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Variations on the maximum density-size lines to climate and site factors for Larix spp. plantations in northeast China 中国东北地区最大密度-大小线与气候和地点因素的关系
IF 2.6 3区 环境科学与生态学 Q2 ECOLOGY Pub Date : 2024-10-16 DOI: 10.1016/j.ecolmodel.2024.110913
The maximum density-size line (MDSL) is a valuable tool in sustainable forest management, as it shows the relationship between site occupancy measures and mean tree size on a log-log scale. However, the responses of MDSLs to different climate and site variables still need to be clarified. Thus, this study aimed to assess the potential effects of various climate- and site-related factors on the slopes and intercepts of MDSLs for Larix spp. plantations in northeast China. The parameters of MDSLs were estimated using stochastic frontier regression (SFR) with three different error distribution assumptions, namely half-normal distribution (HN), exponential distribution (ED), and truncated-normal distribution (TN). Spatial distributions of maximum stand density index (SDImax) were mapped under different climate scenarios (RCP 8.5, RCP 4.5, and RCP2.6). The results revealed that the slopes on MDSLs without covariates were significantly shallower than Reineke's slope (−1.605), ranging from −1.2485 to −1.2026. Of the 22 covariates considered, 13 variables on SFR-HN and SFR-TN and 16 variables on SFR-ED had significant influences on MDSLs. The optimal MDSL model, including mean annual temperature (MAT) and soil pH as covariates using a HN assumption, decreased the Akaike's Information Criterion (AIC) by approximately 7.76%. The results also indicated that increasing MAT significantly reduced the maximum stand density for stands with a natural logarithm of quadratic mean diameter [ln(QMD)] below 2.6, while consistent increases were observed over the entire ln(QMD) range for soil pH. Moreover, the mean SDImax within the whole region increased significantly from 15.04% under RCP4.5 to 27.78% under RCP8.5. These findings emphasize the significant influences of climate and site conditions on the MDSL, thereby calibrating on traditional density management strategies may contribute significantly on carbon sequestration capacity of forests in the face of climate change.
最大密度-大小线(MDSL)是可持续森林管理的重要工具,因为它以对数-对数尺度显示了林地占有率测量值与平均树木大小之间的关系。然而,MDSL 对不同气候和地点变量的响应仍有待澄清。因此,本研究旨在评估与气候和地点相关的各种因素对中国东北地区杉木人工林 MDSLs 的斜率和截距的潜在影响。采用随机前沿回归法(SFR)估算了MDSL的参数,并假设了三种不同的误差分布,即半正态分布(HN)、指数分布(ED)和截断正态分布(TN)。绘制了不同气候情景(RCP 8.5、RCP 4.5 和 RCP2.6)下最大林分密度指数(SDImax)的空间分布图。结果表明,不考虑协变量的 MDSL 的斜率明显浅于 Reineke 的斜率(-1.605),范围在-1.2485 至-1.2026 之间。在考虑的 22 个协变量中,SFR-HN 和 SFR-TN 的 13 个变量以及 SFR-ED 的 16 个变量对 MDSL 有显著影响。采用 HN 假设,将年平均温度(MAT)和土壤 pH 值作为协变量的最佳 MDSL 模型,使 Akaike 信息准则(AIC)降低了约 7.76%。结果还表明,对于二次平均直径自然对数[ln(QMD)]低于 2.6 的林分,增加 MAT 会显著降低最大林分密度,而在整个 ln(QMD)范围内,土壤 pH 值会持续增加。此外,整个区域的平均 SDImax 从 RCP4.5 下的 15.04% 显著增加到 RCP8.5 下的 27.78%。这些发现强调了气候和地点条件对MDSL的重要影响,因此,校准传统的密度管理策略可能对气候变化下的森林碳固存能力做出重大贡献。
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引用次数: 0
A new cellular automata framework of urban growth modeling by incorporating land use policies and economic development zone planning 结合土地利用政策和经济开发区规划的城市增长建模新细胞自动机框架
IF 2.6 3区 环境科学与生态学 Q2 ECOLOGY Pub Date : 2024-10-16 DOI: 10.1016/j.ecolmodel.2024.110908
The development of cities is frequently influenced by policies and planning. One of the significant challenges in urban cellular automata (CA) modeling research is accurately quantifying these influences in order to incorporate them reasonably into models. This study proposes a novel urban CA framework that incorporates three key elements: (1) Utilizing the results of dual evaluation of territorial space as the development suitability within the CA model, (2) Integrating the maximum entropy (MaxEnt) model and affinity propagation (AP) clustering algorithm with the CA model, combined with the delineation of economic development zones, to achieve synchronous simulation of multimodal urban growth, (3) Conducting multi-scenario predictions in conjunction with farmland and ecological protection policies to identify the degree of coordination and conflict areas among various policies. The framework assesses the influence of land use policies and economic development zone planning on prospective urban growth. It is capable of simulating enclave-style growth urban growth, thereby extending its utility in practical applications. Taking Wuhan as a case study, we employ the proposed CA framework to forecast the urban spatial pattern in 2035. This can provide a scientific basis for the formulation and improvement of future policies and planning in Wuhan, thereby contributing to informed decision-making and sustainable urban development.
城市的发展经常受到政策和规划的影响。城市蜂窝自动机(CA)建模研究的重大挑战之一是准确量化这些影响因素,以便将其合理地纳入模型。本研究提出了一个新颖的城市细胞自动机框架,其中包含三个关键要素:(1)在 CA 模型中利用地域空间双重评价结果作为发展适宜性;(2)将最大熵(MaxEnt)模型和亲和传播(AP)聚类算法与 CA 模型相结合,结合经济开发区的划分,实现多模式城市增长的同步模拟;(3)结合耕地和生态保护政策进行多情景预测,以确定各种政策之间的协调程度和冲突区域。该框架评估了土地利用政策和经济开发区规划对未来城市增长的影响。它能够模拟飞地式增长的城市增长,从而扩大了其在实际应用中的效用。以武汉市为例,我们运用提出的 CA 框架预测了 2035 年的城市空间格局。这可以为武汉市未来政策和规划的制定和完善提供科学依据,从而为明智决策和城市可持续发展做出贡献。
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引用次数: 0
Towards a liana plant functional type for vegetation models 为植被模型建立藤本植物功能类型
IF 2.6 3区 环境科学与生态学 Q2 ECOLOGY Pub Date : 2024-10-15 DOI: 10.1016/j.ecolmodel.2024.110901
Lianas (woody climbers) are crucial components of tropical forests and they have been increasingly recognized to have profound effects on tropical forest carbon dynamics. Despite their importance, lianas' representation in vegetation models remains limited, partly due to the complexity of liana-tree dynamics and the diversity in liana life history strategies. This paper provides a comprehensive review of advances and challenges for mechanistically representing lianas in forest ecosystem models and a proposed path towards effectively representing lianas in these models.
Defining a liana plant functional type is a significant challenge because of the high morphological and physiological diversity amongst liana species, and because of their structural association with trees. Here, we identify critical liana traits that likely should contribute to establishing a liana plant functional type, along with key processes to properly represent lianas in ecosystem models. Subsequently, we discuss a variety of possible liana implementation strategies with their associated strengths, limitations, computational costs and data requirements. A fundamental redesign of the tree-centric demographic vegetation models seems appropriate to accommodate the unique growth and competition strategies of lianas. We illustrate the potential of such models with a single-site case study where we disentangle putative mechanisms of liana increasing abundance. Furthermore, we underscore the critical need for comprehensive liana demographic and functional data (including long-term, physiological, and pantropical observations) for the qualitative implementation and evaluation in the proposed modeling efforts. Currently, there is a scarcity of liana data and the data that do exist have a neotropical bias. We finally introduce a new liana functional trait database that can centralize existing liana trait data, incentivize improved data gathering and thus facilitate model development and scientific analyses.
藤本植物(木质攀援植物)是热带森林的重要组成部分,人们越来越认识到它们对热带森林碳动态的深远影响。尽管藤本植物非常重要,但其在植被模型中的代表性仍然有限,部分原因是藤本植物-树木动态的复杂性和藤本植物生活史策略的多样性。本文全面回顾了在森林生态系统模型中从机理上表现藤本植物所取得的进展和面临的挑战,并提出了在这些模型中有效表现藤本植物的路径。由于藤本植物物种在形态和生理上的高度多样性,以及它们与树木的结构关联,定义藤本植物的功能类型是一项重大挑战。在此,我们确定了可能有助于建立藤本植物功能类型的关键藤本植物特征,以及在生态系统模型中正确表示藤本植物的关键过程。随后,我们将讨论各种可能的藤本植物实施策略及其相关优势、局限性、计算成本和数据要求。从根本上重新设计以树木为中心的人口植被模型,以适应藤本植物独特的生长和竞争策略,似乎是合适的。我们通过一个单一地点的案例研究来说明此类模型的潜力,并在此研究中揭示了藤本植物丰度增加的假定机制。此外,我们强调迫切需要全面的藤本植物人口和功能数据(包括长期、生理和泛热带观测数据),以便在拟议的建模工作中进行定性实施和评估。目前,藤本植物数据稀缺,现有数据也偏向于新热带地区。最后,我们介绍了一个新的藤本植物功能性状数据库,该数据库可以集中现有的藤本植物性状数据,鼓励改进数据收集工作,从而促进模型开发和科学分析。
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引用次数: 0
Identifying optimal cloud cover for enhanced forest carbon uptake: Periodic-case NEE-overshoot modelling 确定增强森林碳吸收的最佳云层:周期性近地电荷-过冲建模
IF 2.6 3区 环境科学与生态学 Q2 ECOLOGY Pub Date : 2024-10-12 DOI: 10.1016/j.ecolmodel.2024.110904
On certain kinds of cloudy days, many forested ecosystems exhibit enhanced carbon uptake and water-use efficiency-the cloudy-day forest flux anomaly. Using ensemble methods to analyze eddy-covariance fluxes, we have diagnosed net ecosystem exchange (NEE) and water-use efficiency (WUE) of a temperate broadleaf forest and a tropical evergreen forest as they responded to natural fluctuating-light regimes. Here we apply average NEE and evapotranspiration solutions of a first-order dynamic model to describe the observed whole-canopy sensitivity to periodic light. On partly-cloudy days, maximum overall NEE enhancements over conventional steady-state equilibrium estimates are ≈ 25% for a midlatitude deciduous forest and ≈ 15% for a tropical evergreen forest. This finding supports our conclusion that in many cases the cloudy-day anomaly is a consequence of a dynamic response by the trees responding to fluctuating-light regimes occasioned by passing cumulus clouds.
在某些阴天,许多森林生态系统的碳吸收和水利用效率都会提高,这就是阴天森林通量异常。利用集合方法分析涡度-协方差通量,我们诊断了温带阔叶林和热带常绿林的净生态系统交换(NEE)和水分利用效率(WUE)对自然波动光照制度的响应。在此,我们采用一阶动态模型的平均净射强度和蒸散量解决方案来描述观测到的整个树冠对周期性光照的敏感性。在部分阴天,与传统的稳态平衡估计值相比,中纬度落叶林和热带常绿林的最大总净能效增幅分别为≈25%和≈15%。这一发现支持了我们的结论,即在许多情况下,阴天异常是树木对积云经过时引起的光照波动机制做出动态响应的结果。
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引用次数: 0
Exploring the optimal fuzzy rule-based modeling procedure to assess habitat suitability of indicator Collembola species in forest soils 探索基于模糊规则的最佳建模程序,以评估森林土壤中指示性褶虫物种的栖息地适宜性
IF 2.6 3区 环境科学与生态学 Q2 ECOLOGY Pub Date : 2024-10-08 DOI: 10.1016/j.ecolmodel.2024.110903
In the face of escalating anthropogenic fragmentation and habitat destruction, research on soil habitat disturbance using indicator species is increasingly critical to conserve and maintain the ecological functions of forest ecosystems. The modeling methodology for habitat suitability is a valuable tool for assessing habitat conditions based on the ecological preferences of indicator species; however, its application to such species in forest soils remains unexplored. Therefore, this study aimed to fill this gap by identifying an optimal procedure for developing a fuzzy model to evaluate the habitat suitability of indicator species based on their abundance classes. Fuzzy models were developed for assessing the habitat suitability of Folsomia quadrioculata and F. octoculata based on data collected from seven mountains using three types of selected variable numbers (3-, 4-, and 5-variable) for two input variable selection methods (statistics-based variable selection, SVS; knowledge-based variable selection, KVS), and their performance was compared. Our results indicate that the SVS-fuzzy model performed better than the KVS-fuzzy model in both the model training and testing phases. As the number of input variables increased, the performance of the KVS-fuzzy model improved; however, it still exhibited lower performance compared to the SVS-fuzzy model. Meanwhile, the optimal SVS-fuzzy model effectively explained the abundance classes of the two collembolan species based on the environmental conditions of their habitats (F1 score > 0.743, Matthews correlation coefficient > 0.520). The findings of this study provide a solid foundation for developing effective models to understand the habitat suitability of soil indicator species. Expanding the application of fuzzy modeling to diverse species in forest soils will improve our understanding of habitat disturbance and degradation, contributing to the development of conservation strategies for forest ecosystems.
面对不断加剧的人为破碎化和栖息地破坏,利用指示物种对土壤栖息地干扰进行研究对于保护和维持森林生态系统的生态功能日益重要。栖息地适宜性建模方法是根据指示物种的生态偏好评估栖息地条件的重要工具,但其在森林土壤中对此类物种的应用仍有待探索。因此,本研究旨在根据指示物种的丰度等级,确定开发模糊模型以评估其生境适宜性的最佳程序,从而填补这一空白。根据从七座山区收集到的数据,使用三种类型的选定变量数(3变量、4变量和5变量)和两种输入变量选择方法(基于统计的变量选择,SVS;基于知识的变量选择,KVS),建立了评估四叶福寿花和八叶福寿花栖息地适宜性的模糊模型,并比较了它们的性能。结果表明,在模型训练和测试阶段,SVS-模糊模型的性能均优于 KVS-模糊模型。随着输入变量数量的增加,KVS-模糊模型的性能有所提高,但与 SVS-模糊模型相比,其性能仍然较低。同时,最优 SVS 模糊模型有效地解释了基于栖息地环境条件的两种藻类的丰度等级(F1 分数为 0.743,马修斯相关系数为 0.520)。这项研究的结果为建立有效的模型来了解土壤指示物种的栖息地适宜性奠定了坚实的基础。将模糊建模的应用范围扩大到森林土壤中的各种物种,将提高我们对生境干扰和退化的认识,有助于制定森林生态系统保护战略。
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引用次数: 0
Increase in young forests, more than climate change may accelerate future colonization of temperate tree species in mixedwood boreal stands 幼林的增加可能比气候变化更能加速温带树种未来在北方混交林中的定殖
IF 2.6 3区 环境科学与生态学 Q2 ECOLOGY Pub Date : 2024-10-07 DOI: 10.1016/j.ecolmodel.2024.110892
Temperate hardwood tree species may take advantage of climate change to migrate northward tracking their optimal growth and survival niches. Other factors than climate could constrain or facilitate their establishment north of their actual range, such as competitive interactions, their ability to disperse, and forest management. The objectives of this study were to model the ability of temperate tree species to colonize boreal mixedwood stands of Eastern Canada from a few temperate tree seeders, considering the effects of climate change, competitive interactions, and specific successional stages of the receiving stands. We used the individual based forest model SORTIE-ND with adult growth forced by four different projected climate change scenarios. To mimic the natural colonization of temperate trees from marginal populations eventually established by long-distance migration, we replaced a patch in the center of the simulated stands with temperate tree species, i.e., red maple, sugar maple or yellow birch. We then performed a sensitivity analysis on the parameters determining the growth, dispersal, and mortality of temperate tree species to determine which of these processes was critical to their expansion. All three temperate tree species were able to colonize the boreal stands with higher performance in younger stands, and greater colonization skills for yellow birch. At the 2100 horizon, the impact of the climate scenarios on the final basal area of temperate tree species was minor. Processes mostly driven by competition and species auto-ecology, including dispersion, mortality, and juvenile growth parameters, were the most important for the colonization capacity. Our results suggest that the expansion of temperate tree species from already established northern marginal populations would be minimally affected by climate change, and that forest management could have a more significant impact by rejuvenating boreal mixedwood landscapes.
温带硬木树种可能会利用气候变化向北迁移,追踪其最佳生长和生存环境。除气候因素外,其他因素也可能制约或促进它们在实际分布区以北的建立,如竞争性相互作用、它们的分散能力和森林管理。本研究的目的是模拟温带树种从少数温带树种播种者处移入加拿大东部北方杂木林的能力,同时考虑气候变化、竞争相互作用和接收林分特定演替阶段的影响。我们使用了基于个体的森林模型 SORTIE-ND,其成林生长受四种不同的预测气候变化情景的影响。为了模拟温带树种通过长途迁徙最终从边缘种群建立的自然殖民地,我们在模拟林分的中心用温带树种(即红枫、糖枫或黄桦)替换了一块区域。然后,我们对决定温带树种的生长、扩散和死亡率的参数进行了敏感性分析,以确定哪一个过程对它们的扩展至关重要。所有三种温带树种都能在北方林分中定居,在较年轻的林分中表现较好,而黄桦的定居能力更强。在 2100 年地平线上,气候情景对温带树种最终基底面积的影响很小。主要由竞争和物种自生态驱动的过程,包括分散、死亡率和幼树生长参数,对殖民能力最为重要。我们的研究结果表明,温带树种从已经建立的北方边缘种群向外扩展受气候变化的影响很小,而森林管理可以通过恢复北方混交林景观产生更重要的影响。
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引用次数: 0
Models vetted against prediction error and parameter sensitivity standards can credibly evaluate ecosystem management options 根据预测误差和参数敏感性标准对模型进行审查,可对生态系统管理方案进行可信的评估
IF 2.6 3区 环境科学与生态学 Q2 ECOLOGY Pub Date : 2024-10-04 DOI: 10.1016/j.ecolmodel.2024.110900
A new standard for assessing model credibility is developed. This standard consists of parameter estimation, prediction error assessment, and a parameter sensitivity analysis that is driven by outside individuals who are skeptical of the model’s credibility (hereafter, skeptics). Ecological/environmental models that have a one-step-ahead prediction error rate that is better than naive forecasting — and are not excessively sensitive to small changes in their parameter values are said here to be vetted. A procedure is described that can perform this assessment on any model being evaluated for possible participation in an ecosystem management decision. Uncertainty surrounding the model’s ability to predict future values of its output variables and in the estimates of all of its parameters should be part of any effort to vett a model. The vetting procedure described herein, Prediction Error Rate-Deterministic Sensitivity Analysis (PER-DSA), incorporates these two aspects of model uncertainty. DSA in particular, requires participation by skeptics and is the reason why a successful DSA gives a model sufficient credibility to have a voice in ecosystem management decision making. But these models need to be stochastic and represent the mechanistic processes of the system being modeled. For such models, performing a PER-DSA can be computationally expensive. A cluster computing algorithm to speed-up these computations is described as one way to answer this challenge. This new standard is illustrated through a PER-DSA of a population dynamics model of South African rhinoceros (Ceratotherium simum simum).
制定了评估模型可信度的新标准。该标准包括参数估计、预测误差评估和参数敏感性分析,由对模型可信度持怀疑态度的外部人员(以下简称怀疑者)驱动。如果生态/环境模型的一步预测误差率优于天真预测,并且对其参数值的微小变化不过分敏感,就可以说该模型通过了审核。本文介绍了一种程序,该程序可对任何可能参与生态系统管理决策的模型进行评估。模型预测其输出变量未来值的能力及其所有参数估算值的不确定性,应该是任何审核模型工作的一部分。本文所述的审核程序,即预测误差率-确定性敏感性分析(PER-DSA),包含了模型不确定性的这两个方面。DSA 尤其需要怀疑论者的参与,这也是成功的 DSA 能使模型在生态系统管理决策中拥有足够可信度的原因。但是,这些模型必须是随机的,并代表所建模系统的机理过程。对于此类模型,执行 PER-DSA 的计算成本可能很高。本文介绍了一种加快计算速度的集群计算算法,作为应对这一挑战的方法之一。通过对南非犀牛(Ceratotherium simum simum)种群动力学模型的 PER-DSA 验证了这一新标准。
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引用次数: 0
An individual-based model for exploration of population and stock dynamics in marine fishes 基于个体的海洋鱼类种群动态探索模型
IF 2.6 3区 环境科学与生态学 Q2 ECOLOGY Pub Date : 2024-10-03 DOI: 10.1016/j.ecolmodel.2024.110842
Many size- or age-structure fisheries models require estimation of fundamental population level parameters such as growth, mortality, and recruitment rates that are notoriously difficult to estimate and can constrain the ability of models for exploring emergent properties in population dynamics. To address some of these issues, we develop a discrete-time individual-based model that integrates both age- and size-based concepts. Individual fish are tracked throughout their lifetime allowing for assessment of age-based concepts, with traits determined by size. This method utilizes individual growth parameters as opposed to population level growth rates and allows for many properties of populations that are normally prescribed to be emergent properties of the model. We demonstrate the utility of the model for reproducing population level parameters such as slope at origin for recruitment curves and intrinsic growth rates. The addition of spatial dynamics where a population is sub-divided into discrete stocks further allows for the assessment of various conservation techniques such as marine protected areas, fishing area rotation, and size limits at the individual level.
许多大小或年龄结构渔业模型需要估计基本种群水平参数,如生长率、死亡率和招募率,这些参数很难估计,而且会限制模型探索种群动态中新出现的特性的能力。为了解决其中一些问题,我们开发了一种基于个体的离散时间模型,该模型整合了基于年龄和大小的概念。对鱼类个体进行终生跟踪,可以评估基于年龄的概念,而特征则由体型决定。这种方法利用的是个体生长参数,而不是种群水平的生长率,并允许将种群的许多特性通常规定为模型的新兴特性。我们展示了该模型在再现种群水平参数(如招募曲线的原点斜率和内在增长率)方面的实用性。在种群被细分为离散种群的情况下,增加空间动态参数可进一步评估各种保护技术,如海洋保护区、渔区轮换和个体大小限制。
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引用次数: 0
Building ecosystem services-based ecological networks in energy and chemical industry areas 在能源和化学工业领域建立基于生态系统服务的生态网络
IF 2.6 3区 环境科学与生态学 Q2 ECOLOGY Pub Date : 2024-10-03 DOI: 10.1016/j.ecolmodel.2024.110897
The massive utilization of fossil energy by humans has promoted socio-economic development. However, it has also generated severe regional eco-environmental problems, including water shortage, soil erosion, and land desertification. An optimal ecological-network-based regulation of eco-environmentally damaged areas is necessary to balance economic development with rigid eco-environmental constraints in pursuit of sustainable regional development. Using remote-sensing, meteorology, land use, and soil data of energy and chemical industrial areas in the mid-upper reaches of the Yellow River, we quantitatively evaluated the related ecosystem services (ESs) by applying InVEST, CASA, and RWEQ models. Additionally, we constructed ecological conservation networks comprising ecological source areas, resistance surface, corridors, and nodes. The results are as follows. First, from 2000 to 2020, the areas of cultivated and unused land decreased, but those of forest, grassland, water bodies, and construction land increased. Regarding spatial distribution, the proportion of grassland was the highest, followed by unused land, and other types of land accounting for a relatively low proportion. Second, from 2000 to 2020, all ESs and the overall ecosystem improved. However, ESs demonstrated a clear spatial heterogeneity (i.e., better in the southeast than in the northwest). Third, comparing the two ecological networks constructed by minimum cumulative resistance (MCR) and circuit models, the MCR-based ecological network was considered better because of its higher ε, θ, and σ values. Robustness analysis also showed that the MCR-based ecological network was more stable. Finally, ecological source areas of 110,300 km2 were obtained, accounting for 21.69 % of the study region. Ecological resistance was relatively high in desert areas, which are to the northwest of the study region, and relatively low in the southeast. Fifty-nine ecological corridors (including 31 important ones) and 22 ecological nodes were extracted. The finalized ecological network was diamond-shaped, with the ecological source areas in four directions (i.e., east, south, west, and north) of the study region being closely connected. To promote the spatial optimization of the study region, appropriate measures (e.g., afforestation and soil improvement) must be taken to reduce regional imbalance in ecological condition, improve ecosystem functions and landscape connectivity, reduce various resistance, and ultimately promote conservation outcomes.
人类对化石能源的大量利用促进了社会经济的发展。但同时也产生了严重的区域生态环境问题,包括水资源短缺、水土流失、土地荒漠化等。为了平衡经济发展与生态环境的刚性约束,实现区域的可持续发展,必须对生态环境受损区域进行基于生态网络的优化调控。我们利用黄河中上游能源化工区的遥感、气象、土地利用和土壤数据,应用 InVEST、CASA 和 RWEQ 模型对相关生态系统服务(ES)进行了定量评估。此外,我们还构建了由生态源区、阻力面、廊道和节点组成的生态保护网络。研究结果如下。首先,从 2000 年到 2020 年,耕地和未利用地面积减少,但森林、草地、水体和建设用地面积增加。在空间分布上,草地所占比例最高,其次是未利用地,其他类型土地所占比例相对较低。其次,从 2000 年到 2020 年,所有生态系统服务要素和整体生态系统都有所改善。然而,ESs 表现出明显的空间异质性(即东南部好于西北部)。第三,比较最小累积阻力(MCR)模型和回路模型构建的两种生态网络,基于 MCR 的生态网络因其较高的ε、θ 和 σ 值而被认为更好。稳健性分析也表明,基于 MCR 的生态网络更加稳定。最后得到的生态源面积为 110,300 平方公里,占研究区域面积的 21.69%。研究区域西北部的沙漠地区生态阻力相对较大,而东南部则相对较小。提取了 59 条生态廊道(包括 31 条重要廊道)和 22 个生态节点。最终确定的生态网络呈菱形,研究区域东、南、西、北四个方向的生态源区紧密相连。为促进研究区域的空间优化,必须采取适当的措施(如植树造林和土壤改良),以减少区域生态状况的失衡,提高生态系统功能和景观连通性,减少各种阻力,最终促进保护成果。
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引用次数: 0
Model-based experiments as epistemic evidence in paleoecology 将基于模型的实验作为古生态学的认识论证据
IF 2.6 3区 环境科学与生态学 Q2 ECOLOGY Pub Date : 2024-10-02 DOI: 10.1016/j.ecolmodel.2024.110895
Where ordinary experiments are impossible and observational data scarce and indirect  particularly in paleoecosystems  computational experiments are often our only means to learn about reality. There are good arguments to count such model-based predictions as evidence, testing hypotheses and updating our beliefs about the world. However, the epistemic weight of computational experiments depends on an adequate model representation of the target system, transparency about predictive uncertainty, and the avoidance of confirmation bias. I argue that mechanistic models are particularly suited for paleoecological predictions but that iterative uncertainty analyses should guide their development. Using a Bayesian framework I propose preregistration and blinded analysis as tools to strengthen the epistemic value of computational experiments. Here, a preregistration marks the boundary between exploratory model development, which establishes credence in the model, and predictive model application, which tests hypotheses. As good modeling practice I suggest clarifying epistemic goals at the outset of a project and accordingly choose methods to maximize the epistemic weight of the computational experiment.
在不可能进行普通实验、观测数据稀缺且间接的地方(尤其是在古生态系统中),计算实验往往是我们了解现实的唯一途径。我们有充分的理由将这些基于模型的预测视为证据,以检验假设并更新我们对世界的信念。然而,计算实验在认识论上的权重取决于目标系统的充分模型表征、预测不确定性的透明度以及确认偏见的避免。我认为,机理模型尤其适合古生态预测,但应通过迭代不确定性分析来指导模型的开发。利用贝叶斯框架,我建议将预注册和盲分析作为加强计算实验认识价值的工具。在这里,预注册标志着探索性模型开发与预测性模型应用之间的界限,前者确立了模型的可信度,后者则检验了假设。作为良好的建模实践,我建议在项目一开始就明确认识论目标,并据此选择方法,最大限度地提高计算实验的认识论权重。
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引用次数: 0
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Ecological Modelling
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