A novel distributed pseudolinear Kalman filter (DPLKF) is developed for 3D AOA target tracking. The bias problem of the 3D DPLKF is analyzed and a bias reduction method is proposed. A distributed path optimization algorithm is developed subject to communication range constraints and no-fly zones.