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Lightning ignition efficiency in Canadian forests. 加拿大森林的闪电点火效率。
IF 3.6 3区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2025-01-01 Epub Date: 2025-05-26 DOI: 10.1186/s42408-025-00376-1
Sean C P Coogan, Alex J Cannon, Mike D Flannigan

Background: Lightning-caused fires have a driving influence on Canadian forests, being responsible for approximately half of all wildfires and 90% of the area burned. We created a climatology (2000-2020) of daily lightning efficiency (i.e., the ratio of cloud-to-ground lightning flashes to lightning-caused wildfires that occurred) over the meteorological summer for four ecozones and a subset of British Columbia (BC) ecoprovinces. We estimated lightning efficiency using data from the Canadian Lightning Detection Network and the Canadian National Fire Database. We used the ERA5 reanalysis as inputs for fuel moisture variables (i.e., Fine Fuel Moisture Code (FFMC), Duff Moisture Code (DMC), and Drought Code (DC)) from the Canadian Forest Fire Weather Index (FWI) System, as well as variables relating to the amount of precipitation and lightning flashes. We examined relationships between lightning efficiency, day-of-year, and the above variables using a combination of linear models, Spearman's correlations, and Random Forest (RF) regression.

Results: Lightning efficiency increased non-linearly (i.e., quadratic) over the summer in the Montane Cordillera Ecozone, and decreased linearly in the Boreal Plains and Boreal Shield West. Lightning efficiency in the Boreal Shield East showed a slight decline over the summer; however, this model was not significant. DMC and DC were more strongly correlated with lightning efficiency than FFMC in most zones. We ran RF regression both with and without DC (because of multicollinearity with day-of-year), and day-of-year, DMC, and DC (when present) were the most important variables for all ecozones, while results were more variable for the ecoprovinces.

Conclusions: Lightning efficiency, and, thus, the probability of a lightning strike igniting a wildfire, changes over the summer and varies by region. Therefore, models predicting lightning-caused fire occurrence, or other similar applications involving lightning ignition, may benefit by accounting for seasonal lightning efficiency in addition to the traditional fuel moisture variables. Our work is generally consistent with findings from more localized studies relating to lightning-caused fires.

Supplementary information: The online version contains supplementary material available at 10.1186/s42408-025-00376-1.

背景:闪电引起的火灾对加拿大的森林有很大的影响,大约一半的野火和90%的烧毁面积都是由闪电引起的。我们创建了一个气象夏季(2000-2020年)的每日闪电效率气候学(即云对地闪电与发生的闪电引起的野火的比率),涵盖了四个生态区和不列颠哥伦比亚省(BC)的一个子集。我们使用来自加拿大闪电探测网络和加拿大国家火灾数据库的数据来估计闪电效率。我们使用ERA5再分析作为来自加拿大森林火灾天气指数(FWI)系统的燃料水分变量(即Fine fuel moisture Code (FFMC), Duff moisture Code (DMC)和Drought Code (DC))的输入,以及与降水和闪电量相关的变量。我们使用线性模型、Spearman相关和随机森林(RF)回归相结合的方法检验了闪电效率、一年中的一天和上述变量之间的关系。结果:夏季山地科迪勒拉生态区闪电效率呈非线性(即二次型)增长,北方平原和北方盾西部地区闪电效率呈线性下降。北极盾东部的闪电效率在夏季略有下降;然而,这个模型并不显著。在大部分地区,DMC和DC与闪电效率的相关性强于FFMC。我们在有DC和没有DC的情况下(由于与年份的多重共线性)进行了RF回归,并且对于所有生态区来说,年份、DMC和DC(当存在时)是最重要的变量,而对于生态省来说,结果更加可变。结论:闪电效率,以及雷击引发野火的概率,在整个夏季都在变化,并因地区而异。因此,预测闪电引起的火灾发生的模型,或其他涉及闪电点火的类似应用,除了考虑传统的燃料湿度变量外,还可以考虑季节性闪电效率。我们的工作大体上与更局部的有关闪电引起火灾的研究结果一致。补充资料:在线版本包含补充资料,网址为10.1186/s42408-025-00376-1。
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引用次数: 0
Increasing wildfire frequency decreases carbon storage and leads to regeneration failure in Alaskan boreal forests. 野火频率的增加减少了碳储量,导致阿拉斯加北方森林的再生失败。
IF 5 3区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2025-01-01 Epub Date: 2025-10-09 DOI: 10.1186/s42408-025-00390-3
Xanthe J Walker, Michelle C Mack, Betsy Black, Jacqueline Dean, Lauren F Kemper, Stefano Potter, Brendan M Rogers, Charles M Truettner

Background: The increasing size, severity, and frequency of wildfires is one of the most rapid ways climate warming could alter the structure and function of high-latitude ecosystems. Historically, boreal forests in western North America had fire return intervals (FRI) of 70-130 years, but shortened FRIs are becoming increasingly common under extreme weather conditions. Here, we quantified pre-fire and post-fire C pools and C losses and assessed post-fire seedling regeneration in long (> 70 years), intermediate (30-70 years), and short (< 30 years) FRIs, and triple (three fires in < 70 years) burns. As boreal forests store a significant portion of the global terrestrial carbon (C) pool, understanding the impacts of shortened FRIs on these ecosystems is critical for predicting the global C balance and feedbacks to climate.

Results: Using a spatially extensive dataset of 555 plots from 31 separate fires in Interior Alaska, our study demonstrates that shortened FRIs decrease the C storage capacity of boreal forests through loss of legacy C and regeneration failure. Total wildfire C emissions were similar among FRI classes, ranging from 2.5 to 3.5 kg C m-2. However, shortened FRIs lost proportionally more of their pre-fire C pools, resulting in substantially lower post-fire C pools than long FRIs. Shortened FRIs also resulted in the combustion of legacy C, defined as C that escaped combustion in one or more previous fires. We found that post-fire successional trajectories were impacted by FRI, with ~ 65% of short FRIs and triple burns experiencing regeneration failure.

Conclusions: Our study highlights the structural and functional vulnerability of boreal forests to increasing fire frequency. Shortened FRIs and the combustion of legacy C can shift boreal ecosystems from a net C sink or neutral to a net C source to the atmosphere and increase the risk of transitions to non-forested states. These changes could have profound implications for the boreal C-climate feedback and underscore the need for adaptive management strategies that prioritize the structural and functional resilience of boreal forest ecosystems to expected increases in fire frequency.

Supplementary information: The online version contains supplementary material available at 10.1186/s42408-025-00390-3.

背景:野火的规模、严重程度和频率的增加是气候变暖可能改变高纬度生态系统结构和功能的最迅速方式之一。从历史上看,北美西部北方森林的复火间隔(FRI)为70-130年,但在极端天气条件下,FRI缩短变得越来越普遍。在此,我们量化了火灾前和火灾后的C池和C损失,并评估了火灾后长(100 ~ 70年)、中期(30 ~ 70年)和短(30 ~ 70年)的幼苗再生。结果:利用阿拉斯加内陆31次单独火灾的555个样地的空间扩展数据,我们的研究表明,缩短的fri通过损失遗产C和再生失败降低了北方针叶林的C储存能力。在FRI类别中,野火碳排放总量相似,范围为2.5至3.5 kg C - m-2。然而,较短的fri在火灾前损失了更多的C池,导致火灾后的C池比较长的fri低得多。缩短的fri也会导致遗留C的燃烧,遗留C的定义是在以前的一次或多次火灾中逃脱燃烧的C。我们发现,火灾后的连续轨迹受到FRI的影响,约65%的短期FRI和三次烧伤经历了再生失败。结论:我们的研究突出了北方森林对火灾频率增加的结构和功能脆弱性。fri的缩短和遗留碳的燃烧可以将北方生态系统从净碳汇或中性转变为大气的净碳源,并增加向无森林状态过渡的风险。这些变化可能对北方森林c -气候反馈产生深远影响,并强调需要制定适应性管理战略,优先考虑北方森林生态系统对预期火灾频率增加的结构和功能恢复力。补充信息:在线版本包含补充资料,下载地址:10.1186/s42408-025-00390-3。
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引用次数: 0
A post-fire reforestation assessment and prioritization tool for the Western United States. 美国西部火灾后再造林评估和优先排序工具。
IF 5 3区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2025-01-01 Epub Date: 2025-12-11 DOI: 10.1186/s42408-025-00405-z
Zachary A Holden, Ellen Jungck, Kimberley T Davis, Dyer A Warren, Alan Swanson, Solomon Z Dobrowski, Marco Maneta, Kyle C Rodman, Lewis Faller, Vince Archer

Background: Increasing wildfire area burned has left millions of hectares in the western United States (US) in need of reforestation. Recent federal legislation allows for increased investments in tree planting to address the backlog of planting needs in previously burned areas. To support post-fire planning and assessment, we developed Regenmapper, a web-based decision support system (DSS) that provides spatial information on natural regeneration potential within post-fire environments. The program is freely available from a web browser (https://alpheus.dbs.umt.edu/regenmapper) and is designed to function across all land ownership categories for the 11 western States.

Results: Regenmapper allows users to select historical wildfires or upload their own burn severity maps for recent fires. Within the burned area, it then predicts the potential for natural regeneration based on distance to mature live trees (seed sources) and hydroclimatic conditions. To this end, we developed 30-m resolution soil water balance and surface temperature models with corresponding projections for the 2050 period based on scenarios from the 6th Coupled Model Intercomparison Project (CMIP6). These data are used to estimate the probability of natural seedling regeneration based on historical or future biophysical conditions, respectively, and species-specific climatic tolerances. We also implement a simple planting prioritization algorithm based on distance to roads and the relative effects of dispersal and climatic limitations to rapidly identify accessible sites that are unlikely to reforest naturally. For US Forest Service managers, we develop an additional prioritization matrix based on fire severity, the probability of natural regeneration, and where federal law mandates reforestation when fires burn through recently harvested areas. Finally, we demonstrate model outputs in a case study approach through the 2017 Lolo Peak fire in Montana, US.

Conclusions: Investments in tree planting will influence the extent and trajectory of future forests, but drought, climate change, and wildfires may challenge the ability of managers to re-establish forests over upcoming decades. DSS's like Regenmapper will benefit the planning and execution of tree planting efforts by reducing time required to conduct post-fire assessments and improving planting outcomes.

Supplementary information: The online version contains supplementary material available at 10.1186/s42408-025-00405-z.

背景:在美国西部,不断增加的野火烧毁面积使数百万公顷的土地需要重新造林。最近的联邦立法允许增加植树投资,以解决以前被烧毁地区积压的种植需求。为了支持火灾后的规划和评估,我们开发了Regenmapper,这是一个基于网络的决策支持系统(DSS),可以提供火灾后环境中自然再生潜力的空间信息。该项目可通过网络浏览器(https://alpheus.dbs.umt.edu/regenmapper)免费获得,旨在为西部11个州的所有土地所有权类别提供服务。结果:Regenmapper允许用户选择历史野火或上传他们自己最近火灾的烧伤严重程度地图。然后,它根据与成熟活树(种子源)的距离和水文气候条件,在被烧毁的区域内预测自然再生的潜力。为此,我们基于第六次耦合模式比对项目(CMIP6)的情景,建立了30 m分辨率的土壤水分平衡和地表温度模型,并对2050年进行了相应的预估。这些数据分别用于基于历史或未来的生物物理条件和物种特定的气候耐受性来估计自然幼苗再生的概率。我们还实施了一个简单的种植优先排序算法,该算法基于与道路的距离以及分散和气候限制的相对影响,以快速确定不太可能自然重新造林的可达地点。对于美国林务局的管理者,我们根据火灾的严重程度、自然再生的可能性以及联邦法律要求在火灾烧毁最近收获的地区时重新造林的地方,开发了一个额外的优先级矩阵。最后,我们通过2017年美国蒙大拿州洛洛峰火灾的案例研究方法展示了模型输出。结论:植树投资将影响未来森林的范围和轨迹,但干旱、气候变化和野火可能会挑战管理者在未来几十年重建森林的能力。像Regenmapper这样的决策支持系统将通过减少进行火灾后评估所需的时间和提高种植效果,从而有利于植树工作的规划和执行。补充信息:在线版本包含补充资料,可在10.1186/s42408-025-00405-z获取。
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引用次数: 0
Temporal and spatial pattern analysis of escaped prescribed fires in California from 1991 to 2020. 1991 - 2020年加州规定火灾逃逸时空格局分析
IF 3.6 3区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2025-01-01 Epub Date: 2025-01-09 DOI: 10.1186/s42408-024-00342-3
Shu Li, Janine A Baijnath-Rodino, Robert A York, Lenya N Quinn-Davidson, Tirtha Banerjee

Background: Prescribed fires play a critical role in reducing the intensity and severity of future wildfires by systematically and widely consuming accumulated vegetation fuel. While the current probability of prescribed fire escape in the United States stands very low, their consequential impact, particularly the large wildfires they cause, raises substantial concerns. The most direct way of understanding this trade-off between wildfire risk reduction and prescribed fire escapes is to explore patterns in the historical prescribed fire records. This study investigates the spatiotemporal patterns of escaped prescribed fires in California from 1991 to 2020, offering insights for resource managers in developing effective forest management and fuel treatment strategies.

Results: The results reveal that the months close to the beginning and end of the wildfire season, namely May, June, September, and November, have the highest frequency of escaped fires. Under similar environmental conditions, areas with more records of prescribed fire implementation tend to experience fewer escapes. The findings revealed the vegetation types most susceptible to escaped prescribed fires. Areas with tree cover ranging from 20 to 60% exhibited the highest incidence of escapes compared to shrubs and grasslands. Among all the environmental conditions analyzed, wind speed stands out as the predominant factor that affects the risk of prescribed fire escaping.

Conclusions: These findings mark an initial step in identifying high-risk areas and periods for prescribed fire escapes. Understanding these patterns and the challenges of quantifying escape rates can inform more effective landscape management practices.

Supplementary information: The online version contains supplementary material available at 10.1186/s42408-024-00342-3.

背景:规定火灾通过系统和广泛地消耗积累的植被燃料,在降低未来野火的强度和严重程度方面发挥着关键作用。虽然当前规定的火灾逃生的概率在美国站非常低,他们的间接影响,特别是大火灾他们原因,提出实质性的问题。要理解减少野火风险和规定的火灾逃生之间的权衡关系,最直接的方法是探索历史规定火灾记录中的模式。本研究探讨了1991 - 2020年加州规定火灾逃逸的时空格局,为资源管理者制定有效的森林管理和燃料处理策略提供见解。结果:研究结果显示,在接近山火季节开始和结束的月份,即5月、6月、9月和11月,火灾逃逸频率最高。在相似的环境条件下,执行消防规定记录越多的地区,逃生次数越少。研究结果揭示了最容易发生火灾的植被类型。与灌木和草地相比,树木覆盖范围在20% ~ 60%之间的地区表现出最高的逃逸率。在所有的环境条件,分析了风速是影响的主要因素规定的火灾逃跑的风险。结论:这些发现标志着最初的一步识别高危地区和期限规定的防火梯。了解这些模式和量化逃逸率的挑战可以为更有效的景观管理实践提供信息。补充信息:在线版本包含补充资料,可在10.1186/s42408-024-00342-3获得。
{"title":"Temporal and spatial pattern analysis of escaped prescribed fires in California from 1991 to 2020.","authors":"Shu Li, Janine A Baijnath-Rodino, Robert A York, Lenya N Quinn-Davidson, Tirtha Banerjee","doi":"10.1186/s42408-024-00342-3","DOIUrl":"10.1186/s42408-024-00342-3","url":null,"abstract":"<p><strong>Background: </strong>Prescribed fires play a critical role in reducing the intensity and severity of future wildfires by systematically and widely consuming accumulated vegetation fuel. While the current probability of prescribed fire escape in the United States stands very low, their consequential impact, particularly the large wildfires they cause, raises substantial concerns. The most direct way of understanding this trade-off between wildfire risk reduction and prescribed fire escapes is to explore patterns in the historical prescribed fire records. This study investigates the spatiotemporal patterns of escaped prescribed fires in California from 1991 to 2020, offering insights for resource managers in developing effective forest management and fuel treatment strategies.</p><p><strong>Results: </strong>The results reveal that the months close to the beginning and end of the wildfire season, namely May, June, September, and November, have the highest frequency of escaped fires. Under similar environmental conditions, areas with more records of prescribed fire implementation tend to experience fewer escapes. The findings revealed the vegetation types most susceptible to escaped prescribed fires. Areas with tree cover ranging from 20 to 60% exhibited the highest incidence of escapes compared to shrubs and grasslands. Among all the environmental conditions analyzed, wind speed stands out as the predominant factor that affects the risk of prescribed fire escaping.</p><p><strong>Conclusions: </strong>These findings mark an initial step in identifying high-risk areas and periods for prescribed fire escapes. Understanding these patterns and the challenges of quantifying escape rates can inform more effective landscape management practices.</p><p><strong>Supplementary information: </strong>The online version contains supplementary material available at 10.1186/s42408-024-00342-3.</p>","PeriodicalId":12273,"journal":{"name":"Fire Ecology","volume":"21 1","pages":"3"},"PeriodicalIF":3.6,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11717834/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142970075","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Wildfire risk perception survey: insights from local communities in Tuscany, Italy. 野火风险感知调查:来自意大利托斯卡纳当地社区的见解。
IF 3.6 3区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2025-01-01 Epub Date: 2025-06-20 DOI: 10.1186/s42408-025-00380-5
Silvia Calvani, Riccardo Paoloni, Cristiano Foderi, Niccolò Frassinelli, Judith A Kirschner, Alessio Menini, Glenda Galeotti, Francesco Neri, Enrico Marchi

Background: Wildfire is a complex chemical, physical, and sociological phenomenon deeply rooted in the historical relationship between humans and fire. Today the wildfire risk is one of the human challenges. Effective management requires collaboration among multiple stakeholders across different levels. The risk perception and vulnerability at the local community level explain why and how individuals consider certain policies or mitigation behaviors. Thus, wildfire risk fits within the framework of socio-ecological systems.This study focused on four fire-prone areas in Tuscany, Italy, aiming to explore local wildfire risk perception. Risk perception is a social parameter, derived from media habits, memory, history, concerns, and beliefs. Two different surveys were used to consult two groups: experts (e.g., wildfire technicians, policymakers, business activities, and rural associations) and non-experts (e.g., random residents, students, and tourists), then compared to investigate possible gaps. Several questions were asked regarding demographics, relationship with the territory, current management system, relationship with fire and media, risk perception, and others.Results were compared according to the critical area or the type of respondents, and several analyses were conducted to identify weaknesses, strengths, and areas for improvement to raise awareness and lower the risk.

Results: Findings revealed differences in perception, more between the two groups than across locations, highlighting gaps that need to be addressed. A general underestimation of risk, with an overall optimism, was found in the non-expert group, indicating the need for further qualitative research to understand these aspects better. The interviews suggest public action as the main component to implement change.

Conclusions: The paradigm shift toward prevention represents a core change and challenge. An exchange between scientific and local knowledge is desirable to address many gaps. We propose awareness raising as a possible starting point and to encourage collective actions in line with suggestions from the interviewees. Continuous monitoring and evaluation of response patterns can inform policy adjustments and resource allocation to enhance resilience and response effectiveness in future emergencies. Further research could aim to develop tools to promote a culture of fire and risk and deepen the analysis of risk perception in the most critical areas.

Supplementary information: The online version contains supplementary material available at 10.1186/s42408-025-00380-5.

背景:野火是一种复杂的化学、物理和社会学现象,深深植根于人类与火之间的历史关系。今天,野火风险是人类面临的挑战之一。有效的管理需要不同层次的多个利益相关者之间的协作。地方社区一级的风险认知和脆弱性解释了个人为什么以及如何考虑某些政策或减灾行为。因此,野火风险符合社会生态系统的框架。本研究的重点是意大利托斯卡纳的四个火灾易发地区,旨在探索当地的野火风险认知。风险感知是一个社会参数,来源于媒体习惯、记忆、历史、关注和信仰。两项不同的调查被用来咨询两组人:专家(例如,野火技术人员、政策制定者、商业活动和农村协会)和非专家(例如,随机居民、学生和游客),然后进行比较,以调查可能的差距。调查人员提出了几个问题,包括人口统计、与地区的关系、当前的管理系统、与火灾和媒体的关系、风险认知等。根据关键领域或受访者类型对结果进行比较,并进行一些分析以确定弱点、优势和需要改进的领域,以提高认识并降低风险。结果:调查结果揭示了两个群体之间的认知差异,而不是不同地区之间的差异,突出了需要解决的差距。在非专家组中发现了对风险的普遍低估,总体乐观,这表明需要进一步的定性研究来更好地了解这些方面。访谈表明,公共行动是实施变革的主要组成部分。结论:范式向预防的转变是一个核心的变化和挑战。科学知识和地方知识之间的交流对于解决许多差距是可取的。我们建议以提高认识为出发点,并鼓励根据受访者的建议采取集体行动。对应对模式的持续监测和评估可以为政策调整和资源分配提供信息,以增强对未来紧急情况的抵御力和应对效果。进一步的研究可以旨在开发工具来促进火灾和风险文化,并深化对最关键领域风险感知的分析。补充信息:在线版本包含补充资料,下载地址:10.1186/s42408-025-00380-5。
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引用次数: 0
The influence of fire mosaics on mammal occurrence in north-western Australia 澳大利亚西北部火灾镶嵌对哺乳动物出没的影响
IF 5.1 3区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2024-09-19 DOI: 10.1186/s42408-024-00317-4
Harry A. Moore, Lesley A. Gibson, Dale G. Nimmo
Understanding the relationship between fire and species habitat preferences is critical in an era of rapid environmental change. In northern Australia, large, intense, and frequent fires are thought to be a primary cause of mammal population declines, particularly through their influence on habitat suitability. Here, we used a large species presence database in combination with satellite-derived fire history data to assess the influence of fire attributes, including burn extent, frequency, and pyrodiversity, on the likelihood of occurrence of eight mammal species in north-west Western Australia. The likelihood of occurrence declined for some species with an increasing proportion of recently burnt habitat and increased for most species with an increasing proportion of long unburnt habitat. The occurrence of six species was negatively correlated with increasing fire frequency, while the occurrence of four species was positively correlated with increasing pyrodiversity. Our results indicate that fire likely plays an important role in influencing mammal occurrence in the Pilbara and support previous research indicating that frequent large-scale burns have a mostly negative impact on small to medium-sized mammals in northern Australia. To improve mammal habitat suitability, land managers should aim to reduce the extent of large late dry season burns and increase the availability of mature spinifex grasslands.
在环境快速变化的时代,了解火灾与物种栖息地偏好之间的关系至关重要。在澳大利亚北部,大规模、强烈和频繁的火灾被认为是哺乳动物数量下降的主要原因,特别是通过其对栖息地适宜性的影响。在这里,我们利用大型物种存在数据库与卫星衍生火灾历史数据相结合,评估了火灾属性(包括燃烧范围、频率和火多样性)对西澳大利亚西北部八种哺乳动物出现可能性的影响。随着近期燃烧过的栖息地比例的增加,一些物种的出现几率下降,而随着长期未燃烧过的栖息地比例的增加,大多数物种的出现几率上升。六种物种的出现与火灾频率的增加呈负相关,而四种物种的出现与火多样性的增加呈正相关。我们的研究结果表明,火灾在影响皮尔巴拉地区哺乳动物的出现方面可能起着重要作用,这也支持了之前的研究结果,即频繁的大规模焚烧对澳大利亚北部中小型哺乳动物的影响主要是负面的。为了改善哺乳动物栖息地的适宜性,土地管理者应致力于减少旱季后期的大规模焚烧,并增加成熟桫椤草地的可用性。
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引用次数: 0
Ultra-lightweight convolution-transformer network for early fire smoke detection 用于早期火灾烟雾探测的超轻量级卷积变换器网络
IF 5.1 3区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2024-09-16 DOI: 10.1186/s42408-024-00304-9
Shubhangi Chaturvedi, Chandravanshi Shubham Arun, Poornima Singh Thakur, Pritee Khanna, Aparajita Ojha
Forests are invaluable resources, and fire is a natural process that is considered an integral part of the forest ecosystem. Although fire offers several ecological benefits, its frequent occurrence in different parts of the world has raised concerns in the recent past. Covering millions of hectares of forest land, these fire incidents have resulted in the loss of human lives, wild habitats, civil infrastructure, and severe damage to the environment. Around 90% of wildland fires have been caused by humans intentionally or unintentionally. Early detection of fire close to human settlements and wildlife centuries can help mitigate fire hazards. Numerous artificial intelligence-based solutions have been proposed in the past decade that prioritize the detection of fire smoke, as it can be caught through remote sensing and provide an early sign of wildland fire. However, most of these methods are either computationally intensive or suffer from a high false alarm rate. In this paper, a lightweight deep neural network model is proposed for fire smoke detection in images captured by satellites or other remote sensing sources. With only 0.6 million parameters and 0.4 billion floating point operations per second, the hybrid network of convolutional and vision transformer blocks efficiently detects smoke in normal and foggy environmental conditions. It outperforms seven state-of-the-art methods on four datasets, including a self-collected dataset from the “Moderate Resolution Imaging Spectroradiometer” satellite imagery. The model achieves an accuracy of more than 99% on three datasets and 93.90% on the fourth dataset. The t-distributed stochastic neighbor embedding of extracted features by the proposed model demonstrates its superior feature learning capabilities. It is remarkable that even a tiny occurrence of smoke covering just 2% of the satellite image area is efficiently detected by the model. With low memory and computational demands, the proposed model works exceedingly well, making it suitable for deployment in resource constrained devices for forest surveillance and early fire smoke detection.
森林是宝贵的资源,而火灾是森林生态系统不可或缺的自然过程。虽然火灾具有多种生态效益,但近来世界各地频繁发生的火灾却引起了人们的关注。这些火灾覆盖了数百万公顷的林地,造成了人员伤亡、野生栖息地、民用基础设施和环境的严重破坏。约 90% 的野外火灾是人类有意或无意造成的。及早发现靠近人类居住区和野生动物栖息地的火灾有助于减轻火灾危害。在过去的十年中,已经提出了许多基于人工智能的解决方案,这些方案优先检测火灾烟雾,因为通过遥感可以捕捉到火灾烟雾,并提供野外火灾的早期迹象。然而,这些方法大多计算量大或误报率高。本文提出了一种轻量级深度神经网络模型,用于在卫星或其他遥感来源捕获的图像中检测火灾烟雾。由卷积和视觉变换块组成的混合网络每秒仅需 60 万个参数和 4 亿次浮点运算,就能在正常和多雾环境条件下高效地检测烟雾。该模型在四个数据集上的表现优于七种最先进的方法,其中包括从 "中分辨率成像分光仪 "卫星图像中自行收集的数据集。该模型在三个数据集上的准确率超过 99%,在第四个数据集上的准确率达到 93.90%。该模型对提取的特征进行了 t 分布随机邻域嵌入,证明了其卓越的特征学习能力。值得注意的是,即使是仅占卫星图像面积 2% 的微小烟雾,该模型也能有效地检测出来。由于对内存和计算量的要求较低,所提出的模型效果非常好,因此适合部署在资源有限的设备中,用于森林监控和早期火灾烟雾检测。
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引用次数: 0
Forest structural complexity and ignition pattern influence simulated prescribed fire effects 森林结构的复杂性和点火模式对模拟明火效果的影响
IF 5.1 3区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2024-09-13 DOI: 10.1186/s42408-024-00314-7
Sophie R. Bonner, Chad M. Hoffman, Rodman R. Linn, Wade T. Tinkham, Adam L. Atchley, Carolyn H. Sieg, J. Morgan Varner, Joseph J. O’Brien, J. Kevin Hiers
Forest structural characteristics, the burning environment, and the choice of ignition pattern each influence prescribed fire behaviors and resulting fire effects; however, few studies examine the influences and interactions of these factors. Understanding how interactions among these drivers can influence prescribed fire behavior and effects is crucial for executing prescribed fires that can safely and effectively meet management objectives. To analyze the interactions between the fuels complex and ignition patterns, we used FIRETEC, a three-dimensional computational fluid dynamics fire behavior model, to simulate fire behavior and effects across a range of horizontal and vertical forest structural complexities. For each forest structure, we then simulated three different prescribed fires each with a unique ignition pattern: strip-head, dot, and alternating dot. Forest structural complexity and ignition pattern affected the proportions of simulated crown scorch, consumption, and damage for prescribed fires in a dry, fire-prone ecosystem. Prescribed fires in forests with complex canopy structures resulted in increased crown consumption, scorch, and damage compared to less spatially complex forests. The choice of using a strip-head ignition pattern over either a dot or alternating-dot pattern increased the degree of crown foliage scorched and damaged, though did not affect the proportion of crown consumed. We found no evidence of an interaction between forest structural complexity and ignition pattern on canopy fuel consumption, scorch, or damage. We found that forest structure and ignition pattern, two powerful drivers of fire behavior that forest managers can readily account for or even manipulate, can be leveraged to influence fire behavior and the resultant fire effects of prescribed fire. These simulation findings have critical implications for how managers can plan and perform forest thinning and prescribed burn treatments to meet risk management or ecological objectives.
森林结构特征、燃烧环境和点火方式的选择都会影响规定火种的行为和火灾效果;然而,很少有研究对这些因素的影响和相互作用进行研究。了解这些驱动因素之间的相互作用如何影响规定用火的行为和效果,对于安全有效地实施规定用火以实现管理目标至关重要。为了分析燃料复合体与点火模式之间的相互作用,我们使用三维计算流体动力学火灾行为模型 FIRETEC 来模拟一系列水平和垂直森林结构复杂性的火灾行为和影响。针对每种森林结构,我们模拟了三种不同的规定火灾,每种火灾都有独特的点火模式:条状火头、点状火头和交替点状火头。森林结构的复杂性和点火模式影响了在干燥、易发生火灾的生态系统中模拟的树冠烧焦、消耗和破坏的比例。与空间结构不太复杂的森林相比,在树冠结构复杂的森林中点火会增加树冠的消耗、烧焦和损害。选择条状火头点火模式而不是点状或交替点火模式会增加树冠叶片烧焦和受损的程度,但不会影响树冠消耗的比例。我们没有发现森林结构的复杂性和点火方式对树冠燃料消耗、焦烧或损害有相互作用的证据。我们发现,森林结构和点火模式是火灾行为的两个强大驱动因素,森林管理者可以很容易地加以考虑甚至操纵,它们可以被用来影响火灾行为和处方火的火灾效应。这些模拟结果对管理者如何规划和执行森林疏伐和规定火烧处理以实现风险管理或生态目标具有重要意义。
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引用次数: 0
Estimating masticated and cone fuel loads using the Photoload method 用光照法估算咀嚼燃料和锥形燃料负荷
IF 5.1 3区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2024-08-30 DOI: 10.1186/s42408-024-00302-x
Sharon M. Hood, Sarah J. Flanary, Christine M. Stalling
Recognizing the complexity and varied nature of forest fuelbeds is crucial in understanding fire behavior and effects on the landscape. While current modeling efforts often consider fine and coarse woody debris surface fuel loads, those options do not always provide the most complete description of the fuelbeds. Both masticated fuels and cones can be a significant part of the fuelbed, with the potential to influence fire behavior and effects, but they are not currently captured in planar intersect methods or Photoload fuel sampling methodology. Cones are prevalent in most forested conifer stands, while mastication is a type of fuel treatment used to compact fuelbeds by shredding or chipping small trees, shrubs, and down woody debris. The treatment creates nonuniform particle sizes that violate assumptions of the planar intersect method to estimate dead surface fuel loads. The Photoload method of fuel load estimation allows visual estimates of fuel loads by particle type and the flexibility to develop photosequences of new fuel types. We created Photoload mastication sequences for estimating loading of masticated fuels, as well as cone loading sequences. Our mastication photosequences were developed from Pinus ponderosa-Pseudotsuga menziesii forests in Montana, USA, but could be used to provide a relative estimate of load for any masticated material. The cones used for developing photosequences were gathered from several forest types in the Northern Rockies, USA. We created two masticated fuel photosequences—fine particles < 7.62 cm and coarse particles ≥ 7.62 cm in width and six cone photosequences—Larix occidentalis, P. ponderosa, Pinus monticola, Pinus flexilis, Picea engelmannii, and P. menziesii. The new mastication and cone loading photosequences can be used together with existing Photoload sequences to obtain total estimates of surface fuel loads. The 1-page sequences can be printed and used in the field to estimate these additional fuel type loads quickly and easily.
认识森林燃料层的复杂性和多样性对于了解火灾行为和对景观的影响至关重要。虽然目前的建模工作通常会考虑细木屑和粗木屑的表面燃料负荷,但这些方案并不总能提供最完整的燃料床描述。碎屑燃料和圆锥体都可能是燃料床的重要组成部分,有可能影响火灾行为和效果,但目前的平面交叉方法或 Photoload 燃料取样方法都无法捕捉到它们。锥果在大多数针叶林林分中都很普遍,而碾压是一种燃料处理方法,通过切碎或削掉小树、灌木和下木屑来压实燃料床。这种处理方式会造成颗粒大小不均匀,从而违反平面交叉法估算死面燃料负荷的假设。使用 Photoload 方法估算燃料负荷时,可以根据颗粒类型直观地估算燃料负荷,并可灵活地开发新燃料类型的光序列。我们创建了用于估算咀嚼燃料负荷的 Photoload 咀嚼序列以及锥体负荷序列。我们的咀嚼光序列是根据美国蒙大拿州的松柏-红松林开发的,但也可用于对任何咀嚼材料的负荷进行相对估算。用于绘制光序列的圆锥花采集自美国北落基山脉的几种森林类型。我们创建了两种咀嚼燃料光序列--宽度小于 7.62 厘米的细颗粒和宽度≥ 7.62 厘米的粗颗粒,以及六种圆锥体光序列--西洋杉、P. ponderosa、Pinus monticola、Pinus flexilis、Picea engelmannii 和 P. menziesii。新的咀嚼和锥体负荷光序列可与现有的 Photoload 序列一起使用,以获得地表燃料负荷的总估算值。这些单页序列可以打印出来并在野外使用,以快速、轻松地估算这些额外的燃料类型负荷。
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引用次数: 0
Fire intensity effects on serotinous seed survival 火灾强度对蚕豆种子存活率的影响
IF 5.1 3区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2024-08-29 DOI: 10.1186/s42408-024-00295-7
Chika K. Tada, Ella S. Plumanns-Pouton, Trent D. Penman, Alexander I. Filkov
In fire-prone environments, some species store their seeds in canopy cones (serotiny), which provides seeds protection from the passage of fire before stimulating seed release. However, the capacity of serotinous cones to protect seeds under high intensity fire is uncertain. Beyond simply “high” versus “low” fire intensity or severity, we must understand the influence of the specific characteristics of fire intensity—heat flux, exposure duration, and their dynamics—on serotinous seed survival. In this study, we tested serotinous seed survival under transient levels of radiant heat to understand the distinct and combined impacts of radiative heat flux and duration of exposure on the survival of seeds from two serotinous obligate seeder species: yellow hakea (Hakea nodosa R.Br.) and heath-leaved banksia (Banksia ericifolia subsp. ericifolia). We found differing impacts of fire intensity treatments on seed survival. Static levels of radiative heat (17 kW/m2) at long durations (600 s) reduced seed survival by 75.7% for yellow hakea and 1.5% for heath-leaved banksia compared to the control. However, dynamic heat (a short 120-s period of 40 kW/m2 followed by a slow decline) with an identical total duration (600 s) did not have comparable reductions in seed survival. This is despite both treatments having comparable radiant exposure (10,200 kJ/m2 for the former and 10,236 kJ/m2 for the latter). Both species demonstrated remarkable capacity to withstand heat treatments, particularly dynamic fire intensity—both high (40 kW/m2) and low (19 kW/m2). While almost all fire exposure treatments reduced survival from the control, most seeds remained viable and germinated upon release. Our study highlights the importance of examining dynamic rather than static fire effects on vegetation, to accurately replicate the conditions of a fire front. Serotinous seeds demonstrate good capacity to tolerate intense fire. Nonetheless, the combined effects of high heat flux at prolonged durations reduces seed survival. We suggest overly prolonged passing fire fronts may cause seed death and are a risk to obligate seeder species that rely solely on seeds for persistence post-fire.
在火灾易发的环境中,一些物种会将种子储存在树冠圆锥体(绢毛)中,这样可以在刺激种子释放之前保护种子免受火灾的影响。然而,在高强度火灾下,绢毛球果保护种子的能力尚不确定。除了 "高 "与 "低 "的火灾强度或严重程度之外,我们还必须了解火灾强度的具体特征--热通量、暴露持续时间及其动态变化--对绢毛种子存活的影响。在这项研究中,我们测试了在瞬时辐射热水平下蛇尾草种子的存活率,以了解辐射热通量和暴露持续时间对两种蛇尾草种子存活率的不同和综合影响:黄花蛇尾草(Hakea nodosa R.Br.)和热叶银杏(Banksia ericifolia subsp.ericifolia)。我们发现火强度处理对种子存活率的影响各不相同。与对照组相比,持续时间较长(600 秒)的静态辐射热(17 kW/m2)使黄花百合的种子存活率降低了 75.7%,使热叶银杏的种子存活率降低了 1.5%。然而,总持续时间相同(600 秒)的动态加热(40 kW/m2 的 120 秒短时间加热,然后缓慢下降)并没有降低种子存活率。尽管两种处理的辐射量相当(前者为 10,200 kJ/m2 ,后者为 10,236 kJ/m2)。两个物种都表现出了出色的耐热能力,尤其是动态火强度--无论是高强度(40 kW/m2)还是低强度(19 kW/m2)。虽然几乎所有的火烧处理都会降低对照组的存活率,但大多数种子在释放后仍能存活并发芽。我们的研究强调了研究动态而非静态火灾对植被影响的重要性,以准确复制火灾前沿的条件。绢毛种子具有良好的耐受强火能力。然而,持续时间较长的高热通量的综合影响降低了种子的存活率。我们认为,过长的火灾锋面可能会导致种子死亡,这对仅依靠种子在火灾后存活的种子物种来说是一个风险。
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引用次数: 0
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Fire Ecology
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