Ar. Conn et al., A NOTE ON USING ALTERNATIVE 2ND-ORDER MODELS FOR THE SUBPROBLEMS ARISING IN BARRIER FUNCTION METHODS FOR MINIMIZATION, Numerische Mathematik, 68(1), 1994, pp. 17-33
Inequality constrained minimization problems are often solved by consi
dering a sequence of parameterized barrier functions. Each barrier fun
ction is approximately minimized and the relevant parameters subsequen
tly adjusted. It is common for the estimated solution to one barrier f
unction problem to be used as a starting estimate for the next. Howeve
r, this has unfortunate repercussions for the standard Newton-like met
hods applied to the barrier subproblem. In this note, we consider a cl
ass of alternative Newton methods which attempt to avoid such difficul
ties. Such schemes have already proved of use in the Harwell Subroutin
e Library quadratic programming codes VE14 and VE19.