tst rts qts s - PowerPoint PPT Presentation

♥♦♥❤♦♠♦❣❡♥❡♦✉s ✭✐✳❡✳ ♥♦♥✲❝♦♥st❛♥t ❞❡♥s✐t②✮ s◆❙❡✳ ❆✐♠ ♦❢ t❤❡ t❛❧❦✿ t♦ s❦❡t❝❤ ✐♥❢♦r♠❛❧❧② t❤❡ ▲♦❡❜ s♣❛❝❡ ❛♣♣r♦❛❝❤ ❛♥❞ ✇❤❛t ❝❛♥ ❜❡ ❛❝❤✐❡✈❡❞ ✐♥ t❤❡s❡ ❛r❡❛s✳ ❚❤❡ ❙❚❖❈❍❆❙❚■❈ ◆❆❱■❊❘ ❙❚❖❑❊❙ ❊◗❯❆❚■❖◆❙ ✭s◆❙❡✮ ✐♥ ❛ ❜♦✉♥❞❡❞ ❞♦♠❛✐♥ ❉ ⊂ R ❞ ✭ ❞ = ✷ , ✸✮ ✇✐t❤ ♠✉❧t✐♣❧✐❝❛t✐✈❡ ♥♦✐s❡✿ � � � ❞✉ = ν ∆ ✉ − � ✉ , ∇� ✉ + ❢ ( t , ✉ ) − ∇ ♣ ❞t + ❣ ( t , ✉ ) ❞✇ t ❞✐✈ ✉ = ✵ ✉ ( t , ① , ω ) = ✭r❛♥❞♦♠✮ ✈❡❧♦❝✐t② ♦❢ t❤❡ ✢✉✐❞ ❛t t❤❡ ❧♦❝❛t✐♦♥ ① ∈ ❉ ❛t t✐♠❡ t ✿ ✉ : [ ✵ , ∞ ) × ❉ × Ω → R ❞ Ω ❂ ❞♦♠❛✐♥ ♦❢ ❛♥ ✉♥❞❡r❧②✐♥❣ ♣r♦❜❛❜✐❧✐t② s♣❛❝❡✳ ■♥✐t✐❛❧ ❝♦♥❞✐t✐♦♥ ✉ ( ✵ ) = ✉ ✵ ✭♠❛② ❜❡ r❛♥❞♦♠✮❀ ❜♦✉♥❞❛r② ❝♦♥❞✐t✐♦♥ ✐s ❡✐t❤❡r ✉ ( t , ① ) = ✵ ❢♦r ① ∈ ∂ ❉ ✭♦r s♦♠❡t✐♠❡s ♣❡r✐♦❞✐❝ ❢♦r ❞ = ✷✮✳ ❋✐rst s♦❧✉t✐♦♥s ✐♥ ❞ = ✸✿ ❈❛♣✐➠s❦✐ ✫ ◆❏❈ ✭✶✾✾✶✮ ✉s✐♥❣ ▲♦❡❜ s♣❛❝❡ ♠❡t❤♦❞s✳ ▼❡t❤♦❞s ❡①t❡♥❞ t♦ ❣✐✈❡ r❡s✉❧ts ♦♥✿ � ❛ttr❛❝t♦rs ❢♦r s◆❙❡ � ♦♣t✐♠❛❧ ❝♦♥tr♦❧ t❤❡♦r② ❢♦r s◆❙❡

❆✐♠ ♦❢ t❤❡ t❛❧❦✿ t♦ s❦❡t❝❤ ✐♥❢♦r♠❛❧❧② t❤❡ ▲♦❡❜ s♣❛❝❡ ❛♣♣r♦❛❝❤ ❛♥❞ ✇❤❛t ❝❛♥ ❜❡ ❛❝❤✐❡✈❡❞ ✐♥ t❤❡s❡ ❛r❡❛s✳ ❚❤❡ ❙❚❖❈❍❆❙❚■❈ ◆❆❱■❊❘ ❙❚❖❑❊❙ ❊◗❯❆❚■❖◆❙ ✭s◆❙❡✮ ✐♥ ❛ ❜♦✉♥❞❡❞ ❞♦♠❛✐♥ ❉ ⊂ R ❞ ✭ ❞ = ✷ , ✸✮ ✇✐t❤ ♠✉❧t✐♣❧✐❝❛t✐✈❡ ♥♦✐s❡✿ � � � ❞✉ = ν ∆ ✉ − � ✉ , ∇� ✉ + ❢ ( t , ✉ ) − ∇ ♣ ❞t + ❣ ( t , ✉ ) ❞✇ t ❞✐✈ ✉ = ✵ ✉ ( t , ① , ω ) = ✭r❛♥❞♦♠✮ ✈❡❧♦❝✐t② ♦❢ t❤❡ ✢✉✐❞ ❛t t❤❡ ❧♦❝❛t✐♦♥ ① ∈ ❉ ❛t t✐♠❡ t ✿ ✉ : [ ✵ , ∞ ) × ❉ × Ω → R ❞ Ω ❂ ❞♦♠❛✐♥ ♦❢ ❛♥ ✉♥❞❡r❧②✐♥❣ ♣r♦❜❛❜✐❧✐t② s♣❛❝❡✳ ■♥✐t✐❛❧ ❝♦♥❞✐t✐♦♥ ✉ ( ✵ ) = ✉ ✵ ✭♠❛② ❜❡ r❛♥❞♦♠✮❀ ❜♦✉♥❞❛r② ❝♦♥❞✐t✐♦♥ ✐s ❡✐t❤❡r ✉ ( t , ① ) = ✵ ❢♦r ① ∈ ∂ ❉ ✭♦r s♦♠❡t✐♠❡s ♣❡r✐♦❞✐❝ ❢♦r ❞ = ✷✮✳ ❋✐rst s♦❧✉t✐♦♥s ✐♥ ❞ = ✸✿ ❈❛♣✐➠s❦✐ ✫ ◆❏❈ ✭✶✾✾✶✮ ✉s✐♥❣ ▲♦❡❜ s♣❛❝❡ ♠❡t❤♦❞s✳ ▼❡t❤♦❞s ❡①t❡♥❞ t♦ ❣✐✈❡ r❡s✉❧ts ♦♥✿ � ❛ttr❛❝t♦rs ❢♦r s◆❙❡ � ♦♣t✐♠❛❧ ❝♦♥tr♦❧ t❤❡♦r② ❢♦r s◆❙❡ � ♥♦♥❤♦♠♦❣❡♥❡♦✉s ✭✐✳❡✳ ♥♦♥✲❝♦♥st❛♥t ❞❡♥s✐t②✮ s◆❙❡✳

❚❤❡ ❙❚❖❈❍❆❙❚■❈ ◆❆❱■❊❘ ❙❚❖❑❊❙ ❊◗❯❆❚■❖◆❙ ✭s◆❙❡✮ ✐♥ ❛ ❜♦✉♥❞❡❞ ❞♦♠❛✐♥ ❉ ⊂ R ❞ ✭ ❞ = ✷ , ✸✮ ✇✐t❤ ♠✉❧t✐♣❧✐❝❛t✐✈❡ ♥♦✐s❡✿ � � � ❞✉ = ν ∆ ✉ − � ✉ , ∇� ✉ + ❢ ( t , ✉ ) − ∇ ♣ ❞t + ❣ ( t , ✉ ) ❞✇ t ❞✐✈ ✉ = ✵ ✉ ( t , ① , ω ) = ✭r❛♥❞♦♠✮ ✈❡❧♦❝✐t② ♦❢ t❤❡ ✢✉✐❞ ❛t t❤❡ ❧♦❝❛t✐♦♥ ① ∈ ❉ ❛t t✐♠❡ t ✿ ✉ : [ ✵ , ∞ ) × ❉ × Ω → R ❞ Ω ❂ ❞♦♠❛✐♥ ♦❢ ❛♥ ✉♥❞❡r❧②✐♥❣ ♣r♦❜❛❜✐❧✐t② s♣❛❝❡✳ ■♥✐t✐❛❧ ❝♦♥❞✐t✐♦♥ ✉ ( ✵ ) = ✉ ✵ ✭♠❛② ❜❡ r❛♥❞♦♠✮❀ ❜♦✉♥❞❛r② ❝♦♥❞✐t✐♦♥ ✐s ❡✐t❤❡r ✉ ( t , ① ) = ✵ ❢♦r ① ∈ ∂ ❉ ✭♦r s♦♠❡t✐♠❡s ♣❡r✐♦❞✐❝ ❢♦r ❞ = ✷✮✳ ❋✐rst s♦❧✉t✐♦♥s ✐♥ ❞ = ✸✿ ❈❛♣✐➠s❦✐ ✫ ◆❏❈ ✭✶✾✾✶✮ ✉s✐♥❣ ▲♦❡❜ s♣❛❝❡ ♠❡t❤♦❞s✳ ▼❡t❤♦❞s ❡①t❡♥❞ t♦ ❣✐✈❡ r❡s✉❧ts ♦♥✿ � ❛ttr❛❝t♦rs ❢♦r s◆❙❡ � ♦♣t✐♠❛❧ ❝♦♥tr♦❧ t❤❡♦r② ❢♦r s◆❙❡ � ♥♦♥❤♦♠♦❣❡♥❡♦✉s ✭✐✳❡✳ ♥♦♥✲❝♦♥st❛♥t ❞❡♥s✐t②✮ s◆❙❡✳ ❆✐♠ ♦❢ t❤❡ t❛❧❦✿ t♦ s❦❡t❝❤ ✐♥❢♦r♠❛❧❧② t❤❡ ▲♦❡❜ s♣❛❝❡ ❛♣♣r♦❛❝❤ ❛♥❞ ✇❤❛t ❝❛♥ ❜❡ ❛❝❤✐❡✈❡❞ ✐♥ t❤❡s❡ ❛r❡❛s✳

❍ ❛♥❞ ❱ ❛r❡ ❍✐❧❜❡rt s♣❛❝❡s ✇✐t❤ s❝❛❧❛r ♣r♦❞✉❝ts ❛♥❞ r❡s♣✳ ❆ ❂ s❡❧❢ ❛❞❥♦✐♥t ❡①t❡♥s✐♦♥ ♦❢ t❤❡ ♣r♦❥❡❝t✐♦♥ ♦❢ ✐♥ ❍ ❀ ❆ ❤❛s ❛♥ ♦rt❤♦♥♦r♠❛❧ ❜❛s✐s ❡ ❦ ♦❢ ❡✐❣❡♥❢✉♥❝t✐♦♥s ✇✐t❤ ❡✐❣❡♥✈❛❧✉❡s ✵ ✳ ❦ ❍ ♠ s♣❛♥ ❡ ✶ ❡ ♠ ❱ ✳ ❚❤❡ ♦♣❡r❛t♦r ❇ ✉ ✐s ❞❡✜♥❡❞ ❜② ❇ ✉ ✇ ✉ ✉ ✇ ✳ ❚❤❡ s◆❙❡ ❛r❡ ♥♦✇ ❢♦r♠✉❧❛t❡❞ ❛s ❛ st♦❝❤❛st✐❝ ❞✐✛❡r❡♥t✐❛❧ ❡q✉❛t✐♦♥ ✐♥ ❍ ✿ ❞✉ ❆✉ ❇ ✉ ❢ t ✉ ❞t ❣ t ✉ ❞✇ t ■♥✐t✐❛❧❧② r❡❣❛r❞ t❤✐s ❛s ❛♥ ❡q✉❛t✐♦♥ ✐♥ ❱ ✭t❤❡ ❞✉❛❧ ♦❢ ❱ ✮ ❛❧t❤♦✉❣❤ ✐t t✉r♥s ♦✉t t❤❛t s♦❧✉t✐♦♥s ❧✐✈❡ ✐♥ ❍ ✭❛♥❞ ✐♥ ❢❛❝t ✐♥ ❱ ❢♦r ❛❧♠♦st ❛❧❧ t✐♠❡s✮✳ ▼❛t❤❡♠❛t✐❝❛❧ ❋♦r♠✉❧❛t✐♦♥ ✲ ❍✐❧❜❡rt s♣❛❝❡ s❡tt✐♥❣ ❙❡t H = { ✉ ∈ ❈ ∞ ✵ ( ❉ , R ❞ ) ✿ ❞✐✈ ✉ = ✵ } ✇✐t❤ ♥♦r♠s | ✉ | ❛♥❞ � ✉ � ❞❡r✐✈❡❞ ❢r♦♠ � ∂ ✉ ❞ ❞ � � , ∂ ✈ � � ✉ ❥ ( ① ) ✈ ❥ ( ① ) ❞① , ( ✉ , ✈ ) = ( ( ✉ , ✈ ) ) = ∂ ① ❥ ∂ ① ❥ ❉ ❥ = ✶ ❥ = ✶ ❍ ❂ ❝❧♦s✉r❡ ♦❢ H ✐♥ t❤❡ ♥♦r♠ | ✉ | ❛♥❞ ❱ ✐s t❤❡ ❝❧♦s✉r❡ ✐♥ ♥♦r♠ | ✉ | + � ✉ � .

❆ ❂ s❡❧❢ ❛❞❥♦✐♥t ❡①t❡♥s✐♦♥ ♦❢ t❤❡ ♣r♦❥❡❝t✐♦♥ ♦❢ ✐♥ ❍ ❀ ❆ ❤❛s ❛♥ ♦rt❤♦♥♦r♠❛❧ ❜❛s✐s ❡ ❦ ♦❢ ❡✐❣❡♥❢✉♥❝t✐♦♥s ✇✐t❤ ❡✐❣❡♥✈❛❧✉❡s ✵ ✳ ❦ ❍ ♠ s♣❛♥ ❡ ✶ ❡ ♠ ❱ ✳ ❚❤❡ ♦♣❡r❛t♦r ❇ ✉ ✐s ❞❡✜♥❡❞ ❜② ❇ ✉ ✇ ✉ ✉ ✇ ✳ ❚❤❡ s◆❙❡ ❛r❡ ♥♦✇ ❢♦r♠✉❧❛t❡❞ ❛s ❛ st♦❝❤❛st✐❝ ❞✐✛❡r❡♥t✐❛❧ ❡q✉❛t✐♦♥ ✐♥ ❍ ✿ ❞✉ ❆✉ ❇ ✉ ❢ t ✉ ❞t ❣ t ✉ ❞✇ t ■♥✐t✐❛❧❧② r❡❣❛r❞ t❤✐s ❛s ❛♥ ❡q✉❛t✐♦♥ ✐♥ ❱ ✭t❤❡ ❞✉❛❧ ♦❢ ❱ ✮ ❛❧t❤♦✉❣❤ ✐t t✉r♥s ♦✉t t❤❛t s♦❧✉t✐♦♥s ❧✐✈❡ ✐♥ ❍ ✭❛♥❞ ✐♥ ❢❛❝t ✐♥ ❱ ❢♦r ❛❧♠♦st ❛❧❧ t✐♠❡s✮✳ ▼❛t❤❡♠❛t✐❝❛❧ ❋♦r♠✉❧❛t✐♦♥ ✲ ❍✐❧❜❡rt s♣❛❝❡ s❡tt✐♥❣ ❙❡t H = { ✉ ∈ ❈ ∞ ✵ ( ❉ , R ❞ ) ✿ ❞✐✈ ✉ = ✵ } ✇✐t❤ ♥♦r♠s | ✉ | ❛♥❞ � ✉ � ❞❡r✐✈❡❞ ❢r♦♠ � ∂ ✉ ❞ ❞ � � , ∂ ✈ � � ✉ ❥ ( ① ) ✈ ❥ ( ① ) ❞① , ( ✉ , ✈ ) = ( ( ✉ , ✈ ) ) = ∂ ① ❥ ∂ ① ❥ ❉ ❥ = ✶ ❥ = ✶ ❍ ❂ ❝❧♦s✉r❡ ♦❢ H ✐♥ t❤❡ ♥♦r♠ | ✉ | ❛♥❞ ❱ ✐s t❤❡ ❝❧♦s✉r❡ ✐♥ ♥♦r♠ | ✉ | + � ✉ � . ❍ ❛♥❞ ❱ ❛r❡ ❍✐❧❜❡rt s♣❛❝❡s ✇✐t❤ s❝❛❧❛r ♣r♦❞✉❝ts ( · , · ) ❛♥❞ ( ( · , · ) ) r❡s♣✳

❍ ♠ s♣❛♥ ❡ ✶ ❡ ♠ ❱ ✳ ❚❤❡ ♦♣❡r❛t♦r ❇ ✉ ✐s ❞❡✜♥❡❞ ❜② ❇ ✉ ✇ ✉ ✉ ✇ ✳ ❚❤❡ s◆❙❡ ❛r❡ ♥♦✇ ❢♦r♠✉❧❛t❡❞ ❛s ❛ st♦❝❤❛st✐❝ ❞✐✛❡r❡♥t✐❛❧ ❡q✉❛t✐♦♥ ✐♥ ❍ ✿ ❞✉ ❆✉ ❇ ✉ ❢ t ✉ ❞t ❣ t ✉ ❞✇ t ■♥✐t✐❛❧❧② r❡❣❛r❞ t❤✐s ❛s ❛♥ ❡q✉❛t✐♦♥ ✐♥ ❱ ✭t❤❡ ❞✉❛❧ ♦❢ ❱ ✮ ❛❧t❤♦✉❣❤ ✐t t✉r♥s ♦✉t t❤❛t s♦❧✉t✐♦♥s ❧✐✈❡ ✐♥ ❍ ✭❛♥❞ ✐♥ ❢❛❝t ✐♥ ❱ ❢♦r ❛❧♠♦st ❛❧❧ t✐♠❡s✮✳ ▼❛t❤❡♠❛t✐❝❛❧ ❋♦r♠✉❧❛t✐♦♥ ✲ ❍✐❧❜❡rt s♣❛❝❡ s❡tt✐♥❣ ❙❡t H = { ✉ ∈ ❈ ∞ ✵ ( ❉ , R ❞ ) ✿ ❞✐✈ ✉ = ✵ } ✇✐t❤ ♥♦r♠s | ✉ | ❛♥❞ � ✉ � ❞❡r✐✈❡❞ ❢r♦♠ � ∂ ✉ ❞ ❞ � � , ∂ ✈ � � ✉ ❥ ( ① ) ✈ ❥ ( ① ) ❞① , ( ✉ , ✈ ) = ( ( ✉ , ✈ ) ) = ∂ ① ❥ ∂ ① ❥ ❉ ❥ = ✶ ❥ = ✶ ❍ ❂ ❝❧♦s✉r❡ ♦❢ H ✐♥ t❤❡ ♥♦r♠ | ✉ | ❛♥❞ ❱ ✐s t❤❡ ❝❧♦s✉r❡ ✐♥ ♥♦r♠ | ✉ | + � ✉ � . ❍ ❛♥❞ ❱ ❛r❡ ❍✐❧❜❡rt s♣❛❝❡s ✇✐t❤ s❝❛❧❛r ♣r♦❞✉❝ts ( · , · ) ❛♥❞ ( ( · , · ) ) r❡s♣✳ ❆ ❂ s❡❧❢ ❛❞❥♦✐♥t ❡①t❡♥s✐♦♥ ♦❢ t❤❡ ♣r♦❥❡❝t✐♦♥ ♦❢ − ∆ ✐♥ ❍ ❀ ❆ ❤❛s ❛♥ ♦rt❤♦♥♦r♠❛❧ ❜❛s✐s { ❡ ❦ } ♦❢ ❡✐❣❡♥❢✉♥❝t✐♦♥s ✇✐t❤ ❡✐❣❡♥✈❛❧✉❡s ✵ < λ ❦ ր ∞ ✳

❚❤❡ ♦♣❡r❛t♦r ❇ ✉ ✐s ❞❡✜♥❡❞ ❜② ❇ ✉ ✇ ✉ ✉ ✇ ✳ ❚❤❡ s◆❙❡ ❛r❡ ♥♦✇ ❢♦r♠✉❧❛t❡❞ ❛s ❛ st♦❝❤❛st✐❝ ❞✐✛❡r❡♥t✐❛❧ ❡q✉❛t✐♦♥ ✐♥ ❍ ✿ ❞✉ ❆✉ ❇ ✉ ❢ t ✉ ❞t ❣ t ✉ ❞✇ t ■♥✐t✐❛❧❧② r❡❣❛r❞ t❤✐s ❛s ❛♥ ❡q✉❛t✐♦♥ ✐♥ ❱ ✭t❤❡ ❞✉❛❧ ♦❢ ❱ ✮ ❛❧t❤♦✉❣❤ ✐t t✉r♥s ♦✉t t❤❛t s♦❧✉t✐♦♥s ❧✐✈❡ ✐♥ ❍ ✭❛♥❞ ✐♥ ❢❛❝t ✐♥ ❱ ❢♦r ❛❧♠♦st ❛❧❧ t✐♠❡s✮✳ ▼❛t❤❡♠❛t✐❝❛❧ ❋♦r♠✉❧❛t✐♦♥ ✲ ❍✐❧❜❡rt s♣❛❝❡ s❡tt✐♥❣ ❙❡t H = { ✉ ∈ ❈ ∞ ✵ ( ❉ , R ❞ ) ✿ ❞✐✈ ✉ = ✵ } ✇✐t❤ ♥♦r♠s | ✉ | ❛♥❞ � ✉ � ❞❡r✐✈❡❞ ❢r♦♠ � ∂ ✉ ❞ ❞ � � , ∂ ✈ � � ✉ ❥ ( ① ) ✈ ❥ ( ① ) ❞① , ( ✉ , ✈ ) = ( ( ✉ , ✈ ) ) = ∂ ① ❥ ∂ ① ❥ ❉ ❥ = ✶ ❥ = ✶ ❍ ❂ ❝❧♦s✉r❡ ♦❢ H ✐♥ t❤❡ ♥♦r♠ | ✉ | ❛♥❞ ❱ ✐s t❤❡ ❝❧♦s✉r❡ ✐♥ ♥♦r♠ | ✉ | + � ✉ � . ❍ ❛♥❞ ❱ ❛r❡ ❍✐❧❜❡rt s♣❛❝❡s ✇✐t❤ s❝❛❧❛r ♣r♦❞✉❝ts ( · , · ) ❛♥❞ ( ( · , · ) ) r❡s♣✳ ❆ ❂ s❡❧❢ ❛❞❥♦✐♥t ❡①t❡♥s✐♦♥ ♦❢ t❤❡ ♣r♦❥❡❝t✐♦♥ ♦❢ − ∆ ✐♥ ❍ ❀ ❆ ❤❛s ❛♥ ♦rt❤♦♥♦r♠❛❧ ❜❛s✐s { ❡ ❦ } ♦❢ ❡✐❣❡♥❢✉♥❝t✐♦♥s ✇✐t❤ ❡✐❣❡♥✈❛❧✉❡s ✵ < λ ❦ ր ∞ ✳ ❍ ♠ = s♣❛♥ { ❡ ✶ , . . . , ❡ ♠ } ⊂ ❱ ✳

❚❤❡ s◆❙❡ ❛r❡ ♥♦✇ ❢♦r♠✉❧❛t❡❞ ❛s ❛ st♦❝❤❛st✐❝ ❞✐✛❡r❡♥t✐❛❧ ❡q✉❛t✐♦♥ ✐♥ ❍ ✿ ❞✉ ❆✉ ❇ ✉ ❢ t ✉ ❞t ❣ t ✉ ❞✇ t ■♥✐t✐❛❧❧② r❡❣❛r❞ t❤✐s ❛s ❛♥ ❡q✉❛t✐♦♥ ✐♥ ❱ ✭t❤❡ ❞✉❛❧ ♦❢ ❱ ✮ ❛❧t❤♦✉❣❤ ✐t t✉r♥s ♦✉t t❤❛t s♦❧✉t✐♦♥s ❧✐✈❡ ✐♥ ❍ ✭❛♥❞ ✐♥ ❢❛❝t ✐♥ ❱ ❢♦r ❛❧♠♦st ❛❧❧ t✐♠❡s✮✳ ▼❛t❤❡♠❛t✐❝❛❧ ❋♦r♠✉❧❛t✐♦♥ ✲ ❍✐❧❜❡rt s♣❛❝❡ s❡tt✐♥❣ ❙❡t H = { ✉ ∈ ❈ ∞ ✵ ( ❉ , R ❞ ) ✿ ❞✐✈ ✉ = ✵ } ✇✐t❤ ♥♦r♠s | ✉ | ❛♥❞ � ✉ � ❞❡r✐✈❡❞ ❢r♦♠ � ∂ ✉ ❞ ❞ � � , ∂ ✈ � � ✉ ❥ ( ① ) ✈ ❥ ( ① ) ❞① , ( ✉ , ✈ ) = ( ( ✉ , ✈ ) ) = ∂ ① ❥ ∂ ① ❥ ❉ ❥ = ✶ ❥ = ✶ ❍ ❂ ❝❧♦s✉r❡ ♦❢ H ✐♥ t❤❡ ♥♦r♠ | ✉ | ❛♥❞ ❱ ✐s t❤❡ ❝❧♦s✉r❡ ✐♥ ♥♦r♠ | ✉ | + � ✉ � . ❍ ❛♥❞ ❱ ❛r❡ ❍✐❧❜❡rt s♣❛❝❡s ✇✐t❤ s❝❛❧❛r ♣r♦❞✉❝ts ( · , · ) ❛♥❞ ( ( · , · ) ) r❡s♣✳ ❆ ❂ s❡❧❢ ❛❞❥♦✐♥t ❡①t❡♥s✐♦♥ ♦❢ t❤❡ ♣r♦❥❡❝t✐♦♥ ♦❢ − ∆ ✐♥ ❍ ❀ ❆ ❤❛s ❛♥ ♦rt❤♦♥♦r♠❛❧ ❜❛s✐s { ❡ ❦ } ♦❢ ❡✐❣❡♥❢✉♥❝t✐♦♥s ✇✐t❤ ❡✐❣❡♥✈❛❧✉❡s ✵ < λ ❦ ր ∞ ✳ ❍ ♠ = s♣❛♥ { ❡ ✶ , . . . , ❡ ♠ } ⊂ ❱ ✳ ❚❤❡ ♦♣❡r❛t♦r ❇ ( ✉ ) ✐s ❞❡✜♥❡❞ ❜② ❇ ( ✉ ) ✇ = ( � ✉ , ∇� ✉ , ✇ ) ✳

▼❛t❤❡♠❛t✐❝❛❧ ❋♦r♠✉❧❛t✐♦♥ ✲ ❍✐❧❜❡rt s♣❛❝❡ s❡tt✐♥❣ ❙❡t H = { ✉ ∈ ❈ ∞ ✵ ( ❉ , R ❞ ) ✿ ❞✐✈ ✉ = ✵ } ✇✐t❤ ♥♦r♠s | ✉ | ❛♥❞ � ✉ � ❞❡r✐✈❡❞ ❢r♦♠ � ∂ ✉ ❞ ❞ � � , ∂ ✈ � � ✉ ❥ ( ① ) ✈ ❥ ( ① ) ❞① , ( ✉ , ✈ ) = ( ( ✉ , ✈ ) ) = ∂ ① ❥ ∂ ① ❥ ❉ ❥ = ✶ ❥ = ✶ ❍ ❂ ❝❧♦s✉r❡ ♦❢ H ✐♥ t❤❡ ♥♦r♠ | ✉ | ❛♥❞ ❱ ✐s t❤❡ ❝❧♦s✉r❡ ✐♥ ♥♦r♠ | ✉ | + � ✉ � . ❍ ❛♥❞ ❱ ❛r❡ ❍✐❧❜❡rt s♣❛❝❡s ✇✐t❤ s❝❛❧❛r ♣r♦❞✉❝ts ( · , · ) ❛♥❞ ( ( · , · ) ) r❡s♣✳ ❆ ❂ s❡❧❢ ❛❞❥♦✐♥t ❡①t❡♥s✐♦♥ ♦❢ t❤❡ ♣r♦❥❡❝t✐♦♥ ♦❢ − ∆ ✐♥ ❍ ❀ ❆ ❤❛s ❛♥ ♦rt❤♦♥♦r♠❛❧ ❜❛s✐s { ❡ ❦ } ♦❢ ❡✐❣❡♥❢✉♥❝t✐♦♥s ✇✐t❤ ❡✐❣❡♥✈❛❧✉❡s ✵ < λ ❦ ր ∞ ✳ ❍ ♠ = s♣❛♥ { ❡ ✶ , . . . , ❡ ♠ } ⊂ ❱ ✳ ❚❤❡ ♦♣❡r❛t♦r ❇ ( ✉ ) ✐s ❞❡✜♥❡❞ ❜② ❇ ( ✉ ) ✇ = ( � ✉ , ∇� ✉ , ✇ ) ✳ ❚❤❡ s◆❙❡ ❛r❡ ♥♦✇ ❢♦r♠✉❧❛t❡❞ ❛s ❛ st♦❝❤❛st✐❝ ❞✐✛❡r❡♥t✐❛❧ ❡q✉❛t✐♦♥ ✐♥ ❍ ✿ ❞✉ = [ − ν ❆✉ − ❇ ( ✉ ) + ❢ ( t , ✉ )] ❞t + ❣ ( t , ✉ ) ❞✇ t ■♥✐t✐❛❧❧② r❡❣❛r❞ t❤✐s ❛s ❛♥ ❡q✉❛t✐♦♥ ✐♥ ❱ ′ ✭t❤❡ ❞✉❛❧ ♦❢ ❱ ✮ ❛❧t❤♦✉❣❤ ✐t t✉r♥s ♦✉t t❤❛t s♦❧✉t✐♦♥s ❧✐✈❡ ✐♥ ❍ ✭❛♥❞ ✐♥ ❢❛❝t ✐♥ ❱ ❢♦r ❛❧♠♦st ❛❧❧ t✐♠❡s✮✳

❚❤❡ ♥♦✐s❡ ✇ ✵ ❍ ✐s ❛ ❲✐❡♥❡r ♣r♦❝❡ss ✇✐t❤ tr❛❝❡ ❝❧❛ss ❝♦✈❛r✐❛♥❝❡✳ ❚❤❡ ❝♦❡✣❝✐❡♥ts ❣ ✵ ❱ ▲ ❍ ❍ ❛♥❞ ❢ ✵ ❱ ❱ ❝❛♥ ❜❡ q✉✐t❡ ❣❡♥❡r❛❧ ✲ ✇❡ ♦♥❧② ♥❡❡❞ ❛♣♣r♦♣r✐❛t❡ ❝♦♥t✐♥✉✐t② ❛♥❞ ❣r♦✇t❤ ❝♦♥❞✐t✐♦♥s✳ ✭❚❤❡ r❡str✐❝t✐♦♥ t♦ ❱ ✐♥ t❤❡ ❞♦♠❛✐♥s ✐s s✉✣❝✐❡♥t ❜❡❝❛✉s❡ s♦❧✉t✐♦♥s ✇✐❧❧ ❧✐❡ ✐♥ ❱ ❢♦r ❛❧♠♦st ❛❧❧ t✐♠❡s✳✮ ◆♦t❡ ❚❤❡ ♣r❡ss✉r❡ ❤❛s ❞✐s❛♣♣❡❛r❡❞✱ ❜❡❝❛✉s❡ ♣ ✵ ✐♥ ❱ ✳ ❞✉ = [ − ν ❆✉ − ❇ ( ✉ ) + ❢ ( t , ✉ )] ❞t + ❣ ( t , ✉ ) ❞✇ t ✭✶✮ ❚❤❡ ❡q✉❛t✐♦♥ ✐s ✉♥❞❡rst♦♦❞ ❛s ❛ ✇❡❛❦ ✐♥t❡❣r❛❧ ❡q✉❛t✐♦♥ ✿ � t � t ✉ ( t ) = ✉ ✵ + [ ν ❆✉ ( s ) − ❇ ( ✉ ( s )) + ❢ ( s , ✉ ( s ))] ❞s + ❣ ( s , ✉ ( s )) ❞✇ s ✵ ✵ � � t❤❡ ✜rst ❂ ❇♦❝❤♥❡r ✐♥t❡❣r❛❧❀ t❤❡ s❡❝♦♥❞ ❂ ■❝❤✐❦❛✇❛✬s ❡①t❡♥s✐♦♥ ♦❢ t❤❡ ■tô ✐♥t❡❣r❛❧ t♦ ❍✐❧❜❡rt s♣❛❝❡s❀ ❡✈❛❧✉❛t❡❞ ❜② t❡st✐♥❣ ❛❣❛✐♥st ❢✉♥❝t✐♦♥s ✐♥ ❱ ✳

❚❤❡ ❝♦❡✣❝✐❡♥ts ❣ ✵ ❱ ▲ ❍ ❍ ❛♥❞ ❢ ✵ ❱ ❱ ❝❛♥ ❜❡ q✉✐t❡ ❣❡♥❡r❛❧ ✲ ✇❡ ♦♥❧② ♥❡❡❞ ❛♣♣r♦♣r✐❛t❡ ❝♦♥t✐♥✉✐t② ❛♥❞ ❣r♦✇t❤ ❝♦♥❞✐t✐♦♥s✳ ✭❚❤❡ r❡str✐❝t✐♦♥ t♦ ❱ ✐♥ t❤❡ ❞♦♠❛✐♥s ✐s s✉✣❝✐❡♥t ❜❡❝❛✉s❡ s♦❧✉t✐♦♥s ✇✐❧❧ ❧✐❡ ✐♥ ❱ ❢♦r ❛❧♠♦st ❛❧❧ t✐♠❡s✳✮ ◆♦t❡ ❚❤❡ ♣r❡ss✉r❡ ❤❛s ❞✐s❛♣♣❡❛r❡❞✱ ❜❡❝❛✉s❡ ♣ ✵ ✐♥ ❱ ✳ ❞✉ = [ − ν ❆✉ − ❇ ( ✉ ) + ❢ ( t , ✉ )] ❞t + ❣ ( t , ✉ ) ❞✇ t ✭✶✮ ❚❤❡ ❡q✉❛t✐♦♥ ✐s ✉♥❞❡rst♦♦❞ ❛s ❛ ✇❡❛❦ ✐♥t❡❣r❛❧ ❡q✉❛t✐♦♥ ✿ � t � t ✉ ( t ) = ✉ ✵ + [ ν ❆✉ ( s ) − ❇ ( ✉ ( s )) + ❢ ( s , ✉ ( s ))] ❞s + ❣ ( s , ✉ ( s )) ❞✇ s ✵ ✵ � � t❤❡ ✜rst ❂ ❇♦❝❤♥❡r ✐♥t❡❣r❛❧❀ t❤❡ s❡❝♦♥❞ ❂ ■❝❤✐❦❛✇❛✬s ❡①t❡♥s✐♦♥ ♦❢ t❤❡ ■tô ✐♥t❡❣r❛❧ t♦ ❍✐❧❜❡rt s♣❛❝❡s❀ ❡✈❛❧✉❛t❡❞ ❜② t❡st✐♥❣ ❛❣❛✐♥st ❢✉♥❝t✐♦♥s ✐♥ ❱ ✳ ❚❤❡ ♥♦✐s❡ ✇ : [ ✵ , ∞ ) × Ω → ❍ ✐s ❛ ❲✐❡♥❡r ♣r♦❝❡ss ✇✐t❤ tr❛❝❡ ❝❧❛ss ❝♦✈❛r✐❛♥❝❡✳

◆♦t❡ ❚❤❡ ♣r❡ss✉r❡ ❤❛s ❞✐s❛♣♣❡❛r❡❞✱ ❜❡❝❛✉s❡ ♣ ✵ ✐♥ ❱ ✳ ❞✉ = [ − ν ❆✉ − ❇ ( ✉ ) + ❢ ( t , ✉ )] ❞t + ❣ ( t , ✉ ) ❞✇ t ✭✶✮ ❚❤❡ ❡q✉❛t✐♦♥ ✐s ✉♥❞❡rst♦♦❞ ❛s ❛ ✇❡❛❦ ✐♥t❡❣r❛❧ ❡q✉❛t✐♦♥ ✿ � t � t ✉ ( t ) = ✉ ✵ + [ ν ❆✉ ( s ) − ❇ ( ✉ ( s )) + ❢ ( s , ✉ ( s ))] ❞s + ❣ ( s , ✉ ( s )) ❞✇ s ✵ ✵ � � t❤❡ ✜rst ❂ ❇♦❝❤♥❡r ✐♥t❡❣r❛❧❀ t❤❡ s❡❝♦♥❞ ❂ ■❝❤✐❦❛✇❛✬s ❡①t❡♥s✐♦♥ ♦❢ t❤❡ ■tô ✐♥t❡❣r❛❧ t♦ ❍✐❧❜❡rt s♣❛❝❡s❀ ❡✈❛❧✉❛t❡❞ ❜② t❡st✐♥❣ ❛❣❛✐♥st ❢✉♥❝t✐♦♥s ✐♥ ❱ ✳ ❚❤❡ ♥♦✐s❡ ✇ : [ ✵ , ∞ ) × Ω → ❍ ✐s ❛ ❲✐❡♥❡r ♣r♦❝❡ss ✇✐t❤ tr❛❝❡ ❝❧❛ss ❝♦✈❛r✐❛♥❝❡✳ ❚❤❡ ❝♦❡✣❝✐❡♥ts ❢ : [ ✵ , ∞ ) × ❱ → ❱ ′ . ❣ : [ ✵ , ∞ ) × ❱ → ▲ ( ❍ , ❍ ) ❛♥❞ ❝❛♥ ❜❡ q✉✐t❡ ❣❡♥❡r❛❧ ✲ ✇❡ ♦♥❧② ♥❡❡❞ ❛♣♣r♦♣r✐❛t❡ ❝♦♥t✐♥✉✐t② ❛♥❞ ❣r♦✇t❤ ❝♦♥❞✐t✐♦♥s✳ ✭❚❤❡ r❡str✐❝t✐♦♥ t♦ ❱ ✐♥ t❤❡ ❞♦♠❛✐♥s ✐s s✉✣❝✐❡♥t ❜❡❝❛✉s❡ s♦❧✉t✐♦♥s ✇✐❧❧ ❧✐❡ ✐♥ ❱ ❢♦r ❛❧♠♦st ❛❧❧ t✐♠❡s✳✮

❞✉ = [ − ν ❆✉ − ❇ ( ✉ ) + ❢ ( t , ✉ )] ❞t + ❣ ( t , ✉ ) ❞✇ t ✭✶✮ ❚❤❡ ❡q✉❛t✐♦♥ ✐s ✉♥❞❡rst♦♦❞ ❛s ❛ ✇❡❛❦ ✐♥t❡❣r❛❧ ❡q✉❛t✐♦♥ ✿ � t � t ✉ ( t ) = ✉ ✵ + [ ν ❆✉ ( s ) − ❇ ( ✉ ( s )) + ❢ ( s , ✉ ( s ))] ❞s + ❣ ( s , ✉ ( s )) ❞✇ s ✵ ✵ � � t❤❡ ✜rst ❂ ❇♦❝❤♥❡r ✐♥t❡❣r❛❧❀ t❤❡ s❡❝♦♥❞ ❂ ■❝❤✐❦❛✇❛✬s ❡①t❡♥s✐♦♥ ♦❢ t❤❡ ■tô ✐♥t❡❣r❛❧ t♦ ❍✐❧❜❡rt s♣❛❝❡s❀ ❡✈❛❧✉❛t❡❞ ❜② t❡st✐♥❣ ❛❣❛✐♥st ❢✉♥❝t✐♦♥s ✐♥ ❱ ✳ ❚❤❡ ♥♦✐s❡ ✇ : [ ✵ , ∞ ) × Ω → ❍ ✐s ❛ ❲✐❡♥❡r ♣r♦❝❡ss ✇✐t❤ tr❛❝❡ ❝❧❛ss ❝♦✈❛r✐❛♥❝❡✳ ❚❤❡ ❝♦❡✣❝✐❡♥ts ❢ : [ ✵ , ∞ ) × ❱ → ❱ ′ . ❣ : [ ✵ , ∞ ) × ❱ → ▲ ( ❍ , ❍ ) ❛♥❞ ❝❛♥ ❜❡ q✉✐t❡ ❣❡♥❡r❛❧ ✲ ✇❡ ♦♥❧② ♥❡❡❞ ❛♣♣r♦♣r✐❛t❡ ❝♦♥t✐♥✉✐t② ❛♥❞ ❣r♦✇t❤ ❝♦♥❞✐t✐♦♥s✳ ✭❚❤❡ r❡str✐❝t✐♦♥ t♦ ❱ ✐♥ t❤❡ ❞♦♠❛✐♥s ✐s s✉✣❝✐❡♥t ❜❡❝❛✉s❡ s♦❧✉t✐♦♥s ✇✐❧❧ ❧✐❡ ✐♥ ❱ ❢♦r ❛❧♠♦st ❛❧❧ t✐♠❡s✳✮ ◆♦t❡ ❚❤❡ ♣r❡ss✉r❡ ❤❛s ❞✐s❛♣♣❡❛r❡❞✱ ❜❡❝❛✉s❡ ∇ ♣ = ✵ ✐♥ ❱ ′ ✳

❚❤❛t ✐s✱ ❛♥ ❛❞❛♣t❡❞ st♦❝❤❛st✐❝ ♣r♦❝❡ss ✉ ✵ ❍ s✉❝❤ t❤❛t ❢♦r ❛✳❛✳ ▲ ✷ ✵ ❚ ❱ ✭✐✮ ✉ ▲ ✵ ❚ ❍ ❈ ✵ ❚ ❍ ✇❡❛❦ ❢♦r ❛❧❧ ❚ ✱ ✭✐✐✮ ❢♦r ❛❧❧ t ✵ t t ✉ t ✉ ✵ ❆✉ s ❇ ✉ s ❢ s ✉ s ❞s ❣ s ✉ s ❞✇ s ✵ ✵ ❇❛s✐❝ ❊①✐st❡♥❝❡ ❚❤❡♦r❡♠ ❚❤❡♦r❡♠ ❋♦r ❛♥② ✉ ✵ ∈ ❍ ❛♥❞ ❣✐✈❡♥ ❢ , ❣ t❤❡r❡ ✐s ❛♥ ❛❞❛♣t❡❞ ♣r♦❜❛❜✐❧✐t② s♣❛❝❡ Ω Ω ❝❛rr②✐♥❣ ❛♥ ❍✲✈❛❧✉❡❞ ❲✐❡♥❡r ♣r♦❝❡ss ✇ ❛♥❞ ❛ ✭✇❡❛❦✮ s♦❧✉t✐♦♥ ♦❢ t❤❡ st♦❝❤❛st✐❝ ◆❛✈✐❡r✕❙t♦❦❡s ❡q✉❛t✐♦♥s✳

▲ ✷ ✵ ❚ ❱ ✭✐✮ ✉ ▲ ✵ ❚ ❍ ❈ ✵ ❚ ❍ ✇❡❛❦ ❢♦r ❛❧❧ ❚ ✱ ✭✐✐✮ ❢♦r ❛❧❧ t ✵ t t ✉ t ✉ ✵ ❆✉ s ❇ ✉ s ❢ s ✉ s ❞s ❣ s ✉ s ❞✇ s ✵ ✵ ❇❛s✐❝ ❊①✐st❡♥❝❡ ❚❤❡♦r❡♠ ❚❤❡♦r❡♠ ❋♦r ❛♥② ✉ ✵ ∈ ❍ ❛♥❞ ❣✐✈❡♥ ❢ , ❣ t❤❡r❡ ✐s ❛♥ ❛❞❛♣t❡❞ ♣r♦❜❛❜✐❧✐t② s♣❛❝❡ Ω Ω ❝❛rr②✐♥❣ ❛♥ ❍✲✈❛❧✉❡❞ ❲✐❡♥❡r ♣r♦❝❡ss ✇ ❛♥❞ ❛ ✭✇❡❛❦✮ s♦❧✉t✐♦♥ ♦❢ t❤❡ st♦❝❤❛st✐❝ ◆❛✈✐❡r✕❙t♦❦❡s ❡q✉❛t✐♦♥s✳ ❚❤❛t ✐s✱ ❛♥ ❛❞❛♣t❡❞ st♦❝❤❛st✐❝ ♣r♦❝❡ss ✉ : [ ✵ , ∞ ) × Ω → ❍ s✉❝❤ t❤❛t ❢♦r ❛✳❛✳ ω

✭✐✐✮ ❢♦r ❛❧❧ t ✵ t t ✉ t ✉ ✵ ❆✉ s ❇ ✉ s ❢ s ✉ s ❞s ❣ s ✉ s ❞✇ s ✵ ✵ ❇❛s✐❝ ❊①✐st❡♥❝❡ ❚❤❡♦r❡♠ ❚❤❡♦r❡♠ ❋♦r ❛♥② ✉ ✵ ∈ ❍ ❛♥❞ ❣✐✈❡♥ ❢ , ❣ t❤❡r❡ ✐s ❛♥ ❛❞❛♣t❡❞ ♣r♦❜❛❜✐❧✐t② s♣❛❝❡ Ω Ω ❝❛rr②✐♥❣ ❛♥ ❍✲✈❛❧✉❡❞ ❲✐❡♥❡r ♣r♦❝❡ss ✇ ❛♥❞ ❛ ✭✇❡❛❦✮ s♦❧✉t✐♦♥ ♦❢ t❤❡ st♦❝❤❛st✐❝ ◆❛✈✐❡r✕❙t♦❦❡s ❡q✉❛t✐♦♥s✳ ❚❤❛t ✐s✱ ❛♥ ❛❞❛♣t❡❞ st♦❝❤❛st✐❝ ♣r♦❝❡ss ✉ : [ ✵ , ∞ ) × Ω → ❍ s✉❝❤ t❤❛t ❢♦r ❛✳❛✳ ω ✭✐✮ ✉ ( · , ω ) ∈ ▲ ✷ ( ✵ , ❚ ; ❱ ) ∩ ▲ ∞ ( ✵ , ❚ ; ❍ ) ∩ ❈ ( ✵ , ❚ ; ❍ ✇❡❛❦ ) ❢♦r ❛❧❧ ❚ < ∞ ✱

❇❛s✐❝ ❊①✐st❡♥❝❡ ❚❤❡♦r❡♠ ❚❤❡♦r❡♠ ❋♦r ❛♥② ✉ ✵ ∈ ❍ ❛♥❞ ❣✐✈❡♥ ❢ , ❣ t❤❡r❡ ✐s ❛♥ ❛❞❛♣t❡❞ ♣r♦❜❛❜✐❧✐t② s♣❛❝❡ Ω Ω ❝❛rr②✐♥❣ ❛♥ ❍✲✈❛❧✉❡❞ ❲✐❡♥❡r ♣r♦❝❡ss ✇ ❛♥❞ ❛ ✭✇❡❛❦✮ s♦❧✉t✐♦♥ ♦❢ t❤❡ st♦❝❤❛st✐❝ ◆❛✈✐❡r✕❙t♦❦❡s ❡q✉❛t✐♦♥s✳ ❚❤❛t ✐s✱ ❛♥ ❛❞❛♣t❡❞ st♦❝❤❛st✐❝ ♣r♦❝❡ss ✉ : [ ✵ , ∞ ) × Ω → ❍ s✉❝❤ t❤❛t ❢♦r ❛✳❛✳ ω ✭✐✮ ✉ ( · , ω ) ∈ ▲ ✷ ( ✵ , ❚ ; ❱ ) ∩ ▲ ∞ ( ✵ , ❚ ; ❍ ) ∩ ❈ ( ✵ , ❚ ; ❍ ✇❡❛❦ ) ❢♦r ❛❧❧ ❚ < ∞ ✱ ✭✐✐✮ ❢♦r ❛❧❧ t ≥ ✵ � t � t ✉ ( t ) = ✉ ✵ + [ ν ❆✉ ( s ) − ❇ ( ✉ ( s )) + ❢ ( s , ✉ ( s ))] ❞s + ❣ ( s , ✉ ( s )) ❞✇ s ✵ ✵

✭✶✮ s♦❧✈❡ ❛♥ ❛♣♣r♦①✐♠❛t❡ ✈❡rs✐♦♥ ✭t❤❡ ●❛❧❡r❦✐♥ ❛♣♣r♦①✐♠❛t✐♦♥✮ ✐♥ ❡❛❝❤ ✜♥✐t❡ ❞✐♠❡♥s✐♦♥❛❧ s♣❛❝❡ ❍ ♥ ♦♥ ❛ ♣r♦❜❛❜✐❧✐t② s♣❛❝❡ ♥ ✇✐t❤ ❲✐❡♥❡r ♣r♦❝❡ss ✇ ♥ ✭✷✮ ♣❛ss t♦ t❤❡ ❧✐♠✐t ❛s ♥ ❚❤✐s ♥❡❡❞s s♣❡❝✐❛❧✐③❡❞ ❝♦♠♣❛❝t♥❡ss t❤❡♦r❡♠s ❛♥❞ ✇❛②s t♦ ❡♥❧❛r❣❡ t❤❡ s♣❛❝❡s ♥ t♦ ❛ ✏❧✐♠✐t✑ ♣r♦❜❛❜✐❧✐t② s♣❛❝❡ ✭✇❤✐❝❤ ♠❛② ❞❡♣❡♥❞ ♦♥ t❤❡ s♦❧✉t✐♦♥✮✳ ▲♦❡❜ s♣❛❝❡ ♠❡t❤♦❞s ♣r♦✈✐❞❡ ❛ s✐♥❣❧❡ s♣❛❝❡ ✭❛ ▲♦❡❜ s♣❛❝❡✮ ❛♥❞ ❛ ❲✐❡♥❡r ♣r♦❝❡ss ✇ ❝❛rr②✐♥❣ s♦❧✉t✐♦♥s ❢♦r ❛❧❧ ✭r❛♥❞♦♠✮ ✐♥✐t✐❛❧ ❝♦♥❞✐t✐♦♥s ❛♥❞ ❛❧❧ ❢ ❣ ❚❤✐s ♠❛❦❡s t❤❡♠ ♣♦✇❡r❢✉❧ ❢♦r ❞✐s❝✉ss✐♥❣ ❛ttr❛❝t♦rs ❛♥❞ ♦♣t✐♠❛❧ ❝♦♥tr♦❧ t❤❡♦r② ❢♦r s◆❙❡✳ ▲♦❡❜ s♣❛❝❡s ❛r❡ s❛t✉r❛t❡❞ ❛♥❞ ❤♦♠♦❣❡♥❡♦✉s ✳ ❚❤❡ ❝❧❛ss✐❝❛❧ ❛♣♣r♦❛❝❤ t♦ s♦❧✈✐♥❣ � t � t ✉ ( t ) = ✉ ✵ + [ ν ❆✉ ( s ) − ❇ ( ✉ ( s )) + ❢ ( s , ✉ ( s ))] ❞s + ❣ ( s , ✉ ( s )) ❞✇ s ✵ ✵

✭✷✮ ♣❛ss t♦ t❤❡ ❧✐♠✐t ❛s ♥ ❚❤✐s ♥❡❡❞s s♣❡❝✐❛❧✐③❡❞ ❝♦♠♣❛❝t♥❡ss t❤❡♦r❡♠s ❛♥❞ ✇❛②s t♦ ❡♥❧❛r❣❡ t❤❡ s♣❛❝❡s ♥ t♦ ❛ ✏❧✐♠✐t✑ ♣r♦❜❛❜✐❧✐t② s♣❛❝❡ ✭✇❤✐❝❤ ♠❛② ❞❡♣❡♥❞ ♦♥ t❤❡ s♦❧✉t✐♦♥✮✳ ▲♦❡❜ s♣❛❝❡ ♠❡t❤♦❞s ♣r♦✈✐❞❡ ❛ s✐♥❣❧❡ s♣❛❝❡ ✭❛ ▲♦❡❜ s♣❛❝❡✮ ❛♥❞ ❛ ❲✐❡♥❡r ♣r♦❝❡ss ✇ ❝❛rr②✐♥❣ s♦❧✉t✐♦♥s ❢♦r ❛❧❧ ✭r❛♥❞♦♠✮ ✐♥✐t✐❛❧ ❝♦♥❞✐t✐♦♥s ❛♥❞ ❛❧❧ ❢ ❣ ❚❤✐s ♠❛❦❡s t❤❡♠ ♣♦✇❡r❢✉❧ ❢♦r ❞✐s❝✉ss✐♥❣ ❛ttr❛❝t♦rs ❛♥❞ ♦♣t✐♠❛❧ ❝♦♥tr♦❧ t❤❡♦r② ❢♦r s◆❙❡✳ ▲♦❡❜ s♣❛❝❡s ❛r❡ s❛t✉r❛t❡❞ ❛♥❞ ❤♦♠♦❣❡♥❡♦✉s ✳ ❚❤❡ ❝❧❛ss✐❝❛❧ ❛♣♣r♦❛❝❤ t♦ s♦❧✈✐♥❣ � t � t ✉ ( t ) = ✉ ✵ + [ ν ❆✉ ( s ) − ❇ ( ✉ ( s )) + ❢ ( s , ✉ ( s ))] ❞s + ❣ ( s , ✉ ( s )) ❞✇ s ✵ ✵ ✭✶✮ s♦❧✈❡ ❛♥ ❛♣♣r♦①✐♠❛t❡ ✈❡rs✐♦♥ ✭t❤❡ ●❛❧❡r❦✐♥ ❛♣♣r♦①✐♠❛t✐♦♥✮ ✐♥ ❡❛❝❤ ✜♥✐t❡ ❞✐♠❡♥s✐♦♥❛❧ s♣❛❝❡ ❍ ♥ ♦♥ ❛ ♣r♦❜❛❜✐❧✐t② s♣❛❝❡ Ω Ω ♥ ✇✐t❤ ❲✐❡♥❡r ♣r♦❝❡ss ✇ ♥

❚❤✐s ♥❡❡❞s s♣❡❝✐❛❧✐③❡❞ ❝♦♠♣❛❝t♥❡ss t❤❡♦r❡♠s ❛♥❞ ✇❛②s t♦ ❡♥❧❛r❣❡ t❤❡ s♣❛❝❡s ♥ t♦ ❛ ✏❧✐♠✐t✑ ♣r♦❜❛❜✐❧✐t② s♣❛❝❡ ✭✇❤✐❝❤ ♠❛② ❞❡♣❡♥❞ ♦♥ t❤❡ s♦❧✉t✐♦♥✮✳ ▲♦❡❜ s♣❛❝❡ ♠❡t❤♦❞s ♣r♦✈✐❞❡ ❛ s✐♥❣❧❡ s♣❛❝❡ ✭❛ ▲♦❡❜ s♣❛❝❡✮ ❛♥❞ ❛ ❲✐❡♥❡r ♣r♦❝❡ss ✇ ❝❛rr②✐♥❣ s♦❧✉t✐♦♥s ❢♦r ❛❧❧ ✭r❛♥❞♦♠✮ ✐♥✐t✐❛❧ ❝♦♥❞✐t✐♦♥s ❛♥❞ ❛❧❧ ❢ ❣ ❚❤✐s ♠❛❦❡s t❤❡♠ ♣♦✇❡r❢✉❧ ❢♦r ❞✐s❝✉ss✐♥❣ ❛ttr❛❝t♦rs ❛♥❞ ♦♣t✐♠❛❧ ❝♦♥tr♦❧ t❤❡♦r② ❢♦r s◆❙❡✳ ▲♦❡❜ s♣❛❝❡s ❛r❡ s❛t✉r❛t❡❞ ❛♥❞ ❤♦♠♦❣❡♥❡♦✉s ✳ ❚❤❡ ❝❧❛ss✐❝❛❧ ❛♣♣r♦❛❝❤ t♦ s♦❧✈✐♥❣ � t � t ✉ ( t ) = ✉ ✵ + [ ν ❆✉ ( s ) − ❇ ( ✉ ( s )) + ❢ ( s , ✉ ( s ))] ❞s + ❣ ( s , ✉ ( s )) ❞✇ s ✵ ✵ ✭✶✮ s♦❧✈❡ ❛♥ ❛♣♣r♦①✐♠❛t❡ ✈❡rs✐♦♥ ✭t❤❡ ●❛❧❡r❦✐♥ ❛♣♣r♦①✐♠❛t✐♦♥✮ ✐♥ ❡❛❝❤ ✜♥✐t❡ ❞✐♠❡♥s✐♦♥❛❧ s♣❛❝❡ ❍ ♥ ♦♥ ❛ ♣r♦❜❛❜✐❧✐t② s♣❛❝❡ Ω Ω ♥ ✇✐t❤ ❲✐❡♥❡r ♣r♦❝❡ss ✇ ♥ ✭✷✮ ♣❛ss t♦ t❤❡ ❧✐♠✐t ❛s ♥ → ∞

▲♦❡❜ s♣❛❝❡ ♠❡t❤♦❞s ♣r♦✈✐❞❡ ❛ s✐♥❣❧❡ s♣❛❝❡ ✭❛ ▲♦❡❜ s♣❛❝❡✮ ❛♥❞ ❛ ❲✐❡♥❡r ♣r♦❝❡ss ✇ ❝❛rr②✐♥❣ s♦❧✉t✐♦♥s ❢♦r ❛❧❧ ✭r❛♥❞♦♠✮ ✐♥✐t✐❛❧ ❝♦♥❞✐t✐♦♥s ❛♥❞ ❛❧❧ ❢ ❣ ❚❤✐s ♠❛❦❡s t❤❡♠ ♣♦✇❡r❢✉❧ ❢♦r ❞✐s❝✉ss✐♥❣ ❛ttr❛❝t♦rs ❛♥❞ ♦♣t✐♠❛❧ ❝♦♥tr♦❧ t❤❡♦r② ❢♦r s◆❙❡✳ ▲♦❡❜ s♣❛❝❡s ❛r❡ s❛t✉r❛t❡❞ ❛♥❞ ❤♦♠♦❣❡♥❡♦✉s ✳ ❚❤❡ ❝❧❛ss✐❝❛❧ ❛♣♣r♦❛❝❤ t♦ s♦❧✈✐♥❣ � t � t ✉ ( t ) = ✉ ✵ + [ ν ❆✉ ( s ) − ❇ ( ✉ ( s )) + ❢ ( s , ✉ ( s ))] ❞s + ❣ ( s , ✉ ( s )) ❞✇ s ✵ ✵ ✭✶✮ s♦❧✈❡ ❛♥ ❛♣♣r♦①✐♠❛t❡ ✈❡rs✐♦♥ ✭t❤❡ ●❛❧❡r❦✐♥ ❛♣♣r♦①✐♠❛t✐♦♥✮ ✐♥ ❡❛❝❤ ✜♥✐t❡ ❞✐♠❡♥s✐♦♥❛❧ s♣❛❝❡ ❍ ♥ ♦♥ ❛ ♣r♦❜❛❜✐❧✐t② s♣❛❝❡ Ω Ω ♥ ✇✐t❤ ❲✐❡♥❡r ♣r♦❝❡ss ✇ ♥ ✭✷✮ ♣❛ss t♦ t❤❡ ❧✐♠✐t ❛s ♥ → ∞ ❚❤✐s ♥❡❡❞s s♣❡❝✐❛❧✐③❡❞ ❝♦♠♣❛❝t♥❡ss t❤❡♦r❡♠s ❛♥❞ ✇❛②s t♦ ❡♥❧❛r❣❡ t❤❡ s♣❛❝❡s Ω Ω ♥ t♦ ❛ ✏❧✐♠✐t✑ ♣r♦❜❛❜✐❧✐t② s♣❛❝❡ ✭✇❤✐❝❤ ♠❛② ❞❡♣❡♥❞ ♦♥ t❤❡ s♦❧✉t✐♦♥✮✳

❚❤❡ ❝❧❛ss✐❝❛❧ ❛♣♣r♦❛❝❤ t♦ s♦❧✈✐♥❣ � t � t ✉ ( t ) = ✉ ✵ + [ ν ❆✉ ( s ) − ❇ ( ✉ ( s )) + ❢ ( s , ✉ ( s ))] ❞s + ❣ ( s , ✉ ( s )) ❞✇ s ✵ ✵ ✭✶✮ s♦❧✈❡ ❛♥ ❛♣♣r♦①✐♠❛t❡ ✈❡rs✐♦♥ ✭t❤❡ ●❛❧❡r❦✐♥ ❛♣♣r♦①✐♠❛t✐♦♥✮ ✐♥ ❡❛❝❤ ✜♥✐t❡ ❞✐♠❡♥s✐♦♥❛❧ s♣❛❝❡ ❍ ♥ ♦♥ ❛ ♣r♦❜❛❜✐❧✐t② s♣❛❝❡ Ω Ω ♥ ✇✐t❤ ❲✐❡♥❡r ♣r♦❝❡ss ✇ ♥ ✭✷✮ ♣❛ss t♦ t❤❡ ❧✐♠✐t ❛s ♥ → ∞ ❚❤✐s ♥❡❡❞s s♣❡❝✐❛❧✐③❡❞ ❝♦♠♣❛❝t♥❡ss t❤❡♦r❡♠s ❛♥❞ ✇❛②s t♦ ❡♥❧❛r❣❡ t❤❡ s♣❛❝❡s Ω Ω ♥ t♦ ❛ ✏❧✐♠✐t✑ ♣r♦❜❛❜✐❧✐t② s♣❛❝❡ ✭✇❤✐❝❤ ♠❛② ❞❡♣❡♥❞ ♦♥ t❤❡ s♦❧✉t✐♦♥✮✳ ▲♦❡❜ s♣❛❝❡ ♠❡t❤♦❞s ♣r♦✈✐❞❡ ❛ s✐♥❣❧❡ s♣❛❝❡ Ω Ω ✭❛ ▲♦❡❜ s♣❛❝❡✮ ❛♥❞ ❛ ❲✐❡♥❡r ♣r♦❝❡ss ✇ ❝❛rr②✐♥❣ s♦❧✉t✐♦♥s ❢♦r ❛❧❧ ✭r❛♥❞♦♠✮ ✐♥✐t✐❛❧ ❝♦♥❞✐t✐♦♥s ❛♥❞ ❛❧❧ ❢ , ❣ . ❚❤✐s ♠❛❦❡s t❤❡♠ ♣♦✇❡r❢✉❧ ❢♦r ❞✐s❝✉ss✐♥❣ ❛ttr❛❝t♦rs ❛♥❞ ♦♣t✐♠❛❧ ❝♦♥tr♦❧ t❤❡♦r② ❢♦r s◆❙❡✳ ▲♦❡❜ s♣❛❝❡s ❛r❡ s❛t✉r❛t❡❞ ❛♥❞ ❤♦♠♦❣❡♥❡♦✉s ✳

◆❖◆❙❚❆◆❉❆❘❉ ❆◆❆▲❨❙■❙ ❚❤❡ ❤②♣❡rr❡❛❧s ♦r ♥♦♥st❛♥❞❛r❞ r❡❛❧s ✐s ❛ ✜❡❧❞ s✉❝❤ t❤❛t ❝♦♥t❛✐♥s ♥♦♥✲③❡r♦ ✐♥✜♥✐t❡s✐♠❛❧ ♥✉♠❜❡rs ❀ ❛♥❞ ♣♦s✐t✐✈❡ ❛♥❞ ♥❡❣❛t✐✈❡ ✐♥✜♥✐t❡ ♥✉♠❜❡rs ✉s✐♥❣ t❤❡ ❢♦❧❧♦✇✐♥❣ ❞❡✜♥✐t✐♦♥s✿ ▲❡t ① ✳ ❲❡ s❛② t❤❛t ✭✐✮ ① ✐s ✐♥✜♥✐t❡s✐♠❛❧ ✐❢ ① ❢♦r ❛❧❧ ✵ ❀ ✭✐✐✮ ① ✐s ✜♥✐t❡ ✐❢ ① r ❢♦r s♦♠❡ r ❀ ✭✐✐✐✮ ① ✐s ✐♥✜♥✐t❡ ✐❢ ① r ❢♦r ❛❧❧ r ✳ ✭✐✈✮ ① ❛♥❞ ② ❛r❡ ✐♥✜♥✐t❡❧② ❝❧♦s❡ ✱ ❞❡♥♦t❡❞ ❜② ① ② ✱ ✐❢ ① ② ✐s ✐♥✜♥✐t❡s✐♠❛❧✳ ✭❙♦ ① ✵ ♠❡❛♥s t❤❛t ① ✐s ✐♥✜♥✐t❡s✐♠❛❧✮ ❖♥❡ ✇❛② t♦ ❝♦♥str✉❝t ✐s ❛s ❛♥ ✉❧tr❛♣♦✇❡r ♦❢ t❤❡ r❡❛❧s ✇❤❡r❡ ✐s ❛ ♥♦♥♣r✐♥❝✐♣❛❧ ✉❧tr❛✜❧t❡r ✭♦r ♠❛①✐♠❛❧ ✜❧t❡r✮ ♦♥ ✳ ✶ ✶ ❆♥ ❡①❛♠♣❧❡ ♦❢ ❛ ♥♦♥✲③❡r♦ ✐♥✜♥✐t❡s✐♠❛❧ ✐s ❣✐✈❡♥ ❜② ✶ ✳ ✷ ✸ ▲❖❊❇ ❙P❆❈❊ ▼❊❚❍❖❉❙ ❋❖❘ s◆❙❡

✭✐✐✮ ① ✐s ✜♥✐t❡ ✐❢ ① r ❢♦r s♦♠❡ r ❀ ✭✐✐✐✮ ① ✐s ✐♥✜♥✐t❡ ✐❢ ① r ❢♦r ❛❧❧ r ✳ ✭✐✈✮ ① ❛♥❞ ② ❛r❡ ✐♥✜♥✐t❡❧② ❝❧♦s❡ ✱ ❞❡♥♦t❡❞ ❜② ① ② ✱ ✐❢ ① ② ✐s ✐♥✜♥✐t❡s✐♠❛❧✳ ✭❙♦ ① ✵ ♠❡❛♥s t❤❛t ① ✐s ✐♥✜♥✐t❡s✐♠❛❧✮ ❖♥❡ ✇❛② t♦ ❝♦♥str✉❝t ✐s ❛s ❛♥ ✉❧tr❛♣♦✇❡r ♦❢ t❤❡ r❡❛❧s ✇❤❡r❡ ✐s ❛ ♥♦♥♣r✐♥❝✐♣❛❧ ✉❧tr❛✜❧t❡r ✭♦r ♠❛①✐♠❛❧ ✜❧t❡r✮ ♦♥ ✳ ✶ ✶ ❆♥ ❡①❛♠♣❧❡ ♦❢ ❛ ♥♦♥✲③❡r♦ ✐♥✜♥✐t❡s✐♠❛❧ ✐s ❣✐✈❡♥ ❜② ✶ ✳ ✷ ✸ ▲❖❊❇ ❙P❆❈❊ ▼❊❚❍❖❉❙ ❋❖❘ s◆❙❡ ◆❖◆❙❚❆◆❉❆❘❉ ❆◆❆▲❨❙■❙ ❚❤❡ ❤②♣❡rr❡❛❧s ♦r ♥♦♥st❛♥❞❛r❞ r❡❛❧s ∗ R ⊃ R ✐s ❛ ✜❡❧❞ s✉❝❤ t❤❛t ∗ R ❝♦♥t❛✐♥s ♥♦♥✲③❡r♦ ✐♥✜♥✐t❡s✐♠❛❧ ♥✉♠❜❡rs ❀ ❛♥❞ ♣♦s✐t✐✈❡ ❛♥❞ ♥❡❣❛t✐✈❡ ✐♥✜♥✐t❡ ♥✉♠❜❡rs ✉s✐♥❣ t❤❡ ❢♦❧❧♦✇✐♥❣ ❞❡✜♥✐t✐♦♥s✿ ▲❡t ① ∈ ∗ R ✳ ❲❡ s❛② t❤❛t ✭✐✮ ① ✐s ✐♥✜♥✐t❡s✐♠❛❧ ✐❢ | ① | < ε ❢♦r ❛❧❧ ε > ✵ , ε ∈ R ❀

✭✐✐✐✮ ① ✐s ✐♥✜♥✐t❡ ✐❢ ① r ❢♦r ❛❧❧ r ✳ ✭✐✈✮ ① ❛♥❞ ② ❛r❡ ✐♥✜♥✐t❡❧② ❝❧♦s❡ ✱ ❞❡♥♦t❡❞ ❜② ① ② ✱ ✐❢ ① ② ✐s ✐♥✜♥✐t❡s✐♠❛❧✳ ✭❙♦ ① ✵ ♠❡❛♥s t❤❛t ① ✐s ✐♥✜♥✐t❡s✐♠❛❧✮ ❖♥❡ ✇❛② t♦ ❝♦♥str✉❝t ✐s ❛s ❛♥ ✉❧tr❛♣♦✇❡r ♦❢ t❤❡ r❡❛❧s ✇❤❡r❡ ✐s ❛ ♥♦♥♣r✐♥❝✐♣❛❧ ✉❧tr❛✜❧t❡r ✭♦r ♠❛①✐♠❛❧ ✜❧t❡r✮ ♦♥ ✳ ✶ ✶ ❆♥ ❡①❛♠♣❧❡ ♦❢ ❛ ♥♦♥✲③❡r♦ ✐♥✜♥✐t❡s✐♠❛❧ ✐s ❣✐✈❡♥ ❜② ✶ ✳ ✷ ✸ ▲❖❊❇ ❙P❆❈❊ ▼❊❚❍❖❉❙ ❋❖❘ s◆❙❡ ◆❖◆❙❚❆◆❉❆❘❉ ❆◆❆▲❨❙■❙ ❚❤❡ ❤②♣❡rr❡❛❧s ♦r ♥♦♥st❛♥❞❛r❞ r❡❛❧s ∗ R ⊃ R ✐s ❛ ✜❡❧❞ s✉❝❤ t❤❛t ∗ R ❝♦♥t❛✐♥s ♥♦♥✲③❡r♦ ✐♥✜♥✐t❡s✐♠❛❧ ♥✉♠❜❡rs ❀ ❛♥❞ ♣♦s✐t✐✈❡ ❛♥❞ ♥❡❣❛t✐✈❡ ✐♥✜♥✐t❡ ♥✉♠❜❡rs ✉s✐♥❣ t❤❡ ❢♦❧❧♦✇✐♥❣ ❞❡✜♥✐t✐♦♥s✿ ▲❡t ① ∈ ∗ R ✳ ❲❡ s❛② t❤❛t ✭✐✮ ① ✐s ✐♥✜♥✐t❡s✐♠❛❧ ✐❢ | ① | < ε ❢♦r ❛❧❧ ε > ✵ , ε ∈ R ❀ ✭✐✐✮ ① ✐s ✜♥✐t❡ ✐❢ | ① | < r ❢♦r s♦♠❡ r ∈ R ❀

✭✐✈✮ ① ❛♥❞ ② ❛r❡ ✐♥✜♥✐t❡❧② ❝❧♦s❡ ✱ ❞❡♥♦t❡❞ ❜② ① ② ✱ ✐❢ ① ② ✐s ✐♥✜♥✐t❡s✐♠❛❧✳ ✭❙♦ ① ✵ ♠❡❛♥s t❤❛t ① ✐s ✐♥✜♥✐t❡s✐♠❛❧✮ ❖♥❡ ✇❛② t♦ ❝♦♥str✉❝t ✐s ❛s ❛♥ ✉❧tr❛♣♦✇❡r ♦❢ t❤❡ r❡❛❧s ✇❤❡r❡ ✐s ❛ ♥♦♥♣r✐♥❝✐♣❛❧ ✉❧tr❛✜❧t❡r ✭♦r ♠❛①✐♠❛❧ ✜❧t❡r✮ ♦♥ ✳ ✶ ✶ ❆♥ ❡①❛♠♣❧❡ ♦❢ ❛ ♥♦♥✲③❡r♦ ✐♥✜♥✐t❡s✐♠❛❧ ✐s ❣✐✈❡♥ ❜② ✶ ✳ ✷ ✸ ▲❖❊❇ ❙P❆❈❊ ▼❊❚❍❖❉❙ ❋❖❘ s◆❙❡ ◆❖◆❙❚❆◆❉❆❘❉ ❆◆❆▲❨❙■❙ ❚❤❡ ❤②♣❡rr❡❛❧s ♦r ♥♦♥st❛♥❞❛r❞ r❡❛❧s ∗ R ⊃ R ✐s ❛ ✜❡❧❞ s✉❝❤ t❤❛t ∗ R ❝♦♥t❛✐♥s ♥♦♥✲③❡r♦ ✐♥✜♥✐t❡s✐♠❛❧ ♥✉♠❜❡rs ❀ ❛♥❞ ♣♦s✐t✐✈❡ ❛♥❞ ♥❡❣❛t✐✈❡ ✐♥✜♥✐t❡ ♥✉♠❜❡rs ✉s✐♥❣ t❤❡ ❢♦❧❧♦✇✐♥❣ ❞❡✜♥✐t✐♦♥s✿ ▲❡t ① ∈ ∗ R ✳ ❲❡ s❛② t❤❛t ✭✐✮ ① ✐s ✐♥✜♥✐t❡s✐♠❛❧ ✐❢ | ① | < ε ❢♦r ❛❧❧ ε > ✵ , ε ∈ R ❀ ✭✐✐✮ ① ✐s ✜♥✐t❡ ✐❢ | ① | < r ❢♦r s♦♠❡ r ∈ R ❀ ✭✐✐✐✮ ① ✐s ✐♥✜♥✐t❡ ✐❢ | ① | > r ❢♦r ❛❧❧ r ∈ R ✳

❖♥❡ ✇❛② t♦ ❝♦♥str✉❝t ✐s ❛s ❛♥ ✉❧tr❛♣♦✇❡r ♦❢ t❤❡ r❡❛❧s ✇❤❡r❡ ✐s ❛ ♥♦♥♣r✐♥❝✐♣❛❧ ✉❧tr❛✜❧t❡r ✭♦r ♠❛①✐♠❛❧ ✜❧t❡r✮ ♦♥ ✳ ✶ ✶ ❆♥ ❡①❛♠♣❧❡ ♦❢ ❛ ♥♦♥✲③❡r♦ ✐♥✜♥✐t❡s✐♠❛❧ ✐s ❣✐✈❡♥ ❜② ✶ ✳ ✷ ✸ ▲❖❊❇ ❙P❆❈❊ ▼❊❚❍❖❉❙ ❋❖❘ s◆❙❡ ◆❖◆❙❚❆◆❉❆❘❉ ❆◆❆▲❨❙■❙ ❚❤❡ ❤②♣❡rr❡❛❧s ♦r ♥♦♥st❛♥❞❛r❞ r❡❛❧s ∗ R ⊃ R ✐s ❛ ✜❡❧❞ s✉❝❤ t❤❛t ∗ R ❝♦♥t❛✐♥s ♥♦♥✲③❡r♦ ✐♥✜♥✐t❡s✐♠❛❧ ♥✉♠❜❡rs ❀ ❛♥❞ ♣♦s✐t✐✈❡ ❛♥❞ ♥❡❣❛t✐✈❡ ✐♥✜♥✐t❡ ♥✉♠❜❡rs ✉s✐♥❣ t❤❡ ❢♦❧❧♦✇✐♥❣ ❞❡✜♥✐t✐♦♥s✿ ▲❡t ① ∈ ∗ R ✳ ❲❡ s❛② t❤❛t ✭✐✮ ① ✐s ✐♥✜♥✐t❡s✐♠❛❧ ✐❢ | ① | < ε ❢♦r ❛❧❧ ε > ✵ , ε ∈ R ❀ ✭✐✐✮ ① ✐s ✜♥✐t❡ ✐❢ | ① | < r ❢♦r s♦♠❡ r ∈ R ❀ ✭✐✐✐✮ ① ✐s ✐♥✜♥✐t❡ ✐❢ | ① | > r ❢♦r ❛❧❧ r ∈ R ✳ ✭✐✈✮ ① ❛♥❞ ② ❛r❡ ✐♥✜♥✐t❡❧② ❝❧♦s❡ ✱ ❞❡♥♦t❡❞ ❜② ① ≈ ② ✱ ✐❢ ① − ② ✐s ✐♥✜♥✐t❡s✐♠❛❧✳ ✭❙♦ ① ≈ ✵ ♠❡❛♥s t❤❛t ① ✐s ✐♥✜♥✐t❡s✐♠❛❧✮

✶ ✶ ❆♥ ❡①❛♠♣❧❡ ♦❢ ❛ ♥♦♥✲③❡r♦ ✐♥✜♥✐t❡s✐♠❛❧ ✐s ❣✐✈❡♥ ❜② ✶ ✳ ✷ ✸ ▲❖❊❇ ❙P❆❈❊ ▼❊❚❍❖❉❙ ❋❖❘ s◆❙❡ ◆❖◆❙❚❆◆❉❆❘❉ ❆◆❆▲❨❙■❙ ❚❤❡ ❤②♣❡rr❡❛❧s ♦r ♥♦♥st❛♥❞❛r❞ r❡❛❧s ∗ R ⊃ R ✐s ❛ ✜❡❧❞ s✉❝❤ t❤❛t ∗ R ❝♦♥t❛✐♥s ♥♦♥✲③❡r♦ ✐♥✜♥✐t❡s✐♠❛❧ ♥✉♠❜❡rs ❀ ❛♥❞ ♣♦s✐t✐✈❡ ❛♥❞ ♥❡❣❛t✐✈❡ ✐♥✜♥✐t❡ ♥✉♠❜❡rs ✉s✐♥❣ t❤❡ ❢♦❧❧♦✇✐♥❣ ❞❡✜♥✐t✐♦♥s✿ ▲❡t ① ∈ ∗ R ✳ ❲❡ s❛② t❤❛t ✭✐✮ ① ✐s ✐♥✜♥✐t❡s✐♠❛❧ ✐❢ | ① | < ε ❢♦r ❛❧❧ ε > ✵ , ε ∈ R ❀ ✭✐✐✮ ① ✐s ✜♥✐t❡ ✐❢ | ① | < r ❢♦r s♦♠❡ r ∈ R ❀ ✭✐✐✐✮ ① ✐s ✐♥✜♥✐t❡ ✐❢ | ① | > r ❢♦r ❛❧❧ r ∈ R ✳ ✭✐✈✮ ① ❛♥❞ ② ❛r❡ ✐♥✜♥✐t❡❧② ❝❧♦s❡ ✱ ❞❡♥♦t❡❞ ❜② ① ≈ ② ✱ ✐❢ ① − ② ✐s ✐♥✜♥✐t❡s✐♠❛❧✳ ✭❙♦ ① ≈ ✵ ♠❡❛♥s t❤❛t ① ✐s ✐♥✜♥✐t❡s✐♠❛❧✮ ❖♥❡ ✇❛② t♦ ❝♦♥str✉❝t ∗ R ✐s ❛s ❛♥ ✉❧tr❛♣♦✇❡r ♦❢ t❤❡ r❡❛❧s ∗ R = R N U ✇❤❡r❡ U ✐s ❛ ♥♦♥♣r✐♥❝✐♣❛❧ ✉❧tr❛✜❧t❡r ✭♦r ♠❛①✐♠❛❧ ✜❧t❡r✮ ♦♥ N ✳

▲❖❊❇ ❙P❆❈❊ ▼❊❚❍❖❉❙ ❋❖❘ s◆❙❡ ◆❖◆❙❚❆◆❉❆❘❉ ❆◆❆▲❨❙■❙ ❚❤❡ ❤②♣❡rr❡❛❧s ♦r ♥♦♥st❛♥❞❛r❞ r❡❛❧s ∗ R ⊃ R ✐s ❛ ✜❡❧❞ s✉❝❤ t❤❛t ∗ R ❝♦♥t❛✐♥s ♥♦♥✲③❡r♦ ✐♥✜♥✐t❡s✐♠❛❧ ♥✉♠❜❡rs ❀ ❛♥❞ ♣♦s✐t✐✈❡ ❛♥❞ ♥❡❣❛t✐✈❡ ✐♥✜♥✐t❡ ♥✉♠❜❡rs ✉s✐♥❣ t❤❡ ❢♦❧❧♦✇✐♥❣ ❞❡✜♥✐t✐♦♥s✿ ▲❡t ① ∈ ∗ R ✳ ❲❡ s❛② t❤❛t ✭✐✮ ① ✐s ✐♥✜♥✐t❡s✐♠❛❧ ✐❢ | ① | < ε ❢♦r ❛❧❧ ε > ✵ , ε ∈ R ❀ ✭✐✐✮ ① ✐s ✜♥✐t❡ ✐❢ | ① | < r ❢♦r s♦♠❡ r ∈ R ❀ ✭✐✐✐✮ ① ✐s ✐♥✜♥✐t❡ ✐❢ | ① | > r ❢♦r ❛❧❧ r ∈ R ✳ ✭✐✈✮ ① ❛♥❞ ② ❛r❡ ✐♥✜♥✐t❡❧② ❝❧♦s❡ ✱ ❞❡♥♦t❡❞ ❜② ① ≈ ② ✱ ✐❢ ① − ② ✐s ✐♥✜♥✐t❡s✐♠❛❧✳ ✭❙♦ ① ≈ ✵ ♠❡❛♥s t❤❛t ① ✐s ✐♥✜♥✐t❡s✐♠❛❧✮ ❖♥❡ ✇❛② t♦ ❝♦♥str✉❝t ∗ R ✐s ❛s ❛♥ ✉❧tr❛♣♦✇❡r ♦❢ t❤❡ r❡❛❧s ∗ R = R N U ✇❤❡r❡ U ✐s ❛ ♥♦♥♣r✐♥❝✐♣❛❧ ✉❧tr❛✜❧t❡r ✭♦r ♠❛①✐♠❛❧ ✜❧t❡r✮ ♦♥ N ✳ ❆♥ ❡①❛♠♣❧❡ ♦❢ ❛ ♥♦♥✲③❡r♦ ✐♥✜♥✐t❡s✐♠❛❧ ✐s ❣✐✈❡♥ ❜② ( ✶ , ✶ ✷ , ✶ ✸ , . . . ) U ✳

❆ ❣♦♦❞ ✇❛② t♦ ♣✐❝t✉r❡ ✐s ❛s ❢♦❧❧♦✇s ✭♥♦t❡ t❤❛t s♦♠❡ ❢❡❛t✉r❡s ✐♥ t❤❡ ❞✐❛❣r❛♠ ❛r❡ ②❡t t♦ ❜❡ ❡①♣❧❛✐♥❡❞✮✳ ❉❡✜♥❡ ❛❞❞✐t✐♦♥ ❛♥❞ ♠✉❧t✐♣❧✐❝❛t✐♦♥ ♦♥ ∗ R ♣♦✐♥t✇✐s❡ ✭t❤✐s ✐s s❛❢❡✮ ❛♥❞ ✐t ✐s t❤❡♥ ❡❛s② t♦ s❡❡ t❤❛t ( ∗ R , + , × , < ) ✐s ❛♥ ♦r❞❡r❡❞ ✜❡❧❞✳

❉❡✜♥❡ ❛❞❞✐t✐♦♥ ❛♥❞ ♠✉❧t✐♣❧✐❝❛t✐♦♥ ♦♥ ∗ R ♣♦✐♥t✇✐s❡ ✭t❤✐s ✐s s❛❢❡✮ ❛♥❞ ✐t ✐s t❤❡♥ ❡❛s② t♦ s❡❡ t❤❛t ( ∗ R , + , × , < ) ✐s ❛♥ ♦r❞❡r❡❞ ✜❡❧❞✳ ❆ ❣♦♦❞ ✇❛② t♦ ♣✐❝t✉r❡ ∗ R ✐s ❛s ❢♦❧❧♦✇s ✭♥♦t❡ t❤❛t s♦♠❡ ❢❡❛t✉r❡s ✐♥ t❤❡ ❞✐❛❣r❛♠ ❛r❡ ②❡t t♦ ❜❡ ❡①♣❧❛✐♥❡❞✮✳

■♥✜♥✐t❡s✐♠❛❧ ♠✐❝r♦s❝♦♣❡ ♠♦♥❛❞ ( r ) = { ① ∈ ∗ R : ① ≈ r } r ✄ � ✎ ✂ ✁ ✐♥✜♥✐t❡ ❡❧❡♠❡♥ts ∗ R ✛ ✲ r ✵ ✶ ✷ ◆ ◆ + ✶ st❛♥❞❛r❞ ♣❛rt ♠❛♣♣✐♥❣ ❯ r ✵ ✶ ✷ R ❚❤❡ ❍②♣❡rr❡❛❧s

◆♦✇ ❡①t❡♥❞ ❛❧❧ s❡ts ❆ ✱ ❢✉♥❝t✐♦♥s ❢ ❛♥❞ r❡❧❛t✐♦♥s ❘ ♦♥ R t♦ ∗ R ♣♦✐♥t✇✐s❡ ✕ ✇✐t❤ t❤❡ ❡①t❡♥s✐♦♥s ❞❡♥♦t❡❞ ❜② ∗ ❆ , ∗ ❢ ❛♥❞ ∗ ❘ ✳ ❊①❛♠♣❧❡s ✿ ∗ N , ∗ Z ❛♥❞ ∗ Q ✱ t❤❡ s❡ts ♦❢ ❤②♣❡r♥❛t✉r❛❧ ♥✉♠❜❡rs✱ ❤②♣❡r✐♥t❡❣❡rs ❛♥❞ ❤②♣❡rr❛t✐♦♥❛❧s r❡s♣❡❝t✐✈❡❧② ❲❡ ❝❛♥ t❛❧❦ ❛❜♦✉t ❛♥ ✐♥✜♥✐t❡ ✭❤②♣❡r✮♥❛t✉r❛❧ ♥✉♠❜❡r ◆ ✳

❆ ✜rst ♦r❞❡r st❛t❡♠❡♥t ✭r❡s♣❡❝t✐✈❡❧② ✮✿ r❡❢❡rs t♦ ❡❧❡♠❡♥ts ♦❢ ✭r❡s♣❡❝t✐✈❡❧② ✮✱ ❜♦t❤ ✜①❡❞ ❛♥❞ ✈❛r✐❛❜❧❡✱ ❛♥❞ t♦ ✜①❡❞ r❡❧❛t✐♦♥s ❛♥❞ ❢✉♥❝t✐♦♥s ❢ ❘ ✭r❡s♣❡❝t✐✈❡❧② ❢ ❘ ✮✱ ✇✐t❤ q✉❛♥t✐✜❝❛t✐♦♥ ✭ ① ✱ ② ✮ ♦♥❧② ❢♦r ❡❧❡♠❡♥ts ✳ ❚♦ ❣❡t ❜❛❝❦ t♦ ❢r♦♠ ✿ ❚❤❡♦r❡♠ ✭❙t❛♥❞❛r❞ P❛rt ❚❤❡♦r❡♠✮ ■❢ ① ✐s ✜♥✐t❡✱ t❤❡♥ t❤❡r❡ ✐s ❛ ✉♥✐q✉❡ r s✉❝❤ t❤❛t ① r❀ ✐✳❡✳ ❛♥② ✜♥✐t❡ ❤②♣❡rr❡❛❧ ① ✐s ✉♥✐q✉❡❧② ❡①♣r❡ss✐❜❧❡ ❛s ① r ✇✐t❤ r ❛ st❛♥❞❛r❞ r❡❛❧ ❛♥❞ ✐♥✜♥✐t❡s✐♠❛❧✳ ❉❡✜♥✐t✐♦♥ ✭❙t❛♥❞❛r❞ P❛rt✮ ■❢ ① ✐s ❛ ✜♥✐t❡ ❤②♣❡rr❡❛❧ t❤❡ ✉♥✐q✉❡ r❡❛❧ r ① ✐s ❝❛❧❧❡❞ t❤❡ st❛♥❞❛r❞ ♣❛rt ♦❢ ① ✱ ✇r✐tt❡♥ r ① st ① Pr♦♣❡rt✐❡s ♦❢ ∗ R ❛r❡ ❣✐✈❡♥ s②st❡♠❛t✐❝❛❧❧② ❜② t❤❡ ❢♦❧❧♦✇✐♥❣✿ ❚❤❡♦r❡♠ ✭❚r❛♥s❢❡r Pr✐♥❝✐♣❧❡✮ ▲❡t ϕ ❜❡ ❛♥② ✜rst ♦r❞❡r st❛t❡♠❡♥t✳ ❚❤❡♥ ∗ ϕ ∗ R ⇐ ⇒ ϕ ❤♦❧❞s ✐♥ R ❤♦❧❞s ✐♥

❚♦ ❣❡t ❜❛❝❦ t♦ ❢r♦♠ ✿ ❚❤❡♦r❡♠ ✭❙t❛♥❞❛r❞ P❛rt ❚❤❡♦r❡♠✮ ■❢ ① ✐s ✜♥✐t❡✱ t❤❡♥ t❤❡r❡ ✐s ❛ ✉♥✐q✉❡ r s✉❝❤ t❤❛t ① r❀ ✐✳❡✳ ❛♥② ✜♥✐t❡ ❤②♣❡rr❡❛❧ ① ✐s ✉♥✐q✉❡❧② ❡①♣r❡ss✐❜❧❡ ❛s ① r ✇✐t❤ r ❛ st❛♥❞❛r❞ r❡❛❧ ❛♥❞ ✐♥✜♥✐t❡s✐♠❛❧✳ ❉❡✜♥✐t✐♦♥ ✭❙t❛♥❞❛r❞ P❛rt✮ ■❢ ① ✐s ❛ ✜♥✐t❡ ❤②♣❡rr❡❛❧ t❤❡ ✉♥✐q✉❡ r❡❛❧ r ① ✐s ❝❛❧❧❡❞ t❤❡ st❛♥❞❛r❞ ♣❛rt ♦❢ ① ✱ ✇r✐tt❡♥ r ① st ① Pr♦♣❡rt✐❡s ♦❢ ∗ R ❛r❡ ❣✐✈❡♥ s②st❡♠❛t✐❝❛❧❧② ❜② t❤❡ ❢♦❧❧♦✇✐♥❣✿ ❚❤❡♦r❡♠ ✭❚r❛♥s❢❡r Pr✐♥❝✐♣❧❡✮ ▲❡t ϕ ❜❡ ❛♥② ✜rst ♦r❞❡r st❛t❡♠❡♥t✳ ❚❤❡♥ ∗ ϕ ∗ R ⇐ ⇒ ϕ ❤♦❧❞s ✐♥ R ❤♦❧❞s ✐♥ ❆ ✜rst ♦r❞❡r st❛t❡♠❡♥t ϕ ✭r❡s♣❡❝t✐✈❡❧② ∗ ϕ ✮✿ r❡❢❡rs t♦ ❡❧❡♠❡♥ts ♦❢ R ✭r❡s♣❡❝t✐✈❡❧② ∗ R ✮✱ ❜♦t❤ ✜①❡❞ ❛♥❞ ✈❛r✐❛❜❧❡✱ ❛♥❞ t♦ ✜①❡❞ r❡❧❛t✐♦♥s ❛♥❞ ❢✉♥❝t✐♦♥s ❢ , ❘ ✭r❡s♣❡❝t✐✈❡❧② ∗ ❢ , ∗ ❘ ✮✱ ✇✐t❤ q✉❛♥t✐✜❝❛t✐♦♥ ✭ ∀ ① ✱ ∃ ② ✮ ♦♥❧② ❢♦r ❡❧❡♠❡♥ts ✳

❉❡✜♥✐t✐♦♥ ✭❙t❛♥❞❛r❞ P❛rt✮ ■❢ ① ✐s ❛ ✜♥✐t❡ ❤②♣❡rr❡❛❧ t❤❡ ✉♥✐q✉❡ r❡❛❧ r ① ✐s ❝❛❧❧❡❞ t❤❡ st❛♥❞❛r❞ ♣❛rt ♦❢ ① ✱ ✇r✐tt❡♥ r ① st ① Pr♦♣❡rt✐❡s ♦❢ ∗ R ❛r❡ ❣✐✈❡♥ s②st❡♠❛t✐❝❛❧❧② ❜② t❤❡ ❢♦❧❧♦✇✐♥❣✿ ❚❤❡♦r❡♠ ✭❚r❛♥s❢❡r Pr✐♥❝✐♣❧❡✮ ▲❡t ϕ ❜❡ ❛♥② ✜rst ♦r❞❡r st❛t❡♠❡♥t✳ ❚❤❡♥ ∗ ϕ ∗ R ⇐ ⇒ ϕ ❤♦❧❞s ✐♥ R ❤♦❧❞s ✐♥ ❆ ✜rst ♦r❞❡r st❛t❡♠❡♥t ϕ ✭r❡s♣❡❝t✐✈❡❧② ∗ ϕ ✮✿ r❡❢❡rs t♦ ❡❧❡♠❡♥ts ♦❢ R ✭r❡s♣❡❝t✐✈❡❧② ∗ R ✮✱ ❜♦t❤ ✜①❡❞ ❛♥❞ ✈❛r✐❛❜❧❡✱ ❛♥❞ t♦ ✜①❡❞ r❡❧❛t✐♦♥s ❛♥❞ ❢✉♥❝t✐♦♥s ❢ , ❘ ✭r❡s♣❡❝t✐✈❡❧② ∗ ❢ , ∗ ❘ ✮✱ ✇✐t❤ q✉❛♥t✐✜❝❛t✐♦♥ ✭ ∀ ① ✱ ∃ ② ✮ ♦♥❧② ❢♦r ❡❧❡♠❡♥ts ✳ ❚♦ ❣❡t ❜❛❝❦ t♦ R ❢r♦♠ ∗ R ✿ ❚❤❡♦r❡♠ ✭❙t❛♥❞❛r❞ P❛rt ❚❤❡♦r❡♠✮ ■❢ ① ∈ ∗ R ✐s ✜♥✐t❡✱ t❤❡♥ t❤❡r❡ ✐s ❛ ✉♥✐q✉❡ r ∈ R s✉❝❤ t❤❛t ① ≈ r❀ ✐✳❡✳ ❛♥② ✜♥✐t❡ ❤②♣❡rr❡❛❧ ① ✐s ✉♥✐q✉❡❧② ❡①♣r❡ss✐❜❧❡ ❛s ① = r + δ ✇✐t❤ r ❛ st❛♥❞❛r❞ r❡❛❧ ❛♥❞ δ ✐♥✜♥✐t❡s✐♠❛❧✳

Pr♦♣❡rt✐❡s ♦❢ ∗ R ❛r❡ ❣✐✈❡♥ s②st❡♠❛t✐❝❛❧❧② ❜② t❤❡ ❢♦❧❧♦✇✐♥❣✿ ❚❤❡♦r❡♠ ✭❚r❛♥s❢❡r Pr✐♥❝✐♣❧❡✮ ▲❡t ϕ ❜❡ ❛♥② ✜rst ♦r❞❡r st❛t❡♠❡♥t✳ ❚❤❡♥ ∗ ϕ ∗ R ⇐ ⇒ ϕ ❤♦❧❞s ✐♥ R ❤♦❧❞s ✐♥ ❆ ✜rst ♦r❞❡r st❛t❡♠❡♥t ϕ ✭r❡s♣❡❝t✐✈❡❧② ∗ ϕ ✮✿ r❡❢❡rs t♦ ❡❧❡♠❡♥ts ♦❢ R ✭r❡s♣❡❝t✐✈❡❧② ∗ R ✮✱ ❜♦t❤ ✜①❡❞ ❛♥❞ ✈❛r✐❛❜❧❡✱ ❛♥❞ t♦ ✜①❡❞ r❡❧❛t✐♦♥s ❛♥❞ ❢✉♥❝t✐♦♥s ❢ , ❘ ✭r❡s♣❡❝t✐✈❡❧② ∗ ❢ , ∗ ❘ ✮✱ ✇✐t❤ q✉❛♥t✐✜❝❛t✐♦♥ ✭ ∀ ① ✱ ∃ ② ✮ ♦♥❧② ❢♦r ❡❧❡♠❡♥ts ✳ ❚♦ ❣❡t ❜❛❝❦ t♦ R ❢r♦♠ ∗ R ✿ ❚❤❡♦r❡♠ ✭❙t❛♥❞❛r❞ P❛rt ❚❤❡♦r❡♠✮ ■❢ ① ∈ ∗ R ✐s ✜♥✐t❡✱ t❤❡♥ t❤❡r❡ ✐s ❛ ✉♥✐q✉❡ r ∈ R s✉❝❤ t❤❛t ① ≈ r❀ ✐✳❡✳ ❛♥② ✜♥✐t❡ ❤②♣❡rr❡❛❧ ① ✐s ✉♥✐q✉❡❧② ❡①♣r❡ss✐❜❧❡ ❛s ① = r + δ ✇✐t❤ r ❛ st❛♥❞❛r❞ r❡❛❧ ❛♥❞ δ ✐♥✜♥✐t❡s✐♠❛❧✳ ❉❡✜♥✐t✐♦♥ ✭❙t❛♥❞❛r❞ P❛rt✮ ■❢ ① ✐s ❛ ✜♥✐t❡ ❤②♣❡rr❡❛❧ t❤❡ ✉♥✐q✉❡ r❡❛❧ r ≈ ① ✐s ❝❛❧❧❡❞ t❤❡ st❛♥❞❛r❞ ♣❛rt ♦❢ ① ✱ ✇r✐tt❡♥ r = ◦ ① = st ( ① ) .

❚❤❡ ♠♦st ❡❝♦♥♦♠✐❝❛❧ ✇❛② t♦ ❞♦ t❤✐s ✐s ❢♦r ❛ ✇❤♦❧❡ ♠❛t❤❡♠❛t✐❝❛❧ ✉♥✐✈❡rs❡ ✇✐t❤ ❆ ❢♦r ❡❛❝❤ ♦❜❥❡❝t ❆ t❤❛t ♠✐❣❤t ❜❡ ♥❡❡❞❡❞✳ ■♥❢♦r♠❛t✐♦♥ ❛❜♦✉t t❤❡ r❡s✉❧t✐♥❣ ♥♦♥st❛♥❞❛r❞ ✉♥✐✈❡rs❡ ✐s ❣✐✈❡♥ ❜②✿ ❚❤❡♦r❡♠ ✭❚❤❡ ❚r❛♥s❢❡r Pr✐♥❝✐♣❧❡✮ ❙✉♣♣♦s❡ t❤❛t ✐s ❛ ❜♦✉♥❞❡❞ q✉❛♥t✐✜❡r st❛t❡♠❡♥t✳ ❚❤❡♥ ❤♦❧❞s ✐♥ ✐❢ ❛♥❞ ♦♥❧② ✐❢ ❤♦❧❞s ✐♥ ✳ ❊❧❡♠❡♥ts ✭♦❜❥❡❝ts✮ ❜❡❧♦♥❣✐♥❣ t♦ t❤❡ ♥♦♥st❛♥❞❛r❞ ✉♥✐✈❡rs❡ ❛r❡ ❝❛❧❧❡❞ ✐♥t❡r♥❛❧ ✳ ❘❡♠❛r❦ ❚❤❡ st❛♥❞❛r❞ ♣❛rt ♠❛♣♣✐♥❣ ❡①t❡♥❞s t♦ t❤❡ ✏♥❡❛rst❛♥❞❛r❞✑ ❡❧❡♠❡♥ts ♦❢ ❛♥② ❡①t❡♥s✐♦♥ ♠❡tr✐❝ ✭♦r t♦♣♦❧♦❣✐❝❛❧✮ s♣❛❝❡ ▼ ✲ ✐♥ ♣❛rt✐❝✉❧❛r t❤❡ s♣❛❝❡ ❍ ✳ ■t ✐s ❡❛s② t♦ s❤♦✇ t❤❛t ❡❧❡♠❡♥ts ❯ ✐♥ ❍ ✇✐t❤ ❯ ✜♥✐t❡ ❛r❡ ♥❡❛rst❛♥❞❛r❞ ✐♥ t❤❡ ✇❡❛❦ t♦♣♦❧♦❣②✳ ❆ ◆❖◆❙❚❆◆❉❆❘❉ ❯◆■❱❊❘❙❊ ❘❡♣❡❛t t❤❡ ❛❜♦✈❡ ❝♦♥str✉❝t✐♦♥ t♦ ❣✐✈❡ ∗ ❆ ❢♦r ❛♥② ♠❛t❤❡♠❛t✐❝❛❧ ♦❜❥❡❝t ♦r str✉❝t✉r❡ ❆ ❀ ❡✳❣✳ ∗ ▼ ❢♦r ❛ ♠❡tr✐❝ s♣❛❝❡ ✇✐t❤ ∗ ❞ : ∗ ▼ × ∗ ▼ → ∗ R .

■♥❢♦r♠❛t✐♦♥ ❛❜♦✉t t❤❡ r❡s✉❧t✐♥❣ ♥♦♥st❛♥❞❛r❞ ✉♥✐✈❡rs❡ ✐s ❣✐✈❡♥ ❜②✿ ❚❤❡♦r❡♠ ✭❚❤❡ ❚r❛♥s❢❡r Pr✐♥❝✐♣❧❡✮ ❙✉♣♣♦s❡ t❤❛t ✐s ❛ ❜♦✉♥❞❡❞ q✉❛♥t✐✜❡r st❛t❡♠❡♥t✳ ❚❤❡♥ ❤♦❧❞s ✐♥ ✐❢ ❛♥❞ ♦♥❧② ✐❢ ❤♦❧❞s ✐♥ ✳ ❊❧❡♠❡♥ts ✭♦❜❥❡❝ts✮ ❜❡❧♦♥❣✐♥❣ t♦ t❤❡ ♥♦♥st❛♥❞❛r❞ ✉♥✐✈❡rs❡ ❛r❡ ❝❛❧❧❡❞ ✐♥t❡r♥❛❧ ✳ ❘❡♠❛r❦ ❚❤❡ st❛♥❞❛r❞ ♣❛rt ♠❛♣♣✐♥❣ ❡①t❡♥❞s t♦ t❤❡ ✏♥❡❛rst❛♥❞❛r❞✑ ❡❧❡♠❡♥ts ♦❢ ❛♥② ❡①t❡♥s✐♦♥ ♠❡tr✐❝ ✭♦r t♦♣♦❧♦❣✐❝❛❧✮ s♣❛❝❡ ▼ ✲ ✐♥ ♣❛rt✐❝✉❧❛r t❤❡ s♣❛❝❡ ❍ ✳ ■t ✐s ❡❛s② t♦ s❤♦✇ t❤❛t ❡❧❡♠❡♥ts ❯ ✐♥ ❍ ✇✐t❤ ❯ ✜♥✐t❡ ❛r❡ ♥❡❛rst❛♥❞❛r❞ ✐♥ t❤❡ ✇❡❛❦ t♦♣♦❧♦❣②✳ ❆ ◆❖◆❙❚❆◆❉❆❘❉ ❯◆■❱❊❘❙❊ ❘❡♣❡❛t t❤❡ ❛❜♦✈❡ ❝♦♥str✉❝t✐♦♥ t♦ ❣✐✈❡ ∗ ❆ ❢♦r ❛♥② ♠❛t❤❡♠❛t✐❝❛❧ ♦❜❥❡❝t ♦r str✉❝t✉r❡ ❆ ❀ ❡✳❣✳ ∗ ▼ ❢♦r ❛ ♠❡tr✐❝ s♣❛❝❡ ✇✐t❤ ∗ ❞ : ∗ ▼ × ∗ ▼ → ∗ R . ❚❤❡ ♠♦st ❡❝♦♥♦♠✐❝❛❧ ✇❛② t♦ ❞♦ t❤✐s ✐s ❢♦r ❛ ✇❤♦❧❡ ♠❛t❤❡♠❛t✐❝❛❧ ✉♥✐✈❡rs❡ V ✇✐t❤ ❆ ∈ V ❢♦r ❡❛❝❤ ♦❜❥❡❝t ❆ t❤❛t ♠✐❣❤t ❜❡ ♥❡❡❞❡❞✳

❊❧❡♠❡♥ts ✭♦❜❥❡❝ts✮ ❜❡❧♦♥❣✐♥❣ t♦ t❤❡ ♥♦♥st❛♥❞❛r❞ ✉♥✐✈❡rs❡ ❛r❡ ❝❛❧❧❡❞ ✐♥t❡r♥❛❧ ✳ ❘❡♠❛r❦ ❚❤❡ st❛♥❞❛r❞ ♣❛rt ♠❛♣♣✐♥❣ ❡①t❡♥❞s t♦ t❤❡ ✏♥❡❛rst❛♥❞❛r❞✑ ❡❧❡♠❡♥ts ♦❢ ❛♥② ❡①t❡♥s✐♦♥ ♠❡tr✐❝ ✭♦r t♦♣♦❧♦❣✐❝❛❧✮ s♣❛❝❡ ▼ ✲ ✐♥ ♣❛rt✐❝✉❧❛r t❤❡ s♣❛❝❡ ❍ ✳ ■t ✐s ❡❛s② t♦ s❤♦✇ t❤❛t ❡❧❡♠❡♥ts ❯ ✐♥ ❍ ✇✐t❤ ❯ ✜♥✐t❡ ❛r❡ ♥❡❛rst❛♥❞❛r❞ ✐♥ t❤❡ ✇❡❛❦ t♦♣♦❧♦❣②✳ ❆ ◆❖◆❙❚❆◆❉❆❘❉ ❯◆■❱❊❘❙❊ ❘❡♣❡❛t t❤❡ ❛❜♦✈❡ ❝♦♥str✉❝t✐♦♥ t♦ ❣✐✈❡ ∗ ❆ ❢♦r ❛♥② ♠❛t❤❡♠❛t✐❝❛❧ ♦❜❥❡❝t ♦r str✉❝t✉r❡ ❆ ❀ ❡✳❣✳ ∗ ▼ ❢♦r ❛ ♠❡tr✐❝ s♣❛❝❡ ✇✐t❤ ∗ ❞ : ∗ ▼ × ∗ ▼ → ∗ R . ❚❤❡ ♠♦st ❡❝♦♥♦♠✐❝❛❧ ✇❛② t♦ ❞♦ t❤✐s ✐s ❢♦r ❛ ✇❤♦❧❡ ♠❛t❤❡♠❛t✐❝❛❧ ✉♥✐✈❡rs❡ V ✇✐t❤ ❆ ∈ V ❢♦r ❡❛❝❤ ♦❜❥❡❝t ❆ t❤❛t ♠✐❣❤t ❜❡ ♥❡❡❞❡❞✳ ■♥❢♦r♠❛t✐♦♥ ❛❜♦✉t t❤❡ r❡s✉❧t✐♥❣ ♥♦♥st❛♥❞❛r❞ ✉♥✐✈❡rs❡ ∗ V ✐s ❣✐✈❡♥ ❜②✿ ❚❤❡♦r❡♠ ✭❚❤❡ ❚r❛♥s❢❡r Pr✐♥❝✐♣❧❡✮ ❙✉♣♣♦s❡ t❤❛t ϕ ✐s ❛ ❜♦✉♥❞❡❞ q✉❛♥t✐✜❡r st❛t❡♠❡♥t✳ ❚❤❡♥ ϕ ❤♦❧❞s ✐♥ V ✐❢ ❛♥❞ ♦♥❧② ✐❢ ∗ ϕ ❤♦❧❞s ✐♥ ∗ V ✳

❘❡♠❛r❦ ❚❤❡ st❛♥❞❛r❞ ♣❛rt ♠❛♣♣✐♥❣ ❡①t❡♥❞s t♦ t❤❡ ✏♥❡❛rst❛♥❞❛r❞✑ ❡❧❡♠❡♥ts ♦❢ ❛♥② ❡①t❡♥s✐♦♥ ♠❡tr✐❝ ✭♦r t♦♣♦❧♦❣✐❝❛❧✮ s♣❛❝❡ ▼ ✲ ✐♥ ♣❛rt✐❝✉❧❛r t❤❡ s♣❛❝❡ ❍ ✳ ■t ✐s ❡❛s② t♦ s❤♦✇ t❤❛t ❡❧❡♠❡♥ts ❯ ✐♥ ❍ ✇✐t❤ ❯ ✜♥✐t❡ ❛r❡ ♥❡❛rst❛♥❞❛r❞ ✐♥ t❤❡ ✇❡❛❦ t♦♣♦❧♦❣②✳ ❆ ◆❖◆❙❚❆◆❉❆❘❉ ❯◆■❱❊❘❙❊ ❘❡♣❡❛t t❤❡ ❛❜♦✈❡ ❝♦♥str✉❝t✐♦♥ t♦ ❣✐✈❡ ∗ ❆ ❢♦r ❛♥② ♠❛t❤❡♠❛t✐❝❛❧ ♦❜❥❡❝t ♦r str✉❝t✉r❡ ❆ ❀ ❡✳❣✳ ∗ ▼ ❢♦r ❛ ♠❡tr✐❝ s♣❛❝❡ ✇✐t❤ ∗ ❞ : ∗ ▼ × ∗ ▼ → ∗ R . ❚❤❡ ♠♦st ❡❝♦♥♦♠✐❝❛❧ ✇❛② t♦ ❞♦ t❤✐s ✐s ❢♦r ❛ ✇❤♦❧❡ ♠❛t❤❡♠❛t✐❝❛❧ ✉♥✐✈❡rs❡ V ✇✐t❤ ❆ ∈ V ❢♦r ❡❛❝❤ ♦❜❥❡❝t ❆ t❤❛t ♠✐❣❤t ❜❡ ♥❡❡❞❡❞✳ ■♥❢♦r♠❛t✐♦♥ ❛❜♦✉t t❤❡ r❡s✉❧t✐♥❣ ♥♦♥st❛♥❞❛r❞ ✉♥✐✈❡rs❡ ∗ V ✐s ❣✐✈❡♥ ❜②✿ ❚❤❡♦r❡♠ ✭❚❤❡ ❚r❛♥s❢❡r Pr✐♥❝✐♣❧❡✮ ❙✉♣♣♦s❡ t❤❛t ϕ ✐s ❛ ❜♦✉♥❞❡❞ q✉❛♥t✐✜❡r st❛t❡♠❡♥t✳ ❚❤❡♥ ϕ ❤♦❧❞s ✐♥ V ✐❢ ❛♥❞ ♦♥❧② ✐❢ ∗ ϕ ❤♦❧❞s ✐♥ ∗ V ✳ ❊❧❡♠❡♥ts ✭♦❜❥❡❝ts✮ ❜❡❧♦♥❣✐♥❣ t♦ t❤❡ ♥♦♥st❛♥❞❛r❞ ✉♥✐✈❡rs❡ ∗ V ❛r❡ ❝❛❧❧❡❞ ✐♥t❡r♥❛❧ ✳

■t ✐s ❡❛s② t♦ s❤♦✇ t❤❛t ❡❧❡♠❡♥ts ❯ ✐♥ ❍ ✇✐t❤ ❯ ✜♥✐t❡ ❛r❡ ♥❡❛rst❛♥❞❛r❞ ✐♥ t❤❡ ✇❡❛❦ t♦♣♦❧♦❣②✳ ❆ ◆❖◆❙❚❆◆❉❆❘❉ ❯◆■❱❊❘❙❊ ❘❡♣❡❛t t❤❡ ❛❜♦✈❡ ❝♦♥str✉❝t✐♦♥ t♦ ❣✐✈❡ ∗ ❆ ❢♦r ❛♥② ♠❛t❤❡♠❛t✐❝❛❧ ♦❜❥❡❝t ♦r str✉❝t✉r❡ ❆ ❀ ❡✳❣✳ ∗ ▼ ❢♦r ❛ ♠❡tr✐❝ s♣❛❝❡ ✇✐t❤ ∗ ❞ : ∗ ▼ × ∗ ▼ → ∗ R . ❚❤❡ ♠♦st ❡❝♦♥♦♠✐❝❛❧ ✇❛② t♦ ❞♦ t❤✐s ✐s ❢♦r ❛ ✇❤♦❧❡ ♠❛t❤❡♠❛t✐❝❛❧ ✉♥✐✈❡rs❡ V ✇✐t❤ ❆ ∈ V ❢♦r ❡❛❝❤ ♦❜❥❡❝t ❆ t❤❛t ♠✐❣❤t ❜❡ ♥❡❡❞❡❞✳ ■♥❢♦r♠❛t✐♦♥ ❛❜♦✉t t❤❡ r❡s✉❧t✐♥❣ ♥♦♥st❛♥❞❛r❞ ✉♥✐✈❡rs❡ ∗ V ✐s ❣✐✈❡♥ ❜②✿ ❚❤❡♦r❡♠ ✭❚❤❡ ❚r❛♥s❢❡r Pr✐♥❝✐♣❧❡✮ ❙✉♣♣♦s❡ t❤❛t ϕ ✐s ❛ ❜♦✉♥❞❡❞ q✉❛♥t✐✜❡r st❛t❡♠❡♥t✳ ❚❤❡♥ ϕ ❤♦❧❞s ✐♥ V ✐❢ ❛♥❞ ♦♥❧② ✐❢ ∗ ϕ ❤♦❧❞s ✐♥ ∗ V ✳ ❊❧❡♠❡♥ts ✭♦❜❥❡❝ts✮ ❜❡❧♦♥❣✐♥❣ t♦ t❤❡ ♥♦♥st❛♥❞❛r❞ ✉♥✐✈❡rs❡ ∗ V ❛r❡ ❝❛❧❧❡❞ ✐♥t❡r♥❛❧ ✳ ❘❡♠❛r❦ ❚❤❡ st❛♥❞❛r❞ ♣❛rt ♠❛♣♣✐♥❣ ❡①t❡♥❞s t♦ t❤❡ ✏♥❡❛rst❛♥❞❛r❞✑ ❡❧❡♠❡♥ts ♦❢ ❛♥② ❡①t❡♥s✐♦♥ ♠❡tr✐❝ ✭♦r t♦♣♦❧♦❣✐❝❛❧✮ s♣❛❝❡ ∗ ▼ ✲ ✐♥ ♣❛rt✐❝✉❧❛r t❤❡ s♣❛❝❡ ∗ ❍ ✳

❆ ◆❖◆❙❚❆◆❉❆❘❉ ❯◆■❱❊❘❙❊ ❘❡♣❡❛t t❤❡ ❛❜♦✈❡ ❝♦♥str✉❝t✐♦♥ t♦ ❣✐✈❡ ∗ ❆ ❢♦r ❛♥② ♠❛t❤❡♠❛t✐❝❛❧ ♦❜❥❡❝t ♦r str✉❝t✉r❡ ❆ ❀ ❡✳❣✳ ∗ ▼ ❢♦r ❛ ♠❡tr✐❝ s♣❛❝❡ ✇✐t❤ ∗ ❞ : ∗ ▼ × ∗ ▼ → ∗ R . ❚❤❡ ♠♦st ❡❝♦♥♦♠✐❝❛❧ ✇❛② t♦ ❞♦ t❤✐s ✐s ❢♦r ❛ ✇❤♦❧❡ ♠❛t❤❡♠❛t✐❝❛❧ ✉♥✐✈❡rs❡ V ✇✐t❤ ❆ ∈ V ❢♦r ❡❛❝❤ ♦❜❥❡❝t ❆ t❤❛t ♠✐❣❤t ❜❡ ♥❡❡❞❡❞✳ ■♥❢♦r♠❛t✐♦♥ ❛❜♦✉t t❤❡ r❡s✉❧t✐♥❣ ♥♦♥st❛♥❞❛r❞ ✉♥✐✈❡rs❡ ∗ V ✐s ❣✐✈❡♥ ❜②✿ ❚❤❡♦r❡♠ ✭❚❤❡ ❚r❛♥s❢❡r Pr✐♥❝✐♣❧❡✮ ❙✉♣♣♦s❡ t❤❛t ϕ ✐s ❛ ❜♦✉♥❞❡❞ q✉❛♥t✐✜❡r st❛t❡♠❡♥t✳ ❚❤❡♥ ϕ ❤♦❧❞s ✐♥ V ✐❢ ❛♥❞ ♦♥❧② ✐❢ ∗ ϕ ❤♦❧❞s ✐♥ ∗ V ✳ ❊❧❡♠❡♥ts ✭♦❜❥❡❝ts✮ ❜❡❧♦♥❣✐♥❣ t♦ t❤❡ ♥♦♥st❛♥❞❛r❞ ✉♥✐✈❡rs❡ ∗ V ❛r❡ ❝❛❧❧❡❞ ✐♥t❡r♥❛❧ ✳ ❘❡♠❛r❦ ❚❤❡ st❛♥❞❛r❞ ♣❛rt ♠❛♣♣✐♥❣ ❡①t❡♥❞s t♦ t❤❡ ✏♥❡❛rst❛♥❞❛r❞✑ ❡❧❡♠❡♥ts ♦❢ ❛♥② ❡①t❡♥s✐♦♥ ♠❡tr✐❝ ✭♦r t♦♣♦❧♦❣✐❝❛❧✮ s♣❛❝❡ ∗ ▼ ✲ ✐♥ ♣❛rt✐❝✉❧❛r t❤❡ s♣❛❝❡ ∗ ❍ ✳ ■t ✐s ❡❛s② t♦ s❤♦✇ t❤❛t ❡❧❡♠❡♥ts ❯ ✐♥ ∗ ❍ ✇✐t❤ | ❯ | ✜♥✐t❡ ❛r❡ ♥❡❛rst❛♥❞❛r❞ ✐♥ t❤❡ ✇❡❛❦ t♦♣♦❧♦❣②✳

t❤❛t ✐s ✵ ✇✐t❤ ❆ ❇ ❆ ❇ ❢♦r ❞✐s❥♦✐♥t ❆ ✱ ❇ ✱ ❛♥❞ ✐s ✜♥✐t❡✳ ❉❡✜♥❡ t❤❡ ♠❛♣♣✐♥❣ ✵ ❜② ❆ ❆ ✳ ❚❤❡♥ ✐s ❛ st❛♥❞❛r❞ ✜♥✐t❡❧② ❛❞❞✐t✐✈❡ ♠❡❛s✉r❡ s♣❛❝❡ ❜✉t ✐s ♥♦t ✲❛❞❞✐t✐✈❡ ✐♥ ❣❡♥❡r❛❧✳ ❚❤❡♦r❡♠ ✭▲♦❡❜ ✶✾✼✺✮ ❚❤❡r❡ ✐s ❛ ✉♥✐q✉❡ ✲❛❞❞✐t✐✈❡ ❡①t❡♥s✐♦♥ ♦❢ t♦ t❤❡ ✲❛❧❣❡❜r❛ ❣❡♥❡r❛t❡❞ ❜② ✳ ❚❤❡ ❝♦♠♣❧❡t✐♦♥ ♦❢ t❤✐s ♠❡❛s✉r❡ ✐s t❤❡ ▲♦❡❜ ♠❡❛s✉r❡ ❝♦rr❡s♣♦♥❞✐♥❣ t♦ ✱ ❞❡♥♦t❡❞ ▲ ❛♥❞ t❤❡ ❝♦♠♣❧❡t✐♦♥ ♦❢ ✐s t❤❡ ▲♦❡❜ ✲❛❧❣❡❜r❛✱ ❞❡♥♦t❡❞ ❜② ▲ ✳ ▲❖❊❇ ▼❊❆❙❯❘❊❙ ❆ ▲♦❡❜ ♠❡❛s✉r❡ s♣❛❝❡ ✐s ❛ ♠❡❛s✉r❡ ❝♦♥str✉❝t❡❞ ❢r♦♠ ❛ ♥♦♥st❛♥❞❛r❞ ✭✐✳❡✳ ✐♥t❡r♥❛❧ ✮ ♠❡❛s✉r❡ ✭❡ss❡♥t✐❛❧❧② ✐t ✐s ❛♥ ✉❧tr❛♣r♦❞✉❝t ♦❢ ♠❡❛s✉r❡s✮✳ ❙✉♣♣♦s❡ t❤❛t ❛♥ ✐♥t❡r♥❛❧ s❡t Ω ❛♥❞ ❛♥ ✐♥t❡r♥❛❧ ❛❧❣❡❜r❛ A ♦❢ s✉❜s❡ts ♦❢ Ω ✱ ❛r❡ ❣✐✈❡♥✱ µ ✐s ❛ ✜♥✐t❡ ✐♥t❡r♥❛❧ ✜♥✐t❡❧② ❛❞❞✐t✐✈❡ ♠❡❛s✉r❡ ♦♥ A ❀

❉❡✜♥❡ t❤❡ ♠❛♣♣✐♥❣ ✵ ❜② ❆ ❆ ✳ ❚❤❡♥ ✐s ❛ st❛♥❞❛r❞ ✜♥✐t❡❧② ❛❞❞✐t✐✈❡ ♠❡❛s✉r❡ s♣❛❝❡ ❜✉t ✐s ♥♦t ✲❛❞❞✐t✐✈❡ ✐♥ ❣❡♥❡r❛❧✳ ❚❤❡♦r❡♠ ✭▲♦❡❜ ✶✾✼✺✮ ❚❤❡r❡ ✐s ❛ ✉♥✐q✉❡ ✲❛❞❞✐t✐✈❡ ❡①t❡♥s✐♦♥ ♦❢ t♦ t❤❡ ✲❛❧❣❡❜r❛ ❣❡♥❡r❛t❡❞ ❜② ✳ ❚❤❡ ❝♦♠♣❧❡t✐♦♥ ♦❢ t❤✐s ♠❡❛s✉r❡ ✐s t❤❡ ▲♦❡❜ ♠❡❛s✉r❡ ❝♦rr❡s♣♦♥❞✐♥❣ t♦ ✱ ❞❡♥♦t❡❞ ▲ ❛♥❞ t❤❡ ❝♦♠♣❧❡t✐♦♥ ♦❢ ✐s t❤❡ ▲♦❡❜ ✲❛❧❣❡❜r❛✱ ❞❡♥♦t❡❞ ❜② ▲ ✳ ▲❖❊❇ ▼❊❆❙❯❘❊❙ ❆ ▲♦❡❜ ♠❡❛s✉r❡ s♣❛❝❡ ✐s ❛ ♠❡❛s✉r❡ ❝♦♥str✉❝t❡❞ ❢r♦♠ ❛ ♥♦♥st❛♥❞❛r❞ ✭✐✳❡✳ ✐♥t❡r♥❛❧ ✮ ♠❡❛s✉r❡ ✭❡ss❡♥t✐❛❧❧② ✐t ✐s ❛♥ ✉❧tr❛♣r♦❞✉❝t ♦❢ ♠❡❛s✉r❡s✮✳ ❙✉♣♣♦s❡ t❤❛t ❛♥ ✐♥t❡r♥❛❧ s❡t Ω ❛♥❞ ❛♥ ✐♥t❡r♥❛❧ ❛❧❣❡❜r❛ A ♦❢ s✉❜s❡ts ♦❢ Ω ✱ ❛r❡ ❣✐✈❡♥✱ µ ✐s ❛ ✜♥✐t❡ ✐♥t❡r♥❛❧ ✜♥✐t❡❧② ❛❞❞✐t✐✈❡ ♠❡❛s✉r❡ ♦♥ A ❀ t❤❛t ✐s µ : A → ∗ [ ✵ , ∞ ) ✇✐t❤ µ ( ❆ ∪ ❇ ) = µ ( ❆ ) + µ ( ❇ ) ❢♦r ❞✐s❥♦✐♥t ❆ ✱ ❇ ∈ A ✱ ❛♥❞ µ (Ω) ✐s ✜♥✐t❡✳

❚❤❡♥ ✐s ❛ st❛♥❞❛r❞ ✜♥✐t❡❧② ❛❞❞✐t✐✈❡ ♠❡❛s✉r❡ s♣❛❝❡ ❜✉t ✐s ♥♦t ✲❛❞❞✐t✐✈❡ ✐♥ ❣❡♥❡r❛❧✳ ❚❤❡♦r❡♠ ✭▲♦❡❜ ✶✾✼✺✮ ❚❤❡r❡ ✐s ❛ ✉♥✐q✉❡ ✲❛❞❞✐t✐✈❡ ❡①t❡♥s✐♦♥ ♦❢ t♦ t❤❡ ✲❛❧❣❡❜r❛ ❣❡♥❡r❛t❡❞ ❜② ✳ ❚❤❡ ❝♦♠♣❧❡t✐♦♥ ♦❢ t❤✐s ♠❡❛s✉r❡ ✐s t❤❡ ▲♦❡❜ ♠❡❛s✉r❡ ❝♦rr❡s♣♦♥❞✐♥❣ t♦ ✱ ❞❡♥♦t❡❞ ▲ ❛♥❞ t❤❡ ❝♦♠♣❧❡t✐♦♥ ♦❢ ✐s t❤❡ ▲♦❡❜ ✲❛❧❣❡❜r❛✱ ❞❡♥♦t❡❞ ❜② ▲ ✳ ▲❖❊❇ ▼❊❆❙❯❘❊❙ ❆ ▲♦❡❜ ♠❡❛s✉r❡ s♣❛❝❡ ✐s ❛ ♠❡❛s✉r❡ ❝♦♥str✉❝t❡❞ ❢r♦♠ ❛ ♥♦♥st❛♥❞❛r❞ ✭✐✳❡✳ ✐♥t❡r♥❛❧ ✮ ♠❡❛s✉r❡ ✭❡ss❡♥t✐❛❧❧② ✐t ✐s ❛♥ ✉❧tr❛♣r♦❞✉❝t ♦❢ ♠❡❛s✉r❡s✮✳ ❙✉♣♣♦s❡ t❤❛t ❛♥ ✐♥t❡r♥❛❧ s❡t Ω ❛♥❞ ❛♥ ✐♥t❡r♥❛❧ ❛❧❣❡❜r❛ A ♦❢ s✉❜s❡ts ♦❢ Ω ✱ ❛r❡ ❣✐✈❡♥✱ µ ✐s ❛ ✜♥✐t❡ ✐♥t❡r♥❛❧ ✜♥✐t❡❧② ❛❞❞✐t✐✈❡ ♠❡❛s✉r❡ ♦♥ A ❀ t❤❛t ✐s µ : A → ∗ [ ✵ , ∞ ) ✇✐t❤ µ ( ❆ ∪ ❇ ) = µ ( ❆ ) + µ ( ❇ ) ❢♦r ❞✐s❥♦✐♥t ❆ ✱ ❇ ∈ A ✱ ❛♥❞ µ (Ω) ✐s ✜♥✐t❡✳ ❉❡✜♥❡ t❤❡ ♠❛♣♣✐♥❣ ◦ µ : A → [ ✵ , ∞ ) ❜② ◦ µ ( ❆ ) = ◦ ( µ ( ❆ )) ✳

❚❤❡♦r❡♠ ✭▲♦❡❜ ✶✾✼✺✮ ❚❤❡r❡ ✐s ❛ ✉♥✐q✉❡ ✲❛❞❞✐t✐✈❡ ❡①t❡♥s✐♦♥ ♦❢ t♦ t❤❡ ✲❛❧❣❡❜r❛ ❣❡♥❡r❛t❡❞ ❜② ✳ ❚❤❡ ❝♦♠♣❧❡t✐♦♥ ♦❢ t❤✐s ♠❡❛s✉r❡ ✐s t❤❡ ▲♦❡❜ ♠❡❛s✉r❡ ❝♦rr❡s♣♦♥❞✐♥❣ t♦ ✱ ❞❡♥♦t❡❞ ▲ ❛♥❞ t❤❡ ❝♦♠♣❧❡t✐♦♥ ♦❢ ✐s t❤❡ ▲♦❡❜ ✲❛❧❣❡❜r❛✱ ❞❡♥♦t❡❞ ❜② ▲ ✳ ▲❖❊❇ ▼❊❆❙❯❘❊❙ ❆ ▲♦❡❜ ♠❡❛s✉r❡ s♣❛❝❡ ✐s ❛ ♠❡❛s✉r❡ ❝♦♥str✉❝t❡❞ ❢r♦♠ ❛ ♥♦♥st❛♥❞❛r❞ ✭✐✳❡✳ ✐♥t❡r♥❛❧ ✮ ♠❡❛s✉r❡ ✭❡ss❡♥t✐❛❧❧② ✐t ✐s ❛♥ ✉❧tr❛♣r♦❞✉❝t ♦❢ ♠❡❛s✉r❡s✮✳ ❙✉♣♣♦s❡ t❤❛t ❛♥ ✐♥t❡r♥❛❧ s❡t Ω ❛♥❞ ❛♥ ✐♥t❡r♥❛❧ ❛❧❣❡❜r❛ A ♦❢ s✉❜s❡ts ♦❢ Ω ✱ ❛r❡ ❣✐✈❡♥✱ µ ✐s ❛ ✜♥✐t❡ ✐♥t❡r♥❛❧ ✜♥✐t❡❧② ❛❞❞✐t✐✈❡ ♠❡❛s✉r❡ ♦♥ A ❀ t❤❛t ✐s µ : A → ∗ [ ✵ , ∞ ) ✇✐t❤ µ ( ❆ ∪ ❇ ) = µ ( ❆ ) + µ ( ❇ ) ❢♦r ❞✐s❥♦✐♥t ❆ ✱ ❇ ∈ A ✱ ❛♥❞ µ (Ω) ✐s ✜♥✐t❡✳ ❉❡✜♥❡ t❤❡ ♠❛♣♣✐♥❣ ◦ µ : A → [ ✵ , ∞ ) ❜② ◦ µ ( ❆ ) = ◦ ( µ ( ❆ )) ✳ ❚❤❡♥ (Ω , A , ◦ µ ) ✐s ❛ st❛♥❞❛r❞ ✜♥✐t❡❧② ❛❞❞✐t✐✈❡ ♠❡❛s✉r❡ s♣❛❝❡ ❜✉t A ✐s ♥♦t σ ✲❛❞❞✐t✐✈❡ ✐♥ ❣❡♥❡r❛❧✳

▲❖❊❇ ▼❊❆❙❯❘❊❙ ❆ ▲♦❡❜ ♠❡❛s✉r❡ s♣❛❝❡ ✐s ❛ ♠❡❛s✉r❡ ❝♦♥str✉❝t❡❞ ❢r♦♠ ❛ ♥♦♥st❛♥❞❛r❞ ✭✐✳❡✳ ✐♥t❡r♥❛❧ ✮ ♠❡❛s✉r❡ ✭❡ss❡♥t✐❛❧❧② ✐t ✐s ❛♥ ✉❧tr❛♣r♦❞✉❝t ♦❢ ♠❡❛s✉r❡s✮✳ ❙✉♣♣♦s❡ t❤❛t ❛♥ ✐♥t❡r♥❛❧ s❡t Ω ❛♥❞ ❛♥ ✐♥t❡r♥❛❧ ❛❧❣❡❜r❛ A ♦❢ s✉❜s❡ts ♦❢ Ω ✱ ❛r❡ ❣✐✈❡♥✱ µ ✐s ❛ ✜♥✐t❡ ✐♥t❡r♥❛❧ ✜♥✐t❡❧② ❛❞❞✐t✐✈❡ ♠❡❛s✉r❡ ♦♥ A ❀ t❤❛t ✐s µ : A → ∗ [ ✵ , ∞ ) ✇✐t❤ µ ( ❆ ∪ ❇ ) = µ ( ❆ ) + µ ( ❇ ) ❢♦r ❞✐s❥♦✐♥t ❆ ✱ ❇ ∈ A ✱ ❛♥❞ µ (Ω) ✐s ✜♥✐t❡✳ ❉❡✜♥❡ t❤❡ ♠❛♣♣✐♥❣ ◦ µ : A → [ ✵ , ∞ ) ❜② ◦ µ ( ❆ ) = ◦ ( µ ( ❆ )) ✳ ❚❤❡♥ (Ω , A , ◦ µ ) ✐s ❛ st❛♥❞❛r❞ ✜♥✐t❡❧② ❛❞❞✐t✐✈❡ ♠❡❛s✉r❡ s♣❛❝❡ ❜✉t A ✐s ♥♦t σ ✲❛❞❞✐t✐✈❡ ✐♥ ❣❡♥❡r❛❧✳ ❚❤❡♦r❡♠ ✭▲♦❡❜ ✶✾✼✺✮ ❚❤❡r❡ ✐s ❛ ✉♥✐q✉❡ σ ✲❛❞❞✐t✐✈❡ ❡①t❡♥s✐♦♥ ♦❢ ◦ µ t♦ t❤❡ σ ✲❛❧❣❡❜r❛ σ ( A ) ❣❡♥❡r❛t❡❞ ❜② A ✳ ❚❤❡ ❝♦♠♣❧❡t✐♦♥ ♦❢ t❤✐s ♠❡❛s✉r❡ ✐s t❤❡ ▲♦❡❜ ♠❡❛s✉r❡ ❝♦rr❡s♣♦♥❞✐♥❣ t♦ µ ✱ ❞❡♥♦t❡❞ µ ▲ ❛♥❞ t❤❡ ❝♦♠♣❧❡t✐♦♥ ♦❢ σ ( A ) ✐s t❤❡ ▲♦❡❜ σ ✲❛❧❣❡❜r❛✱ ❞❡♥♦t❡❞ ❜② ▲ ( A ) ✳

▲♦❡❜ ✐♥t❡❣r❛t✐♦♥ t❤❡♦r② r❡❧❛t❡s ♥♦♥st❛♥❞❛r❞ ✐♥t❡❣r❛❧s ❛♥❞ ▲♦❡❜ ✐♥t❡❣r❛❧s✳ ▲❡t ❋ ❜❡ ❙✲✐♥t❡❣r❛❜❧❡✳ ❚❤❡♥ ❋ ❛♥❞ ❋❞ ❋❞ ▲ ❙✐♠✐❧❛r r❡❧❛t✐♦♥s❤✐♣s ❝♦♥♥❡❝t ✐♥t❡r♥❛❧ ✭✐✳❡✳ ♥♦♥st❛♥❞❛r❞✮ st♦❝❤❛st✐❝ ✐♥t❡❣r❛❧s t♦ st❛♥❞❛r❞ st♦❝❤❛st✐❝ ✐♥t❡❣r❛❧s ♦♥ t❤❡ ▲♦❡❜ s♣❛❝❡✳ ▲♦❡❜ ♠❡❛s✉r❡s ❛r❡ ✈❡r② r✐❝❤✱ ❡✈❡♥ t❤♦✉❣❤ t❤❡ ✐♥t❡r♥❛❧ ♠❡❛s✉r❡s t❤❡② ❝♦♠❡ ❢r♦♠ ♠❛② ❜❡ ✈❡r② s✐♠♣❧❡ ✭❡❣✳❝♦✉♥t✐♥❣ ♣r♦❜❛❜✐❧✐t✐❡s✮✳

▲❡t ❋ ❜❡ ❙✲✐♥t❡❣r❛❜❧❡✳ ❚❤❡♥ ❋ ❛♥❞ ❋❞ ❋❞ ▲ ❙✐♠✐❧❛r r❡❧❛t✐♦♥s❤✐♣s ❝♦♥♥❡❝t ✐♥t❡r♥❛❧ ✭✐✳❡✳ ♥♦♥st❛♥❞❛r❞✮ st♦❝❤❛st✐❝ ✐♥t❡❣r❛❧s t♦ st❛♥❞❛r❞ st♦❝❤❛st✐❝ ✐♥t❡❣r❛❧s ♦♥ t❤❡ ▲♦❡❜ s♣❛❝❡✳ ▲♦❡❜ ♠❡❛s✉r❡s ❛r❡ ✈❡r② r✐❝❤✱ ❡✈❡♥ t❤♦✉❣❤ t❤❡ ✐♥t❡r♥❛❧ ♠❡❛s✉r❡s t❤❡② ❝♦♠❡ ❢r♦♠ ♠❛② ❜❡ ✈❡r② s✐♠♣❧❡ ✭❡❣✳❝♦✉♥t✐♥❣ ♣r♦❜❛❜✐❧✐t✐❡s✮✳ ▲♦❡❜ ✐♥t❡❣r❛t✐♦♥ t❤❡♦r② r❡❧❛t❡s ♥♦♥st❛♥❞❛r❞ ✐♥t❡❣r❛❧s ❛♥❞ ▲♦❡❜ ✐♥t❡❣r❛❧s✳

❙✐♠✐❧❛r r❡❧❛t✐♦♥s❤✐♣s ❝♦♥♥❡❝t ✐♥t❡r♥❛❧ ✭✐✳❡✳ ♥♦♥st❛♥❞❛r❞✮ st♦❝❤❛st✐❝ ✐♥t❡❣r❛❧s t♦ st❛♥❞❛r❞ st♦❝❤❛st✐❝ ✐♥t❡❣r❛❧s ♦♥ t❤❡ ▲♦❡❜ s♣❛❝❡✳ ▲♦❡❜ ♠❡❛s✉r❡s ❛r❡ ✈❡r② r✐❝❤✱ ❡✈❡♥ t❤♦✉❣❤ t❤❡ ✐♥t❡r♥❛❧ ♠❡❛s✉r❡s t❤❡② ❝♦♠❡ ❢r♦♠ ♠❛② ❜❡ ✈❡r② s✐♠♣❧❡ ✭❡❣✳❝♦✉♥t✐♥❣ ♣r♦❜❛❜✐❧✐t✐❡s✮✳ ▲♦❡❜ ✐♥t❡❣r❛t✐♦♥ t❤❡♦r② r❡❧❛t❡s ♥♦♥st❛♥❞❛r❞ ✐♥t❡❣r❛❧s ❛♥❞ ▲♦❡❜ ✐♥t❡❣r❛❧s✳ ▲❡t ❋ : Ω → ∗ R ❜❡ ❙✲✐♥t❡❣r❛❜❧❡✳ ❚❤❡♥ ◦ ❋ : Ω → R ❛♥❞ � � ◦ ◦ ❋❞ µ ▲ ❋❞ µ = Ω Ω

▲♦❡❜ ♠❡❛s✉r❡s ❛r❡ ✈❡r② r✐❝❤✱ ❡✈❡♥ t❤♦✉❣❤ t❤❡ ✐♥t❡r♥❛❧ ♠❡❛s✉r❡s t❤❡② ❝♦♠❡ ❢r♦♠ ♠❛② ❜❡ ✈❡r② s✐♠♣❧❡ ✭❡❣✳❝♦✉♥t✐♥❣ ♣r♦❜❛❜✐❧✐t✐❡s✮✳ ▲♦❡❜ ✐♥t❡❣r❛t✐♦♥ t❤❡♦r② r❡❧❛t❡s ♥♦♥st❛♥❞❛r❞ ✐♥t❡❣r❛❧s ❛♥❞ ▲♦❡❜ ✐♥t❡❣r❛❧s✳ ▲❡t ❋ : Ω → ∗ R ❜❡ ❙✲✐♥t❡❣r❛❜❧❡✳ ❚❤❡♥ ◦ ❋ : Ω → R ❛♥❞ � � ◦ ◦ ❋❞ µ ▲ ❋❞ µ = Ω Ω ❙✐♠✐❧❛r r❡❧❛t✐♦♥s❤✐♣s ❝♦♥♥❡❝t ✐♥t❡r♥❛❧ ✭✐✳❡✳ ♥♦♥st❛♥❞❛r❞✮ st♦❝❤❛st✐❝ ✐♥t❡❣r❛❧s t♦ st❛♥❞❛r❞ st♦❝❤❛st✐❝ ✐♥t❡❣r❛❧s ♦♥ t❤❡ ▲♦❡❜ s♣❛❝❡✳

✭✷✮ ❊st❛❜❧✐s❤ ❛♥ ❡♥❡r❣② ❡st✐♠❛t❡✳ ❚❤❡r❡ ✐s ❛ ✜♥✐t❡ ❝♦♥st❛♥t ❊ ✭✐♥❞❡♣❡♥❞❡♥t ♦❢ ◆ ✮ s✉❝❤ t❤❛t ❚ ✷ ❞ ✷ s✉♣ ❯ ❯ ❊ ✭❊♥❡r❣②✮ ❚ ✵ ✭✸✮ ❚❤❡ ❡♥❡r❣② ❡st✐♠❛t❡ ♠❡❛♥s t❤❛t ❢♦r ❛✳❛✳ ✱ ❯ ✐s ✜♥✐t❡ ❢♦r ❛❧❧ ❚ ❛♥❞ ❤❡♥❝❡ ✇❡❛❦❧② ♥❡❛rst❛♥❞❛r❞✳ ❚❤❡ ✐♥t❡❣r❛❧ ❡q✉❛t✐♦♥ ❢♦r ❯ ❣✐✈❡s t❤❛t ❢♦r ❛✳❛✳ ✐❢ t❤❡♥ ❯ ❯ ❍❡♥❝❡ ✭✹✮ ❉❡✜♥❡ ❛ st❛♥❞❛r❞ ✇❡❛❦❧② ❝♦♥t✐♥✉♦✉s ♣r♦❝❡ss ✉ ✵ ❚ ❍ ❜② ✉ t ❯ t ✭✺✮ ❙❤♦✇ t❤❛t t❤✐s ✉ s♦❧✈❡s t❤❡ s◆❙❡ ♦♥ t❤❡ ▲♦❡❜ s♣❛❝❡ ❝♦rr❡s♣♦♥❞✐♥❣ t♦ ✵ ✐✳❡✳ ▲ ▲ ✇✐t❤ ✜❧tr❛t✐♦♥ ❞❡r✐✈❡❞ ❢r♦♠ t❤❛t ♦♥ ✵ ▲❖❊❇ ❙P❆❈❊ ❙❖▲❯❚■❖◆❙ ❚❖ ❙❚❖❈❍❆❙❚■❈ ◆❙❡ ✭✶✮ ❯s❡ st❛♥❞❛r❞ ❙❉❊ ♠❡t❤♦❞s ✰ ❚r❛♥s❢❡r t♦ s♦❧✈❡ t❤❡ ●❛❧❡r❦✐♥ ❛♣♣r♦①✐♠❛t✐♦♥ t♦ t❤❡ s◆❙❡ ✐♥ ❞✐♠❡♥s✐♦♥ ◆ ✭ ◆ ∈ ∗ N ✐♥✜♥✐t❡ ✮ ❞❯ ( τ ) = [ − ν ∗ ❆❯ ( τ ) + ∗ ❇ ◆ ( ❯ ) + ∗ ❢ ◆ ( τ, ❯ ( τ ))] ❞ τ + ∗ ❣ ◆ ( τ, ❯ ( τ )) ❞❲ τ ❯ ✐s ❛♥ ✐♥t❡r♥❛❧ st♦❝❤❛st✐❝ ♣r♦❝❡ss❡s ❯ : ∗ [ ✵ , ❚ ] × Ω → ❍ ◆ ⊂ ∗ ❍ ♦♥ ❛♥ ✐♥t❡r♥❛❧ s♣❛❝❡ Ω Ω ✵ = (Ω , A , P ) ✇✐t❤ ✐♥t❡r♥❛❧ ❲✐❡♥❡r ♣r♦❝❡ss ❲ ✐♥ ❍ ◆

✭✸✮ ❚❤❡ ❡♥❡r❣② ❡st✐♠❛t❡ ♠❡❛♥s t❤❛t ❢♦r ❛✳❛✳ ✱ ❯ ✐s ✜♥✐t❡ ❢♦r ❛❧❧ ❚ ❛♥❞ ❤❡♥❝❡ ✇❡❛❦❧② ♥❡❛rst❛♥❞❛r❞✳ ❚❤❡ ✐♥t❡❣r❛❧ ❡q✉❛t✐♦♥ ❢♦r ❯ ❣✐✈❡s t❤❛t ❢♦r ❛✳❛✳ ✐❢ t❤❡♥ ❯ ❯ ❍❡♥❝❡ ✭✹✮ ❉❡✜♥❡ ❛ st❛♥❞❛r❞ ✇❡❛❦❧② ❝♦♥t✐♥✉♦✉s ♣r♦❝❡ss ✉ ✵ ❚ ❍ ❜② ✉ t ❯ t ✭✺✮ ❙❤♦✇ t❤❛t t❤✐s ✉ s♦❧✈❡s t❤❡ s◆❙❡ ♦♥ t❤❡ ▲♦❡❜ s♣❛❝❡ ❝♦rr❡s♣♦♥❞✐♥❣ t♦ ✵ ✐✳❡✳ ▲ ▲ ✇✐t❤ ✜❧tr❛t✐♦♥ ❞❡r✐✈❡❞ ❢r♦♠ t❤❛t ♦♥ ✵ ▲❖❊❇ ❙P❆❈❊ ❙❖▲❯❚■❖◆❙ ❚❖ ❙❚❖❈❍❆❙❚■❈ ◆❙❡ ✭✶✮ ❯s❡ st❛♥❞❛r❞ ❙❉❊ ♠❡t❤♦❞s ✰ ❚r❛♥s❢❡r t♦ s♦❧✈❡ t❤❡ ●❛❧❡r❦✐♥ ❛♣♣r♦①✐♠❛t✐♦♥ t♦ t❤❡ s◆❙❡ ✐♥ ❞✐♠❡♥s✐♦♥ ◆ ✭ ◆ ∈ ∗ N ✐♥✜♥✐t❡ ✮ ❞❯ ( τ ) = [ − ν ∗ ❆❯ ( τ ) + ∗ ❇ ◆ ( ❯ ) + ∗ ❢ ◆ ( τ, ❯ ( τ ))] ❞ τ + ∗ ❣ ◆ ( τ, ❯ ( τ )) ❞❲ τ ❯ ✐s ❛♥ ✐♥t❡r♥❛❧ st♦❝❤❛st✐❝ ♣r♦❝❡ss❡s ❯ : ∗ [ ✵ , ❚ ] × Ω → ❍ ◆ ⊂ ∗ ❍ ♦♥ ❛♥ ✐♥t❡r♥❛❧ s♣❛❝❡ Ω Ω ✵ = (Ω , A , P ) ✇✐t❤ ✐♥t❡r♥❛❧ ❲✐❡♥❡r ♣r♦❝❡ss ❲ ✐♥ ❍ ◆ ✭✷✮ ❊st❛❜❧✐s❤ ❛♥ ❡♥❡r❣② ❡st✐♠❛t❡✳ ❚❤❡r❡ ✐s ❛ ✜♥✐t❡ ❝♦♥st❛♥t ❊ ✭✐♥❞❡♣❡♥❞❡♥t ♦❢ ◆ ✮ s✉❝❤ t❤❛t  ❚  � | ❯ ( τ ) | ✷ + ν || ❯ ( σ ) || ✷ ❞ σ  < ❊ E  s✉♣ ✭❊♥❡r❣②✮ τ ≤ ❚ ✵

✭✹✮ ❉❡✜♥❡ ❛ st❛♥❞❛r❞ ✇❡❛❦❧② ❝♦♥t✐♥✉♦✉s ♣r♦❝❡ss ✉ ✵ ❚ ❍ ❜② ✉ t ❯ t ✭✺✮ ❙❤♦✇ t❤❛t t❤✐s ✉ s♦❧✈❡s t❤❡ s◆❙❡ ♦♥ t❤❡ ▲♦❡❜ s♣❛❝❡ ❝♦rr❡s♣♦♥❞✐♥❣ t♦ ✵ ✐✳❡✳ ▲ ▲ ✇✐t❤ ✜❧tr❛t✐♦♥ ❞❡r✐✈❡❞ ❢r♦♠ t❤❛t ♦♥ ✵ ▲❖❊❇ ❙P❆❈❊ ❙❖▲❯❚■❖◆❙ ❚❖ ❙❚❖❈❍❆❙❚■❈ ◆❙❡ ✭✶✮ ❯s❡ st❛♥❞❛r❞ ❙❉❊ ♠❡t❤♦❞s ✰ ❚r❛♥s❢❡r t♦ s♦❧✈❡ t❤❡ ●❛❧❡r❦✐♥ ❛♣♣r♦①✐♠❛t✐♦♥ t♦ t❤❡ s◆❙❡ ✐♥ ❞✐♠❡♥s✐♦♥ ◆ ✭ ◆ ∈ ∗ N ✐♥✜♥✐t❡ ✮ ❞❯ ( τ ) = [ − ν ∗ ❆❯ ( τ ) + ∗ ❇ ◆ ( ❯ ) + ∗ ❢ ◆ ( τ, ❯ ( τ ))] ❞ τ + ∗ ❣ ◆ ( τ, ❯ ( τ )) ❞❲ τ ❯ ✐s ❛♥ ✐♥t❡r♥❛❧ st♦❝❤❛st✐❝ ♣r♦❝❡ss❡s ❯ : ∗ [ ✵ , ❚ ] × Ω → ❍ ◆ ⊂ ∗ ❍ ♦♥ ❛♥ ✐♥t❡r♥❛❧ s♣❛❝❡ Ω Ω ✵ = (Ω , A , P ) ✇✐t❤ ✐♥t❡r♥❛❧ ❲✐❡♥❡r ♣r♦❝❡ss ❲ ✐♥ ❍ ◆ ✭✷✮ ❊st❛❜❧✐s❤ ❛♥ ❡♥❡r❣② ❡st✐♠❛t❡✳ ❚❤❡r❡ ✐s ❛ ✜♥✐t❡ ❝♦♥st❛♥t ❊ ✭✐♥❞❡♣❡♥❞❡♥t ♦❢ ◆ ✮ s✉❝❤ t❤❛t  ❚  � | ❯ ( τ ) | ✷ + ν || ❯ ( σ ) || ✷ ❞ σ  < ❊ E  s✉♣ ✭❊♥❡r❣②✮ τ ≤ ❚ ✵ ✭✸✮ ❚❤❡ ❡♥❡r❣② ❡st✐♠❛t❡ ♠❡❛♥s t❤❛t ❢♦r ❛✳❛✳ ω ✱ | ❯ ( τ ) | ✐s ✜♥✐t❡ ❢♦r ❛❧❧ τ ≤ ❚ ❛♥❞ ❤❡♥❝❡ ✇❡❛❦❧② ♥❡❛rst❛♥❞❛r❞✳ ❚❤❡ ✐♥t❡❣r❛❧ ❡q✉❛t✐♦♥ ❢♦r ❯ ❣✐✈❡s t❤❛t ❢♦r ❛✳❛✳ ω, ✐❢ σ ≈ τ t❤❡♥ ❯ ( σ ) ≈ ❯ ( τ ) . ❍❡♥❝❡

✭✺✮ ❙❤♦✇ t❤❛t t❤✐s ✉ s♦❧✈❡s t❤❡ s◆❙❡ ♦♥ t❤❡ ▲♦❡❜ s♣❛❝❡ ❝♦rr❡s♣♦♥❞✐♥❣ t♦ ✵ ✐✳❡✳ ▲ ▲ ✇✐t❤ ✜❧tr❛t✐♦♥ ❞❡r✐✈❡❞ ❢r♦♠ t❤❛t ♦♥ ✵ ▲❖❊❇ ❙P❆❈❊ ❙❖▲❯❚■❖◆❙ ❚❖ ❙❚❖❈❍❆❙❚■❈ ◆❙❡ ✭✶✮ ❯s❡ st❛♥❞❛r❞ ❙❉❊ ♠❡t❤♦❞s ✰ ❚r❛♥s❢❡r t♦ s♦❧✈❡ t❤❡ ●❛❧❡r❦✐♥ ❛♣♣r♦①✐♠❛t✐♦♥ t♦ t❤❡ s◆❙❡ ✐♥ ❞✐♠❡♥s✐♦♥ ◆ ✭ ◆ ∈ ∗ N ✐♥✜♥✐t❡ ✮ ❞❯ ( τ ) = [ − ν ∗ ❆❯ ( τ ) + ∗ ❇ ◆ ( ❯ ) + ∗ ❢ ◆ ( τ, ❯ ( τ ))] ❞ τ + ∗ ❣ ◆ ( τ, ❯ ( τ )) ❞❲ τ ❯ ✐s ❛♥ ✐♥t❡r♥❛❧ st♦❝❤❛st✐❝ ♣r♦❝❡ss❡s ❯ : ∗ [ ✵ , ❚ ] × Ω → ❍ ◆ ⊂ ∗ ❍ ♦♥ ❛♥ ✐♥t❡r♥❛❧ s♣❛❝❡ Ω Ω ✵ = (Ω , A , P ) ✇✐t❤ ✐♥t❡r♥❛❧ ❲✐❡♥❡r ♣r♦❝❡ss ❲ ✐♥ ❍ ◆ ✭✷✮ ❊st❛❜❧✐s❤ ❛♥ ❡♥❡r❣② ❡st✐♠❛t❡✳ ❚❤❡r❡ ✐s ❛ ✜♥✐t❡ ❝♦♥st❛♥t ❊ ✭✐♥❞❡♣❡♥❞❡♥t ♦❢ ◆ ✮ s✉❝❤ t❤❛t  ❚  � | ❯ ( τ ) | ✷ + ν || ❯ ( σ ) || ✷ ❞ σ  < ❊ E  s✉♣ ✭❊♥❡r❣②✮ τ ≤ ❚ ✵ ✭✸✮ ❚❤❡ ❡♥❡r❣② ❡st✐♠❛t❡ ♠❡❛♥s t❤❛t ❢♦r ❛✳❛✳ ω ✱ | ❯ ( τ ) | ✐s ✜♥✐t❡ ❢♦r ❛❧❧ τ ≤ ❚ ❛♥❞ ❤❡♥❝❡ ✇❡❛❦❧② ♥❡❛rst❛♥❞❛r❞✳ ❚❤❡ ✐♥t❡❣r❛❧ ❡q✉❛t✐♦♥ ❢♦r ❯ ❣✐✈❡s t❤❛t ❢♦r ❛✳❛✳ ω, ✐❢ σ ≈ τ t❤❡♥ ❯ ( σ ) ≈ ❯ ( τ ) . ❍❡♥❝❡ ✭✹✮ ❉❡✜♥❡ ❛ st❛♥❞❛r❞ ✇❡❛❦❧② ❝♦♥t✐♥✉♦✉s ♣r♦❝❡ss ✉ : [ ✵ , ❚ ] × Ω → ❍ ❜② ✉ ( t , ω ) = ◦ ❯ ( t , ω )

▲❖❊❇ ❙P❆❈❊ ❙❖▲❯❚■❖◆❙ ❚❖ ❙❚❖❈❍❆❙❚■❈ ◆❙❡ ✭✶✮ ❯s❡ st❛♥❞❛r❞ ❙❉❊ ♠❡t❤♦❞s ✰ ❚r❛♥s❢❡r t♦ s♦❧✈❡ t❤❡ ●❛❧❡r❦✐♥ ❛♣♣r♦①✐♠❛t✐♦♥ t♦ t❤❡ s◆❙❡ ✐♥ ❞✐♠❡♥s✐♦♥ ◆ ✭ ◆ ∈ ∗ N ✐♥✜♥✐t❡ ✮ ❞❯ ( τ ) = [ − ν ∗ ❆❯ ( τ ) + ∗ ❇ ◆ ( ❯ ) + ∗ ❢ ◆ ( τ, ❯ ( τ ))] ❞ τ + ∗ ❣ ◆ ( τ, ❯ ( τ )) ❞❲ τ ❯ ✐s ❛♥ ✐♥t❡r♥❛❧ st♦❝❤❛st✐❝ ♣r♦❝❡ss❡s ❯ : ∗ [ ✵ , ❚ ] × Ω → ❍ ◆ ⊂ ∗ ❍ ♦♥ ❛♥ ✐♥t❡r♥❛❧ s♣❛❝❡ Ω Ω ✵ = (Ω , A , P ) ✇✐t❤ ✐♥t❡r♥❛❧ ❲✐❡♥❡r ♣r♦❝❡ss ❲ ✐♥ ❍ ◆ ✭✷✮ ❊st❛❜❧✐s❤ ❛♥ ❡♥❡r❣② ❡st✐♠❛t❡✳ ❚❤❡r❡ ✐s ❛ ✜♥✐t❡ ❝♦♥st❛♥t ❊ ✭✐♥❞❡♣❡♥❞❡♥t ♦❢ ◆ ✮ s✉❝❤ t❤❛t  ❚  � | ❯ ( τ ) | ✷ + ν || ❯ ( σ ) || ✷ ❞ σ  < ❊ E  s✉♣ ✭❊♥❡r❣②✮ τ ≤ ❚ ✵ ✭✸✮ ❚❤❡ ❡♥❡r❣② ❡st✐♠❛t❡ ♠❡❛♥s t❤❛t ❢♦r ❛✳❛✳ ω ✱ | ❯ ( τ ) | ✐s ✜♥✐t❡ ❢♦r ❛❧❧ τ ≤ ❚ ❛♥❞ ❤❡♥❝❡ ✇❡❛❦❧② ♥❡❛rst❛♥❞❛r❞✳ ❚❤❡ ✐♥t❡❣r❛❧ ❡q✉❛t✐♦♥ ❢♦r ❯ ❣✐✈❡s t❤❛t ❢♦r ❛✳❛✳ ω, ✐❢ σ ≈ τ t❤❡♥ ❯ ( σ ) ≈ ❯ ( τ ) . ❍❡♥❝❡ ✭✹✮ ❉❡✜♥❡ ❛ st❛♥❞❛r❞ ✇❡❛❦❧② ❝♦♥t✐♥✉♦✉s ♣r♦❝❡ss ✉ : [ ✵ , ❚ ] × Ω → ❍ ❜② ✉ ( t , ω ) = ◦ ❯ ( t , ω ) ✭✺✮ ❙❤♦✇ t❤❛t t❤✐s ✉ s♦❧✈❡s t❤❡ s◆❙❡ ♦♥ t❤❡ ▲♦❡❜ s♣❛❝❡ ❝♦rr❡s♣♦♥❞✐♥❣ t♦ Ω Ω ✵ ✐✳❡✳ Ω Ω = (Ω , ▲ ( A ) , P ▲ ) ✇✐t❤ ✜❧tr❛t✐♦♥ ❞❡r✐✈❡❞ ❢r♦♠ t❤❛t ♦♥ Ω Ω ✵

❚❤❛t ✐s✱ ❛♥ ❛❞❛♣t❡❞ st♦❝❤❛st✐❝ ♣r♦❝❡ss ✉ ✵ ❍ s✉❝❤ t❤❛t ❢♦r ❛✳❛✳ ▲ ✷ ✵ ❚ ❱ ✭✐✮ ✉ ▲ ✵ ❚ ❍ ❈ ✵ ❚ ❍ ✇❡❛❦ ❢♦r ❛❧❧ ❚ ✱ ✭✐✐✮ ❢♦r ❛❧❧ t ✵ t t ✉ t ✉ ✵ ❆✉ s ❇ ✉ s ❢ s ✉ s ❞s ❣ s ✉ s ❞✇ s ✵ ✵ ❍❡♥❝❡ ❚❤❡♦r❡♠ ✭❈❛♣✐➠s❦✐ ✫ ◆❏❈ ✭✶✾✾✶✮✮ ❚❤❡r❡ ✐s ❛♥ ❛❞❛♣t❡❞ ♣r♦❜❛❜✐❧✐t② s♣❛❝❡ Ω Ω ❝❛rr②✐♥❣ ❛♥ ❍✲✈❛❧✉❡❞ ❲✐❡♥❡r ♣r♦❝❡ss ✇ s✉❝❤ t❤❛t ❢♦r ❛♥② ✭▲ ✷ ✲r❛♥❞♦♠✮ ✉ ✵ ∈ ❍ ❛♥❞ ❢ , ❣ ✭❝♦♥t✐♥✉♦✉s ✇✐t❤ ❧✐♥❡❛r ❣r♦✇t❤✮ t❤❡r❡ ✐s ❛ ✭✇❡❛❦✮ s♦❧✉t✐♦♥ ♦❢ t❤❡ st♦❝❤❛st✐❝ ◆❛✈✐❡r✕❙t♦❦❡s ❡q✉❛t✐♦♥s✳

❍❡♥❝❡ ❚❤❡♦r❡♠ ✭❈❛♣✐➠s❦✐ ✫ ◆❏❈ ✭✶✾✾✶✮✮ ❚❤❡r❡ ✐s ❛♥ ❛❞❛♣t❡❞ ♣r♦❜❛❜✐❧✐t② s♣❛❝❡ Ω Ω ❝❛rr②✐♥❣ ❛♥ ❍✲✈❛❧✉❡❞ ❲✐❡♥❡r ♣r♦❝❡ss ✇ s✉❝❤ t❤❛t ❢♦r ❛♥② ✭▲ ✷ ✲r❛♥❞♦♠✮ ✉ ✵ ∈ ❍ ❛♥❞ ❢ , ❣ ✭❝♦♥t✐♥✉♦✉s ✇✐t❤ ❧✐♥❡❛r ❣r♦✇t❤✮ t❤❡r❡ ✐s ❛ ✭✇❡❛❦✮ s♦❧✉t✐♦♥ ♦❢ t❤❡ st♦❝❤❛st✐❝ ◆❛✈✐❡r✕❙t♦❦❡s ❡q✉❛t✐♦♥s✳ ❚❤❛t ✐s✱ ❛♥ ❛❞❛♣t❡❞ st♦❝❤❛st✐❝ ♣r♦❝❡ss ✉ : [ ✵ , ∞ ) × Ω → ❍ s✉❝❤ t❤❛t ❢♦r ❛✳❛✳ ω ✭✐✮ ✉ ∈ ▲ ✷ ( ✵ , ❚ ; ❱ ) ∩ ▲ ∞ ( ✵ , ❚ ; ❍ ) ∩ ❈ ( ✵ , ❚ ; ❍ ✇❡❛❦ ) ❢♦r ❛❧❧ ❚ < ∞ ✱ ✭✐✐✮ ❢♦r ❛❧❧ t ≥ ✵ � t � t ✉ ( t ) = ✉ ✵ + [ ν ❆✉ ( s ) − ❇ ( ✉ ( s )) + ❢ ( s , ✉ ( s ))] ❞s + ❣ ( s , ✉ ( s )) ❞✇ s ✵ ✵

❋♦r ❛ ❞❡t❡r♠✐♥✐st✐❝ ❞②♥❛♠✐❝❛❧ s②st❡♠ ✇✐t❤ ✉♥✐q✉❡♥❡ss ✇r✐t❡ ❙ t ✈ ✈❛❧✉❡ ❛t t✐♠❡ t ♦❢ t❤❡ s♦❧✉t✐♦♥ ✇✐t❤ ✉ ✵ ✈ ✳ ❆♥ ❛ttr❛❝t♦r ✐s ❛ ❝♦♠♣❛❝t s❡t ❆ ❍ s✉❝❤ t❤❛t ❙ t ❆ ❆ ❛♥❞ ❢♦r ❛♥② ♦♣❡♥ s❡t ● ❆ ❛♥❞ ❜♦✉♥❞❡❞ s❡t ❇ ❍ ❡✈❡♥t✉❛❧❧② ✇❡ ❤❛✈❡ ❙ t ❇ ● ✳ ■♥t✉✐t✐✈❡❧② ❛♥ ❛ttr❛❝t♦r ✐s ❣✐✈❡♥ ❜② ❆ ❙ ❱ ❱ ❇ ❛♥❞ ❛♥ ✐♥✜♥✐t❡ t✐♠❡ ✇❤❡r❡ ❇ ❍ ◆ ✐s ❛ ❝❤♦s❡♥ ❜♦✉♥❞❡❞ s❡t ✭❛♥ ❛❜s♦r❜✐♥❣ s❡t✮✳ ❚❤✐s ❝❛♥ ❜❡ ♠❛❞❡ ♣r❡❝✐s❡ ✉s✐♥❣ t❤❡ ✐❞❡❛s ♦❢ ◆❙❆✳ ❋♦r st♦❝❤❛st✐❝ s②st❡♠s t❤❡r❡ ✐s ❛ ✈❛r✐❡t② ♦❢ ♥♦t✐♦♥s ✐♥❝❧✉❞✐♥❣ ✭✶✮ ♠❡❛s✉r❡ ❛ttr❛❝t♦rs ✲ ❧✐♠✐t✐♥❣ ❜❡❤❛✈✐♦✉r ♦❢ t❤❡ ♠❡❛s✉r❡ ✐♥❞✉❝❡❞ ♦♥ ♣❛t❤ s♣❛❝❡ ✭❙❝❤♠❛❧❧❢✉ÿ ❛♥❞ ♦t❤❡rs✮✳ ✭✷✮ st♦❝❤❛st✐❝ ❛ttr❛❝t♦rs ✭❈r❛✉❡❧ ✫ ❋❧❛♥❞♦❧✐✮ ✭✸✮ ♣r♦❝❡ss ❛ttr❛❝t♦rs ✭◆❏❈ ✫ ❑❡✐s❧❡r✮ ✭✹✮ ♥❡♦✲❛ttr❛❝t♦rs ✭◆❏❈ ✫ ❑❡✐s❧❡r✮ ▲♦❡❜ s♣❛❝❡ ♠❡t❤♦❞s ❣✐✈❡ ♥❡✇ r❡s✉❧ts ❢♦r ❡❛❝❤ ♦❢ ✭✷✮ ✲ ✭✹✮ ❢♦r s◆❙❡ ❢♦r ❞r✐❢t ❛♥❞ ♥♦✐s❡ ♦❢ t❤❡ ❢♦r♠ ❢ ✉ ❛♥❞ ❣ ✉ ❆♣♣❧✐❝❛t✐♦♥ ✶✿ ❆❚❚❘❆❈❚❖❘❙ ❋❖❘ ❙❚❖❈❍❆❙❚■❈ ◆❆❱■❊❘✕❙❚❖❑❊❙ ❊◗❯❆❚■❖◆❙

❆♥ ❛ttr❛❝t♦r ✐s ❛ ❝♦♠♣❛❝t s❡t ❆ ❍ s✉❝❤ t❤❛t ❙ t ❆ ❆ ❛♥❞ ❢♦r ❛♥② ♦♣❡♥ s❡t ● ❆ ❛♥❞ ❜♦✉♥❞❡❞ s❡t ❇ ❍ ❡✈❡♥t✉❛❧❧② ✇❡ ❤❛✈❡ ❙ t ❇ ● ✳ ■♥t✉✐t✐✈❡❧② ❛♥ ❛ttr❛❝t♦r ✐s ❣✐✈❡♥ ❜② ❆ ❙ ❱ ❱ ❇ ❛♥❞ ❛♥ ✐♥✜♥✐t❡ t✐♠❡ ✇❤❡r❡ ❇ ❍ ◆ ✐s ❛ ❝❤♦s❡♥ ❜♦✉♥❞❡❞ s❡t ✭❛♥ ❛❜s♦r❜✐♥❣ s❡t✮✳ ❚❤✐s ❝❛♥ ❜❡ ♠❛❞❡ ♣r❡❝✐s❡ ✉s✐♥❣ t❤❡ ✐❞❡❛s ♦❢ ◆❙❆✳ ❋♦r st♦❝❤❛st✐❝ s②st❡♠s t❤❡r❡ ✐s ❛ ✈❛r✐❡t② ♦❢ ♥♦t✐♦♥s ✐♥❝❧✉❞✐♥❣ ✭✶✮ ♠❡❛s✉r❡ ❛ttr❛❝t♦rs ✲ ❧✐♠✐t✐♥❣ ❜❡❤❛✈✐♦✉r ♦❢ t❤❡ ♠❡❛s✉r❡ ✐♥❞✉❝❡❞ ♦♥ ♣❛t❤ s♣❛❝❡ ✭❙❝❤♠❛❧❧❢✉ÿ ❛♥❞ ♦t❤❡rs✮✳ ✭✷✮ st♦❝❤❛st✐❝ ❛ttr❛❝t♦rs ✭❈r❛✉❡❧ ✫ ❋❧❛♥❞♦❧✐✮ ✭✸✮ ♣r♦❝❡ss ❛ttr❛❝t♦rs ✭◆❏❈ ✫ ❑❡✐s❧❡r✮ ✭✹✮ ♥❡♦✲❛ttr❛❝t♦rs ✭◆❏❈ ✫ ❑❡✐s❧❡r✮ ▲♦❡❜ s♣❛❝❡ ♠❡t❤♦❞s ❣✐✈❡ ♥❡✇ r❡s✉❧ts ❢♦r ❡❛❝❤ ♦❢ ✭✷✮ ✲ ✭✹✮ ❢♦r s◆❙❡ ❢♦r ❞r✐❢t ❛♥❞ ♥♦✐s❡ ♦❢ t❤❡ ❢♦r♠ ❢ ✉ ❛♥❞ ❣ ✉ ❆♣♣❧✐❝❛t✐♦♥ ✶✿ ❆❚❚❘❆❈❚❖❘❙ ❋❖❘ ❙❚❖❈❍❆❙❚■❈ ◆❆❱■❊❘✕❙❚❖❑❊❙ ❊◗❯❆❚■❖◆❙ ❋♦r ❛ ❞❡t❡r♠✐♥✐st✐❝ ❞②♥❛♠✐❝❛❧ s②st❡♠ ✇✐t❤ ✉♥✐q✉❡♥❡ss ✇r✐t❡ ❙ t ✈ = ✈❛❧✉❡ ❛t t✐♠❡ t ♦❢ t❤❡ s♦❧✉t✐♦♥ ✇✐t❤ ✉ ( ✵ ) = ✈ ✳

■♥t✉✐t✐✈❡❧② ❛♥ ❛ttr❛❝t♦r ✐s ❣✐✈❡♥ ❜② ❆ ❙ ❱ ❱ ❇ ❛♥❞ ❛♥ ✐♥✜♥✐t❡ t✐♠❡ ✇❤❡r❡ ❇ ❍ ◆ ✐s ❛ ❝❤♦s❡♥ ❜♦✉♥❞❡❞ s❡t ✭❛♥ ❛❜s♦r❜✐♥❣ s❡t✮✳ ❚❤✐s ❝❛♥ ❜❡ ♠❛❞❡ ♣r❡❝✐s❡ ✉s✐♥❣ t❤❡ ✐❞❡❛s ♦❢ ◆❙❆✳ ❋♦r st♦❝❤❛st✐❝ s②st❡♠s t❤❡r❡ ✐s ❛ ✈❛r✐❡t② ♦❢ ♥♦t✐♦♥s ✐♥❝❧✉❞✐♥❣ ✭✶✮ ♠❡❛s✉r❡ ❛ttr❛❝t♦rs ✲ ❧✐♠✐t✐♥❣ ❜❡❤❛✈✐♦✉r ♦❢ t❤❡ ♠❡❛s✉r❡ ✐♥❞✉❝❡❞ ♦♥ ♣❛t❤ s♣❛❝❡ ✭❙❝❤♠❛❧❧❢✉ÿ ❛♥❞ ♦t❤❡rs✮✳ ✭✷✮ st♦❝❤❛st✐❝ ❛ttr❛❝t♦rs ✭❈r❛✉❡❧ ✫ ❋❧❛♥❞♦❧✐✮ ✭✸✮ ♣r♦❝❡ss ❛ttr❛❝t♦rs ✭◆❏❈ ✫ ❑❡✐s❧❡r✮ ✭✹✮ ♥❡♦✲❛ttr❛❝t♦rs ✭◆❏❈ ✫ ❑❡✐s❧❡r✮ ▲♦❡❜ s♣❛❝❡ ♠❡t❤♦❞s ❣✐✈❡ ♥❡✇ r❡s✉❧ts ❢♦r ❡❛❝❤ ♦❢ ✭✷✮ ✲ ✭✹✮ ❢♦r s◆❙❡ ❢♦r ❞r✐❢t ❛♥❞ ♥♦✐s❡ ♦❢ t❤❡ ❢♦r♠ ❢ ✉ ❛♥❞ ❣ ✉ ❆♣♣❧✐❝❛t✐♦♥ ✶✿ ❆❚❚❘❆❈❚❖❘❙ ❋❖❘ ❙❚❖❈❍❆❙❚■❈ ◆❆❱■❊❘✕❙❚❖❑❊❙ ❊◗❯❆❚■❖◆❙ ❋♦r ❛ ❞❡t❡r♠✐♥✐st✐❝ ❞②♥❛♠✐❝❛❧ s②st❡♠ ✇✐t❤ ✉♥✐q✉❡♥❡ss ✇r✐t❡ ❙ t ✈ = ✈❛❧✉❡ ❛t t✐♠❡ t ♦❢ t❤❡ s♦❧✉t✐♦♥ ✇✐t❤ ✉ ( ✵ ) = ✈ ✳ ❆♥ ❛ttr❛❝t♦r ✐s ❛ ❝♦♠♣❛❝t s❡t ❆ ⊆ ❍ s✉❝❤ t❤❛t ❙ t ❆ = ❆ ❛♥❞ ❢♦r ❛♥② ♦♣❡♥ s❡t ● ⊃ ❆ ❛♥❞ ❜♦✉♥❞❡❞ s❡t ❇ ⊂ ❍ , ❡✈❡♥t✉❛❧❧② ✇❡ ❤❛✈❡ ❙ t ❇ ⊆ ● ✳

❋♦r st♦❝❤❛st✐❝ s②st❡♠s t❤❡r❡ ✐s ❛ ✈❛r✐❡t② ♦❢ ♥♦t✐♦♥s ✐♥❝❧✉❞✐♥❣ ✭✶✮ ♠❡❛s✉r❡ ❛ttr❛❝t♦rs ✲ ❧✐♠✐t✐♥❣ ❜❡❤❛✈✐♦✉r ♦❢ t❤❡ ♠❡❛s✉r❡ ✐♥❞✉❝❡❞ ♦♥ ♣❛t❤ s♣❛❝❡ ✭❙❝❤♠❛❧❧❢✉ÿ ❛♥❞ ♦t❤❡rs✮✳ ✭✷✮ st♦❝❤❛st✐❝ ❛ttr❛❝t♦rs ✭❈r❛✉❡❧ ✫ ❋❧❛♥❞♦❧✐✮ ✭✸✮ ♣r♦❝❡ss ❛ttr❛❝t♦rs ✭◆❏❈ ✫ ❑❡✐s❧❡r✮ ✭✹✮ ♥❡♦✲❛ttr❛❝t♦rs ✭◆❏❈ ✫ ❑❡✐s❧❡r✮ ▲♦❡❜ s♣❛❝❡ ♠❡t❤♦❞s ❣✐✈❡ ♥❡✇ r❡s✉❧ts ❢♦r ❡❛❝❤ ♦❢ ✭✷✮ ✲ ✭✹✮ ❢♦r s◆❙❡ ❢♦r ❞r✐❢t ❛♥❞ ♥♦✐s❡ ♦❢ t❤❡ ❢♦r♠ ❢ ✉ ❛♥❞ ❣ ✉ ❆♣♣❧✐❝❛t✐♦♥ ✶✿ ❆❚❚❘❆❈❚❖❘❙ ❋❖❘ ❙❚❖❈❍❆❙❚■❈ ◆❆❱■❊❘✕❙❚❖❑❊❙ ❊◗❯❆❚■❖◆❙ ❋♦r ❛ ❞❡t❡r♠✐♥✐st✐❝ ❞②♥❛♠✐❝❛❧ s②st❡♠ ✇✐t❤ ✉♥✐q✉❡♥❡ss ✇r✐t❡ ❙ t ✈ = ✈❛❧✉❡ ❛t t✐♠❡ t ♦❢ t❤❡ s♦❧✉t✐♦♥ ✇✐t❤ ✉ ( ✵ ) = ✈ ✳ ❆♥ ❛ttr❛❝t♦r ✐s ❛ ❝♦♠♣❛❝t s❡t ❆ ⊆ ❍ s✉❝❤ t❤❛t ❙ t ❆ = ❆ ❛♥❞ ❢♦r ❛♥② ♦♣❡♥ s❡t ● ⊃ ❆ ❛♥❞ ❜♦✉♥❞❡❞ s❡t ❇ ⊂ ❍ , ❡✈❡♥t✉❛❧❧② ✇❡ ❤❛✈❡ ❙ t ❇ ⊆ ● ✳ ■♥t✉✐t✐✈❡❧② ❛♥ ❛ttr❛❝t♦r ✐s ❣✐✈❡♥ ❜② ❆ = { ∗ ❙ τ ❱ : ❱ ∈ ❇ ❛♥❞ τ ❛♥ ✐♥✜♥✐t❡ t✐♠❡ } ✇❤❡r❡ ❇ ⊆ ❍ ◆ ✐s ❛ ❝❤♦s❡♥ ❜♦✉♥❞❡❞ s❡t ✭❛♥ ❛❜s♦r❜✐♥❣ s❡t✮✳ ❚❤✐s ❝❛♥ ❜❡ ♠❛❞❡ ♣r❡❝✐s❡ ✉s✐♥❣ t❤❡ ✐❞❡❛s ♦❢ ◆❙❆✳

✭✶✮ ♠❡❛s✉r❡ ❛ttr❛❝t♦rs ✲ ❧✐♠✐t✐♥❣ ❜❡❤❛✈✐♦✉r ♦❢ t❤❡ ♠❡❛s✉r❡ ✐♥❞✉❝❡❞ ♦♥ ♣❛t❤ s♣❛❝❡ ✭❙❝❤♠❛❧❧❢✉ÿ ❛♥❞ ♦t❤❡rs✮✳ ✭✷✮ st♦❝❤❛st✐❝ ❛ttr❛❝t♦rs ✭❈r❛✉❡❧ ✫ ❋❧❛♥❞♦❧✐✮ ✭✸✮ ♣r♦❝❡ss ❛ttr❛❝t♦rs ✭◆❏❈ ✫ ❑❡✐s❧❡r✮ ✭✹✮ ♥❡♦✲❛ttr❛❝t♦rs ✭◆❏❈ ✫ ❑❡✐s❧❡r✮ ▲♦❡❜ s♣❛❝❡ ♠❡t❤♦❞s ❣✐✈❡ ♥❡✇ r❡s✉❧ts ❢♦r ❡❛❝❤ ♦❢ ✭✷✮ ✲ ✭✹✮ ❢♦r s◆❙❡ ❢♦r ❞r✐❢t ❛♥❞ ♥♦✐s❡ ♦❢ t❤❡ ❢♦r♠ ❢ ✉ ❛♥❞ ❣ ✉ ❆♣♣❧✐❝❛t✐♦♥ ✶✿ ❆❚❚❘❆❈❚❖❘❙ ❋❖❘ ❙❚❖❈❍❆❙❚■❈ ◆❆❱■❊❘✕❙❚❖❑❊❙ ❊◗❯❆❚■❖◆❙ ❋♦r ❛ ❞❡t❡r♠✐♥✐st✐❝ ❞②♥❛♠✐❝❛❧ s②st❡♠ ✇✐t❤ ✉♥✐q✉❡♥❡ss ✇r✐t❡ ❙ t ✈ = ✈❛❧✉❡ ❛t t✐♠❡ t ♦❢ t❤❡ s♦❧✉t✐♦♥ ✇✐t❤ ✉ ( ✵ ) = ✈ ✳ ❆♥ ❛ttr❛❝t♦r ✐s ❛ ❝♦♠♣❛❝t s❡t ❆ ⊆ ❍ s✉❝❤ t❤❛t ❙ t ❆ = ❆ ❛♥❞ ❢♦r ❛♥② ♦♣❡♥ s❡t ● ⊃ ❆ ❛♥❞ ❜♦✉♥❞❡❞ s❡t ❇ ⊂ ❍ , ❡✈❡♥t✉❛❧❧② ✇❡ ❤❛✈❡ ❙ t ❇ ⊆ ● ✳ ■♥t✉✐t✐✈❡❧② ❛♥ ❛ttr❛❝t♦r ✐s ❣✐✈❡♥ ❜② ❆ = { ∗ ❙ τ ❱ : ❱ ∈ ❇ ❛♥❞ τ ❛♥ ✐♥✜♥✐t❡ t✐♠❡ } ✇❤❡r❡ ❇ ⊆ ❍ ◆ ✐s ❛ ❝❤♦s❡♥ ❜♦✉♥❞❡❞ s❡t ✭❛♥ ❛❜s♦r❜✐♥❣ s❡t✮✳ ❚❤✐s ❝❛♥ ❜❡ ♠❛❞❡ ♣r❡❝✐s❡ ✉s✐♥❣ t❤❡ ✐❞❡❛s ♦❢ ◆❙❆✳ ❋♦r st♦❝❤❛st✐❝ s②st❡♠s t❤❡r❡ ✐s ❛ ✈❛r✐❡t② ♦❢ ♥♦t✐♦♥s ✐♥❝❧✉❞✐♥❣

✭✷✮ st♦❝❤❛st✐❝ ❛ttr❛❝t♦rs ✭❈r❛✉❡❧ ✫ ❋❧❛♥❞♦❧✐✮ ✭✸✮ ♣r♦❝❡ss ❛ttr❛❝t♦rs ✭◆❏❈ ✫ ❑❡✐s❧❡r✮ ✭✹✮ ♥❡♦✲❛ttr❛❝t♦rs ✭◆❏❈ ✫ ❑❡✐s❧❡r✮ ▲♦❡❜ s♣❛❝❡ ♠❡t❤♦❞s ❣✐✈❡ ♥❡✇ r❡s✉❧ts ❢♦r ❡❛❝❤ ♦❢ ✭✷✮ ✲ ✭✹✮ ❢♦r s◆❙❡ ❢♦r ❞r✐❢t ❛♥❞ ♥♦✐s❡ ♦❢ t❤❡ ❢♦r♠ ❢ ✉ ❛♥❞ ❣ ✉ ❆♣♣❧✐❝❛t✐♦♥ ✶✿ ❆❚❚❘❆❈❚❖❘❙ ❋❖❘ ❙❚❖❈❍❆❙❚■❈ ◆❆❱■❊❘✕❙❚❖❑❊❙ ❊◗❯❆❚■❖◆❙ ❋♦r ❛ ❞❡t❡r♠✐♥✐st✐❝ ❞②♥❛♠✐❝❛❧ s②st❡♠ ✇✐t❤ ✉♥✐q✉❡♥❡ss ✇r✐t❡ ❙ t ✈ = ✈❛❧✉❡ ❛t t✐♠❡ t ♦❢ t❤❡ s♦❧✉t✐♦♥ ✇✐t❤ ✉ ( ✵ ) = ✈ ✳ ❆♥ ❛ttr❛❝t♦r ✐s ❛ ❝♦♠♣❛❝t s❡t ❆ ⊆ ❍ s✉❝❤ t❤❛t ❙ t ❆ = ❆ ❛♥❞ ❢♦r ❛♥② ♦♣❡♥ s❡t ● ⊃ ❆ ❛♥❞ ❜♦✉♥❞❡❞ s❡t ❇ ⊂ ❍ , ❡✈❡♥t✉❛❧❧② ✇❡ ❤❛✈❡ ❙ t ❇ ⊆ ● ✳ ■♥t✉✐t✐✈❡❧② ❛♥ ❛ttr❛❝t♦r ✐s ❣✐✈❡♥ ❜② ❆ = { ∗ ❙ τ ❱ : ❱ ∈ ❇ ❛♥❞ τ ❛♥ ✐♥✜♥✐t❡ t✐♠❡ } ✇❤❡r❡ ❇ ⊆ ❍ ◆ ✐s ❛ ❝❤♦s❡♥ ❜♦✉♥❞❡❞ s❡t ✭❛♥ ❛❜s♦r❜✐♥❣ s❡t✮✳ ❚❤✐s ❝❛♥ ❜❡ ♠❛❞❡ ♣r❡❝✐s❡ ✉s✐♥❣ t❤❡ ✐❞❡❛s ♦❢ ◆❙❆✳ ❋♦r st♦❝❤❛st✐❝ s②st❡♠s t❤❡r❡ ✐s ❛ ✈❛r✐❡t② ♦❢ ♥♦t✐♦♥s ✐♥❝❧✉❞✐♥❣ ✭✶✮ ♠❡❛s✉r❡ ❛ttr❛❝t♦rs ✲ ❧✐♠✐t✐♥❣ ❜❡❤❛✈✐♦✉r ♦❢ t❤❡ ♠❡❛s✉r❡ ✐♥❞✉❝❡❞ ♦♥ ♣❛t❤ s♣❛❝❡ ✭❙❝❤♠❛❧❧❢✉ÿ ❛♥❞ ♦t❤❡rs✮✳

✭✸✮ ♣r♦❝❡ss ❛ttr❛❝t♦rs ✭◆❏❈ ✫ ❑❡✐s❧❡r✮ ✭✹✮ ♥❡♦✲❛ttr❛❝t♦rs ✭◆❏❈ ✫ ❑❡✐s❧❡r✮ ▲♦❡❜ s♣❛❝❡ ♠❡t❤♦❞s ❣✐✈❡ ♥❡✇ r❡s✉❧ts ❢♦r ❡❛❝❤ ♦❢ ✭✷✮ ✲ ✭✹✮ ❢♦r s◆❙❡ ❢♦r ❞r✐❢t ❛♥❞ ♥♦✐s❡ ♦❢ t❤❡ ❢♦r♠ ❢ ✉ ❛♥❞ ❣ ✉ ❆♣♣❧✐❝❛t✐♦♥ ✶✿ ❆❚❚❘❆❈❚❖❘❙ ❋❖❘ ❙❚❖❈❍❆❙❚■❈ ◆❆❱■❊❘✕❙❚❖❑❊❙ ❊◗❯❆❚■❖◆❙ ❋♦r ❛ ❞❡t❡r♠✐♥✐st✐❝ ❞②♥❛♠✐❝❛❧ s②st❡♠ ✇✐t❤ ✉♥✐q✉❡♥❡ss ✇r✐t❡ ❙ t ✈ = ✈❛❧✉❡ ❛t t✐♠❡ t ♦❢ t❤❡ s♦❧✉t✐♦♥ ✇✐t❤ ✉ ( ✵ ) = ✈ ✳ ❆♥ ❛ttr❛❝t♦r ✐s ❛ ❝♦♠♣❛❝t s❡t ❆ ⊆ ❍ s✉❝❤ t❤❛t ❙ t ❆ = ❆ ❛♥❞ ❢♦r ❛♥② ♦♣❡♥ s❡t ● ⊃ ❆ ❛♥❞ ❜♦✉♥❞❡❞ s❡t ❇ ⊂ ❍ , ❡✈❡♥t✉❛❧❧② ✇❡ ❤❛✈❡ ❙ t ❇ ⊆ ● ✳ ■♥t✉✐t✐✈❡❧② ❛♥ ❛ttr❛❝t♦r ✐s ❣✐✈❡♥ ❜② ❆ = { ∗ ❙ τ ❱ : ❱ ∈ ❇ ❛♥❞ τ ❛♥ ✐♥✜♥✐t❡ t✐♠❡ } ✇❤❡r❡ ❇ ⊆ ❍ ◆ ✐s ❛ ❝❤♦s❡♥ ❜♦✉♥❞❡❞ s❡t ✭❛♥ ❛❜s♦r❜✐♥❣ s❡t✮✳ ❚❤✐s ❝❛♥ ❜❡ ♠❛❞❡ ♣r❡❝✐s❡ ✉s✐♥❣ t❤❡ ✐❞❡❛s ♦❢ ◆❙❆✳ ❋♦r st♦❝❤❛st✐❝ s②st❡♠s t❤❡r❡ ✐s ❛ ✈❛r✐❡t② ♦❢ ♥♦t✐♦♥s ✐♥❝❧✉❞✐♥❣ ✭✶✮ ♠❡❛s✉r❡ ❛ttr❛❝t♦rs ✲ ❧✐♠✐t✐♥❣ ❜❡❤❛✈✐♦✉r ♦❢ t❤❡ ♠❡❛s✉r❡ ✐♥❞✉❝❡❞ ♦♥ ♣❛t❤ s♣❛❝❡ ✭❙❝❤♠❛❧❧❢✉ÿ ❛♥❞ ♦t❤❡rs✮✳ ✭✷✮ st♦❝❤❛st✐❝ ❛ttr❛❝t♦rs ✭❈r❛✉❡❧ ✫ ❋❧❛♥❞♦❧✐✮

✭✹✮ ♥❡♦✲❛ttr❛❝t♦rs ✭◆❏❈ ✫ ❑❡✐s❧❡r✮ ▲♦❡❜ s♣❛❝❡ ♠❡t❤♦❞s ❣✐✈❡ ♥❡✇ r❡s✉❧ts ❢♦r ❡❛❝❤ ♦❢ ✭✷✮ ✲ ✭✹✮ ❢♦r s◆❙❡ ❢♦r ❞r✐❢t ❛♥❞ ♥♦✐s❡ ♦❢ t❤❡ ❢♦r♠ ❢ ✉ ❛♥❞ ❣ ✉ ❆♣♣❧✐❝❛t✐♦♥ ✶✿ ❆❚❚❘❆❈❚❖❘❙ ❋❖❘ ❙❚❖❈❍❆❙❚■❈ ◆❆❱■❊❘✕❙❚❖❑❊❙ ❊◗❯❆❚■❖◆❙ ❋♦r ❛ ❞❡t❡r♠✐♥✐st✐❝ ❞②♥❛♠✐❝❛❧ s②st❡♠ ✇✐t❤ ✉♥✐q✉❡♥❡ss ✇r✐t❡ ❙ t ✈ = ✈❛❧✉❡ ❛t t✐♠❡ t ♦❢ t❤❡ s♦❧✉t✐♦♥ ✇✐t❤ ✉ ( ✵ ) = ✈ ✳ ❆♥ ❛ttr❛❝t♦r ✐s ❛ ❝♦♠♣❛❝t s❡t ❆ ⊆ ❍ s✉❝❤ t❤❛t ❙ t ❆ = ❆ ❛♥❞ ❢♦r ❛♥② ♦♣❡♥ s❡t ● ⊃ ❆ ❛♥❞ ❜♦✉♥❞❡❞ s❡t ❇ ⊂ ❍ , ❡✈❡♥t✉❛❧❧② ✇❡ ❤❛✈❡ ❙ t ❇ ⊆ ● ✳ ■♥t✉✐t✐✈❡❧② ❛♥ ❛ttr❛❝t♦r ✐s ❣✐✈❡♥ ❜② ❆ = { ∗ ❙ τ ❱ : ❱ ∈ ❇ ❛♥❞ τ ❛♥ ✐♥✜♥✐t❡ t✐♠❡ } ✇❤❡r❡ ❇ ⊆ ❍ ◆ ✐s ❛ ❝❤♦s❡♥ ❜♦✉♥❞❡❞ s❡t ✭❛♥ ❛❜s♦r❜✐♥❣ s❡t✮✳ ❚❤✐s ❝❛♥ ❜❡ ♠❛❞❡ ♣r❡❝✐s❡ ✉s✐♥❣ t❤❡ ✐❞❡❛s ♦❢ ◆❙❆✳ ❋♦r st♦❝❤❛st✐❝ s②st❡♠s t❤❡r❡ ✐s ❛ ✈❛r✐❡t② ♦❢ ♥♦t✐♦♥s ✐♥❝❧✉❞✐♥❣ ✭✶✮ ♠❡❛s✉r❡ ❛ttr❛❝t♦rs ✲ ❧✐♠✐t✐♥❣ ❜❡❤❛✈✐♦✉r ♦❢ t❤❡ ♠❡❛s✉r❡ ✐♥❞✉❝❡❞ ♦♥ ♣❛t❤ s♣❛❝❡ ✭❙❝❤♠❛❧❧❢✉ÿ ❛♥❞ ♦t❤❡rs✮✳ ✭✷✮ st♦❝❤❛st✐❝ ❛ttr❛❝t♦rs ✭❈r❛✉❡❧ ✫ ❋❧❛♥❞♦❧✐✮ ✭✸✮ ♣r♦❝❡ss ❛ttr❛❝t♦rs ✭◆❏❈ ✫ ❑❡✐s❧❡r✮

▲♦❡❜ s♣❛❝❡ ♠❡t❤♦❞s ❣✐✈❡ ♥❡✇ r❡s✉❧ts ❢♦r ❡❛❝❤ ♦❢ ✭✷✮ ✲ ✭✹✮ ❢♦r s◆❙❡ ❢♦r ❞r✐❢t ❛♥❞ ♥♦✐s❡ ♦❢ t❤❡ ❢♦r♠ ❢ ✉ ❛♥❞ ❣ ✉ ❆♣♣❧✐❝❛t✐♦♥ ✶✿ ❆❚❚❘❆❈❚❖❘❙ ❋❖❘ ❙❚❖❈❍❆❙❚■❈ ◆❆❱■❊❘✕❙❚❖❑❊❙ ❊◗❯❆❚■❖◆❙ ❋♦r ❛ ❞❡t❡r♠✐♥✐st✐❝ ❞②♥❛♠✐❝❛❧ s②st❡♠ ✇✐t❤ ✉♥✐q✉❡♥❡ss ✇r✐t❡ ❙ t ✈ = ✈❛❧✉❡ ❛t t✐♠❡ t ♦❢ t❤❡ s♦❧✉t✐♦♥ ✇✐t❤ ✉ ( ✵ ) = ✈ ✳ ❆♥ ❛ttr❛❝t♦r ✐s ❛ ❝♦♠♣❛❝t s❡t ❆ ⊆ ❍ s✉❝❤ t❤❛t ❙ t ❆ = ❆ ❛♥❞ ❢♦r ❛♥② ♦♣❡♥ s❡t ● ⊃ ❆ ❛♥❞ ❜♦✉♥❞❡❞ s❡t ❇ ⊂ ❍ , ❡✈❡♥t✉❛❧❧② ✇❡ ❤❛✈❡ ❙ t ❇ ⊆ ● ✳ ■♥t✉✐t✐✈❡❧② ❛♥ ❛ttr❛❝t♦r ✐s ❣✐✈❡♥ ❜② ❆ = { ∗ ❙ τ ❱ : ❱ ∈ ❇ ❛♥❞ τ ❛♥ ✐♥✜♥✐t❡ t✐♠❡ } ✇❤❡r❡ ❇ ⊆ ❍ ◆ ✐s ❛ ❝❤♦s❡♥ ❜♦✉♥❞❡❞ s❡t ✭❛♥ ❛❜s♦r❜✐♥❣ s❡t✮✳ ❚❤✐s ❝❛♥ ❜❡ ♠❛❞❡ ♣r❡❝✐s❡ ✉s✐♥❣ t❤❡ ✐❞❡❛s ♦❢ ◆❙❆✳ ❋♦r st♦❝❤❛st✐❝ s②st❡♠s t❤❡r❡ ✐s ❛ ✈❛r✐❡t② ♦❢ ♥♦t✐♦♥s ✐♥❝❧✉❞✐♥❣ ✭✶✮ ♠❡❛s✉r❡ ❛ttr❛❝t♦rs ✲ ❧✐♠✐t✐♥❣ ❜❡❤❛✈✐♦✉r ♦❢ t❤❡ ♠❡❛s✉r❡ ✐♥❞✉❝❡❞ ♦♥ ♣❛t❤ s♣❛❝❡ ✭❙❝❤♠❛❧❧❢✉ÿ ❛♥❞ ♦t❤❡rs✮✳ ✭✷✮ st♦❝❤❛st✐❝ ❛ttr❛❝t♦rs ✭❈r❛✉❡❧ ✫ ❋❧❛♥❞♦❧✐✮ ✭✸✮ ♣r♦❝❡ss ❛ttr❛❝t♦rs ✭◆❏❈ ✫ ❑❡✐s❧❡r✮ ✭✹✮ ♥❡♦✲❛ttr❛❝t♦rs ✭◆❏❈ ✫ ❑❡✐s❧❡r✮

❆♣♣❧✐❝❛t✐♦♥ ✶✿ ❆❚❚❘❆❈❚❖❘❙ ❋❖❘ ❙❚❖❈❍❆❙❚■❈ ◆❆❱■❊❘✕❙❚❖❑❊❙ ❊◗❯❆❚■❖◆❙ ❋♦r ❛ ❞❡t❡r♠✐♥✐st✐❝ ❞②♥❛♠✐❝❛❧ s②st❡♠ ✇✐t❤ ✉♥✐q✉❡♥❡ss ✇r✐t❡ ❙ t ✈ = ✈❛❧✉❡ ❛t t✐♠❡ t ♦❢ t❤❡ s♦❧✉t✐♦♥ ✇✐t❤ ✉ ( ✵ ) = ✈ ✳ ❆♥ ❛ttr❛❝t♦r ✐s ❛ ❝♦♠♣❛❝t s❡t ❆ ⊆ ❍ s✉❝❤ t❤❛t ❙ t ❆ = ❆ ❛♥❞ ❢♦r ❛♥② ♦♣❡♥ s❡t ● ⊃ ❆ ❛♥❞ ❜♦✉♥❞❡❞ s❡t ❇ ⊂ ❍ , ❡✈❡♥t✉❛❧❧② ✇❡ ❤❛✈❡ ❙ t ❇ ⊆ ● ✳ ■♥t✉✐t✐✈❡❧② ❛♥ ❛ttr❛❝t♦r ✐s ❣✐✈❡♥ ❜② ❆ = { ∗ ❙ τ ❱ : ❱ ∈ ❇ ❛♥❞ τ ❛♥ ✐♥✜♥✐t❡ t✐♠❡ } ✇❤❡r❡ ❇ ⊆ ❍ ◆ ✐s ❛ ❝❤♦s❡♥ ❜♦✉♥❞❡❞ s❡t ✭❛♥ ❛❜s♦r❜✐♥❣ s❡t✮✳ ❚❤✐s ❝❛♥ ❜❡ ♠❛❞❡ ♣r❡❝✐s❡ ✉s✐♥❣ t❤❡ ✐❞❡❛s ♦❢ ◆❙❆✳ ❋♦r st♦❝❤❛st✐❝ s②st❡♠s t❤❡r❡ ✐s ❛ ✈❛r✐❡t② ♦❢ ♥♦t✐♦♥s ✐♥❝❧✉❞✐♥❣ ✭✶✮ ♠❡❛s✉r❡ ❛ttr❛❝t♦rs ✲ ❧✐♠✐t✐♥❣ ❜❡❤❛✈✐♦✉r ♦❢ t❤❡ ♠❡❛s✉r❡ ✐♥❞✉❝❡❞ ♦♥ ♣❛t❤ s♣❛❝❡ ✭❙❝❤♠❛❧❧❢✉ÿ ❛♥❞ ♦t❤❡rs✮✳ ✭✷✮ st♦❝❤❛st✐❝ ❛ttr❛❝t♦rs ✭❈r❛✉❡❧ ✫ ❋❧❛♥❞♦❧✐✮ ✭✸✮ ♣r♦❝❡ss ❛ttr❛❝t♦rs ✭◆❏❈ ✫ ❑❡✐s❧❡r✮ ✭✹✮ ♥❡♦✲❛ttr❛❝t♦rs ✭◆❏❈ ✫ ❑❡✐s❧❡r✮ ▲♦❡❜ s♣❛❝❡ ♠❡t❤♦❞s ❣✐✈❡ ♥❡✇ r❡s✉❧ts ❢♦r ❡❛❝❤ ♦❢ ✭✷✮ ✲ ✭✹✮ ❢♦r s◆❙❡ ❢♦r ❞r✐❢t ❛♥❞ ♥♦✐s❡ ♦❢ t❤❡ ❢♦r♠ ❢ ( ✉ ) ❛♥❞ ❣ ( ✉ )

❋♦r s◆❙❡ t❤✐s ♦♥❧② ♠❛❦❡s s❡♥s❡ ❢♦r ❞ ✷ ✭✇❤❡r❡ ✇❡ ❤❛✈❡ ✉♥✐q✉❡♥❡ss✮✳ ❈r❛✉❡❧ ✫ ❋❧❛♥❞♦❧✐✬s ✐❞❡❛✿ ❛ st♦❝❤❛st✐❝ ❛ttr❛❝t♦r ✐s ❛ r❛♥❞♦♠ ❝♦♠♣❛❝t s❡t ❆ t❤❛t✱ ❛t t✐♠❡ ✵✱ ❛ttr❛❝ts tr❛❥❡❝t♦r✐❡s ✏st❛rt✐♥❣ ❛t ✑ ✭❝♦♠♣❛r❡❞ t♦ t❤❡ ✉s✉❛❧ ✐❞❡❛ ♦❢ ❛♥ ❛ttr❛❝t♦r ❜❡✐♥❣ ❛ s❡t ✏❛t t✐♠❡ ✑ t❤❛t ❛ttr❛❝ts tr❛❥❡❝t♦r✐❡s st❛rt✐♥❣ ❛t t✐♠❡ ✵✮✳ ❚❤❡ ▲♦❡❜ s♣❛❝❡ ❛♣♣r♦❛❝❤ t♦ s♦❧✈✐♥❣ t❤❡ s◆❙❡ ❝❛♥ ❜❡ ♠♦❞✐✜❡❞ ❜② st❛rt✐♥❣ t❤❡ s♦❧✉t✐♦♥s ❛t ❛♥② ❣✐✈❡♥ ♥❡❣❛t✐✈❡ t✐♠❡ ✲ ✐♥❝❧✉❞✐♥❣ ✐♥✜♥✐t❡ ♥❡❣❛t✐✈❡ t✐♠❡❀ t❤❡♥ ✐♥t✉✐t✐✈❡❧② ❛ r❛♥❞♦♠ ❛ttr❛❝t♦r ❆ ♣♦✐♥ts ✐♥ ❍ t❤❛t ❝❛♥ ❜❡ r❡❛❝❤❡❞ ❛t t✐♠❡ t ✵ st❛rt✐♥❣ ❛t s♦♠❡ ✐♥✜♥✐t❡ ♥❡❣❛t✐✈❡ t✐♠❡✳ ▼❛❦✐♥❣ t❤✐s ♣r❡❝✐s❡ ❣✐✈❡s✿ ❚❤❡♦r❡♠ ✭❈❛♣✐➠s❦✐ ✫ ◆❏❈ ✶✾✾✾✮ ❋♦r s♣❡❝✐❛❧ ❢♦r♠s ♦❢ t❤❡ ♥♦✐s❡ t❡r♠ ❣ ✉ ✐♥ t❤❡ ✷❉ s◆❙❡ t❤❡r❡ ✐s ❛ st♦❝❤❛st✐❝ ❛ttr❛❝t♦r ❆ ✭❝♦♠♣❛❝t ✐♥ t❤❡ str♦♥❣ t♦♣♦❧♦❣② ♦❢ ❍ ✮✳ Pr❡❝✐s❡ ❞❡✜♥✐t✐♦♥ ❛♥❞ ♣r♦♦❢ ✲ t♦♦ ❧♦♥❣ ❛♥❞ ❝♦♠♣❧✐❝❛t❡❞✦ ❙t♦❝❤❛st✐❝ ❛ttr❛❝t♦rs ❢♦r s◆❙❡

❈r❛✉❡❧ ✫ ❋❧❛♥❞♦❧✐✬s ✐❞❡❛✿ ❛ st♦❝❤❛st✐❝ ❛ttr❛❝t♦r ✐s ❛ r❛♥❞♦♠ ❝♦♠♣❛❝t s❡t ❆ t❤❛t✱ ❛t t✐♠❡ ✵✱ ❛ttr❛❝ts tr❛❥❡❝t♦r✐❡s ✏st❛rt✐♥❣ ❛t ✑ ✭❝♦♠♣❛r❡❞ t♦ t❤❡ ✉s✉❛❧ ✐❞❡❛ ♦❢ ❛♥ ❛ttr❛❝t♦r ❜❡✐♥❣ ❛ s❡t ✏❛t t✐♠❡ ✑ t❤❛t ❛ttr❛❝ts tr❛❥❡❝t♦r✐❡s st❛rt✐♥❣ ❛t t✐♠❡ ✵✮✳ ❚❤❡ ▲♦❡❜ s♣❛❝❡ ❛♣♣r♦❛❝❤ t♦ s♦❧✈✐♥❣ t❤❡ s◆❙❡ ❝❛♥ ❜❡ ♠♦❞✐✜❡❞ ❜② st❛rt✐♥❣ t❤❡ s♦❧✉t✐♦♥s ❛t ❛♥② ❣✐✈❡♥ ♥❡❣❛t✐✈❡ t✐♠❡ ✲ ✐♥❝❧✉❞✐♥❣ ✐♥✜♥✐t❡ ♥❡❣❛t✐✈❡ t✐♠❡❀ t❤❡♥ ✐♥t✉✐t✐✈❡❧② ❛ r❛♥❞♦♠ ❛ttr❛❝t♦r ❆ ♣♦✐♥ts ✐♥ ❍ t❤❛t ❝❛♥ ❜❡ r❡❛❝❤❡❞ ❛t t✐♠❡ t ✵ st❛rt✐♥❣ ❛t s♦♠❡ ✐♥✜♥✐t❡ ♥❡❣❛t✐✈❡ t✐♠❡✳ ▼❛❦✐♥❣ t❤✐s ♣r❡❝✐s❡ ❣✐✈❡s✿ ❚❤❡♦r❡♠ ✭❈❛♣✐➠s❦✐ ✫ ◆❏❈ ✶✾✾✾✮ ❋♦r s♣❡❝✐❛❧ ❢♦r♠s ♦❢ t❤❡ ♥♦✐s❡ t❡r♠ ❣ ✉ ✐♥ t❤❡ ✷❉ s◆❙❡ t❤❡r❡ ✐s ❛ st♦❝❤❛st✐❝ ❛ttr❛❝t♦r ❆ ✭❝♦♠♣❛❝t ✐♥ t❤❡ str♦♥❣ t♦♣♦❧♦❣② ♦❢ ❍ ✮✳ Pr❡❝✐s❡ ❞❡✜♥✐t✐♦♥ ❛♥❞ ♣r♦♦❢ ✲ t♦♦ ❧♦♥❣ ❛♥❞ ❝♦♠♣❧✐❝❛t❡❞✦ ❙t♦❝❤❛st✐❝ ❛ttr❛❝t♦rs ❢♦r s◆❙❡ ❋♦r s◆❙❡ t❤✐s ♦♥❧② ♠❛❦❡s s❡♥s❡ ❢♦r ❞ = ✷ ✭✇❤❡r❡ ✇❡ ❤❛✈❡ ✉♥✐q✉❡♥❡ss✮✳

❚❤❡ ▲♦❡❜ s♣❛❝❡ ❛♣♣r♦❛❝❤ t♦ s♦❧✈✐♥❣ t❤❡ s◆❙❡ ❝❛♥ ❜❡ ♠♦❞✐✜❡❞ ❜② st❛rt✐♥❣ t❤❡ s♦❧✉t✐♦♥s ❛t ❛♥② ❣✐✈❡♥ ♥❡❣❛t✐✈❡ t✐♠❡ ✲ ✐♥❝❧✉❞✐♥❣ ✐♥✜♥✐t❡ ♥❡❣❛t✐✈❡ t✐♠❡❀ t❤❡♥ ✐♥t✉✐t✐✈❡❧② ❛ r❛♥❞♦♠ ❛ttr❛❝t♦r ❆ ♣♦✐♥ts ✐♥ ❍ t❤❛t ❝❛♥ ❜❡ r❡❛❝❤❡❞ ❛t t✐♠❡ t ✵ st❛rt✐♥❣ ❛t s♦♠❡ ✐♥✜♥✐t❡ ♥❡❣❛t✐✈❡ t✐♠❡✳ ▼❛❦✐♥❣ t❤✐s ♣r❡❝✐s❡ ❣✐✈❡s✿ ❚❤❡♦r❡♠ ✭❈❛♣✐➠s❦✐ ✫ ◆❏❈ ✶✾✾✾✮ ❋♦r s♣❡❝✐❛❧ ❢♦r♠s ♦❢ t❤❡ ♥♦✐s❡ t❡r♠ ❣ ✉ ✐♥ t❤❡ ✷❉ s◆❙❡ t❤❡r❡ ✐s ❛ st♦❝❤❛st✐❝ ❛ttr❛❝t♦r ❆ ✭❝♦♠♣❛❝t ✐♥ t❤❡ str♦♥❣ t♦♣♦❧♦❣② ♦❢ ❍ ✮✳ Pr❡❝✐s❡ ❞❡✜♥✐t✐♦♥ ❛♥❞ ♣r♦♦❢ ✲ t♦♦ ❧♦♥❣ ❛♥❞ ❝♦♠♣❧✐❝❛t❡❞✦ ❙t♦❝❤❛st✐❝ ❛ttr❛❝t♦rs ❢♦r s◆❙❡ ❋♦r s◆❙❡ t❤✐s ♦♥❧② ♠❛❦❡s s❡♥s❡ ❢♦r ❞ = ✷ ✭✇❤❡r❡ ✇❡ ❤❛✈❡ ✉♥✐q✉❡♥❡ss✮✳ ❈r❛✉❡❧ ✫ ❋❧❛♥❞♦❧✐✬s ✐❞❡❛✿ ❛ st♦❝❤❛st✐❝ ❛ttr❛❝t♦r ✐s ❛ r❛♥❞♦♠ ❝♦♠♣❛❝t s❡t ❆ ( ω ) t❤❛t✱ ❛t t✐♠❡ ✵✱ ❛ttr❛❝ts tr❛❥❡❝t♦r✐❡s ✏st❛rt✐♥❣ ❛t −∞ ✑ ✭❝♦♠♣❛r❡❞ t♦ t❤❡ ✉s✉❛❧ ✐❞❡❛ ♦❢ ❛♥ ❛ttr❛❝t♦r ❜❡✐♥❣ ❛ s❡t ✏❛t t✐♠❡ ∞ ✑ t❤❛t ❛ttr❛❝ts tr❛❥❡❝t♦r✐❡s st❛rt✐♥❣ ❛t t✐♠❡ ✵✮✳

▼❛❦✐♥❣ t❤✐s ♣r❡❝✐s❡ ❣✐✈❡s✿ ❚❤❡♦r❡♠ ✭❈❛♣✐➠s❦✐ ✫ ◆❏❈ ✶✾✾✾✮ ❋♦r s♣❡❝✐❛❧ ❢♦r♠s ♦❢ t❤❡ ♥♦✐s❡ t❡r♠ ❣ ✉ ✐♥ t❤❡ ✷❉ s◆❙❡ t❤❡r❡ ✐s ❛ st♦❝❤❛st✐❝ ❛ttr❛❝t♦r ❆ ✭❝♦♠♣❛❝t ✐♥ t❤❡ str♦♥❣ t♦♣♦❧♦❣② ♦❢ ❍ ✮✳ Pr❡❝✐s❡ ❞❡✜♥✐t✐♦♥ ❛♥❞ ♣r♦♦❢ ✲ t♦♦ ❧♦♥❣ ❛♥❞ ❝♦♠♣❧✐❝❛t❡❞✦ ❙t♦❝❤❛st✐❝ ❛ttr❛❝t♦rs ❢♦r s◆❙❡ ❋♦r s◆❙❡ t❤✐s ♦♥❧② ♠❛❦❡s s❡♥s❡ ❢♦r ❞ = ✷ ✭✇❤❡r❡ ✇❡ ❤❛✈❡ ✉♥✐q✉❡♥❡ss✮✳ ❈r❛✉❡❧ ✫ ❋❧❛♥❞♦❧✐✬s ✐❞❡❛✿ ❛ st♦❝❤❛st✐❝ ❛ttr❛❝t♦r ✐s ❛ r❛♥❞♦♠ ❝♦♠♣❛❝t s❡t ❆ ( ω ) t❤❛t✱ ❛t t✐♠❡ ✵✱ ❛ttr❛❝ts tr❛❥❡❝t♦r✐❡s ✏st❛rt✐♥❣ ❛t −∞ ✑ ✭❝♦♠♣❛r❡❞ t♦ t❤❡ ✉s✉❛❧ ✐❞❡❛ ♦❢ ❛♥ ❛ttr❛❝t♦r ❜❡✐♥❣ ❛ s❡t ✏❛t t✐♠❡ ∞ ✑ t❤❛t ❛ttr❛❝ts tr❛❥❡❝t♦r✐❡s st❛rt✐♥❣ ❛t t✐♠❡ ✵✮✳ ❚❤❡ ▲♦❡❜ s♣❛❝❡ ❛♣♣r♦❛❝❤ t♦ s♦❧✈✐♥❣ t❤❡ s◆❙❡ ❝❛♥ ❜❡ ♠♦❞✐✜❡❞ ❜② st❛rt✐♥❣ t❤❡ s♦❧✉t✐♦♥s ❛t ❛♥② ❣✐✈❡♥ ♥❡❣❛t✐✈❡ t✐♠❡ ✲ ✐♥❝❧✉❞✐♥❣ ✐♥✜♥✐t❡ ♥❡❣❛t✐✈❡ t✐♠❡❀ t❤❡♥ ✐♥t✉✐t✐✈❡❧② ❛ r❛♥❞♦♠ ❛ttr❛❝t♦r ❆ ( ω ) = ♣♦✐♥ts ✐♥ ❍ t❤❛t ❝❛♥ ❜❡ r❡❛❝❤❡❞ ❛t t✐♠❡ t = ✵ st❛rt✐♥❣ ❛t s♦♠❡ ✐♥✜♥✐t❡ ♥❡❣❛t✐✈❡ t✐♠❡✳

❙t♦❝❤❛st✐❝ ❛ttr❛❝t♦rs ❢♦r s◆❙❡ ❋♦r s◆❙❡ t❤✐s ♦♥❧② ♠❛❦❡s s❡♥s❡ ❢♦r ❞ = ✷ ✭✇❤❡r❡ ✇❡ ❤❛✈❡ ✉♥✐q✉❡♥❡ss✮✳ ❈r❛✉❡❧ ✫ ❋❧❛♥❞♦❧✐✬s ✐❞❡❛✿ ❛ st♦❝❤❛st✐❝ ❛ttr❛❝t♦r ✐s ❛ r❛♥❞♦♠ ❝♦♠♣❛❝t s❡t ❆ ( ω ) t❤❛t✱ ❛t t✐♠❡ ✵✱ ❛ttr❛❝ts tr❛❥❡❝t♦r✐❡s ✏st❛rt✐♥❣ ❛t −∞ ✑ ✭❝♦♠♣❛r❡❞ t♦ t❤❡ ✉s✉❛❧ ✐❞❡❛ ♦❢ ❛♥ ❛ttr❛❝t♦r ❜❡✐♥❣ ❛ s❡t ✏❛t t✐♠❡ ∞ ✑ t❤❛t ❛ttr❛❝ts tr❛❥❡❝t♦r✐❡s st❛rt✐♥❣ ❛t t✐♠❡ ✵✮✳ ❚❤❡ ▲♦❡❜ s♣❛❝❡ ❛♣♣r♦❛❝❤ t♦ s♦❧✈✐♥❣ t❤❡ s◆❙❡ ❝❛♥ ❜❡ ♠♦❞✐✜❡❞ ❜② st❛rt✐♥❣ t❤❡ s♦❧✉t✐♦♥s ❛t ❛♥② ❣✐✈❡♥ ♥❡❣❛t✐✈❡ t✐♠❡ ✲ ✐♥❝❧✉❞✐♥❣ ✐♥✜♥✐t❡ ♥❡❣❛t✐✈❡ t✐♠❡❀ t❤❡♥ ✐♥t✉✐t✐✈❡❧② ❛ r❛♥❞♦♠ ❛ttr❛❝t♦r ❆ ( ω ) = ♣♦✐♥ts ✐♥ ❍ t❤❛t ❝❛♥ ❜❡ r❡❛❝❤❡❞ ❛t t✐♠❡ t = ✵ st❛rt✐♥❣ ❛t s♦♠❡ ✐♥✜♥✐t❡ ♥❡❣❛t✐✈❡ t✐♠❡✳ ▼❛❦✐♥❣ t❤✐s ♣r❡❝✐s❡ ❣✐✈❡s✿ ❚❤❡♦r❡♠ ✭❈❛♣✐➠s❦✐ ✫ ◆❏❈ ✶✾✾✾✮ ❋♦r s♣❡❝✐❛❧ ❢♦r♠s ♦❢ t❤❡ ♥♦✐s❡ t❡r♠ ❣ ( ✉ ) ✐♥ t❤❡ ✷❉ s◆❙❡ t❤❡r❡ ✐s ❛ st♦❝❤❛st✐❝ ❛ttr❛❝t♦r ❆ ( ω ) ✭❝♦♠♣❛❝t ✐♥ t❤❡ str♦♥❣ t♦♣♦❧♦❣② ♦❢ ❍ ✮✳ Pr❡❝✐s❡ ❞❡✜♥✐t✐♦♥ ❛♥❞ ♣r♦♦❢ ✲ t♦♦ ❧♦♥❣ ❛♥❞ ❝♦♠♣❧✐❝❛t❡❞✦

❋♦r ❞ ✸ ✉♥✐q✉❡♥❡ss ✐s ✉♥❦♥♦✇♥✳ ❚♦ ♦✈❡r❝♦♠❡ t❤✐s ❢♦r t❤❡ ❞❡t❡r♠✐♥✐st✐❝ ◆❙❡✱ ❙❡❧❧ r❡♣❧❛❝❡❞ t❤❡ ♣❤❛s❡ s♣❛❝❡ ❍ ❜② ❲ ❛❧❧ s♦❧✉t✐♦♥ ♣❛t❤s ❢♦r t❤❡ ❞❡t❡r♠✐♥✐st✐❝ ◆❛✈✐❡r✕❙t♦❦❡s ❡q✉❛t✐♦♥s✳ ❚❤❡ s❡♠✐❣r♦✉♣ ❛❝t✐♦♥ ❙ t ♦♥ ❲ ✐s t✐♠❡ tr❛♥s❧❛t✐♦♥✿ ✐❢ ✉ ✉ ❲ t❤❡♥ ❙ t ✉ ✈ ❲ ✐s ❣✐✈❡♥ ❜② ❙ t ✉ s ✉ t s ❚❤✐s ❤❛s t❤❡ ❝r✉❝✐❛❧ s❡♠✐✲✢♦✇ ♣r♦♣❡rt② ❙ t ✶ ❙ t ✷ ❙ t ✶ t ✷ ❛❧♦♥❣ ✇✐t❤ ❙ ✵ ✉ ✉ ✳ ❚❤❡♦r❡♠ ✭❙❡❧❧ ✭✶✾✾✻✮✮ ❚❤❡r❡ ✐s ❣❧♦❜❛❧ ❛ttr❛❝t♦r ❆ ❲ ❢♦r t❤❡ ✸✲❞✐♠❡♥s✐♦♥❛❧ ✭❞❡t❡r♠✐♥✐st✐❝✮ ◆❛✈✐❡r✕❙t♦❦❡s ❡q✉❛t✐♦♥s✳ Pr♦❝❡ss ❛ttr❛❝t♦rs ❢♦r s◆❙❡

❚❤❡ s❡♠✐❣r♦✉♣ ❛❝t✐♦♥ ❙ t ♦♥ ❲ ✐s t✐♠❡ tr❛♥s❧❛t✐♦♥✿ ✐❢ ✉ ✉ ❲ t❤❡♥ ❙ t ✉ ✈ ❲ ✐s ❣✐✈❡♥ ❜② ❙ t ✉ s ✉ t s ❚❤✐s ❤❛s t❤❡ ❝r✉❝✐❛❧ s❡♠✐✲✢♦✇ ♣r♦♣❡rt② ❙ t ✶ ❙ t ✷ ❙ t ✶ t ✷ ❛❧♦♥❣ ✇✐t❤ ❙ ✵ ✉ ✉ ✳ ❚❤❡♦r❡♠ ✭❙❡❧❧ ✭✶✾✾✻✮✮ ❚❤❡r❡ ✐s ❣❧♦❜❛❧ ❛ttr❛❝t♦r ❆ ❲ ❢♦r t❤❡ ✸✲❞✐♠❡♥s✐♦♥❛❧ ✭❞❡t❡r♠✐♥✐st✐❝✮ ◆❛✈✐❡r✕❙t♦❦❡s ❡q✉❛t✐♦♥s✳ Pr♦❝❡ss ❛ttr❛❝t♦rs ❢♦r s◆❙❡ ❋♦r ❞ = ✸ ✉♥✐q✉❡♥❡ss ✐s ✉♥❦♥♦✇♥✳ ❚♦ ♦✈❡r❝♦♠❡ t❤✐s ❢♦r t❤❡ ❞❡t❡r♠✐♥✐st✐❝ ◆❙❡✱ ❙❡❧❧ r❡♣❧❛❝❡❞ t❤❡ ♣❤❛s❡ s♣❛❝❡ ❍ ❜② ❲ = ❛❧❧ s♦❧✉t✐♦♥ ♣❛t❤s ❢♦r t❤❡ ❞❡t❡r♠✐♥✐st✐❝ ◆❛✈✐❡r✕❙t♦❦❡s ❡q✉❛t✐♦♥s✳

❚❤✐s ❤❛s t❤❡ ❝r✉❝✐❛❧ s❡♠✐✲✢♦✇ ♣r♦♣❡rt② ❙ t ✶ ❙ t ✷ ❙ t ✶ t ✷ ❛❧♦♥❣ ✇✐t❤ ❙ ✵ ✉ ✉ ✳ ❚❤❡♦r❡♠ ✭❙❡❧❧ ✭✶✾✾✻✮✮ ❚❤❡r❡ ✐s ❣❧♦❜❛❧ ❛ttr❛❝t♦r ❆ ❲ ❢♦r t❤❡ ✸✲❞✐♠❡♥s✐♦♥❛❧ ✭❞❡t❡r♠✐♥✐st✐❝✮ ◆❛✈✐❡r✕❙t♦❦❡s ❡q✉❛t✐♦♥s✳ Pr♦❝❡ss ❛ttr❛❝t♦rs ❢♦r s◆❙❡ ❋♦r ❞ = ✸ ✉♥✐q✉❡♥❡ss ✐s ✉♥❦♥♦✇♥✳ ❚♦ ♦✈❡r❝♦♠❡ t❤✐s ❢♦r t❤❡ ❞❡t❡r♠✐♥✐st✐❝ ◆❙❡✱ ❙❡❧❧ r❡♣❧❛❝❡❞ t❤❡ ♣❤❛s❡ s♣❛❝❡ ❍ ❜② ❲ = ❛❧❧ s♦❧✉t✐♦♥ ♣❛t❤s ❢♦r t❤❡ ❞❡t❡r♠✐♥✐st✐❝ ◆❛✈✐❡r✕❙t♦❦❡s ❡q✉❛t✐♦♥s✳ ❚❤❡ s❡♠✐❣r♦✉♣ ❛❝t✐♦♥ ❙ t ♦♥ ❲ ✐s t✐♠❡ tr❛♥s❧❛t✐♦♥✿ ✐❢ ✉ = ✉ ( · ) ∈ ❲ t❤❡♥ ❙ t ✉ = ✈ ∈ ❲ ✐s ❣✐✈❡♥ ❜② ( ❙ t ✉ )( s ) = ✉ ( t + s ) .

❚❤❡♦r❡♠ ✭❙❡❧❧ ✭✶✾✾✻✮✮ ❚❤❡r❡ ✐s ❣❧♦❜❛❧ ❛ttr❛❝t♦r ❆ ❲ ❢♦r t❤❡ ✸✲❞✐♠❡♥s✐♦♥❛❧ ✭❞❡t❡r♠✐♥✐st✐❝✮ ◆❛✈✐❡r✕❙t♦❦❡s ❡q✉❛t✐♦♥s✳ Pr♦❝❡ss ❛ttr❛❝t♦rs ❢♦r s◆❙❡ ❋♦r ❞ = ✸ ✉♥✐q✉❡♥❡ss ✐s ✉♥❦♥♦✇♥✳ ❚♦ ♦✈❡r❝♦♠❡ t❤✐s ❢♦r t❤❡ ❞❡t❡r♠✐♥✐st✐❝ ◆❙❡✱ ❙❡❧❧ r❡♣❧❛❝❡❞ t❤❡ ♣❤❛s❡ s♣❛❝❡ ❍ ❜② ❲ = ❛❧❧ s♦❧✉t✐♦♥ ♣❛t❤s ❢♦r t❤❡ ❞❡t❡r♠✐♥✐st✐❝ ◆❛✈✐❡r✕❙t♦❦❡s ❡q✉❛t✐♦♥s✳ ❚❤❡ s❡♠✐❣r♦✉♣ ❛❝t✐♦♥ ❙ t ♦♥ ❲ ✐s t✐♠❡ tr❛♥s❧❛t✐♦♥✿ ✐❢ ✉ = ✉ ( · ) ∈ ❲ t❤❡♥ ❙ t ✉ = ✈ ∈ ❲ ✐s ❣✐✈❡♥ ❜② ( ❙ t ✉ )( s ) = ✉ ( t + s ) . ❚❤✐s ❤❛s t❤❡ ❝r✉❝✐❛❧ s❡♠✐✲✢♦✇ ♣r♦♣❡rt② ❙ t ✶ ◦ ❙ t ✷ = ❙ t ✶ + t ✷ ❛❧♦♥❣ ✇✐t❤ ❙ ✵ ✉ = ✉ ✳

Pr♦❝❡ss ❛ttr❛❝t♦rs ❢♦r s◆❙❡ ❋♦r ❞ = ✸ ✉♥✐q✉❡♥❡ss ✐s ✉♥❦♥♦✇♥✳ ❚♦ ♦✈❡r❝♦♠❡ t❤✐s ❢♦r t❤❡ ❞❡t❡r♠✐♥✐st✐❝ ◆❙❡✱ ❙❡❧❧ r❡♣❧❛❝❡❞ t❤❡ ♣❤❛s❡ s♣❛❝❡ ❍ ❜② ❲ = ❛❧❧ s♦❧✉t✐♦♥ ♣❛t❤s ❢♦r t❤❡ ❞❡t❡r♠✐♥✐st✐❝ ◆❛✈✐❡r✕❙t♦❦❡s ❡q✉❛t✐♦♥s✳ ❚❤❡ s❡♠✐❣r♦✉♣ ❛❝t✐♦♥ ❙ t ♦♥ ❲ ✐s t✐♠❡ tr❛♥s❧❛t✐♦♥✿ ✐❢ ✉ = ✉ ( · ) ∈ ❲ t❤❡♥ ❙ t ✉ = ✈ ∈ ❲ ✐s ❣✐✈❡♥ ❜② ( ❙ t ✉ )( s ) = ✉ ( t + s ) . ❚❤✐s ❤❛s t❤❡ ❝r✉❝✐❛❧ s❡♠✐✲✢♦✇ ♣r♦♣❡rt② ❙ t ✶ ◦ ❙ t ✷ = ❙ t ✶ + t ✷ ❛❧♦♥❣ ✇✐t❤ ❙ ✵ ✉ = ✉ ✳ ❚❤❡♦r❡♠ ✭❙❡❧❧ ✭✶✾✾✻✮✮ ❚❤❡r❡ ✐s ❣❧♦❜❛❧ ❛ttr❛❝t♦r ❆ ⊆ ❲ ❢♦r t❤❡ ✸✲❞✐♠❡♥s✐♦♥❛❧ ✭❞❡t❡r♠✐♥✐st✐❝✮ ◆❛✈✐❡r✕❙t♦❦❡s ❡q✉❛t✐♦♥s✳

❆ss✉♠❡ t❤❛t ❤❛s ♠❡❛s✉r❡ ♣r❡s❡r✈✐♥❣ ♠❛♣s ❢♦r t ✵ t t❤❛t ✏s❤✐❢t t❤❡ ♥♦✐s❡ t♦ t❤❡ r✐❣❤t✑✳ ❚❤❛t ✐s✿ ✭ ✶ ✐❞❡♥t✐t② ❛♥❞ s ❀ ✵ t s t ✭ ✷✮ s ❢♦r ❛❧❧ s t ✵✱ ✇❤❡r❡ ✐s t❤❡ ✜❧tr❛t✐♦♥ ♦♥ ❀ t s t t ✭ ✸✮ ✇ t s ✇ t ✇ s ❢♦r ❛❧❧ s ✵ t t ❉❡✜♥✐t✐♦♥ ✭ ❙❡♠✐✢♦✇ ♦❢ Pr♦❝❡ss❡s ✮ ❋♦r ❛ st♦❝❤❛st✐❝ ♣r♦❝❡ss ✉ ✉ t ❞❡✜♥❡ ❛ ♣r♦❝❡ss ✈ ❙ r ✉ ❜② ✈ t ✉ r t r ❙ r ✐s ❛ s❡♠✐❣r♦✉♣✱ ❛♥❞ ✐❢ ✉ ✐s ❛❞❛♣t❡❞ s♦ ✐s ❙ t ✉ ✳ ❙✉♣♣♦s❡ ♥♦✇ t❤❛t ❳ ✐s ❝❧♦s❡❞ ✉♥❞❡r ❙ t ✳ ❚❤❡♥ ❛ ♥❛t✉r❛❧ ❞❡✜♥✐t✐♦♥ ♦❢ ❛ ♣r♦❝❡ss ❛ttr❛❝t♦r ❢♦r t❤❡ ❝❧❛ss ❳ ✐s ❆ ❳ s✉❝❤ t❤❛t ✭✐✮ ❙ t ❆ ❆ ❢♦r ❛❧❧ t ✵ ✭✐✐✮ ❆ ✐s ❝♦♠♣❛❝t ✐♥ s♦♠❡ s❡♥s❡ ✭✐✐✐✮ ❆ ❛ttr❛❝ts ❜♦✉♥❞❡❞ s✉❜s❡ts ♦❢ t❤❡ ❝❧❛ss ❳ ❚❤✐s t✉r♥s ♦✉t t♦ ❜❡ ❛s❦✐♥❣ t♦♦ ♠✉❝❤✳ ❲❡ ♥❡❡❞ ❛ ✇❡❛❦❡r ❞❡✜♥✐t✐♦♥✳ ■♥ t❤❡ ❢♦❧❧♦✇✐♥❣✱ ✐❢ ✉ ✐s ❛ st♦❝❤❛st✐❝ ♣r♦❝❡ss t❤❡♥ ▲❛✇ ✉ ✐s ❞❡✜♥❡❞ t♦ ❜❡ t❤❡ ♣r♦❜❛❜✐❧✐t② ❧❛✇ ✭♦♥ ♣❛t❤ s♣❛❝❡✮ ♦❢ t❤❡ ❝♦✉♣❧❡❞ ♣r♦❝❡ss ✉ ✇ ✳ ❊①t❡♥s✐♦♥ ♦❢ ❙❡❧❧✬s ✐❞❡❛ t♦ t❤❡ st♦❝❤❛st✐❝ ◆❙✲❡q✉❛t✐♦♥s✳ ❇❛s✐❝ ✐❞❡❛ ✳ ▲❡t ❳ ❜❡ ❛ s❡t ♦❢ s♦❧✉t✐♦♥s t♦ t❤❡ s◆❙❡ ♦♥ ❛ s♣❛❝❡ Ω Ω ✇✐t❤ ❲✐❡♥❡r ♣r♦❝❡ss ✇ ✳

❚❤❛t ✐s✿ ✭ ✶ ✐❞❡♥t✐t② ❛♥❞ s ❀ ✵ t s t ✭ ✷✮ s ❢♦r ❛❧❧ s t ✵✱ ✇❤❡r❡ ✐s t❤❡ ✜❧tr❛t✐♦♥ ♦♥ ❀ t s t t ✭ ✸✮ ✇ t s ✇ t ✇ s ❢♦r ❛❧❧ s ✵ t t ❉❡✜♥✐t✐♦♥ ✭ ❙❡♠✐✢♦✇ ♦❢ Pr♦❝❡ss❡s ✮ ❋♦r ❛ st♦❝❤❛st✐❝ ♣r♦❝❡ss ✉ ✉ t ❞❡✜♥❡ ❛ ♣r♦❝❡ss ✈ ❙ r ✉ ❜② ✈ t ✉ r t r ❙ r ✐s ❛ s❡♠✐❣r♦✉♣✱ ❛♥❞ ✐❢ ✉ ✐s ❛❞❛♣t❡❞ s♦ ✐s ❙ t ✉ ✳ ❙✉♣♣♦s❡ ♥♦✇ t❤❛t ❳ ✐s ❝❧♦s❡❞ ✉♥❞❡r ❙ t ✳ ❚❤❡♥ ❛ ♥❛t✉r❛❧ ❞❡✜♥✐t✐♦♥ ♦❢ ❛ ♣r♦❝❡ss ❛ttr❛❝t♦r ❢♦r t❤❡ ❝❧❛ss ❳ ✐s ❆ ❳ s✉❝❤ t❤❛t ✭✐✮ ❙ t ❆ ❆ ❢♦r ❛❧❧ t ✵ ✭✐✐✮ ❆ ✐s ❝♦♠♣❛❝t ✐♥ s♦♠❡ s❡♥s❡ ✭✐✐✐✮ ❆ ❛ttr❛❝ts ❜♦✉♥❞❡❞ s✉❜s❡ts ♦❢ t❤❡ ❝❧❛ss ❳ ❚❤✐s t✉r♥s ♦✉t t♦ ❜❡ ❛s❦✐♥❣ t♦♦ ♠✉❝❤✳ ❲❡ ♥❡❡❞ ❛ ✇❡❛❦❡r ❞❡✜♥✐t✐♦♥✳ ■♥ t❤❡ ❢♦❧❧♦✇✐♥❣✱ ✐❢ ✉ ✐s ❛ st♦❝❤❛st✐❝ ♣r♦❝❡ss t❤❡♥ ▲❛✇ ✉ ✐s ❞❡✜♥❡❞ t♦ ❜❡ t❤❡ ♣r♦❜❛❜✐❧✐t② ❧❛✇ ✭♦♥ ♣❛t❤ s♣❛❝❡✮ ♦❢ t❤❡ ❝♦✉♣❧❡❞ ♣r♦❝❡ss ✉ ✇ ✳ ❊①t❡♥s✐♦♥ ♦❢ ❙❡❧❧✬s ✐❞❡❛ t♦ t❤❡ st♦❝❤❛st✐❝ ◆❙✲❡q✉❛t✐♦♥s✳ ❇❛s✐❝ ✐❞❡❛ ✳ ▲❡t ❳ ❜❡ ❛ s❡t ♦❢ s♦❧✉t✐♦♥s t♦ t❤❡ s◆❙❡ ♦♥ ❛ s♣❛❝❡ Ω Ω ✇✐t❤ ❲✐❡♥❡r ♣r♦❝❡ss ✇ ✳ ❆ss✉♠❡ t❤❛t Ω ❤❛s ♠❡❛s✉r❡ ♣r❡s❡r✈✐♥❣ ♠❛♣s θ t : Ω → Ω ❢♦r t ≥ ✵ t❤❛t ✏s❤✐❢t t❤❡ ♥♦✐s❡ t♦ t❤❡ r✐❣❤t✑✳

✭ ✷✮ s ❢♦r ❛❧❧ s t ✵✱ ✇❤❡r❡ ✐s t❤❡ ✜❧tr❛t✐♦♥ ♦♥ ❀ t s t t ✭ ✸✮ ✇ t s ✇ t ✇ s ❢♦r ❛❧❧ s ✵ t t ❉❡✜♥✐t✐♦♥ ✭ ❙❡♠✐✢♦✇ ♦❢ Pr♦❝❡ss❡s ✮ ❋♦r ❛ st♦❝❤❛st✐❝ ♣r♦❝❡ss ✉ ✉ t ❞❡✜♥❡ ❛ ♣r♦❝❡ss ✈ ❙ r ✉ ❜② ✈ t ✉ r t r ❙ r ✐s ❛ s❡♠✐❣r♦✉♣✱ ❛♥❞ ✐❢ ✉ ✐s ❛❞❛♣t❡❞ s♦ ✐s ❙ t ✉ ✳ ❙✉♣♣♦s❡ ♥♦✇ t❤❛t ❳ ✐s ❝❧♦s❡❞ ✉♥❞❡r ❙ t ✳ ❚❤❡♥ ❛ ♥❛t✉r❛❧ ❞❡✜♥✐t✐♦♥ ♦❢ ❛ ♣r♦❝❡ss ❛ttr❛❝t♦r ❢♦r t❤❡ ❝❧❛ss ❳ ✐s ❆ ❳ s✉❝❤ t❤❛t ✭✐✮ ❙ t ❆ ❆ ❢♦r ❛❧❧ t ✵ ✭✐✐✮ ❆ ✐s ❝♦♠♣❛❝t ✐♥ s♦♠❡ s❡♥s❡ ✭✐✐✐✮ ❆ ❛ttr❛❝ts ❜♦✉♥❞❡❞ s✉❜s❡ts ♦❢ t❤❡ ❝❧❛ss ❳ ❚❤✐s t✉r♥s ♦✉t t♦ ❜❡ ❛s❦✐♥❣ t♦♦ ♠✉❝❤✳ ❲❡ ♥❡❡❞ ❛ ✇❡❛❦❡r ❞❡✜♥✐t✐♦♥✳ ■♥ t❤❡ ❢♦❧❧♦✇✐♥❣✱ ✐❢ ✉ ✐s ❛ st♦❝❤❛st✐❝ ♣r♦❝❡ss t❤❡♥ ▲❛✇ ✉ ✐s ❞❡✜♥❡❞ t♦ ❜❡ t❤❡ ♣r♦❜❛❜✐❧✐t② ❧❛✇ ✭♦♥ ♣❛t❤ s♣❛❝❡✮ ♦❢ t❤❡ ❝♦✉♣❧❡❞ ♣r♦❝❡ss ✉ ✇ ✳ ❊①t❡♥s✐♦♥ ♦❢ ❙❡❧❧✬s ✐❞❡❛ t♦ t❤❡ st♦❝❤❛st✐❝ ◆❙✲❡q✉❛t✐♦♥s✳ ❇❛s✐❝ ✐❞❡❛ ✳ ▲❡t ❳ ❜❡ ❛ s❡t ♦❢ s♦❧✉t✐♦♥s t♦ t❤❡ s◆❙❡ ♦♥ ❛ s♣❛❝❡ Ω Ω ✇✐t❤ ❲✐❡♥❡r ♣r♦❝❡ss ✇ ✳ ❆ss✉♠❡ t❤❛t Ω ❤❛s ♠❡❛s✉r❡ ♣r❡s❡r✈✐♥❣ ♠❛♣s θ t : Ω → Ω ❢♦r t ≥ ✵ t❤❛t ✏s❤✐❢t t❤❡ ♥♦✐s❡ t♦ t❤❡ r✐❣❤t✑✳ ❚❤❛t ✐s✿ ✭ θ ✶ ) θ ✵ = ✐❞❡♥t✐t② ❛♥❞ θ t ◦ θ s = θ t + s ❀

✭ ✸✮ ✇ t s ✇ t ✇ s ❢♦r ❛❧❧ s ✵ t t ❉❡✜♥✐t✐♦♥ ✭ ❙❡♠✐✢♦✇ ♦❢ Pr♦❝❡ss❡s ✮ ❋♦r ❛ st♦❝❤❛st✐❝ ♣r♦❝❡ss ✉ ✉ t ❞❡✜♥❡ ❛ ♣r♦❝❡ss ✈ ❙ r ✉ ❜② ✈ t ✉ r t r ❙ r ✐s ❛ s❡♠✐❣r♦✉♣✱ ❛♥❞ ✐❢ ✉ ✐s ❛❞❛♣t❡❞ s♦ ✐s ❙ t ✉ ✳ ❙✉♣♣♦s❡ ♥♦✇ t❤❛t ❳ ✐s ❝❧♦s❡❞ ✉♥❞❡r ❙ t ✳ ❚❤❡♥ ❛ ♥❛t✉r❛❧ ❞❡✜♥✐t✐♦♥ ♦❢ ❛ ♣r♦❝❡ss ❛ttr❛❝t♦r ❢♦r t❤❡ ❝❧❛ss ❳ ✐s ❆ ❳ s✉❝❤ t❤❛t ✭✐✮ ❙ t ❆ ❆ ❢♦r ❛❧❧ t ✵ ✭✐✐✮ ❆ ✐s ❝♦♠♣❛❝t ✐♥ s♦♠❡ s❡♥s❡ ✭✐✐✐✮ ❆ ❛ttr❛❝ts ❜♦✉♥❞❡❞ s✉❜s❡ts ♦❢ t❤❡ ❝❧❛ss ❳ ❚❤✐s t✉r♥s ♦✉t t♦ ❜❡ ❛s❦✐♥❣ t♦♦ ♠✉❝❤✳ ❲❡ ♥❡❡❞ ❛ ✇❡❛❦❡r ❞❡✜♥✐t✐♦♥✳ ■♥ t❤❡ ❢♦❧❧♦✇✐♥❣✱ ✐❢ ✉ ✐s ❛ st♦❝❤❛st✐❝ ♣r♦❝❡ss t❤❡♥ ▲❛✇ ✉ ✐s ❞❡✜♥❡❞ t♦ ❜❡ t❤❡ ♣r♦❜❛❜✐❧✐t② ❧❛✇ ✭♦♥ ♣❛t❤ s♣❛❝❡✮ ♦❢ t❤❡ ❝♦✉♣❧❡❞ ♣r♦❝❡ss ✉ ✇ ✳ ❊①t❡♥s✐♦♥ ♦❢ ❙❡❧❧✬s ✐❞❡❛ t♦ t❤❡ st♦❝❤❛st✐❝ ◆❙✲❡q✉❛t✐♦♥s✳ ❇❛s✐❝ ✐❞❡❛ ✳ ▲❡t ❳ ❜❡ ❛ s❡t ♦❢ s♦❧✉t✐♦♥s t♦ t❤❡ s◆❙❡ ♦♥ ❛ s♣❛❝❡ Ω Ω ✇✐t❤ ❲✐❡♥❡r ♣r♦❝❡ss ✇ ✳ ❆ss✉♠❡ t❤❛t Ω ❤❛s ♠❡❛s✉r❡ ♣r❡s❡r✈✐♥❣ ♠❛♣s θ t : Ω → Ω ❢♦r t ≥ ✵ t❤❛t ✏s❤✐❢t t❤❡ ♥♦✐s❡ t♦ t❤❡ r✐❣❤t✑✳ ❚❤❛t ✐s✿ ✭ θ ✶ ) θ ✵ = ✐❞❡♥t✐t② ❛♥❞ θ t ◦ θ s = θ t + s ❀ ✭ θ ✷✮ θ t F s = F t + s ❢♦r ❛❧❧ s , t ≥ ✵✱ ✇❤❡r❡ ( F t ) ✐s t❤❡ ✜❧tr❛t✐♦♥ ♦♥ Ω Ω ❀

❉❡✜♥✐t✐♦♥ ✭ ❙❡♠✐✢♦✇ ♦❢ Pr♦❝❡ss❡s ✮ ❋♦r ❛ st♦❝❤❛st✐❝ ♣r♦❝❡ss ✉ ✉ t ❞❡✜♥❡ ❛ ♣r♦❝❡ss ✈ ❙ r ✉ ❜② ✈ t ✉ r t r ❙ r ✐s ❛ s❡♠✐❣r♦✉♣✱ ❛♥❞ ✐❢ ✉ ✐s ❛❞❛♣t❡❞ s♦ ✐s ❙ t ✉ ✳ ❙✉♣♣♦s❡ ♥♦✇ t❤❛t ❳ ✐s ❝❧♦s❡❞ ✉♥❞❡r ❙ t ✳ ❚❤❡♥ ❛ ♥❛t✉r❛❧ ❞❡✜♥✐t✐♦♥ ♦❢ ❛ ♣r♦❝❡ss ❛ttr❛❝t♦r ❢♦r t❤❡ ❝❧❛ss ❳ ✐s ❆ ❳ s✉❝❤ t❤❛t ✭✐✮ ❙ t ❆ ❆ ❢♦r ❛❧❧ t ✵ ✭✐✐✮ ❆ ✐s ❝♦♠♣❛❝t ✐♥ s♦♠❡ s❡♥s❡ ✭✐✐✐✮ ❆ ❛ttr❛❝ts ❜♦✉♥❞❡❞ s✉❜s❡ts ♦❢ t❤❡ ❝❧❛ss ❳ ❚❤✐s t✉r♥s ♦✉t t♦ ❜❡ ❛s❦✐♥❣ t♦♦ ♠✉❝❤✳ ❲❡ ♥❡❡❞ ❛ ✇❡❛❦❡r ❞❡✜♥✐t✐♦♥✳ ■♥ t❤❡ ❢♦❧❧♦✇✐♥❣✱ ✐❢ ✉ ✐s ❛ st♦❝❤❛st✐❝ ♣r♦❝❡ss t❤❡♥ ▲❛✇ ✉ ✐s ❞❡✜♥❡❞ t♦ ❜❡ t❤❡ ♣r♦❜❛❜✐❧✐t② ❧❛✇ ✭♦♥ ♣❛t❤ s♣❛❝❡✮ ♦❢ t❤❡ ❝♦✉♣❧❡❞ ♣r♦❝❡ss ✉ ✇ ✳ ❊①t❡♥s✐♦♥ ♦❢ ❙❡❧❧✬s ✐❞❡❛ t♦ t❤❡ st♦❝❤❛st✐❝ ◆❙✲❡q✉❛t✐♦♥s✳ ❇❛s✐❝ ✐❞❡❛ ✳ ▲❡t ❳ ❜❡ ❛ s❡t ♦❢ s♦❧✉t✐♦♥s t♦ t❤❡ s◆❙❡ ♦♥ ❛ s♣❛❝❡ Ω Ω ✇✐t❤ ❲✐❡♥❡r ♣r♦❝❡ss ✇ ✳ ❆ss✉♠❡ t❤❛t Ω ❤❛s ♠❡❛s✉r❡ ♣r❡s❡r✈✐♥❣ ♠❛♣s θ t : Ω → Ω ❢♦r t ≥ ✵ t❤❛t ✏s❤✐❢t t❤❡ ♥♦✐s❡ t♦ t❤❡ r✐❣❤t✑✳ ❚❤❛t ✐s✿ ✭ θ ✶ ) θ ✵ = ✐❞❡♥t✐t② ❛♥❞ θ t ◦ θ s = θ t + s ❀ ✭ θ ✷✮ θ t F s = F t + s ❢♦r ❛❧❧ s , t ≥ ✵✱ ✇❤❡r❡ ( F t ) ✐s t❤❡ ✜❧tr❛t✐♦♥ ♦♥ Ω Ω ❀ ✭ θ ✸✮ ✇ ( t + s , θ t ω ) − ✇ ( t , θ t ω ) = ✇ ( s , ω ) ❢♦r ❛❧❧ s ≥ ✵

❙ r ✐s ❛ s❡♠✐❣r♦✉♣✱ ❛♥❞ ✐❢ ✉ ✐s ❛❞❛♣t❡❞ s♦ ✐s ❙ t ✉ ✳ ❙✉♣♣♦s❡ ♥♦✇ t❤❛t ❳ ✐s ❝❧♦s❡❞ ✉♥❞❡r ❙ t ✳ ❚❤❡♥ ❛ ♥❛t✉r❛❧ ❞❡✜♥✐t✐♦♥ ♦❢ ❛ ♣r♦❝❡ss ❛ttr❛❝t♦r ❢♦r t❤❡ ❝❧❛ss ❳ ✐s ❆ ❳ s✉❝❤ t❤❛t ✭✐✮ ❙ t ❆ ❆ ❢♦r ❛❧❧ t ✵ ✭✐✐✮ ❆ ✐s ❝♦♠♣❛❝t ✐♥ s♦♠❡ s❡♥s❡ ✭✐✐✐✮ ❆ ❛ttr❛❝ts ❜♦✉♥❞❡❞ s✉❜s❡ts ♦❢ t❤❡ ❝❧❛ss ❳ ❚❤✐s t✉r♥s ♦✉t t♦ ❜❡ ❛s❦✐♥❣ t♦♦ ♠✉❝❤✳ ❲❡ ♥❡❡❞ ❛ ✇❡❛❦❡r ❞❡✜♥✐t✐♦♥✳ ■♥ t❤❡ ❢♦❧❧♦✇✐♥❣✱ ✐❢ ✉ ✐s ❛ st♦❝❤❛st✐❝ ♣r♦❝❡ss t❤❡♥ ▲❛✇ ✉ ✐s ❞❡✜♥❡❞ t♦ ❜❡ t❤❡ ♣r♦❜❛❜✐❧✐t② ❧❛✇ ✭♦♥ ♣❛t❤ s♣❛❝❡✮ ♦❢ t❤❡ ❝♦✉♣❧❡❞ ♣r♦❝❡ss ✉ ✇ ✳ ❊①t❡♥s✐♦♥ ♦❢ ❙❡❧❧✬s ✐❞❡❛ t♦ t❤❡ st♦❝❤❛st✐❝ ◆❙✲❡q✉❛t✐♦♥s✳ ❇❛s✐❝ ✐❞❡❛ ✳ ▲❡t ❳ ❜❡ ❛ s❡t ♦❢ s♦❧✉t✐♦♥s t♦ t❤❡ s◆❙❡ ♦♥ ❛ s♣❛❝❡ Ω Ω ✇✐t❤ ❲✐❡♥❡r ♣r♦❝❡ss ✇ ✳ ❆ss✉♠❡ t❤❛t Ω ❤❛s ♠❡❛s✉r❡ ♣r❡s❡r✈✐♥❣ ♠❛♣s θ t : Ω → Ω ❢♦r t ≥ ✵ t❤❛t ✏s❤✐❢t t❤❡ ♥♦✐s❡ t♦ t❤❡ r✐❣❤t✑✳ ❚❤❛t ✐s✿ ✭ θ ✶ ) θ ✵ = ✐❞❡♥t✐t② ❛♥❞ θ t ◦ θ s = θ t + s ❀ ✭ θ ✷✮ θ t F s = F t + s ❢♦r ❛❧❧ s , t ≥ ✵✱ ✇❤❡r❡ ( F t ) ✐s t❤❡ ✜❧tr❛t✐♦♥ ♦♥ Ω Ω ❀ ✭ θ ✸✮ ✇ ( t + s , θ t ω ) − ✇ ( t , θ t ω ) = ✇ ( s , ω ) ❢♦r ❛❧❧ s ≥ ✵ ❉❡✜♥✐t✐♦♥ ✭ ❙❡♠✐✢♦✇ ♦❢ Pr♦❝❡ss❡s ✮ ❋♦r ❛ st♦❝❤❛st✐❝ ♣r♦❝❡ss ✉ = ✉ ( t , ω ) ❞❡✜♥❡ ❛ ♣r♦❝❡ss ✈ = ❙ r ✉ ❜② ✈ ( t , ω ) = ✉ ( r + t , θ r ω )

❙✉♣♣♦s❡ ♥♦✇ t❤❛t ❳ ✐s ❝❧♦s❡❞ ✉♥❞❡r ❙ t ✳ ❚❤❡♥ ❛ ♥❛t✉r❛❧ ❞❡✜♥✐t✐♦♥ ♦❢ ❛ ♣r♦❝❡ss ❛ttr❛❝t♦r ❢♦r t❤❡ ❝❧❛ss ❳ ✐s ❆ ❳ s✉❝❤ t❤❛t ✭✐✮ ❙ t ❆ ❆ ❢♦r ❛❧❧ t ✵ ✭✐✐✮ ❆ ✐s ❝♦♠♣❛❝t ✐♥ s♦♠❡ s❡♥s❡ ✭✐✐✐✮ ❆ ❛ttr❛❝ts ❜♦✉♥❞❡❞ s✉❜s❡ts ♦❢ t❤❡ ❝❧❛ss ❳ ❚❤✐s t✉r♥s ♦✉t t♦ ❜❡ ❛s❦✐♥❣ t♦♦ ♠✉❝❤✳ ❲❡ ♥❡❡❞ ❛ ✇❡❛❦❡r ❞❡✜♥✐t✐♦♥✳ ■♥ t❤❡ ❢♦❧❧♦✇✐♥❣✱ ✐❢ ✉ ✐s ❛ st♦❝❤❛st✐❝ ♣r♦❝❡ss t❤❡♥ ▲❛✇ ✉ ✐s ❞❡✜♥❡❞ t♦ ❜❡ t❤❡ ♣r♦❜❛❜✐❧✐t② ❧❛✇ ✭♦♥ ♣❛t❤ s♣❛❝❡✮ ♦❢ t❤❡ ❝♦✉♣❧❡❞ ♣r♦❝❡ss ✉ ✇ ✳ ❊①t❡♥s✐♦♥ ♦❢ ❙❡❧❧✬s ✐❞❡❛ t♦ t❤❡ st♦❝❤❛st✐❝ ◆❙✲❡q✉❛t✐♦♥s✳ ❇❛s✐❝ ✐❞❡❛ ✳ ▲❡t ❳ ❜❡ ❛ s❡t ♦❢ s♦❧✉t✐♦♥s t♦ t❤❡ s◆❙❡ ♦♥ ❛ s♣❛❝❡ Ω Ω ✇✐t❤ ❲✐❡♥❡r ♣r♦❝❡ss ✇ ✳ ❆ss✉♠❡ t❤❛t Ω ❤❛s ♠❡❛s✉r❡ ♣r❡s❡r✈✐♥❣ ♠❛♣s θ t : Ω → Ω ❢♦r t ≥ ✵ t❤❛t ✏s❤✐❢t t❤❡ ♥♦✐s❡ t♦ t❤❡ r✐❣❤t✑✳ ❚❤❛t ✐s✿ ✭ θ ✶ ) θ ✵ = ✐❞❡♥t✐t② ❛♥❞ θ t ◦ θ s = θ t + s ❀ ✭ θ ✷✮ θ t F s = F t + s ❢♦r ❛❧❧ s , t ≥ ✵✱ ✇❤❡r❡ ( F t ) ✐s t❤❡ ✜❧tr❛t✐♦♥ ♦♥ Ω Ω ❀ ✭ θ ✸✮ ✇ ( t + s , θ t ω ) − ✇ ( t , θ t ω ) = ✇ ( s , ω ) ❢♦r ❛❧❧ s ≥ ✵ ❉❡✜♥✐t✐♦♥ ✭ ❙❡♠✐✢♦✇ ♦❢ Pr♦❝❡ss❡s ✮ ❋♦r ❛ st♦❝❤❛st✐❝ ♣r♦❝❡ss ✉ = ✉ ( t , ω ) ❞❡✜♥❡ ❛ ♣r♦❝❡ss ✈ = ❙ r ✉ ❜② ✈ ( t , ω ) = ✉ ( r + t , θ r ω ) ❙ r ✐s ❛ s❡♠✐❣r♦✉♣✱ ❛♥❞ ✐❢ ✉ ✐s ❛❞❛♣t❡❞ s♦ ✐s ❙ t ✉ ✳

✭✐✮ ❙ t ❆ ❆ ❢♦r ❛❧❧ t ✵ ✭✐✐✮ ❆ ✐s ❝♦♠♣❛❝t ✐♥ s♦♠❡ s❡♥s❡ ✭✐✐✐✮ ❆ ❛ttr❛❝ts ❜♦✉♥❞❡❞ s✉❜s❡ts ♦❢ t❤❡ ❝❧❛ss ❳ ❚❤✐s t✉r♥s ♦✉t t♦ ❜❡ ❛s❦✐♥❣ t♦♦ ♠✉❝❤✳ ❲❡ ♥❡❡❞ ❛ ✇❡❛❦❡r ❞❡✜♥✐t✐♦♥✳ ■♥ t❤❡ ❢♦❧❧♦✇✐♥❣✱ ✐❢ ✉ ✐s ❛ st♦❝❤❛st✐❝ ♣r♦❝❡ss t❤❡♥ ▲❛✇ ✉ ✐s ❞❡✜♥❡❞ t♦ ❜❡ t❤❡ ♣r♦❜❛❜✐❧✐t② ❧❛✇ ✭♦♥ ♣❛t❤ s♣❛❝❡✮ ♦❢ t❤❡ ❝♦✉♣❧❡❞ ♣r♦❝❡ss ✉ ✇ ✳ ❊①t❡♥s✐♦♥ ♦❢ ❙❡❧❧✬s ✐❞❡❛ t♦ t❤❡ st♦❝❤❛st✐❝ ◆❙✲❡q✉❛t✐♦♥s✳ ❇❛s✐❝ ✐❞❡❛ ✳ ▲❡t ❳ ❜❡ ❛ s❡t ♦❢ s♦❧✉t✐♦♥s t♦ t❤❡ s◆❙❡ ♦♥ ❛ s♣❛❝❡ Ω Ω ✇✐t❤ ❲✐❡♥❡r ♣r♦❝❡ss ✇ ✳ ❆ss✉♠❡ t❤❛t Ω ❤❛s ♠❡❛s✉r❡ ♣r❡s❡r✈✐♥❣ ♠❛♣s θ t : Ω → Ω ❢♦r t ≥ ✵ t❤❛t ✏s❤✐❢t t❤❡ ♥♦✐s❡ t♦ t❤❡ r✐❣❤t✑✳ ❚❤❛t ✐s✿ ✭ θ ✶ ) θ ✵ = ✐❞❡♥t✐t② ❛♥❞ θ t ◦ θ s = θ t + s ❀ ✭ θ ✷✮ θ t F s = F t + s ❢♦r ❛❧❧ s , t ≥ ✵✱ ✇❤❡r❡ ( F t ) ✐s t❤❡ ✜❧tr❛t✐♦♥ ♦♥ Ω Ω ❀ ✭ θ ✸✮ ✇ ( t + s , θ t ω ) − ✇ ( t , θ t ω ) = ✇ ( s , ω ) ❢♦r ❛❧❧ s ≥ ✵ ❉❡✜♥✐t✐♦♥ ✭ ❙❡♠✐✢♦✇ ♦❢ Pr♦❝❡ss❡s ✮ ❋♦r ❛ st♦❝❤❛st✐❝ ♣r♦❝❡ss ✉ = ✉ ( t , ω ) ❞❡✜♥❡ ❛ ♣r♦❝❡ss ✈ = ❙ r ✉ ❜② ✈ ( t , ω ) = ✉ ( r + t , θ r ω ) ❙ r ✐s ❛ s❡♠✐❣r♦✉♣✱ ❛♥❞ ✐❢ ✉ ✐s ❛❞❛♣t❡❞ s♦ ✐s ❙ t ✉ ✳ ❙✉♣♣♦s❡ ♥♦✇ t❤❛t ❳ ✐s ❝❧♦s❡❞ ✉♥❞❡r ❙ t ✳ ❚❤❡♥ ❛ ♥❛t✉r❛❧ ❞❡✜♥✐t✐♦♥ ♦❢ ❛ ♣r♦❝❡ss ❛ttr❛❝t♦r ❢♦r t❤❡ ❝❧❛ss ❳ ✐s ❆ ⊆ ❳ s✉❝❤ t❤❛t

✭✐✐✮ ❆ ✐s ❝♦♠♣❛❝t ✐♥ s♦♠❡ s❡♥s❡ ✭✐✐✐✮ ❆ ❛ttr❛❝ts ❜♦✉♥❞❡❞ s✉❜s❡ts ♦❢ t❤❡ ❝❧❛ss ❳ ❚❤✐s t✉r♥s ♦✉t t♦ ❜❡ ❛s❦✐♥❣ t♦♦ ♠✉❝❤✳ ❲❡ ♥❡❡❞ ❛ ✇❡❛❦❡r ❞❡✜♥✐t✐♦♥✳ ■♥ t❤❡ ❢♦❧❧♦✇✐♥❣✱ ✐❢ ✉ ✐s ❛ st♦❝❤❛st✐❝ ♣r♦❝❡ss t❤❡♥ ▲❛✇ ✉ ✐s ❞❡✜♥❡❞ t♦ ❜❡ t❤❡ ♣r♦❜❛❜✐❧✐t② ❧❛✇ ✭♦♥ ♣❛t❤ s♣❛❝❡✮ ♦❢ t❤❡ ❝♦✉♣❧❡❞ ♣r♦❝❡ss ✉ ✇ ✳ ❊①t❡♥s✐♦♥ ♦❢ ❙❡❧❧✬s ✐❞❡❛ t♦ t❤❡ st♦❝❤❛st✐❝ ◆❙✲❡q✉❛t✐♦♥s✳ ❇❛s✐❝ ✐❞❡❛ ✳ ▲❡t ❳ ❜❡ ❛ s❡t ♦❢ s♦❧✉t✐♦♥s t♦ t❤❡ s◆❙❡ ♦♥ ❛ s♣❛❝❡ Ω Ω ✇✐t❤ ❲✐❡♥❡r ♣r♦❝❡ss ✇ ✳ ❆ss✉♠❡ t❤❛t Ω ❤❛s ♠❡❛s✉r❡ ♣r❡s❡r✈✐♥❣ ♠❛♣s θ t : Ω → Ω ❢♦r t ≥ ✵ t❤❛t ✏s❤✐❢t t❤❡ ♥♦✐s❡ t♦ t❤❡ r✐❣❤t✑✳ ❚❤❛t ✐s✿ ✭ θ ✶ ) θ ✵ = ✐❞❡♥t✐t② ❛♥❞ θ t ◦ θ s = θ t + s ❀ ✭ θ ✷✮ θ t F s = F t + s ❢♦r ❛❧❧ s , t ≥ ✵✱ ✇❤❡r❡ ( F t ) ✐s t❤❡ ✜❧tr❛t✐♦♥ ♦♥ Ω Ω ❀ ✭ θ ✸✮ ✇ ( t + s , θ t ω ) − ✇ ( t , θ t ω ) = ✇ ( s , ω ) ❢♦r ❛❧❧ s ≥ ✵ ❉❡✜♥✐t✐♦♥ ✭ ❙❡♠✐✢♦✇ ♦❢ Pr♦❝❡ss❡s ✮ ❋♦r ❛ st♦❝❤❛st✐❝ ♣r♦❝❡ss ✉ = ✉ ( t , ω ) ❞❡✜♥❡ ❛ ♣r♦❝❡ss ✈ = ❙ r ✉ ❜② ✈ ( t , ω ) = ✉ ( r + t , θ r ω ) ❙ r ✐s ❛ s❡♠✐❣r♦✉♣✱ ❛♥❞ ✐❢ ✉ ✐s ❛❞❛♣t❡❞ s♦ ✐s ❙ t ✉ ✳ ❙✉♣♣♦s❡ ♥♦✇ t❤❛t ❳ ✐s ❝❧♦s❡❞ ✉♥❞❡r ❙ t ✳ ❚❤❡♥ ❛ ♥❛t✉r❛❧ ❞❡✜♥✐t✐♦♥ ♦❢ ❛ ♣r♦❝❡ss ❛ttr❛❝t♦r ❢♦r t❤❡ ❝❧❛ss ❳ ✐s ❆ ⊆ ❳ s✉❝❤ t❤❛t ✭✐✮ ❙ t ❆ = ❆ ❢♦r ❛❧❧ t ≥ ✵

✭✐✐✐✮ ❆ ❛ttr❛❝ts ❜♦✉♥❞❡❞ s✉❜s❡ts ♦❢ t❤❡ ❝❧❛ss ❳ ❚❤✐s t✉r♥s ♦✉t t♦ ❜❡ ❛s❦✐♥❣ t♦♦ ♠✉❝❤✳ ❲❡ ♥❡❡❞ ❛ ✇❡❛❦❡r ❞❡✜♥✐t✐♦♥✳ ■♥ t❤❡ ❢♦❧❧♦✇✐♥❣✱ ✐❢ ✉ ✐s ❛ st♦❝❤❛st✐❝ ♣r♦❝❡ss t❤❡♥ ▲❛✇ ✉ ✐s ❞❡✜♥❡❞ t♦ ❜❡ t❤❡ ♣r♦❜❛❜✐❧✐t② ❧❛✇ ✭♦♥ ♣❛t❤ s♣❛❝❡✮ ♦❢ t❤❡ ❝♦✉♣❧❡❞ ♣r♦❝❡ss ✉ ✇ ✳ ❊①t❡♥s✐♦♥ ♦❢ ❙❡❧❧✬s ✐❞❡❛ t♦ t❤❡ st♦❝❤❛st✐❝ ◆❙✲❡q✉❛t✐♦♥s✳ ❇❛s✐❝ ✐❞❡❛ ✳ ▲❡t ❳ ❜❡ ❛ s❡t ♦❢ s♦❧✉t✐♦♥s t♦ t❤❡ s◆❙❡ ♦♥ ❛ s♣❛❝❡ Ω Ω ✇✐t❤ ❲✐❡♥❡r ♣r♦❝❡ss ✇ ✳ ❆ss✉♠❡ t❤❛t Ω ❤❛s ♠❡❛s✉r❡ ♣r❡s❡r✈✐♥❣ ♠❛♣s θ t : Ω → Ω ❢♦r t ≥ ✵ t❤❛t ✏s❤✐❢t t❤❡ ♥♦✐s❡ t♦ t❤❡ r✐❣❤t✑✳ ❚❤❛t ✐s✿ ✭ θ ✶ ) θ ✵ = ✐❞❡♥t✐t② ❛♥❞ θ t ◦ θ s = θ t + s ❀ ✭ θ ✷✮ θ t F s = F t + s ❢♦r ❛❧❧ s , t ≥ ✵✱ ✇❤❡r❡ ( F t ) ✐s t❤❡ ✜❧tr❛t✐♦♥ ♦♥ Ω Ω ❀ ✭ θ ✸✮ ✇ ( t + s , θ t ω ) − ✇ ( t , θ t ω ) = ✇ ( s , ω ) ❢♦r ❛❧❧ s ≥ ✵ ❉❡✜♥✐t✐♦♥ ✭ ❙❡♠✐✢♦✇ ♦❢ Pr♦❝❡ss❡s ✮ ❋♦r ❛ st♦❝❤❛st✐❝ ♣r♦❝❡ss ✉ = ✉ ( t , ω ) ❞❡✜♥❡ ❛ ♣r♦❝❡ss ✈ = ❙ r ✉ ❜② ✈ ( t , ω ) = ✉ ( r + t , θ r ω ) ❙ r ✐s ❛ s❡♠✐❣r♦✉♣✱ ❛♥❞ ✐❢ ✉ ✐s ❛❞❛♣t❡❞ s♦ ✐s ❙ t ✉ ✳ ❙✉♣♣♦s❡ ♥♦✇ t❤❛t ❳ ✐s ❝❧♦s❡❞ ✉♥❞❡r ❙ t ✳ ❚❤❡♥ ❛ ♥❛t✉r❛❧ ❞❡✜♥✐t✐♦♥ ♦❢ ❛ ♣r♦❝❡ss ❛ttr❛❝t♦r ❢♦r t❤❡ ❝❧❛ss ❳ ✐s ❆ ⊆ ❳ s✉❝❤ t❤❛t ✭✐✮ ❙ t ❆ = ❆ ❢♦r ❛❧❧ t ≥ ✵ ✭✐✐✮ ❆ ✐s ❝♦♠♣❛❝t ✐♥ s♦♠❡ s❡♥s❡

❚❤✐s t✉r♥s ♦✉t t♦ ❜❡ ❛s❦✐♥❣ t♦♦ ♠✉❝❤✳ ❲❡ ♥❡❡❞ ❛ ✇❡❛❦❡r ❞❡✜♥✐t✐♦♥✳ ■♥ t❤❡ ❢♦❧❧♦✇✐♥❣✱ ✐❢ ✉ ✐s ❛ st♦❝❤❛st✐❝ ♣r♦❝❡ss t❤❡♥ ▲❛✇ ✉ ✐s ❞❡✜♥❡❞ t♦ ❜❡ t❤❡ ♣r♦❜❛❜✐❧✐t② ❧❛✇ ✭♦♥ ♣❛t❤ s♣❛❝❡✮ ♦❢ t❤❡ ❝♦✉♣❧❡❞ ♣r♦❝❡ss ✉ ✇ ✳ ❊①t❡♥s✐♦♥ ♦❢ ❙❡❧❧✬s ✐❞❡❛ t♦ t❤❡ st♦❝❤❛st✐❝ ◆❙✲❡q✉❛t✐♦♥s✳ ❇❛s✐❝ ✐❞❡❛ ✳ ▲❡t ❳ ❜❡ ❛ s❡t ♦❢ s♦❧✉t✐♦♥s t♦ t❤❡ s◆❙❡ ♦♥ ❛ s♣❛❝❡ Ω Ω ✇✐t❤ ❲✐❡♥❡r ♣r♦❝❡ss ✇ ✳ ❆ss✉♠❡ t❤❛t Ω ❤❛s ♠❡❛s✉r❡ ♣r❡s❡r✈✐♥❣ ♠❛♣s θ t : Ω → Ω ❢♦r t ≥ ✵ t❤❛t ✏s❤✐❢t t❤❡ ♥♦✐s❡ t♦ t❤❡ r✐❣❤t✑✳ ❚❤❛t ✐s✿ ✭ θ ✶ ) θ ✵ = ✐❞❡♥t✐t② ❛♥❞ θ t ◦ θ s = θ t + s ❀ ✭ θ ✷✮ θ t F s = F t + s ❢♦r ❛❧❧ s , t ≥ ✵✱ ✇❤❡r❡ ( F t ) ✐s t❤❡ ✜❧tr❛t✐♦♥ ♦♥ Ω Ω ❀ ✭ θ ✸✮ ✇ ( t + s , θ t ω ) − ✇ ( t , θ t ω ) = ✇ ( s , ω ) ❢♦r ❛❧❧ s ≥ ✵ ❉❡✜♥✐t✐♦♥ ✭ ❙❡♠✐✢♦✇ ♦❢ Pr♦❝❡ss❡s ✮ ❋♦r ❛ st♦❝❤❛st✐❝ ♣r♦❝❡ss ✉ = ✉ ( t , ω ) ❞❡✜♥❡ ❛ ♣r♦❝❡ss ✈ = ❙ r ✉ ❜② ✈ ( t , ω ) = ✉ ( r + t , θ r ω ) ❙ r ✐s ❛ s❡♠✐❣r♦✉♣✱ ❛♥❞ ✐❢ ✉ ✐s ❛❞❛♣t❡❞ s♦ ✐s ❙ t ✉ ✳ ❙✉♣♣♦s❡ ♥♦✇ t❤❛t ❳ ✐s ❝❧♦s❡❞ ✉♥❞❡r ❙ t ✳ ❚❤❡♥ ❛ ♥❛t✉r❛❧ ❞❡✜♥✐t✐♦♥ ♦❢ ❛ ♣r♦❝❡ss ❛ttr❛❝t♦r ❢♦r t❤❡ ❝❧❛ss ❳ ✐s ❆ ⊆ ❳ s✉❝❤ t❤❛t ✭✐✮ ❙ t ❆ = ❆ ❢♦r ❛❧❧ t ≥ ✵ ✭✐✐✮ ❆ ✐s ❝♦♠♣❛❝t ✐♥ s♦♠❡ s❡♥s❡ ✭✐✐✐✮ ❆ ❛ttr❛❝ts ❜♦✉♥❞❡❞ s✉❜s❡ts ♦❢ t❤❡ ❝❧❛ss ❳

❊①t❡♥s✐♦♥ ♦❢ ❙❡❧❧✬s ✐❞❡❛ t♦ t❤❡ st♦❝❤❛st✐❝ ◆❙✲❡q✉❛t✐♦♥s✳ ❇❛s✐❝ ✐❞❡❛ ✳ ▲❡t ❳ ❜❡ ❛ s❡t ♦❢ s♦❧✉t✐♦♥s t♦ t❤❡ s◆❙❡ ♦♥ ❛ s♣❛❝❡ Ω Ω ✇✐t❤ ❲✐❡♥❡r ♣r♦❝❡ss ✇ ✳ ❆ss✉♠❡ t❤❛t Ω ❤❛s ♠❡❛s✉r❡ ♣r❡s❡r✈✐♥❣ ♠❛♣s θ t : Ω → Ω ❢♦r t ≥ ✵ t❤❛t ✏s❤✐❢t t❤❡ ♥♦✐s❡ t♦ t❤❡ r✐❣❤t✑✳ ❚❤❛t ✐s✿ ✭ θ ✶ ) θ ✵ = ✐❞❡♥t✐t② ❛♥❞ θ t ◦ θ s = θ t + s ❀ ✭ θ ✷✮ θ t F s = F t + s ❢♦r ❛❧❧ s , t ≥ ✵✱ ✇❤❡r❡ ( F t ) ✐s t❤❡ ✜❧tr❛t✐♦♥ ♦♥ Ω Ω ❀ ✭ θ ✸✮ ✇ ( t + s , θ t ω ) − ✇ ( t , θ t ω ) = ✇ ( s , ω ) ❢♦r ❛❧❧ s ≥ ✵ ❉❡✜♥✐t✐♦♥ ✭ ❙❡♠✐✢♦✇ ♦❢ Pr♦❝❡ss❡s ✮ ❋♦r ❛ st♦❝❤❛st✐❝ ♣r♦❝❡ss ✉ = ✉ ( t , ω ) ❞❡✜♥❡ ❛ ♣r♦❝❡ss ✈ = ❙ r ✉ ❜② ✈ ( t , ω ) = ✉ ( r + t , θ r ω ) ❙ r ✐s ❛ s❡♠✐❣r♦✉♣✱ ❛♥❞ ✐❢ ✉ ✐s ❛❞❛♣t❡❞ s♦ ✐s ❙ t ✉ ✳ ❙✉♣♣♦s❡ ♥♦✇ t❤❛t ❳ ✐s ❝❧♦s❡❞ ✉♥❞❡r ❙ t ✳ ❚❤❡♥ ❛ ♥❛t✉r❛❧ ❞❡✜♥✐t✐♦♥ ♦❢ ❛ ♣r♦❝❡ss ❛ttr❛❝t♦r ❢♦r t❤❡ ❝❧❛ss ❳ ✐s ❆ ⊆ ❳ s✉❝❤ t❤❛t ✭✐✮ ❙ t ❆ = ❆ ❢♦r ❛❧❧ t ≥ ✵ ✭✐✐✮ ❆ ✐s ❝♦♠♣❛❝t ✐♥ s♦♠❡ s❡♥s❡ ✭✐✐✐✮ ❆ ❛ttr❛❝ts ❜♦✉♥❞❡❞ s✉❜s❡ts ♦❢ t❤❡ ❝❧❛ss ❳ ❚❤✐s t✉r♥s ♦✉t t♦ ❜❡ ❛s❦✐♥❣ t♦♦ ♠✉❝❤✳ ❲❡ ♥❡❡❞ ❛ ✇❡❛❦❡r ❞❡✜♥✐t✐♦♥✳ ■♥ t❤❡ ❢♦❧❧♦✇✐♥❣✱ ✐❢ ✉ ✐s ❛ st♦❝❤❛st✐❝ ♣r♦❝❡ss t❤❡♥ ▲❛✇ ( ✉ ) ✐s ❞❡✜♥❡❞ t♦ ❜❡ t❤❡ ♣r♦❜❛❜✐❧✐t② ❧❛✇ ✭♦♥ ♣❛t❤ s♣❛❝❡✮ ♦❢ t❤❡ ❝♦✉♣❧❡❞ ♣r♦❝❡ss ( ✉ , ✇ ) ✳

✭✐✮ ✭■♥✈❛r✐❛♥❝❡✮ ❙ t ❢♦r ❛❧❧ t ✵✱ ✇❤❡r❡ ❙ t ✐s t❤❡ ♠❛♣♣✐♥❣ ♦❢ ❧❛✇s ✐♥❞✉❝❡❞ ❜② t❤❡ s❡♠✐❣r♦✉♣ ❙ t ✳ ✭✐✐✮ ✭❆ttr❛❝t✐♦♥✮ ❋♦r ❛♥② ♦♣❡♥ s❡t ❛♥❞ ❜♦✉♥❞❡❞ ▲❛✇ ❳ ✱ ❙ t ❡✈❡♥t✉❛❧❧② ✭✐✳❡✳ t❤✐s ❤♦❧❞s ❢♦r ❛❧❧ t t ✵ ✮✳ ✭✐✐✐✮ ✭❈♦♠♣❛❝t♥❡ss✮ ✐s ❝♦♠♣❛❝t ✭❜✮ ❆ ✭♣r♦❝❡ss✮ ❛ttr❛❝t♦r ❢♦r t❤❡ s❡♠✐✢♦✇ ❙ t ♦♥ ❳ ✐s ❛ s❡t ♦❢ ♣r♦❝❡ss❡s ❆ ❳ s✉❝❤ t❤❛t ✭✐✮ ▲❛✇ ❆ ✐s ❛ ❧❛✇✲❛ttr❛❝t♦r ✭s♦ ▲❛✇ ❆ ✐s ❝♦♠♣❛❝t ❛♥❞ ❆ ✐s ❜♦✉♥❞❡❞✮❀ ✭✐✐✮ ✭■♥✈❛r✐❛♥❝❡✮ ❙ t ❆ ❆ ❢♦r ❛❧❧ t ✵❀ ❝ ✭✐✐✐✮ ✭❆ttr❛❝t✐♦♥✮ ❋♦r ❜♦✉♥❞❡❞ ❩ ❳ ❛♥❞ ❝♦♠♣❛❝t ❑ ✇✐t❤ ❑ ❆ ✱ ❢♦r s✉✣❝✐❡♥t❧② ❧❛r❣❡ t ❙ t ❩ ✭✐✈✮ ❆ ✐s ❝❧♦s❡❞✳ ❊✈❡♥ ❢♦r t❤✐s ✇❡❛❦❡r ❞❡✜♥✐t✐♦♥✱ ❡①✐st❡♥❝❡ r❡q✉✐r❡s ❛ r❛t❤❡r ❧❛r❣❡ ♣r♦❜❛❜✐❧✐t② s♣❛❝❡ ❉❡✜♥✐t✐♦♥ ✭❛✮ ❆ s❡t ♦❢ ❧❛✇s A ⊂ ▲❛✇ ( ❳ ) ✐s ❛ ❧❛✇✲❛ttr❛❝t♦r ✐❢

✭✐✐✮ ✭❆ttr❛❝t✐♦♥✮ ❋♦r ❛♥② ♦♣❡♥ s❡t ❛♥❞ ❜♦✉♥❞❡❞ ▲❛✇ ❳ ✱ ❙ t ❡✈❡♥t✉❛❧❧② ✭✐✳❡✳ t❤✐s ❤♦❧❞s ❢♦r ❛❧❧ t t ✵ ✮✳ ✭✐✐✐✮ ✭❈♦♠♣❛❝t♥❡ss✮ ✐s ❝♦♠♣❛❝t ✭❜✮ ❆ ✭♣r♦❝❡ss✮ ❛ttr❛❝t♦r ❢♦r t❤❡ s❡♠✐✢♦✇ ❙ t ♦♥ ❳ ✐s ❛ s❡t ♦❢ ♣r♦❝❡ss❡s ❆ ❳ s✉❝❤ t❤❛t ✭✐✮ ▲❛✇ ❆ ✐s ❛ ❧❛✇✲❛ttr❛❝t♦r ✭s♦ ▲❛✇ ❆ ✐s ❝♦♠♣❛❝t ❛♥❞ ❆ ✐s ❜♦✉♥❞❡❞✮❀ ✭✐✐✮ ✭■♥✈❛r✐❛♥❝❡✮ ❙ t ❆ ❆ ❢♦r ❛❧❧ t ✵❀ ❝ ✭✐✐✐✮ ✭❆ttr❛❝t✐♦♥✮ ❋♦r ❜♦✉♥❞❡❞ ❩ ❳ ❛♥❞ ❝♦♠♣❛❝t ❑ ✇✐t❤ ❑ ❆ ✱ ❢♦r s✉✣❝✐❡♥t❧② ❧❛r❣❡ t ❙ t ❩ ✭✐✈✮ ❆ ✐s ❝❧♦s❡❞✳ ❊✈❡♥ ❢♦r t❤✐s ✇❡❛❦❡r ❞❡✜♥✐t✐♦♥✱ ❡①✐st❡♥❝❡ r❡q✉✐r❡s ❛ r❛t❤❡r ❧❛r❣❡ ♣r♦❜❛❜✐❧✐t② s♣❛❝❡ ❉❡✜♥✐t✐♦♥ ✭❛✮ ❆ s❡t ♦❢ ❧❛✇s A ⊂ ▲❛✇ ( ❳ ) ✐s ❛ ❧❛✇✲❛ttr❛❝t♦r ✐❢ ✭✐✮ ✭■♥✈❛r✐❛♥❝❡✮ ˆ ❙ t A = A ❢♦r ❛❧❧ t ≥ ✵✱ ✇❤❡r❡ ˆ ❙ t ✐s t❤❡ ♠❛♣♣✐♥❣ ♦❢ ❧❛✇s ✐♥❞✉❝❡❞ ❜② t❤❡ s❡♠✐❣r♦✉♣ ❙ t ✳

✭✐✐✐✮ ✭❈♦♠♣❛❝t♥❡ss✮ ✐s ❝♦♠♣❛❝t ✭❜✮ ❆ ✭♣r♦❝❡ss✮ ❛ttr❛❝t♦r ❢♦r t❤❡ s❡♠✐✢♦✇ ❙ t ♦♥ ❳ ✐s ❛ s❡t ♦❢ ♣r♦❝❡ss❡s ❆ ❳ s✉❝❤ t❤❛t ✭✐✮ ▲❛✇ ❆ ✐s ❛ ❧❛✇✲❛ttr❛❝t♦r ✭s♦ ▲❛✇ ❆ ✐s ❝♦♠♣❛❝t ❛♥❞ ❆ ✐s ❜♦✉♥❞❡❞✮❀ ✭✐✐✮ ✭■♥✈❛r✐❛♥❝❡✮ ❙ t ❆ ❆ ❢♦r ❛❧❧ t ✵❀ ❝ ✭✐✐✐✮ ✭❆ttr❛❝t✐♦♥✮ ❋♦r ❜♦✉♥❞❡❞ ❩ ❳ ❛♥❞ ❝♦♠♣❛❝t ❑ ✇✐t❤ ❑ ❆ ✱ ❢♦r s✉✣❝✐❡♥t❧② ❧❛r❣❡ t ❙ t ❩ ✭✐✈✮ ❆ ✐s ❝❧♦s❡❞✳ ❊✈❡♥ ❢♦r t❤✐s ✇❡❛❦❡r ❞❡✜♥✐t✐♦♥✱ ❡①✐st❡♥❝❡ r❡q✉✐r❡s ❛ r❛t❤❡r ❧❛r❣❡ ♣r♦❜❛❜✐❧✐t② s♣❛❝❡ ❉❡✜♥✐t✐♦♥ ✭❛✮ ❆ s❡t ♦❢ ❧❛✇s A ⊂ ▲❛✇ ( ❳ ) ✐s ❛ ❧❛✇✲❛ttr❛❝t♦r ✐❢ ✭✐✮ ✭■♥✈❛r✐❛♥❝❡✮ ˆ ❙ t A = A ❢♦r ❛❧❧ t ≥ ✵✱ ✇❤❡r❡ ˆ ❙ t ✐s t❤❡ ♠❛♣♣✐♥❣ ♦❢ ❧❛✇s ✐♥❞✉❝❡❞ ❜② t❤❡ s❡♠✐❣r♦✉♣ ❙ t ✳ ✭✐✐✮ ✭❆ttr❛❝t✐♦♥✮ ❋♦r ❛♥② ♦♣❡♥ s❡t O ⊃ A ❛♥❞ ❜♦✉♥❞❡❞ Z ⊂ ▲❛✇ ( ❳ ) ✱ ˆ ❙ t Z ⊆ O ❡✈❡♥t✉❛❧❧② ✭✐✳❡✳ t❤✐s ❤♦❧❞s ❢♦r ❛❧❧ t ≥ t ✵ ( O , Z ) ✮✳