Tf. Coleman et Yy. Li, A trust region and affine scaling interior point method for nonconvex minimization with linear inequality constraints, MATH PROGR, 88(1), 2000, pp. 1-31
A trust region and affine scaling interior point method (TRAM) is proposed
for a general nonlinear minimization with linear inequality constraints [8]
. In the proposed approach, a Newton step is derived from the complementari
ty conditions. Based on this Newton step, a trust region subproblem is form
ed, and the original objective function is monotonically decreased. Explici
t sufficient decrease conditions are proposed for satisfying the first orde
r and second order necessary conditions.
The objective of this paper is to establish global and local convergence pr
operties of the proposed trust region and affine scaling interior point met
hod. It is shown that the proposed explicit decrease conditions are suffici
ent for satisfy complementarity, dual feasibility and second order necessar
y conditions respectively. It is also established that a trust region solut
ion is asymptotically in the interior of the proposed trust region subprobl
em and a properly damped trust region step can achieve quadratic convergenc
e.