The Karhunen-Loeve Galerkin method, which is a type of Galerkin method that
employs the empirical eigenfunctions of the Karhunen-Loeve decomposition a
s basis functions, is shown to solve inverse natural convection problems ef
ficiently. The specific problem investigated is the inverse natural convect
ion problem of determining the time-varying strength of a heat source from
temperature measurement in the domain. The Karhunen-Loeve Galerkin procedur
e can reduce the Boussinesq equation to a set of minimal number of ordinary
differential equations by limiting the solution space to the smallest line
ar subspace that is sufficient to describe the observed phenomena. The perf
ormance of the present technique of inverse analysis using the Karhunen-Loe
ve Galerkin procedure is assessed in comparison with the traditional techni
que of employing the Boussinesq equation, and is found to be very accurate
as well as efficient. (C) 2000 Elsevier Science Ltd. All rights reserved.