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Allometric equations for biomass and carbon pool estimation in short rotation Pinus radiata stands of the Western Cape, South Africa 用于估算南非西开普省短轮伐期黑松林生物量和碳库的异速方程
IF 2.8 2区 农林科学 Q1 FORESTRY Pub Date : 2024-09-10 DOI: 10.1007/s10342-024-01730-9
Louis Otto Pienaar, Rafael Calama, Jorge Olivar, Camilla Wellstein, Hans Pretzsch, Ben du Toit

The quantification of tree growth and carbon storage over time is an important task for sustainable forest management and carbon sequestration projects. For the South African short-rotation Pinus radiata (D. Don) forests, this knowledge is lacking. We developed allometric equations and compared the estimated weights to previously published biomass studies and we used Dirichlet Regression (DR) modelling to ensure additivity of the component proportions. The biomass components and their contribution to carbon storage depend strongly on forest structure and mean tree size but also on-site conditions and tree architecture. Our first two hypotheses were that the (1) best model for stemwood (SW), bark and total mass will include the combined variable DBH2H and (2) that the DR will yield statistically similar estimates for all components when compared to the best models. Our third hypothesis was that allometric equations developed for sites with high resource availability (e.g. wet, fertile sites) will yield biased estimates when extrapolated to sites with lower levels of resource availability (drier and/or infertile sites). The results indicated that DBH2H was the best variable to describe SW, bark and total mass and the DR yield similar estimates for all component proportions when compared to the best models. There were strong similarities in the SW and total mass of independent test sites in comparison to the SW and total mass of this study but greater variability in the bark, needle and branch mass. This can be associated to site and seasonal differences as well as variability in tree architecture brought about by different silvicultural operations on individual sites. Previously developed equations by other authors for sites with high resource availability overpredicted the SW and total mass of the models developed in this study. Our set of additive component equations performed well even when applied to sites of similar productivity over a climate gradient. The presented new equations bridge the gap in knowledge where allometric equations for short rotation Radiata pine stands are lacking.

对于可持续森林管理和碳封存项目而言,对树木生长和碳储存量进行量化是一项重要任务。对于南非的短轮伐 Pinus radiata (D. Don) 森林来说,这方面的知识还很缺乏。我们开发了异速方程,并将估算的权重与之前公布的生物量研究结果进行了比较,我们还使用了迪里希勒回归(DR)建模,以确保各组分比例的相加性。生物量成分及其对碳储存的贡献在很大程度上取决于森林结构和树木平均大小,同时也取决于现场条件和树木结构。我们的前两个假设是:(1) 干材(SW)、树皮和总质量的最佳模型将包括组合变量 DBH2H;(2) 与最佳模型相比,DR 将对所有成分产生统计上相似的估计值。我们的第三个假设是,为资源可用性高的地点(如潮湿、肥沃的地点)开发的异速方程在推断资源可用性较低的地点(较干燥和/或贫瘠的地点)时,会产生有偏差的估计值。结果表明,DBH2H 是描述 SW、树皮和总质量的最佳变量,与最佳模型相比,DR 对所有成分比例的估计值相似。与本研究的西南部和总质量相比,独立试验地点的西南部和总质量非常相似,但树皮、针叶和树枝质量的变异性更大。这可能与地点和季节差异以及个别地点不同造林作业造成的树木结构差异有关。其他作者以前针对资源可用性高的地点开发的方程对本研究中开发的模型的西南部和总质量预测过高。即使应用于气候梯度上生产力相似的地点,我们的这套加法成分方程也表现良好。所提出的新方程弥补了短轮伐雷达塔松异速生长方程缺乏的知识空白。
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引用次数: 0
Effect of bedrock, tree size and time on growth and climate sensitivity of Norway spruce in the High Tatras 基岩、树木大小和时间对塔特拉山高原挪威云杉的生长和气候敏感性的影响
IF 2.8 2区 农林科学 Q1 FORESTRY Pub Date : 2024-09-02 DOI: 10.1007/s10342-024-01725-6
Saroj Basnet, Andreas Burger, Zuzana Homolová, Frederik Märker, Mario Trouillier, Martin Wilmking

Tree growth is a multifaceted process influenced by various factors at different spatial and temporal scales, including intrinsic tree traits and environmental conditions. Climate factors have a significant impact on tree growth dynamics, while geological controls can also play a crucial role. However, our understanding of the interplay between these factors concerning tree growth is currently limited. This study focuses on Norway spruce (Picea abies [L.] Karst.), one of the economically most important coniferous tree species in Europe, to investigate the interplay of growth, climate, and environment at the forest and corresponding treeline sites in the High Tatra Mountains of Slovakia. Specifically, we developed chronologies of tree-ring width (TRW) and late-wood density (MXD) for different tree size classes across two limestone and granitic sites. Growth rates of Norway spruce trees have been increasing in forests since the 1930s and from the 1950s at treelines. Growth rates were consistently higher on limestone bedrock compared to granitic bedrock conditions. Variability of radial growth is primarily driven by climate at both geological settings with trees on granitic bedrock displaying more pronounced responses to climatic variables. We observed weakening (non-stationarity) in climate signals over time and across all size classes in both geological settings. The magnitude of these effects is small, but varies across size classes, with larger trees generally displaying stronger climate sensitivities compared to smaller ones. Therefore, our findings accentuate the potential implications of geological settings, climate, and environmental factors on the absolute growth and growth dynamics of Norway spruce, highlighting the need for further research to fully understand and manage forest ecosystems in mountainous regions.

树木生长是一个多方面的过程,受不同时空尺度上各种因素的影响,包括树木的内在特性和环境条件。气候因素对树木的生长动态有重大影响,而地质控制也会起到关键作用。然而,目前我们对这些与树木生长有关的因素之间相互作用的了解还很有限。本研究以欧洲经济上最重要的针叶树种之一挪威云杉(Picea abies [L.] Karst.具体而言,我们为两个石灰岩和花岗岩地点不同大小等级的树木建立了树环宽度(TRW)和晚木密度(MXD)年表。自20世纪30年代以来,挪威云杉在森林中的生长率一直在上升,从20世纪50年代开始在树线上也是如此。与花岗岩基岩条件相比,石灰岩基岩上的生长率一直较高。径向生长的变化主要受两种地质环境下气候的影响,花岗岩基岩上的树木对气候变量的反应更为明显。我们观察到,随着时间的推移,气候信号在两种地质环境下的所有大小等级中都有所减弱(非稳态)。这些影响的幅度较小,但在不同大小的树种之间存在差异,与较小的树种相比,较大的树种通常显示出更强的气候敏感性。因此,我们的研究结果突出了地质环境、气候和环境因素对挪威云杉绝对生长和生长动态的潜在影响,强调了进一步研究的必要性,以便充分了解和管理山区的森林生态系统。
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引用次数: 0
Pure and mixed Scots pine forests showed divergent responses to climate variation and increased intrinsic water use efficiency across a European-wide climate gradient 在全欧洲的气候梯度上,纯种和混交苏格兰松林对气候变异表现出不同的反应,内在用水效率也有所提高
IF 2.8 2区 农林科学 Q1 FORESTRY Pub Date : 2024-09-02 DOI: 10.1007/s10342-024-01731-8
Shebeshe Assefa, Maurizio Ventura, Felipe Bravo, Giulia Silvia Giberti, Jorge Olivar, Kamil Bielak, Giustino Tonon, Camilla Wellstein

The present study examined Pinus sylvestris L. growth responses to climatic variations and its relationship with intrinsic water-use efficiency (iWUE) across a water availability gradient and also in pure P. sylvestris and P. sylvestris-Quercus species mixed forests. Study sites were selected in the Mediterranean, temperate, and temperate continental climates in Spain, Italy, and Poland, respectively. A combined tree-ring dendrochronological and stable carbon isotope analysis was used to assess the relationship between tree growth and climate variation. Results showed that P. sylvestris growth is critically affected by summer water availability, regardless of study site and species mixing. Warming temperatures during the early growing season benefit tree growth in Mediterranean and temperate continental climates, while no significant effect was observed in the temperate climatic conditions. At the Mediterranean site, trees in mixed stands showed enhanced growth during wet years when moisture is not limiting. At the temperate continental site, trees in the mixed stand grew at a lower rate than those in pure stands, which suggests that intense interspecific competition for water could overwhelm the benefits of species mixing. Also, we found a divergent growth-iWUE relationship of non-significant and significantly positive and significantly negative correlations at the Polish, Italian, and Spanish sites, respectively. Overall, the negative growth-iWUE relationship at the drier Mediterranean site signifies the risk of tree growth decline, particularly in drier climate conditions. Despite that, elevated iWUE levels would benefit tree radial growth when water is not limited and the admixing tree species have compatible light and water use strategies.

本研究考察了欧洲赤松(Pinus sylvestris L.)在水供应梯度上以及在纯欧洲赤松和欧洲赤松-柞树混交林中的生长对气候变化的反应及其与内在水分利用效率(iWUE)的关系。研究地点分别选在西班牙、意大利和波兰的地中海气候区、温带气候区和温带大陆性气候区。采用树环年代学和稳定碳同位素分析相结合的方法来评估树木生长与气候变异之间的关系。结果表明,无论研究地点和物种混合情况如何,P. sylvestris 的生长都会受到夏季水分供应的严重影响。在地中海和温带大陆性气候条件下,生长季初期的温度升高有利于树木生长,而在温带气候条件下则没有观察到明显的影响。在地中海地区,当湿度不受限制时,混交林中的树木在潮湿年份的生长速度会加快。在温带大陆性气候区,混合林分中树木的生长速度低于纯林分中的树木,这表明种间对水分的激烈竞争可能会压倒物种混合带来的好处。此外,我们还在波兰、意大利和西班牙的研究地点发现了不同的生长-iWUE关系,分别为不显著的显著正相关和显著负相关。总的来说,在较干旱的地中海地区,生长与iWUE的负相关关系意味着树木生长衰退的风险,尤其是在较干旱的气候条件下。尽管如此,当水分不受限制,且混交树种的光和水利用策略相容时,iWUE 水平的提高将有利于树木的径向生长。
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引用次数: 0
Preliminary validation of automated production analysis of feller buncher operations: integration of onboard computer data with LiDAR inventory 伐木机作业自动化生产分析的初步验证:机载计算机数据与激光雷达清单的整合
IF 2.8 2区 农林科学 Q1 FORESTRY Pub Date : 2024-08-24 DOI: 10.1007/s10342-024-01732-7
Steffen Lahrsen, Omar Mologni, Zexi Liu, Dominik Röser

This study examines the development and preliminary validation of a protocol for fully automated production analysis in forest harvesting operations, utilizing onboard computer data. By integrating ignition status, motion status, and machine location data from FPDat II data loggers with LiDAR forest inventory data, this research aims to accurately predict key production metrics such as productive time, area covered, volume harvested, and overall productivity for individual machines. The efficacy of this fully automated data collection and analysis approach is scrutinized using a direct comparison with traditional in-field data collection methods, with a focus on feller buncher operations. Findings indicate minimal discrepancies in productive time recordings (0.9%) and area covered by machines (-1.9%), with slightly larger discrepancies observed in volume harvested (-4.4%) and productivity (-5.3%). More significant disparities in area coverage estimations were noted during individual shifts, particularly when multiple machines operated simultaneously or when there was incomplete coverage of machine tracking by FPDat II data loggers. This study is a crucial step towards understanding the capabilities and limitations of onboard computer data for remote production analysis in forest operations. Through comprehensive analysis, it contributes to the digital transformation of forestry, underscoring both the challenges and opportunities of automated tools in enhancing harvesting efficiency.

本研究利用机载计算机数据,对森林采伐作业中的全自动生产分析协议进行了开发和初步验证。通过整合 FPDat II 数据记录器的点火状态、运动状态和机器位置数据以及激光雷达森林资源数据,本研究旨在准确预测关键生产指标,如生产时间、覆盖面积、收获量以及单台机器的总体生产率。通过与传统的现场数据采集方法进行直接比较,仔细研究了这种全自动数据采集和分析方法的功效,重点是伐木机作业。研究结果表明,生产时间记录(0.9%)和机器覆盖面积(-1.9%)的差异极小,收获量(-4.4%)和生产率(-5.3%)的差异稍大。在个别班次中,特别是当多台机器同时运行或 FPDat II 数据记录器对机器的跟踪覆盖范围不完整时,对覆盖面积估计的差异更为明显。这项研究是了解机载计算机数据在森林作业远程生产分析中的能力和局限性的关键一步。通过全面分析,它有助于林业的数字化转型,强调了自动化工具在提高采伐效率方面所面临的挑战和机遇。
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引用次数: 0
Variability in fine root decomposition after forest thinning: effects of harvest intensity and root size 森林疏伐后细根分解的变异性:采伐强度和根系大小的影响
IF 2.8 2区 农林科学 Q1 FORESTRY Pub Date : 2024-08-23 DOI: 10.1007/s10342-024-01729-2
Dong Wang, Mathias Neumann, Mathias Mayer, Douglas L. Godbold, Hangyu Lan, Xinli Chen, Qingwei Guan

Fine root decomposition is an important driver of forest carbon (C) and nutrient cycling. Harvesting operations may affect fine root decomposition rates by altering root properties and environmental conditions, but our understanding of root dynamics is limited. In this study, we investigated the chemistry, mass loss, element release (C, nitrogen (N), and phosphorus (P)), and compound release (lignin and cellulose) of decaying fine roots in a 26 year-old Chinese fir plantation seven years after low- and high-intensity thinning (30% and 70% tree removal) using two root size classes (< 1 mm and 1–2 mm diameter). Low-intensity thinning (LIT) did not affect mass loss in either fine root class or the release of fine root elements or compounds during decomposition. Similarly, high-intensity thinning (HIT) had no effect on the decomposition of large fine roots. However, compared with LIT and no thinning, HIT reduced the decay rates and lignin and cellulose losses of small fine roots. This reduction was related to an increase in the root lignocellulose index (lignin/[lignin + cellulose]) and a decrease in soil invertase activity. Interestingly, thinning did not affect root C, N, or P loss during decomposition. In summary, our results suggest that thinning intensity as well as root size and chemistry should be considered when studying fine root dynamics in managed forests.

细根分解是森林碳(C)和养分循环的重要驱动力。采伐作业可能会通过改变根系特性和环境条件来影响细根分解率,但我们对根系动态的了解还很有限。在这项研究中,我们利用两种根系大小等级(< 直径 1 毫米和 1-2 毫米),调查了一个 26 年树龄的中国冷杉人工林在低强度和高强度疏伐(30% 和 70% 的树木砍伐)七年后细根腐烂的化学性质、质量损失、元素释放(碳、氮和磷)以及化合物释放(木质素和纤维素)。低强度疏伐(LIT)并不影响细根等级的质量损失,也不影响细根元素或化合物在分解过程中的释放。同样,高强度疏伐(HIT)对大型细根的分解也没有影响。然而,与低强度疏伐和不疏伐相比,高强度疏伐降低了小细根的腐烂率以及木质素和纤维素的损失。这种减少与根木纤维素指数(木质素/[木质素 + 纤维素])的增加和土壤转化酶活性的降低有关。有趣的是,稀植并不影响分解过程中根部 C、N 或 P 的损失。总之,我们的研究结果表明,在研究人工林中细根的动态时,应考虑疏伐强度以及根的大小和化学性质。
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引用次数: 0
Tree characteristics, drought and microtopography modulate the response of subtropical Cunninghamia lanceolata to drought 树木特征、干旱和微地形调节亚热带杉属植物对干旱的反应
IF 2.8 2区 农林科学 Q1 FORESTRY Pub Date : 2024-08-22 DOI: 10.1007/s10342-024-01728-3
Ruiting Liang, Yujun Sun, Zhaoting zhu, Rui Li

Knowledge of how different drivers affect tree responses to drought is unprecedentedly imperative in the context of increasing frequency and severity of climatic droughts. Here, to fully understand the drought response complexity of trees, we assessed drought resilience (resistance and recovery) for Chinese fir (Cunninghamia lanceolata) in Southeast China based on tree ring from 324 trees, and used mixed effects model and machine learning (ML) to examine the roles of tree size, predrought growth performances, multiple drought dimensions, and microtopography in affecting tree drought responses. ML were interpreted using a novel of SHapley Additive exPlanations (SHAP) method. Tree responses to drought were primarily driven by tree characteristics (tree size and predrought growth), rather than drought dimensions (intensity, duration and occurrence Timing) and microtopography (elevation and slope aspect). Resistance and resilience increased with tree size and pre-drought growth variability but decreased with drought intensity- quantified by negative climate water balance. Recovery increased with predrought growth rates but decreased with drought duration. The drought intensity threshold for trees fully recovery of tree growth was about -80 mm. Higher elevations and shady slopes favored resistance (resilience) and recovery respectively, which combined with a greater impact of drought in the dry season suggested that the trees suffered more from droughts that only occurred in the dry season, especially at low- and medium-elevation sunny slopes. This study provided a comprehensive insight into tree growth response to drought, and contributed to the understanding of the mechanisms underlying the complexity of drought response. Increasing size diversity in Chinese fir plantations at sunny lower-elevation slopes is a promising measure to cope with the negative effects of drought.

在气候干旱日益频繁和严重的背景下,了解不同的驱动因素如何影响树木对干旱的反应是前所未有的当务之急。在此,为了充分了解树木干旱响应的复杂性,我们基于324棵树的树环评估了中国东南部冷杉(Cunninghamia lanceolata)的抗旱性(抗性和恢复性),并使用混合效应模型和机器学习(ML)研究了树木大小、干旱前生长表现、多种干旱维度和微地形在影响树木干旱响应中的作用。使用新颖的 SHapley Additive exPlanations(SHAP)方法对 ML 进行了解释。树木对干旱的反应主要受树木特征(树木大小和旱前生长)而非干旱维度(干旱强度、持续时间和发生时序)和微地形(海拔高度和坡度)的影响。抵抗力和恢复力随树木大小和旱前生长变化而增加,但随干旱强度的增加而减少--以负的气候水分平衡来量化。恢复能力随干旱前生长率的增加而增加,但随干旱持续时间的延长而减少。树木生长完全恢复的干旱强度阈值约为-80 毫米。高海拔地区和阴坡分别有利于抗旱(恢复力)和恢复,再加上旱季干旱的影响更大,表明树木在旱季遭受的干旱影响更大,尤其是在中低海拔的阳坡地区。这项研究全面揭示了树木生长对干旱的响应,有助于理解干旱响应复杂性的内在机制。增加低海拔向阳山坡冷杉种植园的大小多样性是应对干旱负面影响的一项可行措施。
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引用次数: 0
Livelihood impacts of community-based forest landscape restoration in the Hindu Kush Himalaya, Pakistan 巴基斯坦兴都库什喜马拉雅山社区森林景观恢复对生计的影响
IF 2.8 2区 农林科学 Q1 FORESTRY Pub Date : 2024-08-16 DOI: 10.1007/s10342-024-01726-5
Ayat Ullah, Miroslava Bavorova

Over the past decade, community-based forest landscape restoration (FLR) has gained policy attention in Pakistan. However, there is a lack of information on how FLR affects the livelihood capital of mountain communities. To fill this gap, this study investigated the livelihood impacts of FLR in the Hindu Kush Himalaya (HKH) region of Pakistan. To understand the role of FLR in livelihood restoration, we utilized focus group discussions (FGDs) and field observations. The study revealed that community members perceived various impacts of FLR on their livelihood assets. FLR helped restore the ecology, improved access to food, education, and health facilities, developed infrastructure, and initiated ecotourism in the study area. FLR activities were executed through several institutions, particularly extension services, Village Development Committees (VDCs), and Joint Forest Management Committees (JFMCs), through the process of equity, accountability, and collaboration. We recommend continuing the implementation of FLR initiatives through extension services to maximize positive impacts on social, natural, human, financial, and physical capitals.

过去十年来,以社区为基础的森林景观恢复(FLR)在巴基斯坦获得了政策关注。然而,有关森林景观恢复如何影响山区社区生计资本的信息却十分匮乏。为了填补这一空白,本研究调查了巴基斯坦兴都库什喜马拉雅山(HKH)地区森林景观恢复对生计的影响。为了解 FLR 在生计恢复中的作用,我们采用了焦点小组讨论 (FGD) 和实地观察的方法。研究表明,社区成员认为森林恢复对他们的生计资产产生了各种影响。FLR 帮助恢复了生态,改善了食物、教育和医疗设施的获取,发展了基础设施,并在研究地区启动了生态旅游。森林恢复与重建活动是通过多个机构,特别是推广服务机构、村庄发展委员会(VDCs)和联合森林管理委员会(JFMCs),在公平、问责和协作的过程中实施的。我们建议继续通过推广服务实施森林资源恢复活动,以最大限度地提高对社会、自然、人力、财政和物质资本的积极影响。
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引用次数: 0
Canopy openness, proportion of deciduous trees and topsoil C/N ratio drive the yield, but their effect on the polyphenol content of medicinal plants is species-specific 树冠开阔度、落叶树比例和表土 C/N 比决定了产量,但它们对药用植物多酚含量的影响因物种而异
IF 2.8 2区 农林科学 Q1 FORESTRY Pub Date : 2024-08-13 DOI: 10.1007/s10342-024-01724-7
Bogdan Jaroszewicz, Katarzyna Stojek, Helge Bruelheide, Quentin Ponette, Michael Scherer-Lorenzen, Kris Verheyen, Anna K. Kiss

Forests and woodlands are the major source of wild medicinal plants worldwide. In our study, we aimed to identify the factors influencing the yield and polyphenol content of Aegopodium podagraria L., Galium aparine L., Rubus fruticosus L., Rubus idaeus L., Stachys sylvatica L. and Urtica dioica L., the common and abundant medicinal plant species in the study areas. We showed that European temperate forests are potentially an important source of the medicinal resources. Light availability, controlled by canopy cover, proportion of deciduous trees and stand basal area were the most important factors positively influencing both abundance and quality of medicinal plants. The C/N ratio and pH of the topsoil were the most important factors positively influencing the content of phenolic compounds. The phenolic content was highly species-specific and varied according to local environmental conditions. A high proportion of deciduous species and a high canopy openness increased the yield and quality of medicinal plants by ensuring high light availability. Plants with high total polyphenol content should also be sought on biologically active (non-acidic) soils with a high C/N ratio. Our results can be used to guide forest management in areas where harvesting of understory medicinal plants is an important provisioning ecosystem service. In many cases a forest management scenario friendly to medicinal plants may require only a minor changes in forest management intensity, as cultivation or enhanced growth of MD plants can take place in intensively thinned forests and cleared forest patches, without competing with timber production.

森林和林地是全球野生药用植物的主要来源。在我们的研究中,我们的目标是找出影响 Aegopodium podagraria L.、Galium aparine L.、Rubus fruticosus L.、Rubus idaeus L.、Stachys sylvatica L.和 Urtica dioica L.产量和多酚含量的因素,这些植物是研究地区常见的丰富药用植物物种。我们的研究表明,欧洲温带森林可能是药用植物资源的重要来源。由树冠覆盖率、落叶树比例和林分基部面积控制的光照可用性是对药用植物的数量和质量产生积极影响的最重要因素。表土的 C/N 比和 pH 值是对酚类化合物含量产生积极影响的最重要因素。酚类化合物的含量具有高度的物种特异性,并因当地环境条件而异。落叶树种比例高和树冠开阔度高可确保光照充足,从而提高药用植物的产量和质量。总多酚含量高的植物还应生长在生物活性强(非酸性)、C/N 比值高的土壤中。我们的研究结果可用于指导森林管理,在这些地区,采伐林下药用植物是一项重要的生态系统服务。在许多情况下,对药用植物友好的森林管理方案可能只需要稍微改变森林管理强度,因为药用植物的栽培或强化生长可以在密集疏伐的森林和开垦的森林斑块中进行,而不会与木材生产竞争。
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引用次数: 0
Transect-scale controlling factors for soil microbial biomass carbon 土壤微生物生物量碳的断面尺度控制因子
IF 2.8 2区 农林科学 Q1 FORESTRY Pub Date : 2024-08-06 DOI: 10.1007/s10342-024-01722-9
Jie Gu, Roland Bol, Genmei Wang, Jian Xiang, Huanchao Zhang

Soil microbial biomass carbon (MBC) plays an essential role in driving and regulating global cycling of carbon (C) which is critically important to climate system. However, the pivotal transect-scale determinant factor for the content of soil MBC, along with the variation pattern in different natural forests and soils has not been sufficiently investigated. In this study, 252 soils samples (6 replicates and 3 depths for each site) were sampled from 14 forests which lie in 7 soil types along the 4000 km North-South transect of Eastern China. We found that the highest content of soil MBC in the whole soil profile with 556.69 ± 14.59 mg C kg− 1 occurred in the subalpine coniferous forest, and the lowest content was observed with 53.11 ± 10.22 mg C kg− 1 in warm coniferous forest. From the angle of soil type, in the whole soil profile Haplic Andosol had the highest content of soil MBC with 480 mg C kg− 1, while Haplic ferralsol possessed the lowest content of MBC with 102 mg C kg− 1. In addition, over the North-South transect of Eastern China the strongest correlation was observed in between the content of soil MBC and altitude (ALT) (R2 = 0.64), followed by soil type (R2 = -0.61), mean annual temperature (MAT) (R2 = -0.56). We concluded that the content of soil MBC in natural forests is mainly controlled by ALT on a transect scale. We believed that the soil C in Yue spruce-fir forest was relatively stable, which can be an option to be a specific forest to optimize forest management and to contribute to mitigating climate change.

土壤微生物生物量碳(MBC)在推动和调节碳(C)的全球循环中发挥着至关重要的作用,这对气候系统至关重要。然而,关于土壤微生物生物量碳含量的关键横断尺度决定因素,以及不同天然林和土壤中的变化模式,尚未得到充分研究。本研究在中国东部 4000 公里南北横断面上的 7 种土壤类型的 14 个森林中采集了 252 个土壤样品(每个地点 6 个重复,3 个深度)。结果表明,亚高山针叶林土壤MBC含量最高,为556.69 ± 14.59 mg C kg- 1;暖季针叶林土壤MBC含量最低,为53.11 ± 10.22 mg C kg- 1。从土壤类型的角度来看,在整个土壤剖面中,Haplic Andosol 的土壤多溴联苯含量最高,为 480 毫克碳千克-1,而 Haplic ferralsol 的土壤多溴联苯含量最低,为 102 毫克碳千克-1。此外,在华东地区南北横断面上,土壤多溴联苯含量与海拔(ALT)的相关性最强(R2 = 0.64),其次是土壤类型(R2 = -0.61)和年平均气温(MAT)(R2 = -0.56)。我们得出的结论是,在横断面上,天然林土壤 MBC 的含量主要受 ALT 的控制。我们认为,岳云杉-冷杉林的土壤碳含量相对稳定,可以作为优化森林管理和减缓气候变化的特定森林选择。
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引用次数: 0
Deep and machine learning prediction of forest above-ground biomass using multi-source remote sensing data in coniferous planted forests in Iran 利用多源遥感数据对伊朗针叶人工林的森林地上生物量进行深度和机器学习预测
IF 2.8 2区 农林科学 Q1 FORESTRY Pub Date : 2024-08-06 DOI: 10.1007/s10342-024-01721-w
Hassan Ali, Jahangir Mohammadi, Shaban Shataee Jouibary

Above-ground biomass (AGB) is one of the most popular forest attribute used to estimating, monitoring and evaluating global carbon storage. Accurately estimating AGB is one of the most significant steps in decision-making regarding sustainable forest management, climate policy and management efficiency. Thus, developing accurate AGB estimation models using satellite data is essential. In the present study, the capability of Phased array type L-band synthetic aperture radar (ALOS-PALSAR) and SPOT-6 data to model AGB using Deep learning (DL) and Random forest (RF) and Multiple linear regression (MLR) algorithms were evaluated in coniferous planted area, northern Iran. The systematic cluster sampling method was applied to collect field plot data. A total of 180 circular plots were measured to calculate AGB per hectare. The DL, RF and MLR algorithms were used for AGB modeling. The relative root mean squared error (rRMSE) and R2 using ALOS-PALSAR data were 21.99% and 0.21 for the DL, 48.46% and 0.18 for RF and 50.20% and 0.11 for MLR, respectively. Also, the RMSE% and R2 using SPOT-6 data were 18.31% and 0.44 for DL, 39.64% and 0.43 for the RF and 44.08% and 0.38 for MLR, respectively. Compared to modeling AGB using ALOS-PALSAR and SPOT-6 data separately, the combination of ALOS-PALSAR and SPOT-6 improved AGB prediction (1.14–23% decrease in RMSE% and 0.11–0.33 increase in R2).The results showed that using of DL provided an increase in prediction accuracy compared to RF and MLR. Based on the results, we conclude that modeling AGB using a combination of ALOS-PALSAR and SPOT-6 data and DL can be useful for estimating AGB in the coniferous planted forests.

地上生物量(AGB)是用于估算、监测和评估全球碳储存的最常用森林属性之一。准确估算 AGB 是可持续森林管理、气候政策和管理效率决策中最重要的步骤之一。因此,利用卫星数据开发精确的 AGB 估算模型至关重要。本研究评估了相控阵型 L 波段合成孔径雷达(ALOS-PALSAR)和 SPOT-6 数据利用深度学习(DL)、随机森林(RF)和多元线性回归(MLR)算法在伊朗北部针叶林种植区建立 AGB 模型的能力。采用系统聚类取样法收集田间小块数据。共测量了 180 块圆形地块,以计算每公顷的 AGB。DL 算法、RF 算法和 MLR 算法被用于 AGB 建模。使用 ALOS-PALSAR 数据计算的相对均方根误差(rRMSE)和 R2 分别为:DL 为 21.99% 和 0.21,RF 为 48.46% 和 0.18,MLR 为 50.20% 和 0.11。此外,使用 SPOT-6 数据的 RMSE% 和 R2 分别为:DL 为 18.31% 和 0.44,RF 为 39.64% 和 0.43,MLR 为 44.08% 和 0.38。与分别使用 ALOS-PALSAR 和 SPOT-6 数据建立 AGB 模型相比,ALOS-PALSAR 和 SPOT-6 数据的组合提高了 AGB 预测效果(RMSE% 降低了 1.14-23%,R2 提高了 0.11-0.33)。根据这些结果,我们得出结论,使用 ALOS-PALSAR 和 SPOT-6 数据以及 DL 组合建立 AGB 模型,可用于估计针叶人工林的 AGB。
{"title":"Deep and machine learning prediction of forest above-ground biomass using multi-source remote sensing data in coniferous planted forests in Iran","authors":"Hassan Ali, Jahangir Mohammadi, Shaban Shataee Jouibary","doi":"10.1007/s10342-024-01721-w","DOIUrl":"https://doi.org/10.1007/s10342-024-01721-w","url":null,"abstract":"<p>Above-ground biomass (AGB) is one of the most popular forest attribute used to estimating, monitoring and evaluating global carbon storage. Accurately estimating AGB is one of the most significant steps in decision-making regarding sustainable forest management, climate policy and management efficiency. Thus, developing accurate AGB estimation models using satellite data is essential. In the present study, the capability of Phased array type L-band synthetic aperture radar (ALOS-PALSAR) and SPOT-6 data to model AGB using Deep learning (DL) and Random forest (RF) and Multiple linear regression (MLR) algorithms were evaluated in coniferous planted area, northern Iran. The systematic cluster sampling method was applied to collect field plot data. A total of 180 circular plots were measured to calculate AGB per hectare. The DL, RF and MLR algorithms were used for AGB modeling. The relative root mean squared error (rRMSE) and R<sup>2</sup> using ALOS-PALSAR data were 21.99% and 0.21 for the DL, 48.46% and 0.18 for RF and 50.20% and 0.11 for MLR, respectively. Also, the RMSE% and R<sup>2</sup> using SPOT-6 data were 18.31% and 0.44 for DL, 39.64% and 0.43 for the RF and 44.08% and 0.38 for MLR, respectively. Compared to modeling AGB using ALOS-PALSAR and SPOT-6 data separately, the combination of ALOS-PALSAR and SPOT-6 improved AGB prediction (1.14–23% decrease in RMSE% and 0.11–0.33 increase in R<sup>2</sup>).The results showed that using of DL provided an increase in prediction accuracy compared to RF and MLR. Based on the results, we conclude that modeling AGB using a combination of ALOS-PALSAR and SPOT-6 data and DL can be useful for estimating AGB in the coniferous planted forests.</p>","PeriodicalId":11996,"journal":{"name":"European Journal of Forest Research","volume":"232 1","pages":""},"PeriodicalIF":2.8,"publicationDate":"2024-08-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141933385","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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European Journal of Forest Research
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