Multi-resolution monitoring of the 2023 maui wildfires, implications and needs for satellite-based wildfire disaster monitoring

IF 5.7 Q1 ENVIRONMENTAL SCIENCES
David P. Roy , Hugo De Lemos , Haiyan Huang , Louis Giglio , Rasmus Houborg , Tomoaki Miura
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引用次数: 0

Abstract

The August 2023 wildfires over the island of Maui, Hawaii were one of the deadliest U.S. wildfire incidents on record with 100 deaths and an estimated U.S. $5.5 billion cost. This study documents the incidence, extent, and characteristics of the 2023 Maui wildfires using multi-resolution global satellite fire products, and in so doing demonstrates their utility and limitations for detailed fire monitoring, and highlights outstanding satellite fire observation needs for wildfire monitoring. The NASA 500 m Moderate Resolution Imaging Spectroradiometer (MODIS) burned area product is compared with PlanetScope 3 m burned areas that were mapped using a published deep learning algorithm. In addition, all the August 2023 active fire detections provided by MODIS on the Terra and Aqua satellites and by the Visible Infrared Imaging Radiometer Suite (VIIRS) on the S-NPP and NOAA-20 satellites are used to investigate the geographic and temporal occurrence of the fires and their incidence relative to the 3 m mapped burned areas. The geographic and diurnal variation on the fire radiative power (FRP), available with the active fire detections, is presented to examine how energetically the fires were burning. The analysis is undertaken for all of Maui and for the town of Lahaina that was the major population center that burned. Satellite active fires were first detected August 8th, 2023 in the early morning (1:45 onwards) on the western slopes of Mt. Haleakalā and were last detected August 10th in the early morning (at 2:46) over Lahaina and on the western slopes of Mt. Haleakalā. The FRP available with the VIIRS satellite active fire detections indicate that the fires burned less intensely from the beginning to the end of this three day period, the nighttime fires generally burned more intensely than the daytime fires, and the most intensely burning fires occurred over Lahaina likely due to the high fuel load in the buildings compared to the vegetation that burned elsewhere. The MODIS 500 m burned area product was too coarse to map most of the 18 burned areas that were mapped unambiguously at 3 m resolution with PlanetScope and covered 29.60 km2, equivalent to about 1.6% of Maui. This study highlights the limitations of systematically derived satellite fire products for assessment before, during and after wildfire disaster events such as those experienced over Maui. The needs for future fire monitoring of wildfire disaster events, and the recommendation for a fire monitoring satellite constellation, are discussed.

对 2023 年毛伊岛野火的多分辨率监测,对卫星野火灾害监测的影响和需求
2023 年 8 月发生在夏威夷毛伊岛上空的野火是美国有记录以来死亡人数最多的野火事件之一,造成 100 人死亡,损失估计达 55 亿美元。这项研究利用多分辨率全球卫星火灾产品记录了 2023 年毛伊岛野火的发生率、范围和特征,从而证明了这些产品在详细火灾监测方面的实用性和局限性,并强调了野火监测方面尚未满足的卫星火灾观测需求。美国国家航空航天局(NASA)500 米中分辨率成像分光仪(MODIS)烧毁面积产品与 PlanetScope 3 米烧毁面积产品进行了比较,后者是利用已发布的深度学习算法绘制的。此外,还利用 Terra 和 Aqua 卫星上的 MODIS 以及 S-NPP 和 NOAA-20 卫星上的可见红外成像辐射计套件(VIIRS)提供的 2023 年 8 月所有活动火灾探测数据,调查火灾发生的地理和时间情况,以及相对于 3 米燃烧区的发生率。火灾辐射功率(FRP)的地理和昼夜变化可通过主动火灾探测获得,用于研究火灾的燃烧能量。该分析针对茂宜岛全岛以及发生火灾的主要人口中心拉海纳镇进行。2023 年 8 月 8 日清晨(1:45 起)在哈雷阿卡拉山西坡首次探测到卫星主动火灾,8 月 10 日清晨(2:46)在拉海纳上空和哈雷阿卡拉山西坡最后一次探测到卫星主动火灾。通过 VIIRS 卫星主动火灾探测获得的 FRP 表明,从这三天的开始到结束,火灾的燃烧强度较低,夜间火灾的燃烧强度通常高于白天火灾,而燃烧最猛烈的火灾发生在拉海纳上空,这可能是由于建筑物中的燃料负荷高于其他地方燃烧的植被。MODIS 500 米燃烧区域产品过于粗糙,无法绘制出用 PlanetScope 3 米分辨率明确绘制的 18 个燃烧区域中的大部分区域,这些区域的面积为 29.60 平方公里,相当于毛伊岛面积的 1.6%。这项研究强调了系统化的卫星火灾产品在毛伊岛等地发生野火灾害事件之前、期间和之后进行评估的局限性。研究还讨论了未来对野火灾害事件进行火情监测的需求,以及对火情监测卫星星座的建议。
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