❞❡❝✐s✐♦♥s ❛r❡ t❤❡ t✇♦ ♦t❤❡r ✐♥❣r❡❞✐❡♥ts ♦❢ ❛ ❝❤❛❧❧❡♥❣✐♥❣ ♣r♦❜❧❡♠✳ ■♥ ♦r❞❡r t♦ ❜♦✉♥❞ t❤✐s ❜r♦❛❞ s✉❜❥❡❝t✱ t❤❡ ❢♦❝✉s ✐s s❡t ✐♥ t❤✐s ❞✐ss❡rt❛t✐♦♥ ♦♥ ♥✉♠❡r✐❝❛❧ ♠❡t❤♦❞s✱ ✉s✉❛❧❧② ♥❡❣❧❡❝t✐♥❣ t❤❡ s②♠❜♦❧✐❝✱ ❝♦❣♥✐t✐✈❡✱ ❜✐♦❧♦❣✐❝❛❧ ❛♥❞ ♣❤✐❧♦s♦♣❤✐❝❛❧ ✐♠♣❧✐❝❛t✐♦♥s✳ ❍♦✇❡✈❡r✱ t❤✐s ❞♦❡s ♥♦t ♠❡❛♥ t❤❛t ✇❤❛t ✐s ♣r❡s❡♥t❡❞ ❤❡r❡ ✐s ✐♥❝♦♥s✐st❡♥t ✇✐t❤ t❤❡s❡ ♦t❤❡r ❛r❡❛s ♦❢ ❦♥♦✇❧❡❞❣❡✳ ❙♣❡❝✐✜❝❛❧❧②✱ ✇❡ ❛❞❞r❡ss t❤❡s❡ ♣r♦❜❧❡♠s ❢r♦♠ t❤❡ ❆rt✐✜❝✐❛❧ ■♥t❡❧❧✐❣❡♥❝❡ ✭❆■✮ ♣❡rs♣❡❝t✐✈❡✱ ✇❤❡r❡ t❤❡ ♦❜❥❡❝t✐✈❡ ✐s t♦ ♣r♦❞✉❝❡ ✐♥t❡❧❧✐❣❡♥t ❛✉t♦♥♦♠♦✉s ❛❣❡♥ts t❤❛t ❝❛♥ ❛❝t r❛t✐♦♥❛❧❧② ✐♥ ❝❤❛❧❧❡♥❣✐♥❣ ❡♥✈✐r♦♥♠❡♥ts✳ ■♥ t❤❡ ❡❛r❧② ❜❡❣✐♥♥✐♥❣s ♦❢ ❆■✱ ♣❡♦♣❧❡ t❤♦✉❣❤t t❤❛t✱ ✇✐t❤ t❤❡ r❛♣✐❞ ❞❡✈❡❧♦♣♠❡♥t ♦❢ ❢❛st ♣r♦❝❡ss♦rs ❛♥❞ ♠❡♠♦r② ✭✐✳❡✳✱ ▼♦♦r❡✬s ❧❛✇✮✱ t❤❡ ♣r♦❜❧❡♠ ♦❢ ❝r❡❛t✐♥❣ ❣❡♥❡r✐❝ ✐♥t❡❧❧✐❣❡♥t ❛rt✐✜❝✐❛❧ ❛❣❡♥ts ✇♦✉❧❞ ❜❡ s♦❧✈❡❞ ✐♥ ❛ ❝♦✉♣❧❡ ♦❢ ❞❡❝❛❞❡s✳ ❘❡❛❧✐t② ❤❛s ♣r♦✈❡♥ t♦ ❜❡ t♦✉❣❤❡r t❤❛♥ ❡①♣❡❝t❡❞✿ s❡✈❡r❛❧ t❤❡♦r❡t✐❝❛❧ q✉❡st✐♦♥s r❡♠❛✐♥ ✉♥s♦❧✈❡❞✱ s♦♠❡ ♣r♦❜❧❡♠s ❛r❡ ♣r♦✈❡♥ t♦ ❜❡ ✉♥❞❡❝✐❞❛❜❧❡✱ ❛♥❞ t❤❡ ❝♦♠♣✉t❛t✐♦♥❛❧ ❝♦♠♣❧❡①✐t② ♦❢ t❤❡ s♦❧✈❛❜❧❡ ❜✉t ❤❛r❞ ♣r♦❜❧❡♠s ✉s✉❛❧❧② ♦✈❡r✇❤❡❧♠s ❛♥② ❝♦♠♣✉t❛t✐♦♥❛❧ s②st❡♠✳ Pr♦❜❛❜❧②✱ t❤✐s ❡①♣❡❝t❛t✐♦♥ ❣❛♣ ✐s ❞✉❡ t♦ t❤❡ ✐♥✐t✐❛❧ ✉♥❞❡r❡st✐♠❛t✐♦♥ ♦❢ ❝♦♠♣❧❡① r❡❛❧✲✇♦r❧❞ ❡♥✈✐r♦♥♠❡♥ts ✭❡✳❣✳✱ ✉♥❝❡rt❛✐♥✱ ❞②♥❛♠✐❝✱ ✉♥❜♦✉♥❞❡❞✱ ❧❛r❣❡✱ ❡t❝✳✮✱ ✇❤✐❝❤ ✐s t❤❡ ♠❛✐♥ st✉♠❜❧✐♥❣ ❜❧♦❝❦ ❢♦r ❆■ ❛❣❡♥ts s♦ ❢❛r✳ ❚❤❡ ❝♦♥✢✉❡♥❝❡ ♦❢ s❡✈❡r❛❧ ❞✐s❝✐♣❧✐♥❡s ❛r♦✉♥❞ ❆■✱ s✉❝❤ ❛s st❛t✐st✐❝s✱ ❝♦♥tr♦❧ t❤❡♦r②✱ ✐♥❢♦r♠❛t✐♦♥ t❤❡♦r②✱ ♦♣t✐♠✐③❛t✐♦♥✱ ❜✐♦❧♦❣② ❛♥❞ ♥❡✉r♦s❝✐❡♥❝❡✱ ❤❛s ❜❡❡♥ t❤❡ s♦✉r❝❡ ♦❢ s✉❝❝❡ss ✐♥ ♠♦st ♦❢ t❤❡ ❝♦♠♣❧❡① ♣r♦❜❧❡♠s ✇❤❡r❡ ❆■ ✐s ❛♣♣❧✐❡❞ ♥♦✇❛❞❛②s✳ ❍♦✇❡✈❡r✱ ❞❡✈❡❧♦♣✐♥❣ ❛✉t♦♥♦♠♦✉s ❛❣❡♥ts t❤❛t ♠❛❦❡ ❝♦rr❡❝t ❞❡❝✐s✐♦♥s ✉♥❞❡r r❡❛❧✲✇♦r❧❞ ❡♥✈✐r♦♥♠❡♥ts ✐s st✐❧❧ ❛ ❦❡② ❝❤❛❧❧❡♥❣❡ ❢♦r ❆■✳

✶✳✶ ❆❣❡♥t P❡rs♣❡❝t✐✈❡

■♥ s✐♠♣❧❡ t❡r♠s✱ ❛♥ ❛❣❡♥t ✐s ❛♥ ❡♥t✐t② t❤❛t ♣❡r❝❡✐✈❡s ✐ts ❡♥✈✐r♦♥♠❡♥t t❤r♦✉❣❤ s❡♥s♦rs✱ ❣❡♥❡r❛t✐♥❣ ❞❛t❛ t❤❛t t②♣✐❝❛❧❧② ❢❡❡❞s ❛♥ ✐♥t❡r♥❛❧ ♠♦❞❡❧ ♦❢ t❤❡ ❡♥✈✐r♦♥♠❡♥t ✉s❡❞ t♦ ✐♥❢❡r ❛♥❞ ♠❛❦❡ ❞❡❝✐s✐♦♥s✳ ❚❤❡s❡ ❞❡❝✐s✐♦♥s ❛r❡ tr❛♥s❧❛t❡❞ ✐♥t♦ ❛❝t✐♦♥s ♣❡r❢♦r♠❡❞ ❜② t❤❡ ❛❝t✉❛t♦rs t❤❛t ♠♦❞✐❢② t❤❡ ❡♥✈✐r♦♥♠❡♥t ❛♥❞✴♦r t❤❡ ❛❣❡♥t ✐ts❡❧❢ ✭s❡❡ ❋✐❣✉r❡ ✶✳✶✮✳ ✶

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