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基于机器学习联合TanDEM-X InSAR和ICESat-2数据估计大范围林下地形 被引量:1
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作者 胡华参 朱建军 +4 位作者 付海强 Lopez-Sanchez Juan Manuel Gómez Cristina 张涛 刘奎 《遥感学报》 北大核心 2025年第1期191-202,共12页
双站TanDEM-X InSAR系统已成功应用于生产全球数字高程模型。然而,受X波段SAR信号的穿透能力限制和森林体积散射的影响,在森林地区提取的DEM包含严重森林信号。因此,为降低TanDEM-X InSAR数据估计林下地形过程中森林体散射对InSAR测高... 双站TanDEM-X InSAR系统已成功应用于生产全球数字高程模型。然而,受X波段SAR信号的穿透能力限制和森林体积散射的影响,在森林地区提取的DEM包含严重森林信号。因此,为降低TanDEM-X InSAR数据估计林下地形过程中森林体散射对InSAR测高的影响,本研究提出了一种基于机器学习联合TanDEM-X InSAR、ICESat-2和Landsat 8数据估计林下地形的方法。为验证所提方法的有效性,选用了两个具有不同地形条件和森林类型特征的试验区(加蓬热带雨林试验区和西班牙北方试验区)进行了测试,并利用高精度机载LiDAR DTM进行精度评定。结果表明:在加蓬热带雨林试验区,所提方法估计林下地形在2个验证区域的RMSE为5.45 m和5.91 m,与InSAR DEM的估测结果14.70 m和18.58 m相比,地形精度提高了60%以上;在西班牙北方森林试验区,林下地形估测的RMSE也从6.05—9.10 m降低到了3.06—4.42 m。综上,本研究为使用双站X波段InSAR系统准确估计大范围林下地形提供了一种有效且稳健的方案。 展开更多
关键词 林下地形 合成孔径雷达干涉测量 相位中心高度 机器学习 TanDEM-X ICESat-2
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The ecological scale mediates whether trees experience drought legacies in radial growth
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作者 Héctor Hernández-Alonso Jaime Madrigal-González Fernando Silla 《Forest Ecosystems》 SCIE CSCD 2023年第3期298-306,共9页
The impact of lag effects produced by disturbances on primary production has been a major concern among ecologists during the last decade.Sudden and extreme climatic events are imposing drastic reductions in radial gr... The impact of lag effects produced by disturbances on primary production has been a major concern among ecologists during the last decade.Sudden and extreme climatic events are imposing drastic reductions in radial growth of trees as evidenced in tree-rings series Dendrochronological samples are obtained at tree level but analyzed at an aggregated scale(i.e.,mean chronologies),although aggregating tree-ring chronology on a regional scale may reduce the possibility of studying the variability of individual tree response to drought,by amplifying the average population response.Here,we conducted experimental research in which 370 trees of 5 species were analyzed to assess the potential statistical and scaling issues that may occur when using regressionbased methods to analyze ecosystem responses to disturbances.Drought legacy effects were quantified using individual and aggregated scales.Then,lag effects were validated using confidence and prediction intervals to identify values falling outside the certainty of the climate-growth model Individual scale legacy effects contrasted with confidence intervals were commonly distributed across species but were scarce when compared with prediction intervals.The analysis of aggregated scale legacies detected significant growth reductions when validated using prediction intervals;however,individual scale legacy lag effects were not detected.This finding directly contrasts the results obtained when using an aggregated scale.Our results provide empirical evidence on how aggregating ecological data to infer processes that emerge from an individual scale can lead to distorted conclusions.We therefore encourage the use of individual based statistical and ecological procedures to analyze tree rings as a means of further understanding the ecosystem responses to disturbances. 展开更多
关键词 Legacy effects Drought disturbances Tree growth Tree-ring width Dendrochronology Individual scale Mountainous forests
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