“…However, the current urban heat island index calculation, using surface temperature without considering directionality, cannot truly reflect the actual situation of SUHI intensity. Moreover, there are various factors affecting the urban TRD, including observation time [ 44 , 47 ], surface geometric structure [ 48 , 49 , 50 , 51 , 52 ], physical properties of materials [ 49 , 53 , 54 ], and spatial locations between the sun-surface-sensor [ 55 , 56 , 57 ]; thus, most TRD studies selected more delineated partial surfaces of one or multiple cities for observation or model simulation, and rarely integrated the TRD with SUHI intensity.…”