C. Hipp, M. Plum Insurance: Mathematics and Economics 27 2000 215–228 219
Now ε → 0 yields
δ
∗
s ≥ δs.
On the other hand, δ
∗
s + ε = Eδ
∗
T s + ε, θ
∗
, t ∧ τ
∗
which, with t tending to infinity, implies δ
∗
s + ε ≤ P {τ
∗
= ∞}.
3. Existence of a solution
If δs is a solution of 1.3, then for a constant α, the function αδs is a solution, too. Hence, we may fix δ0 and replace the resulting function δs by αδs if it is necessary to achieve the property δs
→ 1 for s → ∞. From A0
= 0, we derive δ
′
= δ0λc 0. We shall use the norming δ
′
= 1. Substituting the maximizing As, we obtain the equation
λ Z
∞
[δs − x − δs]Qdx + cδ
′
s =
a
2
2b
2
δ
′
s
2
δ
′′
s .
Substituting λ and c by λb
2
a
2
and cb
2
a
2
, respectively, and denoting these new constants with the same symbols λ and c, we obtain the standard form
λ Z
∞
[δs − x − δs]Qdx + cδ
′
s =
1 2
δ
′
s
2
δ
′′
s .
With H t = Qt, ∞ and integration by parts
Z
∞
[δs − x − δs]Qdx = −δ0H s −
Z
s
δ
′
s − xH x dx,
we transform this equation into δ
′′
s −λ
Z
s
δ
′
s − xH x dx + cδ
′
s − H s
=
1 2
δ
′
s
2
. Hence our Bellman equation is equivalent to the following problem for u
= δ
′
: u
′
s −λ
Z
s
us − xH x dx + cus − H s
=
1 2
us
2
, u0
= 1. 3.1
Theorem 3.1. Let Q have a locally bounded density. Then there exists a solution u
∈ C
1
0, ∞ ∩ C[0, ∞ of
problem 3.1 satisfying u 0, u
′
0 on 0, ∞, and
us = 1 −
r s c
+ o √
s as s → 0.
If moreover H has a finite integral over [0, ∞, then also u has a finite integral.
220 C. Hipp, M. Plum Insurance: Mathematics and Economics 27 2000 215–228
Using the above transformation δ
′
= u and the condition δ
′
= δ0λc, we immediately obtain from Theorem 3.1, the following corollary.
Corollary 3.2. If Q has a locally bounded density, there exists a positive, strictly increasing and strictly concave solution δ
∈ C
2
0, ∞ ∩ C
1
[0, ∞ of the Bellman equation satisfying
δs =
c λ
+ s − 2
3 √
c s
32
+ os
32
as s → 0.
If, moreover, H has a finite integral over [0, ∞, δ is bounded on [0, ∞.
Proof of Theorem 3.1. a First we prove the existence of a solution u with the asserted properties on [0, ε
2
] for some ε 0. Via the transformation, vs
= us
2
, we obtain the equivalent problem v
′
sφ[v]s = vs
2
, v0
= 1, 3.2
where φ[v]s
= −2λs Z
1
tvstH s
2
1 − t
2
dt + c
vs − H s
2
s .
Defining Q
ε
[v] : = sup
0s ≤ε
1 s
|v
′
s − v
′
| for ε 0, v
∈ C
1
[0, ε], we find that R
ε
: = {v ∈ C
1
[0, ε] : Q
ε
[v] ∞}, endowed with the norm kvk
ε
: =
max {kvk
∞
, |v
′
|, εQ
ε
[v] }, is a Banach space, and
D
ε,M
: =
v ∈ R
ε
: v0 = 1,
v
′
= − 1
√ c
, kv − 1k
∞
≤
1 3
, Q
ε
[v] ≤ M
is a closed subset. A lengthy but elementary calculation shows that the operator T defined by T vs :
= 1 + Z
s
vx
2
φ[v]x dx,
v ∈ D
ε,M
, s ∈ [0, ε],
maps D
ε,M
into itself and is a contraction on D
ε,M
with respect to k · k
ε
, if M 0 is sufficiently large and ε 0 is sufficiently small. Therefore, Banach’s Fixed-Point Theorem provides the existence of a fixed point v
∈ D
ε,M
of T and thus, of a solution of 3.2 on [0, ε]. For reasons of continuity, we have v 0 and v
′
0 on [0, ε] after possibly further reduction of ε. Moreover, vs
= 1 − s √
c + os as s → 0. Thus, us = v
√ s has the
corresponding properties on 0, ε
2
]. b Next, we show that if u
∈ C
1
0, b ∩ C[0, b is a solution of 3.1 on [0, b for some b 0, satisfying
us 0, ψ [u]s :
= −λ Z
s
us − xH x dx + c[us − H s] 0
3.3 for all s
∈ 0, b, then u can be uniquely extended to a solution on [0, b], and 3.3 also holds for s = b. Since 3.1 and 3.3 imply u
′
0 on 0, b, the existence of ub : = lim
s →b
us with 0 ≤ ub 1 and thus
of the limit ψ[u]b : = lim
s →b
ψ [u]s follows. We only have to prove ub 0 and ψ[u]b 0, since 3.1 then provides the existence of u
′
b ∈ −∞, 0, so that the extended u indeed solves 3.1 on [0, b].
First, assume for contradiction that ub = 0. Then, lim
s →b
1us = +∞, so some sequence s
k
→ b exists such that lim
k →∞
1u
′
s
k
= +∞. Since, due to 3.1, 1
u
′
= − u
′
u
2
= − 1
2ψ[u] ,
C. Hipp, M. Plum Insurance: Mathematics and Economics 27 2000 215–228 221
we have lim
k →∞
ψ [u]s
k
= 0 and thus, using ub = 0, −λ
Z
b
ub − xH x dx − cHb = 0,
which contradicts λ 0, u 0 on [0, b, c 0, H ≥ 0, H 6= 0 on [0, b]. Therefore, ub 0.
Assuming ψ[u]b = 0 for contradiction, we obtain from 3.1 and 3.3, and ub 0 that lim
s →b
u
′
s =
−∞. Since H has a locally bounded derivative, this implies lim
s →b
ψ [u]
′
s = −∞, contradicting 3.3 and
ψ [u]b = 0.
c The third step is to prove that each solution u ∈ C
1
0, b] ∩ C[0, b] of 3.1 on [0, b] for some b 0,
satisfying 3.3 for all s ∈ 0, b], can be uniquely extended to a solution on [0, b + η] for some η 0, and 3.3
holds for all s ∈ 0, b + η]. The proof is by Banach’s Fixed-Point Theorem again, this time using the Banach space
C[b, b + η], k · k
∞
, the closed subset D
η,ρ
: = {v ∈ C[b, b + η] : vb = ub, kv − ubk
∞
≤ ρ}, and the operator
T vs : = ub +
Z
s b
vx
2
2 ˆ ψ [v]x
dx, v
∈ D
η,ρ
, s ∈ [b, b + η],
where ˆ
ψ [v]s : = −λ
Z
b
uxH s − x dx +
Z
s b
vxH s − x dx
+ c[vs − H s]. Elementary calculations show that T maps D
η,ρ
into itself and is a contraction on D
η,ρ
if both η and ρ are sufficiently small. The unique fixed point v
∈ D
η,ρ
of T obtained from Banach’s Fixed-Point Theorem provides the desired unique extension of u. If η is chosen sufficiently small, 3.3 holds on 0, b
+ η]. d To prove the existence of a solution u on [0,
∞ with the properties asserted in the theorem, let u denote
some solution on [0, ε
2
] provided by a. Due to u
′
0 and 3.1, u satisfies 3.3 on 0, ε
2
]. Now denote by b
∗
, the supremum of all b ∈ [ε
2
, ∞ such that there exists a unique extension of u
to a solution u
b
of 3.1 on [0, b], which satisfies 3.3 on 0, b]. The uniqueness requirement yields u
b
= u
˜b
|
[0,b]
for ε
2
≤ b ≤ ˜b b
∗
. Therefore, defining u
∈ C
1
0, b
∗
∩ C[0, b
∗
by u |
[0,b]
: = u
b
, b ∈ [ε
2
, b
∗
, we obtain a unique extension of u to a solution on [0, b
∗
, which satisfies 3.3 and thus, u
′
0 on 0, b
∗
. Assuming b
∗
∞, we obtain from b and c that u can be uniquely extended to a solution on [0, b
∗
+ η] satisfying 3.3 on 0, b
∗
+ η]. This contradicts the supremum property of b
∗
. Thus, b
∗
= ∞, which proves the desired existence statement. e To show the additional assertion, let H have a finite integral over [0,
∞, and let K := R
∞
H s ds. Since H is moreover a decreasing function, standard results provide
sHs → 0 for s → ∞.
3.4 Since u 0, u
′
0 on 0, ∞, 3.1 provides with ψ[u] defined in 3.3
−ψ[u]s = − us
2
2u
′
s =
1 2
1 1u
′
s 0 s
∞. 3.5
We will prove i us
→ 0, ii sus
→ 0, iii s
32
us → 0
for s → ∞,
and iii then provides that u has a finite integral over [0, ∞. To show i, we observe that u 0, u
′
0 yield the existence of u
∞
: = lim
s →∞
us ≥ 0 and of a sequence s
k
→ ∞ such that lim
k →∞
u
′
s
k
= 0. Assuming
222 C. Hipp, M. Plum Insurance: Mathematics and Economics 27 2000 215–228
u
∞
0, we obtain from 3.1 that lim
k →∞
ψ [u]s
k
= −∞, contradicting the fact that ψ[u] ≥ −λK − c. Thus, u
∞
= 0. To prove ii, we estimate, assuming that u and H are decreasing,
−ψ[u]s ≤ λ Z
s2
us − xH x dx + λ
Z
s s2
us − xH x dx + cHs
≤ λu
1 2
sK +
1 2
λsH
1 2
s + cHs,
so that i and 3.4 yield lim
s →∞
ψ [u]s = 0. From de l’Hospital’s rule and 3.5, we therefore obtain
lim
s →∞
sus = lim
s →∞
s 1us
= lim
s →∞
1 1u
′
s = −2 lim
s →∞
ψ [u]s = 0.
To show iii, we estimate similarly −
√ sψ [u]s
≤ λ √
s Z
s −
√ s
us − xH x dx + λ
√ s
Z
s s
− √
s
us − xH x dx + c
√ sH s
≤ λ √
su √
sK + λsHs −
√ s
+ c √
sH s, so that ii and 3.4 yield lim
s →∞
√ sψ [u]s
= 0. De l’Hospital’s rule and 3.5 now provide lim
s →∞
s
32
us = lim
s →∞
s
32
1us =
3 2
lim
s →∞
√ s
1u
′
s = −3 lim
s →∞
√ sψ [u]s
= 0.
4. Unboundedness of As