2298 CHAPTER 67. THE EASY ITO FORMULA

This is just the first hitting time of an open set so it is a stopping time. For t ≤ τ, all of theabove quantities must be no larger than C. In particular,

X[0,τ]Φ ∈ L2([0,T ]×Ω;L2

(Q1/2U,H

)).

ThenXτ (t) = X0 +

∫ t

0X[0,τ]φds+

∫ t

0X[0,τ]ΦdW

and so 67.5.13 holds with X → Xτ ,Φ→X[0,τ]Φ and φ →X[0,τ]φ . Now simply let C→∞

and exploit the continuity of X given by the formula 67.5.12 to obtain the validity of 67.5.13without any reference to the stopping time. Of course arbitrary t can replace T. This leadsto the main result.

Theorem 67.6.1 Let Φ be a progressively measurable with values in L2(Q1/2U,H

)which

is stochastically integrable in [0,T ] because

P([∫ T

0||Φ||2

L2(Q1/2U,H) dt < ∞

])= 1

and let φ : [0,T ]×Ω→ H be progressively measurable and Bochner integrable on [0,T ]for a.e. ω, and let X0 be F0 measurable and H valued. Let

X (t)≡ X0 +∫ t

0φ (s)ds+

∫ t

0ΦdW.

Let F : [0,T ]×H×Ω→ R1 be progressively measurable, have continuous partial deriva-tives Ft ,FX ,FXX which are uniformly continuous on bounded subsets of [0,T ]×H indepen-dent of ω ∈ Ω. Also assume FXX is bounded and let FXXX exist and be bounded. Then thefollowing formula holds for a.e. ω.

F (t,X (t)) = F (0,X0)+∫ t

0FX (·,X (·))ΦdW+

∫ t

0Ft (s,X (s))+FX (s,X (s))φ (s)ds+

12

∫ t

0(FXX (s,X (s))Φ,Φ)L2(Q1/2U,H) ds

The dependence of F on ω is suppressed.

That last term is interesting and can be written differently. Let{

g j}

be an orthonormalbasis for Q1/2U. Then this integrand equals

L

∑i=1

(FXX (s,X (s))Φgi,Φgi)H =L

∑i=1

(Φ∗FXX (s,X (s))Φgi,gi)Q1/2H

and we write this astrace(Φ∗ (s)FXX (s,X (s))Φ(s)) .

A simple special case is where Q = I and then Q1/2U =U . Thus it is only required that Φ

have values in L2 (U,H).

2298 CHAPTER 67. THE EASY ITO FORMULAThis is just the first hitting time of an open set so it is a stopping time. For t < T, all of theabove quantities must be no larger than C. In particular,Zoj EL ([0,T] x Q:-% (O'7U,H)).Thenxt (t) = Xp +[ Rig ds +[ Koj dwand so 67.5.13 holds with X + X*,® + 29 yP and @ + 2%o.7). Now simply let C +and exploit the continuity of X given by the formula 67.5.12 to obtain the validity of 67.5.13without any reference to the stopping time. Of course arbitrary t can replace T. This leadsto the main result.Theorem 67.6.1 Let ® be a progressively measurable with values in Ly (g!/ °U,H ) whichis stochastically integrable in |0,T| becauseH([sinonne <4)and let @ : [0,T] x Q— H be progressively measurable and Bochner integrable on |0,T|for a.e. @, and let Xo be Fy measurable and H valued. LetX (t) =%0+ [9 (s)as+ ['eaw.Let F :(0,T| x H x QR! be progressively measurable, have continuous partial deriva-tives F,, Fy, Fxx which are uniformly continuous on bounded subsets of |0,T| x H indepen-dent of @ € Q. Also assume Fyx is bounded and let Fyxx exist and be bounded. Then thefollowing formula holds for a.e. @.F(1.X() =F(0,%0) + [Fe (.X()) awt 1 t[ FOX) FF. (9) 0 (9)ds+5 [ (Bex (6. (8) ®,®) g(ouu m1The dependence of F on @ is suppressed.That last term is interesting and can be written differently. Let { g i} be an orthonormalbasis for Q!/2U. Then this integrand equalsMeMe(Fxx (s,X (s)) Bg;, Bgi) 17 == i(B* Fyx (s,X (s)) 83,81) o124llianand we write this astrace (®* (s) Fyx (s,X (s)) B(s)).A simple special case is where Q = J and then o'/2U =U. Thus it is only required that @have values in % (U,H).