BIB-VERSION:: CS-TR-v2.0 ID:: STAN//NA-M-92-16 ENTRY:: January 28, 1996 ORGANIZATION:: Stanford University, Department of Computer Science, Numerical Analysis Project TITLE:: Model problems in numerical stability theory for initial value problems TYPE:: Manuscript AUTHOR:: Stuart, Andrew M. AUTHOR:: Humphries, Antony R. DATE:: November 1992 PAGES:: 42 ABSTRACT:: In the past numerical stability theory for initial value problems in ordinary differential equations has been dominated by the study of problems with essentially trivial dynamics. Whilst this has resulted in a coherent and self-contained body of knowledge, it has not thoroughly addressed the problems of real interest in applications. Recently there have been a number of studies of numerical stability for wider classes of problems admitting more complicated dynamics. This on-going work is unified and possible directions for future work are outlined. In particular, striking similarities between this new developing stability theory and the classical non-linear stability theory are emphasised. The classical theories of $A$, $B$, and algebraic stability for Runge-Kutta methods are briefly reviewed, and it is emphasised that the classes of equations to which these theories apply - linear decay and contractive problems - only admit trivial dynamics. Four other categories of equations - gradient, dissipative, conservative and Hamiltonian systems - are considered. Relationships and differences between the possible dynamics in each category, which range from multiple competing equilibria to fully chaotic solutions, are highlighted and it is stressed that the wide range of possible behaviour allows a large variety of applications. Runge-Kutta schemes which preserve the dynamical structure of the underlying problem are sought, and indications of a strong relationship between the developing stability theory for these new categories and the classical existing stability theory for the older problems are given. Algebraic stability, in particular, is seen to play a central role. The effects of error control are considered, and multi-step methods are discussed briefly. Finally, various open problems are described. NOTES:: [Adminitrivia V1/Prg/19960128] END:: STAN//NA-M-92-16