Bs. He et al., Alternating direction method with self-adaptive penalty parameters for monotone variational inequalities, J OPTIM TH, 106(2), 2000, pp. 337-356
The alternating direction method is one of the attractive approaches for so
lving linearly constrained separate monotone variational inequalities. Expe
rience on applications has shown that the number of iterations depends sign
ificantly on the penalty parameter for the system of linear constraint equa
tions. While the penalty parameter is a constant in the original method, in
this paper we present a modified alternating direction method that adjusts
the penalty parameter per iteration based on the iterate message. Prelimin
ary numerical tests show that the self-adaptive adjustment technique is eff
ective in practice.