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Evaluating the Ecological Restoration Effectiveness of Poverty Alleviation Relocation through Carbon Storage Analysis: Insights from Karst Regions 通过碳储存分析评估扶贫搬迁的生态恢复效果:喀斯特地区的启示
IF 2.9 2区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2024-06-07 DOI: 10.3390/f15061006
Qing Feng, Zhongfa Zhou, Quan Chen, Changli Zhu, Luoyuan Zhang
The Poverty Alleviation Relocation (PAR) policy is widely regarded as an effective approach for breaking the cycle of ecological vulnerability and poverty. However, quantitative research on the ecological restoration effectiveness of PAR lacks sufficient experimental data support. This study focuses on the karst region and employs analysis methods such as volume-derived biomass and correlation analysis to evaluate the impact of PAR on carbon storage in forest ecosystems using on-site experimental data. The objective is to enhance and broaden the research framework for assessing PAR’s ecological restoration effectiveness. The findings reveal that, compared to the pre-PAR implementation period in 2015, the study area experienced an 8.16% increase in forest land area and a 6.57% increase in carbon storage after six years of PAR implementation in 2021. Following PAR implementation, carbon storage in the stone desertification area surged by 14.31%, indicating a significant correlation between PAR households and carbon storage variables. In the karst area, carbon storage increased by 4.34%, exhibiting a significant correlation between the two variables. Conversely, in the non-karst area, carbon storage rose by 5.01%, but no significant correlation was observed between the variables. Furthermore, post-PAR implementation, there is a discernible trend of stronger carbon storage enhancement with increasing distance from the relocated PAR households.
扶贫搬迁(PAR)政策被广泛认为是打破生态脆弱性和贫困循环的有效方法。然而,有关 PAR 生态恢复效果的定量研究缺乏足够的实验数据支持。本研究以岩溶地区为研究对象,采用生物量体积衍生分析和相关性分析等分析方法,利用现场实验数据评估 PAR 对森林生态系统碳储存的影响。目的是加强和拓宽评估 PAR 生态恢复效果的研究框架。研究结果表明,与 2015 年 PAR 实施前相比,2021 年 PAR 实施六年后,研究区域的林地面积增加了 8.16%,碳储量增加了 6.57%。实施 PAR 后,石漠化地区的碳储量激增了 14.31%,表明 PAR 户与碳储量变量之间存在显著相关性。在岩溶地区,碳储量增加了 4.34%,这两个变量之间存在显著的相关性。相反,在非喀斯特地区,碳储量增加了 5.01%,但两个变量之间没有发现明显的相关性。此外,PAR 实施后,随着与 PAR 搬迁户距离的增加,碳储存量有明显增加的趋势。
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引用次数: 0
Applied Chemical Ecology of Forest Insects 森林昆虫的应用化学生态学
IF 2.9 2区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2024-06-07 DOI: 10.3390/f15060997
J. D. Allison, Qing-He Zhang
 Forests provide diverse and complex services, including contributing directly to the livelihood of more than 1.5 billion people, providing habitat to ca. 80% of terrestrial species and combating climate change. With the continued growth of human populations, the significance of the ecosystem services provided by forests will increase.
森林提供多种复杂的服务,包括直接为 15 亿多人的生计做出贡献,为约 80% 的陆地物种提供栖息地,以及应对气候变化。随着人类人口的持续增长,森林所提供的生态系统服务的重要性将与日俱增。
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引用次数: 0
Silver Fir (Abies alba Mill.): Review of Ecological Insights, Forest Management Strategies, and Climate Change’s Impact on European Forests 银冷杉(Abies alba Mill:)生态见解、森林管理策略和气候变化对欧洲森林的影响回顾
IF 2.9 2区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2024-06-07 DOI: 10.3390/f15060998
Michal Bledý, S. Vacek, Pavel Brabec, Zdeněk Vacek, Jan Cukor, J. Černý, Richard Ševčík, Kateřina Brynychová
The silver fir (Abies alba Mill.) is among the most valuable conifers in Europe for ecological and economic reasons. Throughout the course of history, primarily in the 20th century, its share in stands has been declining due to ill-suited management practices, especially clear-cut management, air pollution (SO2 and NOX emissions), and wildlife-induced damage. This literature review compiles findings from 338 scientific papers. It describes futures for silver fir and its distribution, ecological requirements, threats and diseases, seed production and nurseries, and forest management practices with emphasis on ongoing climate change. Based on recent knowledge of fir ecology and population dynamics, small-scale shelterwood and selection management have been introduced in fir stands, which have also stabilized them. Fir is an essential species for maintaining high stability and biodiversity, especially on planosols and in waterlogged habitats. Owing to its shade tolerance and environmental plasticity, it can coexist very well with many tree species in mixtures, which can increase the productive potential of stands within the natural range in Europe. The average stand volume of mature fir stands ranges from 237–657 m3 ha−1. For its successful natural regeneration, it is essential to reduce cloven-hoofed game and thus prevent bud browsing damage. The attractiveness of fir in terms of heavy browsing is the highest of all conifers (52% damage). On the other hand, fir is a species relatively resistant to bark stripping and the spread of secondary rot compared with Norway spruce (Picea abies [L.] Karst.). Under global climate change, fir is expected to shift to higher elevations with sufficient precipitation, while in the southern part of its natural range or at lower elevations, outside water-influenced habitats, it is likely to decline. Climate change is intricately linked to the heightened prevalence of forest pathogens with significant damage potential in Europe, necessitating careful consideration and strategic adaptation within management practices of fir forests.
出于生态和经济原因,银冷杉(Abies alba Mill.)在整个历史进程中,主要是在 20 世纪,由于不当的管理方法,特别是砍伐管理、空气污染(二氧化硫和氮氧化物排放)以及野生动物造成的破坏,银冷杉在林木中所占的比例一直在下降。本文献综述汇编了 338 篇科学论文的研究结果。它描述了银冷杉的未来及其分布、生态要求、威胁和疾病、种子生产和苗圃以及森林管理方法,重点是正在发生的气候变化。根据最近对冷杉生态学和种群动态的了解,在冷杉林中引入了小规模的防护林和选择管理,这也稳定了冷杉林。冷杉是保持高度稳定性和生物多样性的重要树种,尤其是在浮土和涝害生境中。由于其耐荫性和环境可塑性,它可以与许多树种很好地混交共存,从而提高欧洲天然林区内林分的生产潜力。成熟冷杉的平均立木蓄积量为 237-657 立方米/公顷。要想成功实现杉木的自然再生,就必须减少蹄类动物的活动,从而防止萌芽被啃食破坏。在所有针叶树中,杉木对猛烈啃食的吸引力最大(52% 的损害)。另一方面,与挪威云杉(Picea abies [L.] Karst.)在全球气候变化的影响下,冷杉预计会向降水充足的高海拔地区转移,而在其自然分布区的南部或海拔较低的地区,在受水影响的栖息地之外,冷杉的数量可能会减少。在欧洲,气候变化与具有重大破坏潜力的森林病原体的高流行率密切相关,因此有必要在冷杉林的管理实践中进行仔细考虑和战略调整。
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引用次数: 0
Rethinking Productivity Evaluation in Precision Forestry through Dominant Height and Site Index Measurements Using Aerial Laser Scanning LiDAR Data 利用航空激光扫描激光雷达数据测量优势树高和林地指数,重新思考精准林业的生产力评估
IF 2.9 2区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2024-06-07 DOI: 10.3390/f15061002
Iván Raigosa-García, Leah C. Rathbun, Rachel L. Cook, Justin S. Baker, M. Corrao, M. Sumnall
Optimizing forest plantation management has become imperative due to increasing forest product demand, higher fertilization and management costs, declining land availability, increased competition for land use, and the growing demands for carbon sequestration. Precision forestry refers to the ability to use data acquired with technology to support the forest management decision-making process. LiDAR can be used to assess forest metrics such as tree height, topographical position, soil surface attributes, and their combined effects on individual tree growth. LiDAR opens the door to precision silviculture applied at the tree level and can inform precise treatments such as fertilization, thinning, and herbicide application for individual trees. This study uses ALS LiDAR and other ancillary data to assess the effect of scale (i.e., stand, soil type, and microtopography) on dominant height and site index measures within loblolly pine plantations across the southeastern United States. This study shows differences in dominant height and site index across soil types, with even greater differences observed when the interactions of microtopography were considered. These results highlight how precision forestry may provide a unique opportunity for assessing soil and microtopographic information to optimize resource allocation and forest management at an individual tree scale in a scarce higher-priced fertilizer scenario.
由于林产品需求不断增加、施肥和管理成本上升、土地可用性下降、土地使用竞争加剧以及对碳封存的需求日益增长,优化人工林管理已成为当务之急。精准林业是指利用技术获取的数据支持森林管理决策过程的能力。激光雷达可用于评估森林指标,如树高、地形位置、土壤表面属性及其对单棵树木生长的综合影响。激光雷达为在树木层面应用精确造林打开了大门,并可为施肥、间伐和施用除草剂等针对单棵树木的精确处理提供信息。本研究使用 ALS 激光雷达和其他辅助数据来评估规模(即林分、土壤类型和微地形)对美国东南部龙柏种植园内优势高度和地点指数测量的影响。这项研究表明,不同土壤类型的优势高度和地点指数存在差异,当考虑到微地形的交互作用时,观察到的差异甚至更大。这些结果突显了精准林业如何为评估土壤和微地形信息提供了一个独特的机会,从而在肥料稀缺、价格较高的情况下优化单棵树规模的资源分配和森林管理。
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引用次数: 0
Chemical and Microbial Differences of Root and Rhizosphere Soil among Different Provenances of Fokienia hodginsii 不同原产地霍奇金藻根部和根瘤土壤的化学和微生物差异
IF 2.9 2区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2024-06-07 DOI: 10.3390/f15061005
Hao−Lan Liu, Tengfei Zhu, Xinyi Wen, Qing Zhao, Yao Chen, Yun−Zi Wang, Jian Li, Shunde Su
Aims: Fokienia hodginsii is a threatened conifer tree species, known as the dominant nursery-grown species capable of colonizing the challenging woodland environments in southern China due to its strong root penetrating ability. The ecological phenotype of Fokienia hodginsii is not well documented during its breeding process, which limits the potential planting area and its ecological function. This study aims to understand how Fokienia hodginsii associates with microbes to conduct its key ecological function and provide a theoretical basis for further improving the forest nursery management of Fokienia hodginsii. Methods: This study explored the ecological traits of 11 main Fokienia hodginsii provenances in a homogeneous garden experiment by analyzing their nutrient utilization strategies and associated microbial features in the rhizosphere soil and roots. Results: The study found that the paramount difference in the rhizosphere soil among provenances is in Ca and Fe content. Some microbial communities, namely Crenarchaeota, Verrucomicrobiota, and Desulfobacterota, were positively correlated with the amounts of the soil nutrient elements, whereas Abditibacteriota and Dependentiae were negatively correlated. The abundance of N- and Fe-related bacteria in the Fu Jian Chang Ting (FJCT) provenance was significantly higher than that in other provenances, while the C-, P-, K-, and Mg-related fungal communities, respectively, had higher abundances in the FJCT, Fu Jian Long Yan (FJLY), Fu Jian Gu Tian (FJGT), and Fu Jian Xian You (FJXY) provenances than the others. The impacts of the Gui Zhou Li Ping (GZLP), Hu Nan Dao Xian (HNDX), Jiang Xi Shang Yao (JXSY), and Guang Dong Shi Xing (GDSX) provenances on the rhizosphere soil are similar, but the differences in nutrient utilization arise from the plant itself. Conversely, the root nutrient contents of the FJCT, Fu Jian You Xi (FJYX), Fu Jian An Xi (FJAX), FJLY, Fu Jian De Hua (FJDH), FJGT, and FJXY provenances are highly correlated with soil nutrient features. Conclusions: For the native provenances, their economic traits are better than the exotic provenances. The native provenances are more sensitive to local soil conditions, so they should benefit more from human interventions, rendering them more suitable for artificial cultivation. The growth of the exotic provenances is less affected by the soil environment, making them better suited for the ecological transformation of forest stands and soil improvement.
目的:红豆杉(Fokienia hodginsii)是一种濒危针叶树种,因其强大的根系穿透能力而被称为能够在中国南方具有挑战性的林地环境中定居的主要苗圃培育树种。在其育种过程中,霍金树的生态表型并没有得到很好的记录,这限制了其潜在的种植面积及其生态功能。本研究旨在了解霍奇金藻如何与微生物结合以发挥其关键生态功能,为进一步改善霍奇金藻的林木育苗管理提供理论依据。研究方法本研究在同质园实验中,通过分析11个主要霍奇金藻产地的养分利用策略以及根圈土壤和根部的相关微生物特征,探讨了霍奇金藻的生态学特性。研究结果研究发现,不同产地根圈土壤中钙和铁含量的差异最大。一些微生物群落,即 Crenarchaeota、Verrucomicrobiota 和 Desulfobacterota 与土壤养分元素的含量呈正相关,而 Abditibacteriota 和 Dependentiae 则呈负相关。与 N 和 Fe 相关的细菌在藤县长汀(FJCT)产地的丰度明显高于其他产地,而与 C、P、K 和 Mg 相关的真菌群落在藤县长汀(FJCT)、藤县龙岩(FJLY)、藤县古田(FJGT)和藤县仙游(FJXY)产地的丰度分别高于其他产地。桂州黎平(GZLP)、湖南道县(HNDX)、江西上饶(JXSY)和广东始兴(GDSX)产地对根圈土壤的影响相似,但养分利用率的差异来自植物本身。相反,FJCT、福剑尤溪、福剑安溪、FJLY、福剑德化、FJGT 和 FJXY 产地根系养分含量与土壤养分特征高度相关。结论本地品种的经济性状优于外来品种。本地品种对当地土壤条件更敏感,因此它们应更多地受益于人为干预,更适合人工栽培。外来品种的生长受土壤环境的影响较小,因此更适合林分生态改造和土壤改良。
{"title":"Chemical and Microbial Differences of Root and Rhizosphere Soil among Different Provenances of Fokienia hodginsii","authors":"Hao−Lan Liu, Tengfei Zhu, Xinyi Wen, Qing Zhao, Yao Chen, Yun−Zi Wang, Jian Li, Shunde Su","doi":"10.3390/f15061005","DOIUrl":"https://doi.org/10.3390/f15061005","url":null,"abstract":"Aims: Fokienia hodginsii is a threatened conifer tree species, known as the dominant nursery-grown species capable of colonizing the challenging woodland environments in southern China due to its strong root penetrating ability. The ecological phenotype of Fokienia hodginsii is not well documented during its breeding process, which limits the potential planting area and its ecological function. This study aims to understand how Fokienia hodginsii associates with microbes to conduct its key ecological function and provide a theoretical basis for further improving the forest nursery management of Fokienia hodginsii. Methods: This study explored the ecological traits of 11 main Fokienia hodginsii provenances in a homogeneous garden experiment by analyzing their nutrient utilization strategies and associated microbial features in the rhizosphere soil and roots. Results: The study found that the paramount difference in the rhizosphere soil among provenances is in Ca and Fe content. Some microbial communities, namely Crenarchaeota, Verrucomicrobiota, and Desulfobacterota, were positively correlated with the amounts of the soil nutrient elements, whereas Abditibacteriota and Dependentiae were negatively correlated. The abundance of N- and Fe-related bacteria in the Fu Jian Chang Ting (FJCT) provenance was significantly higher than that in other provenances, while the C-, P-, K-, and Mg-related fungal communities, respectively, had higher abundances in the FJCT, Fu Jian Long Yan (FJLY), Fu Jian Gu Tian (FJGT), and Fu Jian Xian You (FJXY) provenances than the others. The impacts of the Gui Zhou Li Ping (GZLP), Hu Nan Dao Xian (HNDX), Jiang Xi Shang Yao (JXSY), and Guang Dong Shi Xing (GDSX) provenances on the rhizosphere soil are similar, but the differences in nutrient utilization arise from the plant itself. Conversely, the root nutrient contents of the FJCT, Fu Jian You Xi (FJYX), Fu Jian An Xi (FJAX), FJLY, Fu Jian De Hua (FJDH), FJGT, and FJXY provenances are highly correlated with soil nutrient features. Conclusions: For the native provenances, their economic traits are better than the exotic provenances. The native provenances are more sensitive to local soil conditions, so they should benefit more from human interventions, rendering them more suitable for artificial cultivation. The growth of the exotic provenances is less affected by the soil environment, making them better suited for the ecological transformation of forest stands and soil improvement.","PeriodicalId":12339,"journal":{"name":"Forests","volume":null,"pages":null},"PeriodicalIF":2.9,"publicationDate":"2024-06-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141371202","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
Trends in the Altitudinal Gradient Evolution of Vegetation Ecological Functions in Mountainous Areas 山区植被生态功能的海拔梯度演变趋势
IF 2.9 2区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2024-06-07 DOI: 10.3390/f15061000
Changhao Niu, Chenyang Huang, Xiaolong Zhang, Shuai Ma, Lianglie Wang, Haibo Hu, Jiang Jiang
Natural vegetation protects, maintains, and improves the environment through its ecological functions and is, thus, an important component of Earth’s ecosystems. The distribution of natural vegetation and its corresponding ecological roles vary with the topographic gradient. Understanding this role is essential for effective ecosystem management and conservation efforts. This study analyzes vegetation composition across altitude gradients and the spatiotemporal evolution of water conservation, soil conservation, and carbon storage in the southern hill and mountain belt of China. We then explored the drivers of the ecological functions of vegetation at different altitude gradients. The results showed that water conservation increased by 108.56%, soil conservation increased by 97.04%, and carbon storage increased only slightly. The ecological functions of vegetation varied across altitude gradients, with the 500–800 m gradient exhibiting markedly higher ecological functions than the other gradients. The effect of precipitation on soil conservation increases with altitude. In addition, at higher altitudes, evergreen coniferous forests had a greater effect on carbon storage. Based on the results, we propose vegetation management measures for different altitudes. This study provides a reference for decision-makers to develop and adjust ecological restoration programs in mountainous areas for the improvement of the local ecological environment.
天然植被通过其生态功能保护、维护和改善环境,因此是地球生态系统的重要组成部分。自然植被的分布及其相应的生态作用随地形坡度而变化。了解这种作用对于有效的生态系统管理和保护工作至关重要。本研究分析了中国南部丘陵山地带不同海拔梯度的植被组成以及水源涵养、土壤保持和碳储存的时空演变。然后,我们探讨了不同海拔梯度植被生态功能的驱动因素。结果表明,水源涵养增加了 108.56%,土壤保持增加了 97.04%,而碳储量仅略有增加。不同海拔梯度的植被生态功能各不相同,500-800 米梯度的植被生态功能明显高于其他梯度。降水对土壤保持的影响随海拔升高而增加。此外,在高海拔地区,常绿针叶林对碳储存的影响更大。根据研究结果,我们提出了不同海拔地区的植被管理措施。这项研究为决策者制定和调整山区生态恢复方案,改善当地生态环境提供了参考。
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引用次数: 0
Effects of Anthropogenic Disturbance on the Structure, Competition, and Succession of Abies ziyuanensis Communities 人为干扰对紫云英群落结构、竞争和演替的影响
IF 2.9 2区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2024-06-07 DOI: 10.3390/f15061001
Huacong Zhang, Yueqiao Li, Keqin Xu, Longhua Yu, Ping He, Suping Zeng, Yunxia Song, Ren Liu, Yun Sun
Attention to habitat dynamics in subtropical mid-mountain forest plant communities containing endangered vegetation is critical for understanding the responses of ecosystems to global climate change and for their effective conservation. This study examines the species composition, structure, and interspecies competition within endemic and endangered Abies ziyuanensis (Abies ziyuanensis L.K.Fu and S.L.Mo) communities in China, comparing undisturbed and anthropogenically disturbed conditions. The survey recorded a total of 71 plant species across 39 families and 60 genera. PERMANOVA analysis highlighted significant disparities in species composition between the two forest community conditions. Communities impacted by anthropogenic disturbances showed a higher diversity of shrub and herbaceous species compared to those that were undisturbed, coupled with a significant increase in the number of Abies ziyuanensis seedlings, suggesting a greater potential for self-renewal. Nonetheless, the distribution of diameter class structures in these two community conditions indicates a declining trend in population numbers. In undisturbed Abies ziyuanensis communities, the Weighted Hegyi Competition Index (WCI) for Abies ziyuanensis was 6.04, below the average WCI of 12.24 for all trees within these communities. In contrast, within communities affected by anthropogenic disturbances, the WCI for Abies ziyuanensis reached 7.76, higher than the average WCI of 7.43 for all trees, indicating that Abies ziyuanensis in disturbed communities face heightened competitive pressure compared to undisturbed settings. These findings underscore that previous anthropogenic disturbances have altered the community composition, competition dynamics, growth environment, and succession trends of Abies ziyuanensis communities. While these disturbances promote the regeneration of Abies ziyuanensis, they also reduce its current dominance as a target species.
关注含有濒危植被的亚热带半山森林植物群落的生境动态,对于了解生态系统对全球气候变化的响应以及有效保护这些生态系统至关重要。本研究通过比较未受干扰和人为干扰的条件,考察了中国特有的濒危紫云英(Abies ziyuanensis L.K.Fu and S.L.Mo)群落中的物种组成、结构和种间竞争。调查共记录了 71 种植物,涵盖 39 科 60 属。PERMANOVA 分析表明,两种森林群落条件下的物种组成存在显著差异。受人为干扰影响的群落与未受干扰的群落相比,灌木和草本物种的多样性更高,同时紫云英幼苗的数量也显著增加,这表明其自我更新的潜力更大。尽管如此,这两种群落条件下直径等级结构的分布表明种群数量呈下降趋势。在未受干扰的紫杉群落中,紫杉的加权黑吉竞争指数(WCI)为 6.04,低于这些群落中所有树木的平均 WCI(12.24)。相比之下,在受人为干扰影响的群落中,紫云英的加权赫吉竞争指数(WCI)达到了 7.76,高于所有树木的平均加权赫吉竞争指数(WCI)7.43,这表明与未受干扰的环境相比,受干扰群落中的紫云英面临着更大的竞争压力。这些发现强调,以前的人为干扰改变了紫苑松群落的群落组成、竞争动态、生长环境和演替趋势。虽然这些干扰促进了紫云英的再生,但也削弱了其目前作为目标物种的优势地位。
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引用次数: 0
The Growth and Non-Structural Carbohydrate Response Patterns of Siberian Elm (Ulmus pumila) under Salt Stress with Different Intensities and Durations 不同强度和持续时间的盐胁迫下西伯利亚榆(Ulmus pumila)的生长和非结构性碳水化合物响应模式
IF 2.9 2区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2024-06-07 DOI: 10.3390/f15061004
Peipei Jiang, Cheng Yang, Xuejie Zhang, Boqiang Tong, Xiaoman Xie, Xianzhong Li, Shoujin Fan
(1) Background: Soil salinity is one of the major abiotic stresses that limits plant growth and production. However, the response patterns of plant growth and carbon metabolism to salt stress are still unclear. (2) Methods: We measured the relative growth rate, non-structural carbohydrate (NSC) concentrations and pool size across organs, the leaf mass area (LMA), root-to-shoot ratio, midday leaf water potential (Ψmd), and photosynthetic characteristics of elm seedlings planted in the field under different salt stress intensities and durations. (3) Results: Salt stress can reduce the photosynthesis rate, stomatal conductance, and Ψmd and inhibit the growth of elm species. LMA increased with the degree and duration of salt stress, indicating an increase in leaf carbon investment to resist salt stress. The root-to-shoot ratio decreased under salt stress to reduce salt absorption by the roots. In the early stage of stress, the concentrations of starch and total NSCs in all organs increased to improve stress resistance and the survival of plants. In the late stage of stress, the concentration of NSCs in the root decreased, which could restrict root growth and water uptake. The relationships between NSC concentration and growth in different organs were contrasting. Meanwhile, the pool size of NSCs had a more significant impact on growth than their concentration. Moreover, the pool size of NSCs in below-ground organs is more closely related to growth than that of above-ground organs. (4) Conclusions: Our research elucidates the carbon allocation mechanism across organs under different salt stress intensities and durations, providing theoretical support for understanding the relationship between tree growth and carbon storage under salt stress.
(1) 背景:土壤盐分是限制植物生长和产量的主要非生物胁迫之一。然而,植物生长和碳代谢对盐胁迫的响应模式仍不清楚。(2) 方法:我们测量了不同盐胁迫强度和持续时间下在田间种植的榆树幼苗的相对生长速率、非结构性碳水化合物(NSC)浓度和各器官池大小、叶片质量面积(LMA)、根与芽比、正午叶片水势(Ψmd)和光合特性。(3) 结果:盐胁迫可降低榆树光合速率、气孔导度和Ψmd,抑制榆树的生长。LMA 随盐胁迫程度和持续时间的增加而增加,表明叶片碳投资增加以抵抗盐胁迫。在盐胁迫下,根与芽的比率降低,以减少根对盐的吸收。在胁迫早期,所有器官中的淀粉和总 NSCs 浓度都有所增加,以提高植物的抗胁迫能力和存活率。在胁迫后期,根中的 NSCs 浓度降低,这可能会限制根的生长和吸水。不同器官的 NSC 浓度与生长之间的关系截然不同。同时,NSCs池的大小比其浓度对生长的影响更为显著。此外,地下器官的 NSCs 池大小与生长的关系比地上器官更密切。(4) 结论:我们的研究阐明了不同盐胁迫强度和持续时间下各器官的碳分配机制,为理解盐胁迫下树木生长与碳储存之间的关系提供了理论支持。
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引用次数: 0
Mapping Forest Stock Volume Using Phenological Features Derived from Time-Serial Sentinel-2 Imagery in Planted Larch 利用时间序列哨兵-2 影像得出的人工落叶松物候特征绘制森林蓄积量图
IF 2.9 2区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2024-06-06 DOI: 10.3390/f15060995
Qianyang Li, Hui Lin, Jiangping Long, Zhaohua Liu, Zilin Ye, Huanna Zheng, Pei-qi Yang
As one of the important types of forest resources, mapping forest stock volume (FSV) in larch (Larix decidua) forests holds significant importance for forest resource management, carbon cycle research, and climate change monitoring. However, the accuracy of FSV mapping using common spectral and texture features is often limited due to their failure in fully capturing seasonal changes and growth cycle characteristics of vegetation. Phenological features can effectively provide essential information regarding the growth status of forests. In this study, multi-temporal Sentinel-2 satellite imagery were initially acquired in the Wangyedian Forest Farm in Chifeng City, Inner Mongolia. Subsequently, various phenological features were extracted from time series variables constructed by Gaussian Process Regression (GPR) using Savitzky–Golay filters, stepwise differentiation, and Fourier transform techniques. The alternative features were further refined through Pearson’s correlation coefficient analysis and the forward selection algorithm, resulting in six groups of optimal subsets. Finally, four models including the Random Forest (RF), K-Nearest Neighbors (KNN), Support Vector Machine (SVM), and Multiple Linear Regression (MLR) algorithms were developed to estimate FSV. The results demonstrated that incorporating phenological features significantly enhanced model performance, with the SVM model exhibiting the best performance—achieving an R2 value of 0.77 along with an RMSE value of 46.36 m3/hm2 and rRMSE value of 22.78%. Compared to models without phenological features, inclusion of these features led to a 0.25 increase in R2 value while reducing RMSE by 10.40 m3/hm2 and rRMSE by 5%. Overall, integration of phenological feature variables not only improves the accuracy of larch forest FSV mapping but also has potential implications for delaying saturation phenomena.
作为重要的森林资源类型之一,绘制落叶松(Larix decidua)林的森林蓄积量(FSV)图对森林资源管理、碳循环研究和气候变化监测具有重要意义。然而,利用常见的光谱和纹理特征绘制森林蓄积量图的准确性往往受到限制,因为它们无法充分捕捉植被的季节变化和生长周期特征。物候特征可有效提供有关森林生长状况的重要信息。本研究首先在内蒙古赤峰市王爷店林场获取了多时相 Sentinel-2 卫星图像。随后,利用萨维茨基-戈莱滤波器、逐步微分和傅立叶变换技术,从高斯过程回归(GPR)构建的时间序列变量中提取了各种物候特征。通过皮尔逊相关系数分析和前向选择算法,进一步完善了备选特征,最终形成了六组最优子集。最后,开发了包括随机森林(RF)、K-近邻(KNN)、支持向量机(SVM)和多元线性回归(MLR)算法在内的四种模型来估算 FSV。结果表明,纳入物候特征可显著提高模型性能,其中 SVM 模型性能最佳,R2 值为 0.77,RMSE 值为 46.36 m3/hm2,rRMSE 值为 22.78%。与没有物候特征的模型相比,加入这些特征后,R2 值增加了 0.25,而 RMSE 值减少了 10.40 m3/hm2,rRMSE 值减少了 5%。总之,纳入物候特征变量不仅提高了落叶松林 FSV 测绘的准确性,而且对延迟饱和现象具有潜在的意义。
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引用次数: 0
Estimating the Vertical Distribution of Biomass in Subtropical Tree Species Using an Integrated Random Forest and Least Squares Machine Learning Mode 利用综合随机森林和最小二乘法机器学习模式估算亚热带树种生物量的垂直分布
IF 2.9 2区 农林科学 Q1 Agricultural and Biological Sciences Pub Date : 2024-06-06 DOI: 10.3390/f15060992
Guo Li, Can Li, G. Jia, Zhenying Han, Yu Huang, Wenmin Hu
Accurate quantification of forest biomass (FB) is the key to assessing the carbon budget of terrestrial ecosystems. Using remote sensing to apply inversion techniques to the estimation of FBs has recently become a research trend. However, the limitations of vertical scale analysis methods and the nonlinear distribution of forest biomass stratification have led to significant uncertainties in FB estimation. In this study, the biomass characteristics of forest vertical stratification were considered, and based on the integration of random forest and least squares (RF-LS) models, the FB prediction potential improved. The results indicated that compared with traditional biomass estimation methods, the overall R2 of FB retrieval increased by 12.01%, and the root mean square error (RMSE) decreased by 7.50 Mg·hm−2. The RF-LS model we established exhibited better performance in FB inversion and simulation assessments. The indicators of forest canopy height, soil organic matter content, and red-edge chlorophyll vegetation index had greater impacts on FB estimation. These indexes could be the focus of consideration in FB estimation using the integrated RF-LS model. Overall, this study provided an optimization method to map and evaluate FB by fine stratification of above-ground forest and reveals important indicators for FB inversion and the applicability of the RF-LS model. The results could be used as a reference for the accurate inversion of subtropical forest biomass parameters and estimation of carbon storage.
准确量化森林生物量(FB)是评估陆地生态系统碳预算的关键。利用遥感反演技术估算森林生物量近来已成为一种研究趋势。然而,垂直尺度分析方法的局限性和森林生物量分层的非线性分布导致 FB 估算存在很大的不确定性。本研究考虑了森林垂直分层的生物量特征,基于随机森林和最小二乘法(RF-LS)模型的集成,提高了森林生物量预测的潜力。结果表明,与传统的生物量估算方法相比,FB检索的总体R2提高了12.01%,均方根误差(RMSE)降低了7.50 Mg-hm-2。我们建立的 RF-LS 模型在 FB 反演和模拟评估中表现出更好的性能。林冠高度、土壤有机质含量和红边叶绿素植被指数等指标对FB估算的影响较大。在使用 RF-LS 集成模型进行 FB 估计时,这些指标可作为考虑的重点。总之,本研究提供了一种通过地上林分精细分层绘制和评价 FB 的优化方法,并揭示了 FB 反演和 RF-LS 模型适用性的重要指标。研究结果可作为亚热带森林生物量参数精确反演和碳储量估算的参考。
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