Laplace integrals are of the form:
where
Note that Watson’s lemma deals with the special case
(and
To see a systematic way to find an Asymptotic Approximation
see Laplace Method
We give some examples below:
Principle of localisation
The Asymptotic Expansion of
contributions from very small regions around the maxima of
Case monotonic
Suppose
Let
Then the integral is dominated by a nbd of
Let
Can use Watson’s lemma or just use partial integration:
If
Case one local max
Suppose
(and this is the absolute maximum)
s.t.
From the Case monotonic.
Then
Now Taylor expand
Set
Now change limits in the integral
(later see that the induced error from this is very small):
Error induced by changing limits ?
Recall
So error
So error is exponentially small
So
Example
Taking
Taking
we find max at
but this is not good because it depends on
This motivates substitution
So
Example
If
Then the first order term contribution of the internal maximum dominates
because endpoint
Example
If
then only the absolute max matters.
For multiple absolute maximums, we just add them up.
Example
If
the contribution is now
(this is done by doing the same manipulation as in Case one max
but the last integral is from
“Wide” maximum
Suppose
but
Proceed as in previous case but get:
Let
But the integral is just
(the
Higher order terms?
Plug in longer Taylor expansions …
wasn’t done in lectures, see
https://www.vle.cam.ac.uk/pluginfile.php/28347540/mod_resource/content/1/am_notes.pdf
Section 3.4.4
If