Supported by the Natural Science Foundation of Jiangsu Province(BK2007030), the National Natural Science Foundation of China(10471037), and the Natural SCience Foundation of the Education Committee of
Abstract. In this paper,a unified diagnostic method for the nonlinear models with random ef-fects based upon the joint likelihood given by Robinson in 1991 is p