Non-intrusive and structure preserving
multiscale integration of
stiff ODEs, SDEs, Hamiltonian systems and Langevin equations with
hidden slow dynamics via flow averaging
Houman Owhadi,
Caltech
We present a new class of integrators for stiff ODEs as well as SDEs.
An
example of subclass of systems that we treat are ODEs and SDEs that are
sums
of two terms one of which has large coefficients. These integrators are
(i)
{\it Multiscale}: they are based on flow averaging and so do not
resolve the
fast variables but rather employ step-sizes determined by slow
variables
(ii) {\it Basis}: the method is based on averaging the flow of the
given
dynamical system (which may have hidden slow and fast processes)
instead of
averaging the instantaneous drift of assumed separated slow and fast
processes. This bypasses the need for identifying explicitly (or
numerically) the slow or fast variables. (iii) {\it Non intrusive}: A
pre-existing numerical scheme resolving the microscopic time scale can
be
used as a black box and turned into one of the integrators in this
paper by
simply turning the large coefficients on over a microscopic timescale
and
off during a mesoscopic timescale. (iv) {\it Convergent over two
scales}:
strongly over slow processes and in the sense of measures over fast
ones. We
introduce the related notion of two scale flow convergence and analyze
the
convergence of these integrators under the induced topology. (v) {\it
Structure preserving}: For stiff Hamiltonian systems (possibly on
manifolds), they are symplectic, time-reversible, and symmetric (under
the
group action leaving the Hamiltonian invariant) in all variables. They
are
explicit and apply to arbitrary stiff potentials (that need not be
quadratic). Their application to the Fermi-Pasta-Ulam problems shows
accuracy and stability over 4 orders of magnitude of time scales. For
stiff
Langevin equations, they are symmetric (under a group action),
time-reversible and Boltzmann-Gibbs reversible, quasi-symplectic on all
variables and conformally symplectic with isotropic friction.
We discuss how these integrators can be connected to a progression of
ideas
in HMM.
This is a joint work with Molei Tao and Jerry Marsden.