A. Anju et M. Kawahara, COMPARISON OF SENSITIVITY EQUATION AND ADJOINT EQUATION METHODS FOR PARAMETER-IDENTIFICATION PROBLEMS, International journal for numerical methods in engineering, 40(6), 1997, pp. 1015-1024
This paper deals with the inverse analysis of a thermal conduction pro
blem, in which the thermal conductivity is identified as an unknown pa
rameter, which is determined so as to minimize the cost function repre
sented by the square of the difference between the computed and observ
ed temperatures at pre-assigned observation points. To minimize the co
st function, both sensitivity equation and adjoint equation methods ca
n be adopted. The sensitivity equation can be introduced by differenti
ating the governing equation directly. The sensitivity coefficient is
obtained by the sensitivity equation. The adjoint equation is introduc
ed via a variational approach using a Lagrange multiplier. The Lagrang
e multiplier is solution to an adjoint equation. Both sensitivity coef
ficient and Lagrange multiplier are used to calculate the gradient of
the cost function. The purpose of this paper is to compare the sensiti
vity equation and adjoint equation methods from the convergence and co
mputational efficiency points of view.