Define interaction-picture states by and . Differentiation cancels the free Hamiltonian operator and yields
Assume the interaction is switched off sufficiently fast in the remote past for the following integral to converge. Starting in , the first iteration of the integral equation gives
for . The picture change only multiplies the measured amplitude by a phase. Squaring therefore gives
For the harmonic oscillator, is normalized and . The energy difference is , and
Hence the lowest nonzero transition probability is
The stronger remainder here follows from parity: every insertion of reverses oscillator parity, so the amplitude between and has only odd powers of . The general displayed estimate remains valid.
Put and . The differential equation becomes the Riccati equation . The inverse-power exponential hierarchy begins with
so choose , with ; additive constants specify the overall normalization. At order , , and at subsequent orders
These equations are formally equivalent coefficient by coefficient; the order-zero transport term happens to be constant, so its chosen zero value is not interpreted as a literal denominator in a successive-ratio hypothesis. The ansatz is consistent for , with
Empty sums are zero. In particular , which agrees with direct expansion of the Riccati equation.
Exponentiating the inverse-power series gives with . Substitute this amplitude series into to obtain
Formal matching alone does not prove existence of actual solutions with these asymptotics. Here actual solutions are obtained from the Modified Bessel differential equation and the large-argument asymptotic expansion of a modified Bessel function: substituting yields solutions and , using the Modified Bessel function of the first kind and Modified Bessel function of the second kind, whose positive-real-axis asymptotic expansions have precisely these normalized growing and decaying series. They are linearly independent. The series need not converge; it is an asymptotic expansion with a remainder after each fixed truncation. When the amplitude recurrence terminates.
For , and . Iterating this Gauss continued-fraction map on an irrational number never reaches zero, and its continued fraction is
The branches have inverse , for . The change of variables formula for a probability density function gives, almost everywhere,
The endpoints of these branches are a countable set of probability zero. Thus and have the same distribution; this Gauss measure is an invariant measure for the Gauss continued-fraction map.
Assume a finite optimum with and continuous price near its completion time. With costate for the remaining-file state, the minimization Hamiltonian of an optimal-control problem is . It is independent of , so is constant. By the Pontryagin maximum principle, pointwise minimization over gives
This is a bang-bang control away from equality. At equality partial transmission or either endpoint rate is allowed. This also follows by exchanging a small amount of transmission from a more expensive time to a cheaper unused time. The free-terminal-time transversality condition is . Since , it forces and terminal transmission at rate one, yielding
Without regularity/existence hypotheses an arbitrary known price need not have a finite differentiable optimum; the equality is the interior terminal-time condition used here.
For , , feasible completion requires for finite cost. The price decreases to its minimum at one and then increases. Its cheapest unrestricted interval of length one has endpoints of equal price, giving and . For , the cheapest length-one subset of is the terminal interval : its left endpoint has at least the price of its right endpoint, and the earlier times are still more expensive. For the transmission minimum is unchanged from that unrestricted interval, while the delay cost increases, so no optimum lies beyond .
For the terminal-interval policy the total cost is
Its derivative is strictly increasing on , since . It is negative near one and positive at , so the unique global optimum is
There is exactly one positive root: none lies in because the left side is negative, and the strictly monotone comparison gives exactly one in . Its threshold is .

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