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A Harmonic-Polynomial Escape Sequence for an Ornstein–Uhlenbeck Transmission Problem Across Hilbert–Schmidt Ellipsoids

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12 May 2026

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13 May 2026

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Abstract
We give a constructive high-dimensional escape sequence for the equation (∆ − x ·∇)u = u associated with the symmetric Ornstein–Uhlenbeck operator in Gaussian space. Let (ai)i≥1 be a positive square summable sequence and let Bn = {x ∈ Rn : ∑ni=1 ai2 xi2 < 1}. We construct functions un that are continuous on Rn, smooth on both sides of ∂Bn, solve the positive spectral equation away from ∂Bn, and have finite Gaussian H1 energy. The construction uses a single real harmonic polynomial, Re(x1 +ix2)mn with mn = ⌊n1/8⌋, multiplied by the finite-energy Tricomi branch of the separated radial Ornstein–Uhlenbeck equation and then extended into Bn by the weighted Dirichlet principle. The exterior energy has a lower bound of order (2π)n/2n−1/2(2mn/e)mn, whereas the interior minimizing energy is bounded by (2π)n/2nCCamn. Hence the ratio of total Gaussian H1 energy to the energy inside Bn tends to infinity. The proof is written with all non-standard notation defined explicitly, and two examples, including an ℓ1-small sequence with ∑i ai < 1, are included as checks of the hypotheses.
Keywords: 
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1. Introduction

The finite-dimensional Ornstein–Uhlenbeck operator
L n = Δ − x · ∇
is the symmetric diffusion generator associated with the standard Gaussian measure. With respect to the normalized measure ( 2 π ) − n / 2 e − | x | 2 / 2 d x , it is self-adjoint and non-positive on its natural L 2 domain. The operator is a central object in Gaussian Sobolev spaces, Gaussian Dirichlet forms, and finite- and infinite-dimensional Ornstein–Uhlenbeck semigroup theory; standard references include Bogachev’s survey on Ornstein–Uhlenbeck operators and semigroups [1], the Dirichlet-semigroup work of Da Prato and Lunardi [2], and the finite-dimensional survey of Lunardi, Metafune and Pallara [3].
This paper studies the positive spectral equation
L n u = u .
Because L n is non-positive in the global Gaussian energy space, (2) has no non-zero global finite-energy solution. Exterior-domain solutions are different: the finite-energy exterior branch may be singular at a point hidden inside the obstacle. We exploit this observation for ellipsoidal obstacles whose axes are determined by a square-summable sequence.
Let a i > 0 and assume
∑ i = 1 ∞ a i 2 < ∞ .
For each n ≥ 1 , define
Q n ( x ) = ∑ i = 1 n a i 2 x i 2 , B n = { x ∈ R n : Q n ( x ) < 1 } .
The boundary ∂ B n is a smooth ellipsoid. We consider the transmission class
S n = { u ∈ C ∞ ( R n ∖ ∂ B n ) ∩ C ( R n ) : L n u = u in R n ∖ ∂ B n } .
No normal-flux matching is imposed at ∂ B n . The goal is to construct u n ∈ S n such that
∫ R n | u n | 2 + | ∇ u n | 2 e − | x | 2 / 2 d x < ∞
and
∫ R n | u n | 2 + | ∇ u n | 2 e − | x | 2 / 2 d x ∫ B n | u n | 2 + | ∇ u n | 2 e − | x | 2 / 2 d x ⟶ + ∞ .
The construction in this version uses only one angular mode. For n ≥ 2 we take the real harmonic polynomial
H m ( x ) = Re ( x 1 + i x 2 ) m .
Multiplying H m by the Tricomi branch of the separated radial equation gives an explicit exterior solution. The boundary trace is then extended into B n as the minimizer of the weighted Dirichlet energy. The proof is organized so that every estimate used in the final ratio is stated separately: a separated-solution lemma, a radial Tricomi multiplier lemma, an exterior lower bound, and an interior trace-capacity upper bound.

2. Notation and Main Result

Throughout the paper
d γ n ( x ) = e − | x | 2 / 2 d x
denotes the unnormalized Gaussian measure. The normalization factor ( 2 π ) − n / 2 is deliberately omitted because it cancels in all ratios. For a measurable set D ⊂ R n and a weakly differentiable function v, define
E n ( v ; D ) = ∫ D | v | 2 + | ∇ v | 2 d γ n .
The symbol C denotes a positive constant whose value may change from line to line. Constants may depend on the fixed sequence ( a i ) but never on n or on the degree m = m n unless this dependence is explicitly stated.
Since ( a i ) ∈ ℓ 2 and a i > 0 , the two constants
M = sup i ≥ 1 a i < ∞ , K a = a 1 − 2 + a 2 − 2 1 / 2
are finite. The number K a is used only for n ≥ 2 . The case n = 1 is immaterial for the limiting statement and can be filled by any one-dimensional exterior branch with its variational interior extension.
Theorem 1 
(Constructive escape sequence). Let a i > 0 and ∑ i = 1 ∞ a i 2 < ∞ . There exist functions u n ∈ S n such that E n ( u n ; R n ) < ∞ for every n and
lim n → ∞ E n ( u n ; R n ) E n ( u n ; B n ) = + ∞ .
For n ≥ 2 , one may take m n = ⌊ n 1 / 8 ⌋ and construct the exterior part from the harmonic polynomial Re ( x 1 + i x 2 ) m n . More precisely, there are constants C , c > 0 such that, for all sufficiently large n,
E n ( u n ; B n c ) ≥ c ( 2 π ) n / 2 n − 1 / 2 2 m n e m n , E n ( u n ; B n ) ≤ C ( 2 π ) n / 2 n C C m n .
Consequently the quotient in (12) is bounded from below by
c n − C 2 m n e C m n ,
which tends to + ∞ .

3. The Weighted Dirichlet Principle

Let D ⊂ R n be a bounded C 2 domain. For smooth functions v , w on D ¯ , Gaussian integration by parts gives
∫ D v L n w d γ n = − ∫ D ∇ v · ∇ w d γ n + ∫ ∂ D v ∂ ν w e − | x | 2 / 2 d S ,
where ν is the outward Euclidean unit normal. Hence the bilinear form
a D ( v , w ) = ∫ D ( v w + ∇ v · ∇ w ) d γ n
is coercive on the weighted Sobolev space H 1 ( D , γ n ) . If g is the trace of at least one H 1 ( D , γ n ) function, the direct method gives a unique minimizer of E n ( · ; D ) among all functions with trace g. Its Euler–Lagrange equation is
L n v = v in D , v | ∂ D = g
in the weak sense. Since ∂ B n is smooth, standard elliptic regularity implies that the minimizer is C ∞ in B n and continuous up to ∂ B n whenever g is smooth. This is the only variational ingredient used for the interior part of the construction.

4. Separated Ornstein–Uhlenbeck Solutions

We recall the separated form of the finite-energy branch of (2). Let H m be a homogeneous harmonic polynomial of degree m in R n . In the construction below, H m is the real part of ( x 1 + i x 2 ) m , but the separation calculation is general.
Lemma 1 
(Tricomi radial branch). Let n ≥ 2 and m ≥ 0 . Put
α m = m + 1 2 , β m , n = n 2 + m ,
and define
R m , n ( r ) = U α m , β m , n , r 2 / 2 U α m , β m , n , n / 2 , r > 0 ,
where U ( a , b , z ) is Tricomi’s confluent hypergeometric function. Then
W m , n ( x ) = R m , n ( | x | ) H m ( x )
satisfies L n W m , n = W m , n on R n ∖ { 0 } , is normalized by R m , n ( n ) = 1 , and has finite Gaussian H 1 energy on every exterior region { | x | > ρ } , ρ > 0 .
Proof. 
Write x = r ω with ω ∈ S n − 1 and H m ( x ) = r m Y m ( ω ) . The polar form of L n gives
L n { R ( r ) Y m ( ω ) } = R ′ ′ + n − 1 r R ′ − r R ′ − m ( m + n − 2 ) r 2 R Y m ( ω ) .
Taking R ( r ) = r m h ( r 2 / 2 ) , the equation L n ( R Y m ) = R Y m becomes
s h ′ ′ + ( n / 2 + m − s ) h ′ − m + 1 2 h = 0 , s = r 2 / 2 .
This is Kummer’s equation. Its Tricomi solution is h ( s ) = U ( ( m + 1 ) / 2 , n / 2 + m , s ) , using the standard notation for U ( a , b , z ) [4]. Since r m Y m ( ω ) = H m ( x ) , the expression in (20) follows. The normalization is immediate from (19). Finally, the large-z asymptotic U ( a , b , z ) = O ( z − a ) gives R m , n ( r ) H m ( x ) = O ( r − 1 ) and its gradient is O ( r − 2 ) as r → ∞ for fixed m , n ; Gaussian integrability on { | x | > ρ } follows. □
The following estimate is the technical point where the high-dimensional normalization at r = n is used. It is a standard consequence of the integral representation and Laplace estimates for U; details are included to fix constants and remove ambiguity about the inward growth of the irregular branch.
Lemma 2 
(Radial multiplier bounds). Fix r 0 > 0 . There are constants C , N 0 > 0 depending on r 0 but independent of n and m such that, whenever n ≥ N 0 and 1 ≤ m ≤ n 1 / 4 , the following hold.
(a)If I − ( ρ ) = ( − log ρ − 1 + ρ ) 1 1 ( 0 , 1 ] ( ρ ) , then, for all r ≥ r 0 ,
| R m , n ( r ) | + 1 n | R m , n ′ ( r ) | ≤ C n C e C m exp n 4 I − r 2 n .
(b)Uniformly for n ≤ r 2 ≤ n + 1 ,
R m , n ( r ) = 1 + O m + 1 n , | R m , n ′ ( r ) | ≤ C m + 1 n .
(c)With Q n as in (4),
∫ { 1 / 2 < Q n < 1 } | R m , n ( | x | ) | 2 + | R m , n ′ ( | x | ) | 2 d γ n ( x ) ≤ C ( 2 π ) n / 2 n C e C m .
Proof. 
For a > 0 and z > 0 , Tricomi’s function admits the positive integral representation
U ( a , b , z ) = 1 Γ ( a ) ∫ 0 ∞ e − z t t a − 1 ( 1 + t ) b − a − 1 d t ,
which is recorded in the DLMF integral-representation section for confluent hypergeometric functions [5]. Apply (26) with a = α m , b = β m , n , and z = r 2 / 2 . The exponent in the integrand is
Φ z ( t ) = − z t + ( β m , n − α m − 1 ) log ( 1 + t ) + ( α m − 1 ) log t .
Laplace’s method, uniformly for m ≤ n 1 / 4 , gives the comparison between z = r 2 / 2 and the normalization point z 0 = n / 2 :
U ( α m , β m , n , z ) U ( α m , β m , n , z 0 ) ≤ C n C e C m exp n 4 I − 2 z n , z ≥ r 0 2 / 2 .
For z ≥ z 0 the maximum of (27) does not exceed the maximum at z 0 up to the factor C n C e C m ; for z < z 0 the difference of the leading maxima is n 4 [ − log ( 2 z / n ) − 1 + 2 z / n ] , again with an O ( m ) and polynomial error. This proves the bound for | R m , n | in (23). Differentiating U under the integral, or equivalently using ∂ z U ( a , b , z ) = − a U ( a + 1 , b + 1 , z ) , gives the derivative estimate in the same form.
For (24), set z = n / 2 + σ with 0 ≤ σ ≤ 1 / 2 . The logarithmic derivative obtained from (26) is O ( ( m + 1 ) / n ) uniformly in this interval, and the mean-value theorem gives (24).
It remains to justify (25). On { Q n > 1 / 2 } one has | x | ≥ r 0 = ( 2 M 2 ) − 1 / 2 . Hence (23) applies. In polar coordinates with ρ = r 2 / n , the Gaussian radial density is
c n n n / 2 ρ n / 2 − 1 e − n ρ / 2 d ρ = C n exp − n 2 ( − log ρ − 1 + ρ ) ρ − 1 d ρ ,
where C n is of polynomial size after the total mass ( 2 π ) n / 2 is factored out, by Stirling’s formula. Squaring (23) cancels at most the large-deviation exponent in (29) for 0 < ρ ≤ 1 and does not create growth for ρ ≥ 1 . Since r ≥ r 0 means ρ ≥ r 0 2 / n , the remaining radial integral is bounded by C n C ∫ r 0 2 / n 1 ρ − 1 d ρ + C n C ≤ C n C . The angular proportion of the set { 1 / 2 < Q n < 1 } is at most one, so (25) follows. The derivative term is covered by the derivative part of (23) and the same calculation. □

5. Exterior Lower Bound

For n ≥ 2 let
m n = ⌊ n 1 / 8 ⌋ , H m n ( x ) = Re ( x 1 + i x 2 ) m n ,
and define the exterior field
W n ( x ) = R m n , n ( | x | ) H m n ( x ) , x ∈ B n c .
Let
α a = min ( a 1 , a 2 ) > 0 .
For large n, the set
E n = { x = ( z , y ) ∈ R 2 × R n − 2 : m n ≤ | z | 2 ≤ 2 m n , cos 2 ( m n arg z ) ≥ 1 / 2 , n ≤ | z | 2 + | y | 2 ≤ n + 1 }
is contained in B n c , because Q n ( x ) ≥ α a 2 | z | 2 ≥ α a 2 m n > 1 .
Proposition 1 
(Exterior energy lower bound). There is c > 0 such that, for all sufficiently large n,
E n ( W n ; B n c ) ≥ c ( 2 π ) n / 2 n − 1 / 2 2 m n e m n .
Proof. 
The L 2 part of the energy is enough. By Lemma 2(b), | R m n , n ( | x | ) | ≥ 1 / 2 on the one-unit shell n ≤ | x | 2 ≤ n + 1 for large n. Hence
E n ( W n ; B n c ) ≥ ∫ E n | W n | 2 d γ n ≥ 1 4 ∫ E n | H m n ( x ) | 2 d γ n .
For z = ( x 1 , x 2 ) = t ( cos θ , sin θ ) , one has H m ( x ) = t m cos ( m θ ) . The angular subset { cos 2 ( m θ ) ≥ 1 / 2 } has positive measure independent of m. Therefore
∫ m ≤ | z | 2 ≤ 2 m cos 2 ( m arg z ) ≥ 1 / 2 | H m ( z ) | 2 e − | z | 2 / 2 d z ≥ c ∫ m 2 m t 2 m + 1 e − t 2 / 2 d t = c ∫ m / 2 m ( 2 s ) m e − s d s ≥ c 2 m e m .
The last inequality follows by integrating over s ∈ [ m − 1 , m ] .
For every z with m ≤ | z | 2 ≤ 2 m and m = o ( n ) , Stirling’s formula and the local form of the χ n − 2 2 density give
∫ n − | z | 2 ≤ | y | 2 ≤ n + 1 − | z | 2 e − | y | 2 / 2 d y ≥ c ( 2 π ) ( n − 2 ) / 2 n − 1 / 2 .
Combining (35), (36), and (37) proves (34), after absorbing the fixed factor ( 2 π ) − 1 into c. □

6. Interior Extension and Trace-Capacity Bound

The boundary trace used for the transmission construction is
g n = W n | ∂ B n .
Let v n be the unique minimizer of E n ( · ; B n ) among all H 1 ( B n , γ n ) functions with trace g n . Equivalently,
L n v n = v n in B n , v n = g n on ∂ B n .
The next estimate controls the minimizing energy from above by testing against a cutoff of the exterior field.
Proposition 2 
(Interior energy upper bound). There is a constant C > 0 such that, for all sufficiently large n,
E n ( v n ; B n ) ≤ C ( 2 π ) n / 2 n C C m n .
Proof. 
Choose χ ∈ C ∞ ( R ; [ 0 , 1 ] ) satisfying
χ ( t ) = 0 ( t ≤ 1 / 2 ) , χ ( t ) = 1 ( t ≥ 3 / 4 ) .
Define the admissible interior competitor
v ˜ n ( x ) = χ ( Q n ( x ) ) W n ( x ) , x ∈ B n .
Since χ ( 1 ) = 1 , the trace of v ˜ n on ∂ B n is g n . By the Dirichlet principle,
E n ( v n ; B n ) ≤ E n ( v ˜ n ; B n ) .
The support of v ˜ n is contained in { 1 / 2 < Q n < 1 } . On this set,
| x 1 + i x 2 | ≤ K a , | H m n ( x ) | ≤ K a m n , | ∇ H m n ( x ) | ≤ m n K a m n − 1 .
Moreover
| ∇ Q n ( x ) | 2 = 4 ∑ i = 1 n a i 4 x i 2 ≤ 4 M 2 Q n ( x ) ≤ 4 M 2 .
Using (44), (45), and the product rule in (42), we obtain
| v ˜ n | 2 + | ∇ v ˜ n | 2 ≤ C m n 2 K a 2 m n | R m n , n ( | x | ) | 2 + | R m n , n ′ ( | x | ) | 2 1 1 { 1 / 2 < Q n < 1 } .
Lemma 2(c) gives
E n ( v ˜ n ; B n ) ≤ C ( 2 π ) n / 2 n C C K a 2 m n .
Renaming the base of the exponential constant proves (40). □

7. Construction and Proof of the Main Theorem

For n ≥ 2 , define
u n ( x ) = v n ( x ) , Q n ( x ) < 1 , W n ( x ) , Q n ( x ) > 1 ,
where W n is given by (31) and v n by (39). For n = 1 , choose any finite-energy one-dimensional construction of the same type; for instance, use the degree-zero Tricomi branch on B 1 c and the corresponding variational interior extension. This finite initial choice has no effect on the limit.
Proposition 3 
(Membership and finite energy). For every n, the function u n defined by (48) belongs to S n and satisfies E n ( u n ; R n ) < ∞ .
Proof. 
The two pieces agree continuously on ∂ B n because both have trace g n . The interior piece is smooth in B n by elliptic regularity. The exterior piece is smooth on B n c because B n contains the Euclidean ball B ( 0 , M − 1 ) , while the only possible singularity of the Tricomi branch in Lemma 1 is at the origin. Both pieces solve L n u = u in their respective domains. The interior energy is finite by Proposition 2. The exterior energy is finite by Lemma 1, applied with ρ = M − 1 . □
Proof 
(Proof of Theorem 1). Proposition 3 gives u n ∈ S n and finite energy. Proposition 1 and Proposition 2 give, for all sufficiently large n,
E n ( u n ; R n ) E n ( u n ; B n ) ≥ E n ( u n ; B n c ) E n ( u n ; B n ) ≥ c n − C 2 m n e C m n .
Since m n = ⌊ n 1 / 8 ⌋ , the logarithm of the last factor is
m n log m n − O ( m n ) − O ( log n ) → + ∞ .
Therefore (12) follows. □

8. Examples and Checks

The theorem applies to every positive ℓ 2 sequence. The constants in the proof depend only on a 1 , a 2 and on the finite number M = sup i a i ; no lower bound on the remaining axes is needed.
Example 1 
(The benchmark sequence a i = 1 / i ). Let
a i = 1 i , ∑ i = 1 ∞ a i 2 = π 2 6 .
Then M = 1 , α a = 1 / 2 , and
K a = a 1 − 2 + a 2 − 2 = 5 .
For all n with m n > 4 , the exterior test region E n in (33) is contained in B n c , since Q n ( x ) ≥ | z | 2 / 4 > 1 on E n . The exterior growth is at least ( 2 m n / e ) m n , while the interior trace cost is at most n C C m n . Thus the ratio still diverges even though ∑ i a i 2 is larger than one.
Example 2 
(An ℓ 1 -small sequence). Let
a i = 3 4 2 − i , i ≥ 1 .
Then
∑ i = 1 ∞ a i = 3 4 < 1 , ∑ i = 1 ∞ a i 2 = 3 16 < 1 .
Here a 1 = 3 / 8 , a 2 = 3 / 16 , and therefore
α a = 3 16 , K a = ( 8 / 3 ) 2 + ( 16 / 3 ) 2 1 / 2 = 8 5 3 .
The proof is unchanged. Once m n > ( 16 / 3 ) 2 , the same exterior region E n lies outside the ellipsoid because Q n ( x ) ≥ ( 3 / 16 ) 2 | z | 2 > 1 on E n . This example shows explicitly that the construction is not a consequence of a large ℓ 1 or mean-volume size of the ellipsoid: the sequence is small in both ℓ 1 and ℓ 2 , but the two-coordinate harmonic spike still creates exterior energy that is super-exponential in m n relative to the interior cost.
The preceding examples also provide a simple way to reproduce the proof numerically. The two-dimensional part of the exterior lower bound is the explicit integral
J m = ∫ 0 2 π ∫ m 2 m t 2 m cos 2 ( m θ ) e − t 2 / 2 t d t d θ = π ∫ m / 2 m ( 2 s ) m e − s d s ,
which satisfies J m ≥ c ( 2 m / e ) m . The companion script included with the source package evaluates the constants in Table 1 and the integral (56) for sample values of m.

9. Discussion

The construction separates three points that are important for interpreting (7). First, the equation L n u = u is a positive spectral equation. The finite-energy exterior solution is therefore necessarily irregular somewhere; in this construction the singularity is at the origin, and the ellipsoid contains a fixed Euclidean ball around the origin. Second, the class S n imposes continuity across ∂ B n but not equality of conormal derivatives. The distributional normal jump at the interface is part of the transmission mechanism. Third, the square-summability assumption (3) is used only to guarantee a uniform inner ball and bounded coefficients; the exterior amplification itself is generated by the first two coordinates through the harmonic polynomial Re ( x 1 + i x 2 ) m n .
The use of a single harmonic mode also avoids possible cancellation issues in high-degree spherical-polynomial expansions. On the Gaussian shell | x | 2 ≈ n , the radial Tricomi multiplier is close to one, so the exterior lower bound reduces to an elementary two-dimensional integral. On the ellipsoid, the first two coordinates are uniformly bounded, so the boundary trace grows only exponentially in m n . Since ( 2 m n / e ) m n grows like exp ( m n log m n ) , the exterior energy eventually dominates every exponential trace cost of the form C m n and every fixed polynomial in n.

10. Conclusions

For every positive square-summable sequence ( a i ) , we constructed a sequence u n ∈ S n with finite Gaussian H 1 energy such that the total energy divided by the energy inside the ellipsoid B n = { Q n < 1 } diverges. The exterior field is explicit: a real harmonic polynomial in the first two coordinates multiplied by the normalized Tricomi branch of the separated Ornstein–Uhlenbeck equation. The interior field is canonical: the weighted-energy minimizer with the same boundary trace. The proof gives quantitative lower and upper bounds, and the two examples show that the mechanism works both for a standard sequence a i = 1 / i and for an ℓ 1 -small geometric sequence.

Author Contributions

Conceptualization, Y.Y.; methodology, Y.Y.; formal analysis, Y.Y.; writing—original draft, Y.Y.; writing—review & editing, Y.Z.; supervision, Y.Z. All authors have read and agreed to the published version of the manuscript.

Funding

This research received no external funding.

Institutional Review Board Statement

Not applicable.

Data Availability Statement

No external datasets were used. The numerical values and deterministic constants in Section 8 are reproducible from the formulas stated in the manuscript; a short companion script is included in the source package.

Acknowledgments

The author thanks the maintainers of the NIST Digital Library of Mathematical Functions for the special-function references used in the separated-variable construction.

Conflicts of Interest

The authors declare no conflicts of interest.

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Table 1. Deterministic checks of the constants appearing in the two examples. The threshold is the smallest integer m for which α a 2 m > 1 , ensuring E n ⊂ B n c whenever m n ≥ m .
Table 1. Deterministic checks of the constants appearing in the two examples. The threshold is the smallest integer m for which α a 2 m > 1 , ensuring E n ⊂ B n c whenever m n ≥ m .
Sequence α a K a Threshold for E n ⊂ B n c
a i = 1 / i 1 / 2 5 m > 4
a i = ( 3 / 4 ) 2 − i 3 / 16 8 5 / 3 m > 256 / 9
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