Evaluating snow depth measurements from ground-penetrating radar and airborne lidar in boreal forest and tundra environments during the NASA SnowEx 2023 campaign
The Cryosphere
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Abstract
Snow is a vital component of high-latitude terrestrial systems, but environmental factors (e.g., permafrost) and complex vegetation challenge the accurate measurement of key snowpack properties. We evaluated local-scale ground-penetrating radar (GPR) and large-scale airborne lidar retrievals of snow depth collected during the NASA SnowEx 2023 campaign in tundra and boreal forest environments in Alaska along 44 short (3–12 m) transects. Compared to in situ observations, we identified modest biases for GPR snow depths (bias <0.03 m in tundra, +0.06 m in boreal forests) and larger biases for lidar snow depths in the boreal forests (–0.16 m). At the Upper Kuparuk-Toolik tundra site, lidar snow depths exhibited a small bias (–0.02 m), whereas the bias was much larger at the Arctic Coastal Plain tundra site (+0.19 m). For most sites, biases were primarily related to sub-snow vegetation, tussocks, and seasonally dynamic ground. However, we identified vertical alignment issues with the Arctic Coastal Plain lidar snow depth dataset that likely contributed to the higher bias. The complex ground surface and sub-snow vegetation in these environments present a challenge to established snow depth measurement methods, which needs to be considered when evaluating novel remote sensing approaches.
Suggested Citation
Holland-Goon, K., Bonnell, R.R., McGrath, D., Baxter, W.B., Meehan, T., Webb, R., Larsen, C.F., Marshall, H., Mason, M.A., and Vuyovich, C., 2026, Evaluating snow depth measurements from ground-penetrating radar and airborne lidar in boreal forest and tundra environments during the NASA SnowEx 2023 campaign: The Cryosphere, v. 20, no. 4, p. 2169-2179, https://doi.org/10.5194/tc-20-2169-2026.
Study Area
| Publication type | Article |
|---|---|
| Publication Subtype | Journal Article |
| Title | Evaluating snow depth measurements from ground-penetrating radar and airborne lidar in boreal forest and tundra environments during the NASA SnowEx 2023 campaign |
| Series title | The Cryosphere |
| DOI | 10.5194/tc-20-2169-2026 |
| Volume | 20 |
| Issue | 4 |
| Publication Date | April 17, 2026 |
| Year Published | 2026 |
| Language | English |
| Publisher | European Geoscience Union |
| Contributing office(s) | WMA - Earth System Processes Division |
| Description | 11 p. |
| First page | 2169 |
| Last page | 2179 |
| Country | United States |
| State | Alaska |