论文摘要
Forest products built from the open Sentinel-1 and Sentinel-2 archives: storm and beetle stand records, burnt area with damage degree, forest cover change, forest health and tree species. Each follows a cited published method and is checked against an open public reference, with every control pre-registered before its result was read, so a forester or a loss adjuster knows which stands to visit first.
核心方法论发现
Storm stand records: 25 of 33 genuinely changed stands ranked in the top 33 of the estate list.
Storm stand records: 28 of 33 changed stands were called above their own quiet range.
Burnt area damage degree reached a kappa of 0.462 on 21 held-out fires and cleared its pre-registered gate.
物理原理与反演方法论
Paired radar composites before and after an event, and optical pairs taken at matching season, are read per stand and ranked. Each product is checked against a public reference that nobody at Axine built. The sample, the method and the pass line for every control were written down before the result was read.
文献引用格式与数字对象标识符 (DOI)
@techreport{axine_forest_records_2026,
author = {Axine Labs},
title = {Forest records from open satellite archives: storm and beetle stand records, burnt area with damage degree, forest cover change and forest health, each with pre-registered controls},
institution = {Axine Labs Technical Whitepaper Series},
number = {11},
year = {2026},
doi = {10.5281/zenodo.23191399},
url = {https://axinelabs.com/papers/forest-records}
}