Estimation of the parameters in a two linear regression equations system with identical parameter vectors

For two normal linear models with some of the parameters identical, a new estimator of the parameters is proposed and its statistical property is established. Two seemingly unrelated regression models with identical parameters are also considered. An efficient feasible estimator is obtained.