Department of Natural Resources and Environmental Management, University of Hawaii at Manoa, 1910 East-West Rd 101, Honolulu, HI 96822, USA.
Sci Total Environ. 2019 Feb 10;650(Pt 1):459-469. doi: 10.1016/j.scitotenv.2018.08.347. Epub 2018 Aug 28.
The area burned annually by wildland fire in Hawaii has increased fourfold in recent decades. The archipelago's novel fuel types and climatic heterogeneity pose significant challenges for fire risk assessment and fire management. Probability-based fire occurrence models using historical wildfire records provide a means to assess and attribute fire risk in regions of the world like Hawaii where investment in fire science is limited. This research used generalized additive models to 1) assess the relative contribution of vegetation, climate, and human-caused ignitions to the probability of fire in the northwest quadrant of Hawaii Island and 2) compare how landscape flammability varies due to interannual rainfall variability versus projected changes in mean annual rainfall (MAR) and temperature. Annual fire probability was highest for grasslands and peaked at drier conditions (0.04 at 450 mm MAR) when compared with shrublands (0.03 at 650 mm MAR) and forest (0.015 at 600 mm MAR). Excess rainfall the year prior to fire occurrence increased fire risk across grasslands, and thus overall fire probability, more so than drought the year that fire occurred. Drying and warming trends for the region under projected climate change increased maximum values of fire probability by as much as 375% and shifted areas of peak landscape flammability to higher elevation. Model predictions under future climate also indicate the largest changes in landscape flammability will happen by mid-Century. The influence of antecedent wet years on fire risk can improve near-term predictions of fire risk in Hawaii while climate projections indicate that fire management will need to be prioritized at upper elevations where high value natural resources are concentrated.
在最近几十年,夏威夷每年因野火而烧毁的区域增加了四倍。该群岛独特的燃料类型和气候异质性给火灾风险评估和管理带来了重大挑战。基于概率的火灾发生模型利用历史野火记录提供了一种评估和归因于像夏威夷这样的世界上火灾科学投资有限的地区的火灾风险的方法。本研究使用广义加性模型来:1)评估植被、气候和人为引发的点火对夏威夷岛西北部发生火灾的概率的相对贡献;2)比较由于年际降雨变化与年平均降雨量(MAR)和温度的预计变化,景观可燃性的变化。与灌丛(MAR650mm 时为 0.03)和森林(MAR600mm 时为 0.015)相比,草原的年火灾概率最高,在较干燥条件下达到峰值(MAR450mm 时为 0.04)。火灾发生前一年的过量降雨增加了草原的火灾风险,从而增加了整体火灾概率,而火灾发生当年的干旱则不然。该地区未来气候预计的干燥和升温趋势使火灾概率的最大值增加了多达 375%,并将景观可燃性峰值区域转移到了更高的海拔。未来气候下的模型预测还表明,景观可燃性的最大变化将在本世纪中叶发生。前一年湿润年份对火灾风险的影响可以提高夏威夷火灾风险的短期预测,而气候预测表明,需要在高海拔地区优先进行火灾管理,那里集中了高价值的自然资源。