Reliability of satellite-based vegetation maps for planning wildfire-fuel treatments in shrub steppe: Inferences from two contrasting national parks

IF 8 2区 环境科学与生态学 Q1 ENVIRONMENTAL SCIENCES
Samuel “Jake” Price , Chad R. Kluender , Matthew J. Germino , Thomas Rodhouse
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Abstract

Protecting habitat threatened by increasing wildfire size and frequency requires identifying the spatial intersection of wildfire behavior and ecological conditions that favor positive management outcomes. In the perennial sagebrush steppe of Western North America, invasions by fire-prone annual grasses are a key concern, and management of them requires reliable maps of vegetation cover, fuels, and wildfire behavior. We compared commonly used, publicly available vegetation cover and fuels maps, specifically the Rangeland Analysis Platform (RAP) and LANDFIRE, with field-based assessments at two U.S. National Parks dominated by sagebrush steppe: City of Rocks National Reserve and Craters of the Moon National Monument and Preserve. Plant-community composition and fuels measured at ∼1700 field locations spanning ∼300,000 ha revealed that 1) RAP generally underestimated each vegetation cover type where the cover was actually abundant, and conversely overestimated cover types where they were actually scarce, and 2) there was considerable disagreement in fuel-bed maps derived from LANDFIRE compared to field observations. As a result, there were substantial discrepancies in the spatial patterning of wildfire behavior estimated from the fire-spread model FLAMMAP when parameterized with LANDFIRE compared to field-based fuel-bed maps created from Random Forests models. Reliable maps of vegetation cover and fuel conditions are needed to help guide fuels and invasive species management, especially given recent increases in pre- and post-fire treatments in arid and semiarid landscapes. The costs associated with poorly informed fuel reduction may greatly exceed the costs of field-based vegetation and fuels inventory to inform effective design of vegetative fuels treatments.
基于卫星的植被图在灌木草原规划野火燃料处理的可靠性:来自两个对比国家公园的推论
保护受到野火规模和频率增加威胁的栖息地需要确定野火行为和有利于积极管理结果的生态条件的空间交叉点。在北美西部的多年生山艾草草原上,容易发生火灾的一年生草的入侵是一个关键问题,对它们的管理需要可靠的植被覆盖、燃料和野火行为的地图。我们比较了常用的、公开可用的植被覆盖和燃料地图,特别是牧场分析平台(RAP)和LANDFIRE,以及两个以山艾草草原为主的美国国家公园的实地评估:岩石城国家保护区和月球陨石坑国家纪念碑和保护区。在覆盖~ 300,000 ha的~ 1700个野外地点测量的植物群落组成和燃料表明:1)RAP通常低估了实际上覆盖丰富的每种植被覆盖类型,相反,高估了实际上覆盖稀缺的植被覆盖类型;2)与实地观测相比,LANDFIRE得出的燃料床图存在相当大的差异。因此,与随机森林模型创建的基于现场的燃料床图相比,当与LANDFIRE参数化时,从火灾传播模型FLAMMAP估计的野火行为的空间模式存在实质性差异。需要可靠的植被覆盖和燃料条件地图,以帮助指导燃料和入侵物种管理,特别是考虑到最近干旱和半干旱地区火灾前和火灾后处理的增加。与燃料减少相关的成本可能大大超过实地植被和燃料库存的成本,从而为有效设计植物燃料处理提供信息。
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来源期刊
Journal of Environmental Management
Journal of Environmental Management 环境科学-环境科学
CiteScore
13.70
自引率
5.70%
发文量
2477
审稿时长
84 days
期刊介绍: The Journal of Environmental Management is a journal for the publication of peer reviewed, original research for all aspects of management and the managed use of the environment, both natural and man-made.Critical review articles are also welcome; submission of these is strongly encouraged.
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