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Landscape-level likelihood estimation of eastern spruce dwarf mistletoe (Arceuthobium pusillum) infestations in lowland black spruce (Picea mariana) forests of Minnesota, USA 美国明尼苏达州低地黑云杉(Picea mariana)林中东部云杉矮槲寄生(Arceuthobium pusillum)侵染的景观水平可能性估计
3区 农林科学 Q2 FORESTRY Pub Date : 2023-10-13 DOI: 10.1139/cjfr-2023-0139
Ella R Gray, Matthew B. Russell, Marcella Anna Windmuller-Campione
Biotic disturbance agents are important factors influencing forest dynamics; incorporating them into management planning requires detailed understanding of their distribution, prevalence, and effects on stand dynamics. However, this information can be difficult to collect in remote forest systems, such as lowland black spruce (Picea mariana (Mill.) B. S. P.) forests affected by eastern spruce dwarf mistletoe (Arceuthobium pusillum Peck, hereafter ESDM). In such cases, predictive modeling is often needed to inform management decisions and address forest health questions. Here, we used two publicly available datasets to predict areas where black spruce is more likely to be infested with ESDM in northeastern Minnesota, USA. Using random forest modeling and logistic regression, we found location, stand age, basal area, site index, average diameter, and metrics of species composition to be among the most important predictors of ESDM occurrence. Predictions showed two regions of greater likelihood of infestation with distinct ecological characteristics and ownership patterns. By understanding how stand structural characteristics relate to ESDM infestations, managers can improve monitoring and management of ESDM at the stand and landscape scales. Additionally, our approach of using multiple datasets and modeling methods can serve as a framework for decision making for other forest health concerns.
生物干扰因子是影响森林动态的重要因素;将它们纳入管理规划需要详细了解它们的分布、流行程度和对林分动态的影响。然而,这些信息很难在偏远的森林系统中收集,例如低地黑云杉(Picea mariana)。B. S. P.)受东部云杉矮槲寄生(Arceuthobium pusillum Peck,简称ESDM)影响的森林。在这种情况下,往往需要预测建模来为管理决策提供信息并解决森林健康问题。在这里,我们使用两个公开可用的数据集来预测美国明尼苏达州东北部黑云杉更容易感染ESDM的地区。通过随机森林模型和logistic回归分析,我们发现位置、林龄、基底面积、立地指数、平均直径和物种组成指标是ESDM发生的最重要预测因子。预测显示,有两个区域更有可能发生虫害,它们具有不同的生态特征和所有权模式。通过了解林分结构特征与ESDM侵扰的关系,管理者可以在林分和景观尺度上改善ESDM的监测和管理。此外,我们使用多种数据集和建模方法的方法可以作为其他森林健康问题决策的框架。& # x0D;
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引用次数: 0
New aboveground biomass equations by components for small black spruce in peatland ecosystems of Western Canada 加拿大西部泥炭地生态系统中小黑云杉的新的地上生物量组分方程
3区 农林科学 Q2 FORESTRY Pub Date : 2023-10-10 DOI: 10.1139/cjfr-2023-0031
Steven Wagers, Guillermo Castilla, Mihai Voicu, Tyler Rea, G. Arturo Sanchez-Azofeifa
Black spruce is the most common tree species in Canada, dominating treed peatlands where they are usually stunted. We used 495 destructively sampled trees from 56 plots to develop allometric models of aboveground biomass by components (stem, branches, and needles) for small (<5 m tall) black spruce from peatlands in the Taiga Plains and Boreal Plains Ecozones of Western Canada, for which there were no specific models available of biomass by components. We used leave-one-plot-out cross-validation to assess transferability and compare our models with existing national and ecozone-specific equations. Our models predicted total tree biomass with better accuracy and less biased estimates than the national model (relative RMSE: 30% versus 35% national; relative bias: +1% versus –12% national). Similar results were obtained in other external datasets. Existing ecozone equations performed worse than either our models or the national ones. When we applied the models at the plot level to predict aboveground biomass density (Mg·ha −1 ), our models outperformed the national model again (relative RMSE: 15.9% versus 18.6% national, relative bias: +3.5% versus –13.6% national). These results indicate that at least for peatlands of Western Canada, our models provide better aboveground biomass estimates for small black spruce trees than existing models.
黑云杉是加拿大最常见的树种,在泥炭地占主导地位,在那里它们通常发育不良。我们利用来自56个样地的495棵破坏性采样树,对来自加拿大西部泰加平原和北方平原生态区泥炭地的小型(<5 m高)黑云杉建立了按组分(茎、枝和针)计算地上生物量的异速生长模型,目前尚无具体的组分生物量模型。我们使用“留一张图”交叉验证来评估可转移性,并将我们的模型与现有的国家和生态区特定方程进行比较。与国家模型相比,我们的模型预测树木总生物量具有更高的准确性和更少的偏差(相对RMSE: 30%对35%;相对偏差:+1%对-12%全国)。在其他外部数据集中也得到了类似的结果。现有的经济区方程表现得比我们的模型或国家的模型都差。当我们在样地水平上应用模型预测地上生物量密度(Mg·ha−1)时,我们的模型再次优于国家模型(相对RMSE: 15.9%,而全国为18.6%,相对偏差:+3.5%,全国为-13.6%)。这些结果表明,至少对于加拿大西部的泥炭地,我们的模型提供了比现有模型更好的小型黑云杉的地上生物量估算。
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引用次数: 0
Modeling tree leaf area of Chinese fir plantations 杉木人工林叶面积建模
3区 农林科学 Q2 FORESTRY Pub Date : 2023-10-03 DOI: 10.1139/cjfr-2023-0127
Yancheng Qu, Yihang Jiang, Hanyue Chen, Yuxin Hu, Quang V. Cao, Anli Luo, Jian-guo Zhang, Xiongqing Zhang
Leaf area is an important ecophysiological variable for quantifying the potential production of trees, since it is closely related to tree growth. However, it is difficult to measure the leaf area completely because of the large number of leaves, so it is particularly important to develop accurate species-specific leaf area models. In this study, using 144 parse trees from 48 plots of different climate zones and ages of Chinese fir, tree leaf area models were developed based on sapwood area at breast height (SABH), diameter at breast height (DBH), and diameter at crown base (DCB), respectively. The results showed that the population-averaged levels of nonlinear mixed-effects (NLME) models were better than the plot-levels and base models, and the leaf area models based on DCB performed the best. Finally, the NLME model (16) based on DCB was used as the final model for tree leaf area of Chinese fir plantations, which was consistent with the pipe model theory. All the variables had certain biological and statistical significance and were easy to obtain in the field work (nondestructive). In addition, this study can also provide a reference for other tree species in predicting tree leaf area.
叶面积与树木生长密切相关,是量化树木潜在产量的重要生理生态变量。然而,由于叶片数量众多,很难完全测量叶面积,因此建立准确的物种特异性叶面积模型就显得尤为重要。本研究以杉木不同气候带和年龄的48个样地144棵分析树为研究对象,分别基于胸高边材面积(SABH)、胸高径(DBH)和冠底径(DCB)建立了杉木叶面积模型。结果表明,非线性混合效应(NLME)模型的种群平均水平优于样地水平和基准模型,其中基于DCB的叶面积模型表现最好。最后,采用基于DCB的NLME模型(16)作为杉木人工林叶面积的最终模型,该模型与管道模型理论一致。所有变量均具有一定的生物学和统计学意义,易于在野外(无损)工作中获得。此外,本研究也可为其他树种的叶面积预测提供参考。
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引用次数: 0
GENOTYPE AND ENVIRONMENTAL INTERACTION ON THE WOOD QUALITY OF <i>Eucalyptus</i> spp. FOR ENERGY PURPOSES 桉树木材品质的基因型和环境互作为能源目的
3区 农林科学 Q2 FORESTRY Pub Date : 2023-09-28 DOI: 10.1139/cjfr-2023-0153
Thammi Queuri Gomes da Cunha, Pedro Augusto Fonseca Lima, Alyne Chaveiro Santos, Evandro Novaes, Carlos Roberto Sette Jr
The objective of this study was to evaluate the wood chemical and energetic characteristics of Eucalyptus spp. clones planted in three sites in the Midwest of Brazil. Thus, five clones from Eucalyptus spp. were planted in different sites aiming to determine the qualitative characteristics of the wood resulting from the variation in the tree growth environment and the genetic material. The same clones was planted in the three sites to determine the genotype x environment interaction. The trees were then sampled at five years after planting for their physical-chemical and energetic characterization. The results showed that the wood characteristics vary in different proportions according to the clone, just as the growth environment of the trees alters the behavior of the clones for the same characteristics. The edaphic variables affected the wood characteristics, inferring that the water content in the soil has more effect on the wood properties than the water content in the air, mainly on wood basic density. The results of this study indicate that using the appropriate genotype related to the environment conditions determines the wood characteristics, since the wood properties are strongly influenced by the edaphoclimatic variables.
本研究的目的是评价在巴西中西部3个地点种植的桉树无性系的木材化学和能量特性。为此,在不同地点种植了5个桉树无性系,旨在确定树木生长环境和遗传物质变化对木材质量特性的影响。在三个地点种植相同的无性系,以确定基因型与环境的相互作用。然后在种植5年后对树木进行物理化学和能量表征取样。结果表明,不同的无性系,木材特性的变化比例不同,正如树木的生长环境会改变无性系对相同特性的行为。土壤变量影响木材特性,推断土壤含水量对木材特性的影响大于空气含水量,主要是对木材基本密度的影响。本研究结果表明,木材的特性受气候变量的强烈影响,因此使用与环境条件相关的适当基因型决定了木材的特性。
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引用次数: 0
Local adaptation of balsam fir seedlings improves growth resilience to heat stress 香脂冷杉幼苗的局部适应性提高了生长对热胁迫的适应能力
3区 农林科学 Q2 FORESTRY Pub Date : 2023-09-21 DOI: 10.1139/cjfr-2023-0128
Jacob Ravn, Anthony Robert Taylor, Michael B. Lavigne, Loïc D'Orangeville
Increasing frequencies of heat waves and drought are expected to shift the range and growth of balsam fir ( Abies balsamea (L.) Mill.), a widely distributed cold-adapted boreal species. However, our ability to predict this species response to these climate anomalies remains limited, especially when considering how trees can exhibit delayed and persistant growth responses to these stressors, or legacy effects. Here, we assess the growth response of balsam fir seedlings from four populations following 60 treatment combinations of temperature and water deficit in the previous year. Although we observed moderate water deficit legacy effects on growth, there were no resilience or recovery responses. We did, however, observe considerable negative legacy effects on growth proportional to the level of warming, with average legacy growth declines reaching 45% under the highest warming treatment. Furthermore, the southern populations displayed a 28% higher average growth resilience to temperature stress compared with the northern populations, indicating a higher tolerance to warming. When comparing legacy effects on balsam fir populations at moderate warming conditions relative to the current local baseline climate, we report limited growth declines for southern populations and growth increases for the northern populations. While our results highlight the importance of legacy effects from heat stress in seedlings, they also provide evidence that careful selection of warm-adapted genotypes for reforestation efforts may help offset some of these legacy effects.
热浪和干旱频率的增加预计会改变苦瓜冷杉(Abies balsamea (L.))的生长范围和生长。Mill.),广泛分布的适应寒冷的北方物种。然而,我们预测该物种对这些气候异常的反应的能力仍然有限,特别是考虑到树木如何对这些压力源或遗留效应表现出延迟和持续的生长反应。本研究以香脂冷杉为研究对象,对4个种群在前一年60种不同温度和水分亏缺处理组合下的生长响应进行了评价。虽然我们观察到适度的水分亏缺对生长的影响,但没有弹性或恢复响应。然而,我们确实观察到与变暖水平成正比的相当大的负面遗留影响,在最高变暖处理下,平均遗留增长下降达到45%。此外,南方种群对温度胁迫的平均生长弹性比北方种群高28%,表明南方种群对变暖的耐受性更高。当比较相对于当前当地基线气候的温和变暖条件下对香脂冷杉种群的遗留影响时,我们报告了南方种群的有限增长下降和北方种群的增长增加。虽然我们的研究结果强调了热胁迫对幼苗的遗留影响的重要性,但它们也提供了证据,表明为重新造林工作精心选择适应温暖的基因型可能有助于抵消这些遗留影响。
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引用次数: 0
Sugar maple sap, soil, and foliar chemistry in response to non-industrial wood ash fertilizer in Muskoka, Ontario 糖枫液,土壤和叶面化学反应的非工业木灰肥料在马斯科卡,安大略省
3区 农林科学 Q2 FORESTRY Pub Date : 2023-09-20 DOI: 10.1139/cjfr-2023-0107
Shelby Conquer, Norman D. Yan, Shaun A. Watmough
Non-industrial wood ash may be an effective forest soil nutrient supplement but its use in Canada is largely restricted because of unknown concentrations of trace metal contaminants. Sugar maple ( Acer saccharum Marshall) is particularly sensitive to low soil calcium (Ca) levels, and though maple syrup is of great economic importance in Canada, it is unknown how wood ash could affect sap chemistry. Non-industrial wood ash (NIWA; 6 Mg·ha −1 ) applied to experimental plots in Muskoka, Ontario was rich in Ca (27%), while metal concentrations were well below provincial regulatory limits. One-year post-application, significant increases were observed in the treated plots in the soil pH and base cations (Ca, K, and Mg) in the surface soil horizons, and metal concentrations in the litter. Sap yield in the control plots was significantly lower in the first-year post-application than in the second year, but no other differences were found. In both tapping years, sap sweetness remained similar and differences in nutrient and metal concentrations between treatments were generally small and inconsistent. Foliar chemistry remained largely unchanged 1 year following application, except for K that was twice as high in the treated plots. Ultimately, NIWA is unlikely to significantly alter sugar maple sap chemistry, indicating that it is a viable nutrient supplement that can enhance soil fertility in sugar bushes with no impact on sap sweetness.
非工业木灰可能是一种有效的森林土壤养分补充,但由于微量金属污染物的浓度未知,其在加拿大的使用在很大程度上受到限制。糖枫(Acer saccharum Marshall)对低土壤钙(Ca)水平特别敏感,尽管枫糖浆在加拿大具有重要的经济意义,但尚不清楚木灰如何影响树液化学。非工业木灰;6 Mg·ha−1)施用于安大略省Muskoka试验田,Ca含量丰富(27%),而金属浓度远低于省规定限值。施用1年后,处理地块土壤pH值、表层碱基阳离子(Ca、K、Mg)和凋落物中金属浓度显著增加。对照区施后第一年树液产量显著低于第二年,其余无差异。在两个采采年份,汁液甜度保持相似,处理之间养分和金属浓度的差异通常很小且不一致。施用后1年,叶片化学成分基本保持不变,但处理地块的钾含量是处理地块的两倍。最终,NIWA不太可能显著改变糖枫汁的化学性质,这表明NIWA是一种可行的营养补充剂,可以在不影响树液甜度的情况下提高糖灌木的土壤肥力。
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引用次数: 0
How consistent are citizen science data sources, an exploratory study using free automated image recognition apps for woody plant identification 公民科学数据来源的一致性如何?一项使用免费自动图像识别应用程序进行木本植物识别的探索性研究
3区 农林科学 Q2 FORESTRY Pub Date : 2023-09-18 DOI: 10.1139/cjfr-2023-0203
Kenneth A. Anyomi
Rapid advances in artificial intelligence have led to an upsurge in automated image recognition phone apps. This has increased public involvement in the collection, identification (ID) and analysis of biological data. While this is good for the field of biological data monitoring, it is not clear how consistent IDs are from different apps. The goal of this exploratory work is to verify the accuracy and consistency in plant species identification from two widely used and free apps i.e. PlantNet and iNaturalist app. This work was conducted by scanning leaf samples along Bruce trail in the Niagara Escarpment Biosphere reserve and the Royal Botanical Gardens arboretum, in Hamilton Ontario. Results show over 90% consistency in the identification of woody plants at the level of genus. At the species level, PlantNet app demonstrated 79% accuracy (i.e. 79 out of 100 species correctly identified) while the iNaturalist app demonstrated 44% accuracy. Enhancing species representation in the database for southern Ontario might help particularly species in the family Betulaceae, Rosaceae and Pinaceae. Complementary use of the apps is recommended as a cautionary measure to reduce the likelihood of error in species-level woody plant identification as well as using apps in conjunction with field guide.
人工智能的快速发展导致了自动图像识别手机应用程序的激增。这增加了公众对生物数据收集、鉴定和分析的参与。虽然这对生物数据监测领域有好处,但目前尚不清楚来自不同应用程序的id是否一致。本探索性工作的目的是验证两个广泛使用的免费应用程序(PlantNet和iNaturalist应用程序)在植物物种鉴定中的准确性和一致性。本工作通过扫描Niagara Escarpment生物圈保护区和安大略省汉密尔顿皇家植物园的Bruce trail的叶片样本进行。结果表明,在属水平上木本植物的鉴定一致性达90%以上。在物种水平上,PlantNet应用程序的准确率为79%(即100个物种中有79个被正确识别),而iNaturalist应用程序的准确率为44%。加强在南安大略省数据库中的物种代表性可能有助于特别是桦木科,蔷薇科和松科的物种。建议将应用程序的补充使用作为一种警告措施,以减少物种水平木本植物识别错误的可能性,并将应用程序与实地指南结合使用。
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引用次数: 0
A pan-Canadian assessment of empirical research on post-disturbance recovery in the Canadian Forest Service 加拿大林业局干扰后恢复实证研究的泛加拿大评估
3区 农林科学 Q2 FORESTRY Pub Date : 2023-09-13 DOI: 10.1139/cjfr-2022-0300
Kaysandra Waldron, Nelson Thiffault, Lisa Venier, Fidèle Bognounou, Dominique Boucher, Elizabeth Campbell, Ellen Whitman, Lucas Brehaut, Sylvie Gauthier
Information about post-disturbance regeneration success and successional dynamics is critical to predict forest ecosystem resistance and resilience to disturbances and climate change. Our objective was to identify and classify post-disturbance empirical research conducted by the Canadian Forest Service (CFS) of Natural Resources Canada to provide guidance on future research needs, improving our understanding of post-disturbance recovery in a Canadian context. We collected and classified peer-reviewed and non-published literature produced by the department between 1998 and 2020 that concerned post-disturbance ecology. We focused on research addressing natural or anthropogenic disturbances, such as wildfires, pest outbreaks, windthrows, forest management and seismic lines. We found that forest harvesting was the disturbance most studied by CFS, followed by fire. Most studies examined changes in vegetation related to forest management and fire and they were mainly focussed on post-disturbance tree regeneration success. Our results provide a geographic overview of CFS research on post-disturbance recovery in Canada and enable the identification of key knowledge gaps. Notably, research focusing on recovery after natural disturbances was underrepresented in the assessed literature compared to studies centered around harvesting. Long-term research sites, chrono-sequences that substitute space for time, and studies focused on consecutive disturbances are especially important to maintain and establish in the face of climate change.
关于干扰后再生成功和演替动态的信息对于预测森林生态系统对干扰和气候变化的抵抗力和恢复力至关重要。我们的目标是识别和分类由加拿大自然资源部的加拿大林业局(CFS)进行的干扰后实证研究,为未来的研究需求提供指导,提高我们对加拿大背景下干扰后恢复的理解。我们收集并分类了该部门在1998年至2020年期间发表的关于干扰后生态学的同行评审和未发表的文献。我们重点研究自然或人为干扰,如野火、虫害爆发、大风、森林管理和地震线。森林采伐是CFS研究最多的干扰因素,其次是火灾。大多数研究考察了与森林管理和火灾有关的植被变化,它们主要集中在干扰后树木更新的成功。我们的研究结果提供了加拿大干扰后恢复CFS研究的地理概况,并使关键知识空白得以确定。值得注意的是,与以收获为中心的研究相比,在评估文献中,关注自然干扰后恢复的研究代表性不足。长期的研究地点、用空间代替时间的时间序列以及关注连续扰动的研究对于在气候变化面前维持和建立尤为重要。
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引用次数: 1
Nesting-Tree Preferences of the Black Woodpecker - the Biggest Cavity Excavator in in a Conifer-Dominated Forests in Poland 黑啄木鸟的筑巢树偏好——在波兰针叶树占主导地位的森林中最大的洞穴挖掘机
3区 农林科学 Q2 FORESTRY Pub Date : 2023-09-09 DOI: 10.1139/cjfr-2023-0143
Grzegorz Zawadzki
The black woodpecker Dryocopus martius is an ecologically disproportionately important forest species owing to its abundance. Its large cavities provide breeding sites and shelter for many species—large birds, mammals, and social insects. I evaluated the nest tree preferences of black woodpeckers in the Augustów Forest, northeast Poland. Approximately 400 black woodpecker cavities were observed. The Scots pine, Pinus sylvestris, was the most commonly selected tree species, accounting for 90%. The cavity trees were 55–225 years old. All trees younger than 90 years were broadleaved tree species. The trees used to excavate the cavities had a larger diameter at the breast height (DBH) than the average of the stand. The trees selected by black woodpeckers were significantly shorter than the average height of the stands. Over 60% of the cavities were excavated 10–16 m above ground level. I found that the DBH and the first branch height were critical factors affecting the cavity entrance height. In pine-dominated forests, black woodpeckers preferred dead trees. Approximately 44% of new cavities were excavated from dead trees. Leaving dead or dying large trees in commercial forests benefits black woodpeckers and large secondary cavity nesters that depend on it and promotes biodiversity conservation. Birds excavate new cavities at a high rate yearly, in contrast with beech-dominated forests.
黑啄木鸟(Dryocopus martius)数量众多,是一种生态上不成比例的重要森林物种。它巨大的洞穴为许多物种——大型鸟类、哺乳动物和群居昆虫——提供了繁殖地和庇护所。我评估了波兰东北部Augustów森林中黑啄木鸟的筑巢树偏好。观察到大约400个黑啄木鸟蛀洞。苏格兰松(Pinus sylvestris)是最常选择的树种,占90%。洞树树龄55 ~ 225岁。年龄小于90年的乔木均为阔叶树种。用于挖洞的树木胸径比林分平均胸径大。黑啄木鸟选择的树木明显低于林分的平均高度。超过60%的洞是在地面以上10-16米的地方开挖的。发现胸径和第一枝高度是影响洞口高度的关键因素。在松树为主的森林里,黑啄木鸟喜欢死树。大约44%的新洞是从死树中挖掘出来的。在商业森林中留下死亡或垂死的大树有利于黑啄木鸟和依赖于它的大型次级洞巢鸟,并促进生物多样性保护。与山毛榉占主导地位的森林相比,鸟类每年挖掘新洞的速度很高。
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引用次数: 0
Community Forests advance local wildfire governance and proactive management in British Columbia, Canada 加拿大不列颠哥伦比亚省社区森林推进当地野火治理和主动管理
IF 2.2 3区 农林科学 Q2 FORESTRY Pub Date : 2023-09-08 DOI: 10.1139/cjfr-2023-0089
Sarah Dickson-Hoyle, K. Copes‐Gerbitz, Shannon Hagerman, Lori D Daniels
As wildfires are increasingly causing negative impacts to communities and their livelihoods, many communities are demanding more proactive and locally driven approaches to address wildfire risk. This marks a shift away from centralized governance models where decision-making is concentrated in government agencies that prioritize reactive wildfire suppression. In British Columbia (BC), Canada, Community Forests - a long-term, area-based tenure granted to Indigenous and/or local communities - are emerging as local leaders facilitating proactive wildfire management. To explore the factors that are enabling local governance approaches to managing wildfire risk, we conducted semi-structured interviews with 26 Community Forest managers across BC. Managers highlighted financial and social capacity, especially trust and relationships with both community members and government agencies, as crucial factors influencing their ability to undertake proactive management. These factors enable Community Forests to address wildfire risk not only within their own tenure area, but at household, community, and landscape scales, while balancing diverse community values, objectives for forest management, and legal and policy obligations. Despite ongoing challenges, Community Forests emphasized the importance of scaling up their efforts to address wildfire risk and are a critical form of local wildfire governance that can help advance proactive wildfire management across BC.
随着野火对社区及其生计造成的负面影响越来越大,许多社区要求采取更积极主动、地方驱动的方法来应对野火风险。这标志着从集中治理模式的转变,在集中治理模式中,决策集中在优先考虑应对性野火的政府机构。在加拿大不列颠哥伦比亚省,社区森林——一种授予土著和/或当地社区的长期、基于地区的保有权——正在成为促进积极野火管理的地方领导人。为了探索使地方治理方法能够管理野火风险的因素,我们对不列颠哥伦比亚省的26名社区森林管理人员进行了半结构化访谈。管理人员强调,财务和社会能力,特别是与社区成员和政府机构的信任和关系,是影响他们进行积极管理能力的关键因素。这些因素使社区森林不仅能够在自己的保有权范围内,而且能够在家庭、社区和景观范围内应对野火风险,同时平衡不同的社区价值观、森林管理目标以及法律和政策义务。尽管面临着持续的挑战,社区森林强调了加大力度应对野火风险的重要性,是地方野火治理的一种关键形式,有助于推进不列颠哥伦比亚省的积极野火管理。
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引用次数: 0
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