Construction of a spatially gridded heat flux map based on airborne flux Measurements using remote sensing and machine learning methods

•Upscale airborne heat flux to region with machine learning and remote sensing.•Support vector regression performed best compared to other machine learning models.•The upscaled heat flux maps captured the spatiotemporal variation of surface flux.