A systematic evaluation of multi-resolution ICESat-2 ATL08 terrain and canopy heights in boreal forests

Abstract

The launch of NASA's Ice, Cloud, And Elevation Satellite-2 (ICESat-2) in September 2018 provides the scientific community an opportunity to observe high-resolution and three-dimensional surface elevations with global coverage. ICESat-2's Land and Vegetation Height (ATL08) data product focuses on the along-track terrain and canopy heights observations at a 100 m × 11 m spatial resolution. This work expands on past ATL08 validation studies to assess a higher spatial resolution (30 m × 11 m) version of ATL08's height product. This new dataset enables higher resolution mapping and fusion with Landsat data, but has not previously been validated across large geographic extents. In this paper, we examine the accuracy of multi-resolution ICESat-2 ATL08 across North America boreal forests using Land, Vegetation, and Ice Sensor (LVIS), an airborne laser ranging system as reference datasets. Overall, strong agreements of terrain elevation and canopy height were found between ATL08 and LVIS at both 100 m × 11 m (RMSEₜₑᵣᵣₐᵢₙ = 2.35 m; biasₜₑᵣᵣₐᵢₙ = −0.17 m; RMSEcₐₙₒₚy = 4.17 m; biascₐₙₒₚy = 0.08 m) and 30 m × 11 m (RMSEₜₑᵣᵣₐᵢₙ = 3.19 m; biasₜₑᵣᵣₐᵢₙ = 0.49; RMSEcₐₙₒₚy = 4.75 m; biascₐₙₒₚy = 0.88 m), respectively. We found the accuracy of high-resolution terrain and canopy height measurements were constrained by sensor and external conditions during the time of data acquisition with lower uncertainties observed from samples along high-intensity ground tracks and with low topography/slope variabilities. Through this work, we provide insight into the use of multi-resolution ICESat-2 ATL08 for terrain and canopy heights characterization in northern forests. The results found in our study serve as a benchmark for end users to select high-quality ATL08 for a variety of scientific applications.

Plant phenotyping relevance

ICESat-2による森林キャノピー高という植物群落形質を、LVISを基準に複数解像度で検証し、精度・不確実性を評価した方法検証研究である。

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