The rapid development of remote sensing technology has brought abundant data support for deep learning based temperature forecasting research. However, recently proposed methods usually focus on the temporal relationship among observation information, whereas ignore spatial positions different regions. Motivated by that adjacent regions present similar trends, in this paper we consider as a spa...