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Characterization and evaluation of controls on post-fire streamflow response across western US watersheds

机译:美国西部流域火灾后水流响应控制措施的表征和评估

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This research investigates the impact of wildfires on watershed flow regimes, specifically focusing on evaluation of fire events within specified hydroclimatic regions in the western United States, and evaluating the impact of climate and geophysical variables on response. Eighty-two watersheds were identified with at least 10?years of continuous pre-fire daily streamflow records and 5?years of continuous post-fire daily flow records. Percent change in annual runoff ratio, low flows, high flows, peak flows, number of zero flow days, baseflow index, and Richards–Baker flashiness index were calculated for each watershed using pre- and post-fire periods. Independent variables were identified for each watershed and fire event, including topographic, vegetation, climate, burn severity, percent area burned, and soils data. brbr Results show that low flows, high flows, and peak flows increase in the first 2?years following a wildfire and decrease over time. Relative response was used to scale response variables with the respective percent area of watershed burned in order to compare regional differences in watershed response. To account for variability in precipitation events, runoff ratio was used to compare runoff directly to PRISM precipitation estimates. To account for regional differences in climate patterns, watersheds were divided into nine regions, or clusters, through ik/i-means clustering using climate data, and regression models were produced for watersheds grouped by total area burned. Watersheds in Cluster 9 (eastern California, western Nevada, Oregon) demonstrate a small negative response to observed flow regimes after fire. Cluster 8 watersheds (coastal California) display the greatest flow responses, typically within the first year following wildfire. Most other watersheds show a positive mean relative response. In addition, simple regression models show low correlation between percent watershed burned and streamflow response, implying that other watershed factors strongly influence response. brbr Spearman correlation identified NDVI, aridity index, percent of a watershed's precipitation that falls as rain, and slope as being positively correlated with post-fire streamflow response. This metric also suggested a negative correlation between response and the soil erodibility factor, watershed area, and percent low burn severity. Regression models identified only moderate burn severity and watershed area as being consistently positivelyegatively correlated, respectively, with response. The random forest model identified only slope and percent area burned as significant watershed parameters controlling response. brbr Results will help inform post-fire runoff management decisions by helping to identify expected changes to flow regimes, as well as facilitate parameterization for model application in burned watersheds.
机译:这项研究调查了野火对分水岭流态的影响,特别是侧重于评估美国西部特定水文气候区内的火灾,并评估了气候和地球物理变量对响应的影响。确定了82个流域,这些流域至少有连续10年的每日火灾前流量记录和连续5年的每日持续火灾后流量记录。使用火灾前和火灾后的时期计算了每个流域的年径流量比,低流量,高流量,峰值流量,零流量天数,基准流量指数和Richards-Baker泛水指数的百分比变化。确定了每个流域和火灾事件的独立变量,包括地形,植被,气候,烧伤严重程度,烧伤面积百分比和土壤数据。 结果表明,野火发生后的前2年中,低流量,高流量和高峰流量增加,并随时间减少。为了比较流域响应的区域差异,使用相对响应来缩放响应变量与流域燃烧面积的百分比。为了说明降水事件的可变性,径流比用于直接将径流与PRISM降水估算值进行比较。为了解决气候模式的区域差异,通过使用气候数据通过 k 均值聚类将流域划分为9个区域或群集,并针对按总燃烧面积分组的流域生成了回归模型。第9组(加利福尼亚州东部,内华达州西部,俄勒冈州)的分水岭对火灾后观察到的水流状态表现出较小的负面反应。第8组流域(加利福尼亚州沿海地区)显示出最大的流量响应,通常在野火发生后的第一年内。大多数其他分水岭显示出正的平均相对响应。此外,简单的回归模型显示流域燃烧百分比与流量响应之间的相关性较低,这表明其他流域因素对响应的影响很大。 Spearman相关性确定了NDVI,干旱指数,随着降雨而下降的流域降水百分比以及坡度与火灾后的水流响应呈正相关。该指标还表明响应与土壤易蚀性因子,分水岭面积和低烧伤严重性百分比之间呈负相关。回归模型仅将中等程度的烧伤严重程度和流域面积分别确定为与响应呈正相关/负相关。随机森林模型仅将坡度和燃烧面积百分比确定为控制响应的重要分水岭参数。 结果将有助于确定流态的预期变化,并有助于参数化,以便在燃烧流域中应用模型,从而有助于告知火灾后径流管理决策。

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