Tree Condition and Analysis Program – Detecting Forest Disturbance at the Tree Level across the Contiguous United States with High Resolution Imagery

IF 1.8 3区 农林科学 Q2 FORESTRY Journal of Forestry Pub Date : 2023-11-01 DOI:10.1093/jofore/fvad039
Sarah A Wegmueller, William B Monahan, Philip A Townsend
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Abstract

Abstract Effective management of forest insects and diseases requires detection of abnormal mortality, particularly among a single species, sufficiently early to enable effective management. Remote detection of individual trees crowns requires a spatial resolution not available from satellites such as Landsat or Sentinel-2. In the United States, there are currently few operational systems capable of effectively and affordably detecting and mapping tree mortality over broad landscapes using high-resolution imagery. Here, we introduce the Tree Condition and Analysis Program (TreeCAP), an open-source system that uses freely available imagery from the National Agriculture Imagery Program (NAIP) to create maps of tree condition (healthy or damaged). We demonstrate the potential applications of TreeCAP in four study sites: (1) beetle-killed pines in California, (2) emerald ash borer progression in Wisconsin, (3) hemlock wooly adelgid mortality in Pennsylvania, and (4) drought damage in Texas. We achieved an average overall accuracy of 87% across all study sites. Study Implications: TreeCAP is a software program, ready for operational use, intended to help manage forest health in the contiguous United States at the individual tree level. Using freely available high-resolution NAIP airborne imagery and LiDAR data, TreeCAP maps tree crown condition, highlighting areas that may warrant further attention to forest managers. We demonstrate the potential applications of TreeCAP in four study sites: (1) beetle-killed pines in California, (2) emerald ash borer progression in Wisconsin, (3) hemlock wooly adelgid mortality in Pennsylvania, and (4) drought damage in Texas. We achieved an average overall accuracy of 87% across all study sites.
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树木状况和分析程序——用高分辨率图像在美国连续的树木水平上检测森林扰动
森林病虫害的有效管理需要及早发现异常死亡率,特别是单一物种的异常死亡率,以便进行有效管理。对单个树冠的远程探测需要Landsat或Sentinel-2等卫星无法提供的空间分辨率。在美国,目前很少有操作系统能够使用高分辨率图像在广阔的景观上有效和经济地检测和绘制树木死亡率。在这里,我们介绍树木状况和分析程序(TreeCAP),这是一个开源系统,它使用来自国家农业图像计划(NAIP)的免费图像来创建树木状况地图(健康或受损)。我们在四个研究地点展示了TreeCAP的潜在应用:(1)加利福尼亚的甲虫杀死的松树,(2)威斯康星州的翠绿灰螟进展,(3)宾夕法尼亚州的铁杉绒蚜死亡,(4)德克萨斯州的干旱破坏。我们在所有研究地点的平均总体准确率达到87%。研究启示:TreeCAP是一个软件程序,准备用于操作,旨在帮助管理森林健康在单个树的水平在美国相邻。利用免费获得的高分辨率NAIP机载图像和激光雷达数据,TreeCAP绘制树冠状况,突出显示可能需要森林管理者进一步关注的区域。我们在四个研究地点展示了TreeCAP的潜在应用:(1)加利福尼亚的甲虫杀死的松树,(2)威斯康星州的翠绿灰螟进展,(3)宾夕法尼亚州的铁杉绒蚜死亡,(4)德克萨斯州的干旱破坏。我们在所有研究地点的平均总体准确率达到87%。
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来源期刊
Journal of Forestry
Journal of Forestry 农林科学-林学
CiteScore
4.90
自引率
8.70%
发文量
45
审稿时长
>24 weeks
期刊介绍: The Journal of Forestry is the most widely circulated scholarly forestry journal in the world. In print since 1902, the mission of the Journal of Forestry is to advance the profession of forestry by keeping forest management professionals informed about significant developments and ideas in the many facets of forestry. The Journal is published bimonthly: January, March, May, July, September, and November.
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