Two different types of perturbations of the Lorenz 63 dynamical system for
Rayleigh-Benard convection by multiplicative noise -- called stochastic
advection by Lie transport (SALT) noise and fluctuation-dissipation (FD) noise
-- are found to produce qualitatively different effects, possibly because the
total phase-space volume contraction rates are different. In the process of
making this comparison between effects of SALT and FD noise on the Lorenz 63
system, a stochastic version of a robust deterministic numerical algorithm for
obtaining the individual numerical Lyapunov exponents was developed. With this
stochastic version of the algorithm, the value of the sum of the Lyapunov
exponents for the FD noise was found to differ significantly from the value of
the deterministic Lorenz 63 system, whereas the SALT noise preserves the Lorenz
63 value with high accuracy. The Lagrangian averaged version of the SALT
equations (LA SALT) is found to yield a closed deterministic subsystem for the
expected solutions which is found to be isomorphic to the original Lorenz 63
dynamical system. The solutions of the closed chaotic subsystem, in turn, drive
a linear stochastic system for the fluctuations of the LA SALT solutions around
their expected values.Comment: 19 pages, 4 figures, comments always welcome