Abstract

Forests are critical in regulating climate by altering the Earth's surface albedo. Therefore, there is an urgent need to enhance our knowledge about the effects of forest structure on albedo. Here, we present a global assessment of the links between forest structure and albedo at a 1-km spatial resolution using generalized additive models (GAMs). We used remotely sensed data to obtain variables representing forest structure, including forest density, leaf area index, and tree cover, during the peak growing season in 2005 with pure forest pixels that cover ~7% of the Earth's surface. Furthermore, we estimated black-sky albedo at a solar zenith angle of 38° using the most recent collection of the moderate resolution imaging spectroradiometer (MODIS; version 6) at shortwave, near-infrared, and visible spectral regions. In addition, for the first time, we mapped the magnitude of the relationship between forest structure and albedo at each pixel with a 0.5-degree spatial resolution. Our results suggested that forest structure may modulate albedo in most of the sub-biomes. The response of shortwave albedo was always positive to the leaf area index and negative to the tree cover (except for deciduous broadleaf forests in mediterranean and temperate regions), while the response to forest density varied across space in 2005. The spatial map affirmed that the links between forest structure and albedo vary over geographical locations. In sum, our study emphasized the importance of forest structure in the surface albedo regulation. This paper provides the first spatially explicit evidence of the magnitude of relationships between forest structure and albedo on a global scale.

Highlights

  • Forests are critical for regulating climate by altering the amount of radiation that Earth reflects back to the atmosphere, known as surface albedo

  • We reported the results for the detection of peak growing season (Fig. A4, Section A1.3) and variable importance of generalized additive models (GAMs) (Section A1.4) in the supplement

  • We used spatial analysis of remotely sensed images to explore the links between forest structure and albedo, quantifying the degree to which forest structure can explain albedo in different sub-biomes on a global scale

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Summary

Introduction

Forests are critical for regulating climate by altering the amount of radiation that Earth reflects back to the atmosphere, known as surface albedo. The role of forests in regulating climate through albedo has been highlighted in recent studies (Bright et al, 2017; Luyssaert et al, 2018; Doughty et al, 2018). This suggests an urgent necessity for a better understanding of the factors that control the surface albedo variations in forests on a global scale. The surface albedo may increase if the changes in a forest result in reflecting more incoming solar radiation (e.g., due to wider canopy gaps where more underlying forest floor is exposed). Previous studies showed that forest structure can physically determine the albedo of forests (Hovi et al, 2019; Kuusinen et al, 2016; Lukeš et al, 2014; Manninen and Stenberg, 2009)

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