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Comparisons of Twelve Freshwater Mussel Bed Assemblages Quantitatively Sampled at a 15-year Interval in the Buffalo National River, Arkansas, USA 美国阿肯色州布法罗国家河 15 年间定量采样的 12 个淡水贻贝床组合比较
Q3 ECOLOGY Pub Date : 2023-12-23 DOI: 10.3390/ecologies5010001
Anna M. Pieri, J. L. Harris, Mickey W. Matthews, Shawn W. Hodges, Ashley R. Rodman, Jennifer L. Bouldin, A. Christian
Historically, 23 freshwater mussel species have been documented from the Buffalo National River (BNR), a 246 km, free-flowing river in northern Arkansas. The potential threats to BNR include land use/land cover changes, eutrophication, recreation, physical habitat changes, and various climate change-related effects. Twelve quantitative mussel bed sites were established and then sampled using a stratified random sampling protocol to evaluate the long-term changes between 2006 and 2020–2021 in population and assemblage characteristics. We compared (1) overall mussel bed persistence, sampling confidence levels and study-wide relative abundances, and compared species’ size and size-frequency distributions; (2) 10 overall site assemblage variables using paired t-tests; (3) site-level mean density, richness, and diversity indices using pair-wise Mann–Whitney U statistics; and (4) assemblage composition using Non-Metric Multidimensional Scaling. The major findings included the following: (1) sampling efforts based on a targeted 80% confidence level appears relatively robust, (2) BNR mussel assemblage composition and structure were relatively stable (however, small mussel bed persistence is a concern), (3) 7 of 23 sites were outliers based on freshwater mussel composition and habitat characteristics, and (4) assemblage composition changed with three species declining (Actinonaias ligamentina, Lasmigona costata, and Ptychobranchus occidentalis) and four species increasing (Cambarunio hesperus, Cyclonaias tuberculata, Eurynia dilatata, and Venustaconcha pleasii) between monitoring events.
水牛城国家河(BNR)位于阿肯色州北部,是一条长达 246 公里的自由流淌的河流,历史上曾记录过 23 种淡水贻贝。水牛城国家河面临的潜在威胁包括土地利用/土地覆盖变化、富营养化、娱乐、物理栖息地变化以及与气候变化相关的各种影响。我们建立了 12 个定量贻贝床点,然后采用分层随机取样协议进行取样,以评估 2006 年至 2020-2021 年期间种群和组合特征的长期变化。我们比较了:(1)整体贻贝床的持久性、采样置信度和整个研究范围内的相对丰度,并比较了物种的大小和大小-频率分布;(2)使用配对 t 检验法比较了 10 个整体地点的集合变量;(3)使用配对 Mann-Whitney U 统计法比较了地点级平均密度、丰富度和多样性指数;以及(4)使用非计量多维标度法比较了集合组成。主要发现如下(1) 基于目标 80% 置信度的取样工作显得相对稳健;(2) BNR 蚌类的组成和结构相对稳定(但小蚌床的持续性令人担忧);(3) 根据淡水蚌类组成和生境特征,23 个地点中有 7 个是异常值;以及 (4) 蚌类的组成和结构相对稳定(但小蚌床的持续性令人担忧)、(4) 在两次监测活动之间,贻贝群的组成发生了变化,3 个物种减少(Actinonaias ligamentina、Lasmigona costata 和 Ptychobranchus occidentalis),4 个物种增加(Cambarunio hesperus、Cyclonaias tuberculata、Eurynia dilatata 和 Venustaconcha pleasii)。
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引用次数: 0
Assessing the Impacts of Climate Change on the At-Risk Species Anaxyrus microscaphus (The Arizona Toad): A Local and Range-Wide Habitat Suitability Analysis 评估气候变化对高危物种 Anaxyrus microscaphus(亚利桑那蟾蜍)的影响:地方和整个范围的栖息地适宜性分析
Q3 ECOLOGY Pub Date : 2023-12-13 DOI: 10.3390/ecologies4040050
Sam M. Driver, Cord B. Eversole, Daniel R. Unger, D. Kulhavy, Christopher M. Schalk, I-Kuai Hung
Anaxyrus microscaphus (The Arizona Toad) is an at-risk species that is endemic to the southwestern United States. Despite conservation concerns, little is known about the ecological drivers of its distribution and habitat use. We investigated the potential distribution of A. microscaphus at the range-wide scale and local scales (i.e., Zion National Park), using MaxEnt to model habitat suitability under current and future climate scenarios. Our models incorporated 12 environmental variables, including climatic, geomorphological, and remotely sensed data. The results showed good model accuracy, with temperature and elevation being the top contributing variables. Currently, 42.6% of the park’s area provides a suitable habitat for A. microscaphus, but projections for 2050 and 2070 indicate a significant reduction in suitable habitat across its range. Temperature was the most influential variable, with habitat suitability decreasing as the annual mean temperatures exceeded 10 °C. Precipitation, vegetation, and topography variables also significantly contributed to the models. The most suitable habitat within Zion National Park occurred along sloped rivers and streams and in valleys with sandy soils, emphasizing the importance of riparian habitat conservation for A. microscaphus survival and persistence. As climate change progresses, the species’ habitat is expected to become increasingly constrained across local and range-wide scales. Our models demonstrated a shift in the suitable habitat towards major river systems, indicating a potential reliance on larger permanent river systems as smaller, more ephemeral habitats decrease in size and abundance. Future management strategies should prioritize conserving and enhancing the resilience of these habitats. MaxEnt models can guide population survey efforts and facilitate the identification of priority conservation areas, saving time and resources for species of concern such as A. microscaphus. Further research, including field surveys and large-scale analyses, is necessary to further refine our understanding of this species’ distribution and how it may be impacted by climate and habitat change.
Anaxyrus microscaphus(亚利桑那蟾蜍)是美国西南部特有的濒危物种。尽管保护问题备受关注,但人们对其分布和栖息地利用的生态驱动因素知之甚少。我们利用 MaxEnt 对当前和未来气候情景下的栖息地适宜性进行建模,调查了 A. microscaphus 在整个分布范围和局部范围(如锡安国家公园)的潜在分布情况。我们的模型纳入了 12 个环境变量,包括气候、地貌和遥感数据。结果表明,模型的准确性很高,温度和海拔是最大的贡献变量。目前,公园 42.6% 的面积为微囊蚁提供了合适的栖息地,但对 2050 年和 2070 年的预测表明,微囊蚁整个栖息地范围内的合适栖息地将大幅减少。温度是影响最大的变量,年平均气温超过 10 °C,栖息地适宜性就会下降。降水、植被和地形变量对模型的影响也很大。锡安国家公园内最适宜的栖息地位于倾斜的河流和溪流沿岸以及沙质土壤的山谷中,这强调了保护河岸栖息地对微小蛙生存和持久性的重要性。随着气候变化的加剧,预计该物种的栖息地在当地和整个分布区范围内都将受到越来越多的限制。我们的模型显示,适宜的栖息地正在向主要河流系统转移,这表明随着更小、更短暂的栖息地面积和数量的减少,该物种可能会依赖于更大的永久性河流系统。未来的管理策略应优先考虑保护和提高这些栖息地的恢复能力。MaxEnt 模型可以为种群调查工作提供指导,并有助于确定优先保护区域,从而为微囊鲤等受关注物种节省时间和资源。我们有必要开展进一步的研究,包括实地调查和大规模分析,以进一步了解该物种的分布情况以及气候和栖息地变化可能对其产生的影响。
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引用次数: 0
Effects of Environmental Factors on Plant Productivity in the Mountain Grassland of the Mountain Zebra National Park, Eastern Cape, South Africa 环境因素对南非东开普省斑马山国家公园山区草地植物生产力的影响
Q3 ECOLOGY Pub Date : 2023-12-01 DOI: 10.3390/ecologies4040049
N. Munyai, Abel Ramoelo, S. Adelabu, Hugo Bezuidehout, Hassan Sadiq
The relationship between plant productivity, measured according to biomass and species richness, is a fundamental focal point in community ecology, as it provides the basis for understanding plant responses or adaptive strategies. Although studies have been conducted on plant biomass and environmental factors, research concerning mountainous grassland areas is scarce. Therefore, the aim of the present study was to examine the influence of environmental factors on aboveground plant biomass in the mountainous grassland of the Mountain Zebra National Park, South Africa. Biomass distribution was uneven within the park, owing to certain species having relatively higher biomass values. These differences may be attributed to the chemical and physical properties of the soil, including carbon and nitrogen content, soil pH, and soil texture (sand, silt, and coarse fragments). A disc pasture meter was used to collect biomass data. Multiple regression analysis revealed that most environmental factors did not significantly influence plant biomass. The only environmental factor influencing plant biomass was soil pH; the influences of other factors were not statistically significant. The results of this study elucidate the interactions of environmental factors with plant biomass. Future research could investigate how environmental factors influence plant biomass, both below and above the ground in mountainous grassland.
植物生物量与物种丰富度之间的关系是群落生态学的一个基本焦点,因为它为理解植物的响应或适应策略提供了基础。虽然对植物生物量和环境因子进行了研究,但对山地草原的研究较少。因此,本研究旨在研究环境因子对南非山地斑马国家公园山地草地地上植物生物量的影响。由于某些物种的生物量值相对较高,因此公园内生物量分布不均匀。这些差异可能归因于土壤的化学和物理性质,包括碳和氮含量、土壤pH值和土壤质地(砂、粉和粗粒)。采用圆盘式牧草计采集生物量数据。多元回归分析表明,大部分环境因子对植物生物量影响不显著。影响植物生物量的环境因子只有土壤pH;其他因素的影响无统计学意义。本研究结果阐明了环境因子与植物生物量的相互作用。未来的研究将进一步探讨环境因子对山地草地地上、地下植物生物量的影响。
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引用次数: 0
Soil Conditioning and Neighbor Identity Influence on Cycas Seedling Performance 土壤条件和邻居身份对苏铁幼苗表现的影响
Q3 ECOLOGY Pub Date : 2023-11-23 DOI: 10.3390/ecologies4040048
T. Marler
Translocation of endangered plant species and facilitating in situ regeneration require knowledge of the factors that define suitable habitat characteristics. Four approaches were employed to define how antecedent and contemporary plant identity influenced Cycas seedling growth and survival in Guam, Yap, and the Philippines. Cycas micronesica K.D. Hill or Cycas nitida K.D. Hill & A. Lindstr. seedlings growing beneath the canopy of the maternal parent tree reached 100% mortality in 4 to 8 year. Cycas micronesica seedlings planted beneath a conspecific male adult tree reached 68% mortality in two years while seedlings planted away from a conspecific individual exhibited 100% survival. Cycas micronesica seedlings planted beneath monostands of invasive Leucaena leucocephala (Lam.) de Wit or Vitex parviflora Juss. reached 40% mortality in two years while seedlings planted in adjacent native forest cover exhibited 100% survival. Cycas micronesica seedlings planted in soil conditioned for 9 months by conspecifics, heterospecific native species, Carica papaya L., L. leucocephala, or V. parviflora exhibited the greatest growth in the soils conditioned by heterospecific natives and the least growth in the soils conditioned by the three invasive species. The seedlings growing in soil conditioned by conspecifics exhibited the most coralloid roots and the greatest shoot:root ratio. These studies confirmed that the identity of antecedent and competitive plants strongly influenced the longevity and growth of Cycas seedlings. Conservationists may improve outcomes by avoiding degraded forests that have experienced invasive plant species when positioning translocation projects. Planting Cycas seedlings in biodiverse native forest but away from a conspecific individual may lead to the greatest success in population recovery.
迁移濒危植物物种和促进就地再生需要了解确定适宜栖息地特征的因素。我们采用了四种方法来确定关岛、雅浦和菲律宾的前世和当代植物特征如何影响苏铁幼苗的生长和存活。在母本树冠下生长的苏铁小乔木(Cycas micronesica K.D. Hill)或苏铁大乔木(Cycas nitida K.D. Hill & A. Lindstr.种植在同种雄性成年树下的苏铁幼苗在两年内的死亡率为68%,而种植在远离同种个体的地方的幼苗的存活率为100%。栽种在外来入侵的 Leucaena leucocephala (Lam.) de Wit 或 Vitex parviflora Juss.单株树下的苏铁树苗,两年内死亡率达到 40%,而栽种在邻近原生林覆盖物上的树苗存活率为 100%。在同种、异种本地物种、木瓜(Carica papaya L.)、白花蛇舌草(L. leucocephala)或西洋牡荆(Vitex parviflora Juss)调节过的土壤中种植 9 个月的苏铁幼苗,在异种本地物种调节过的土壤中生长最快,而在三种入侵物种调节过的土壤中生长最慢。在同种土壤中生长的幼苗表现出最多的珊瑚状根和最大的芽根比。这些研究证实,前生植物和竞争植物的身份对苏铁幼苗的寿命和生长有很大影响。保护主义者在定位迁移项目时,可以避开曾遭受入侵植物物种侵袭的退化森林,从而改善结果。在生物多样性丰富的原生林中种植苏铁幼苗,但远离同种个体,可能会在种群恢复方面取得最大成功。
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引用次数: 0
Balancing Livestock Environmental Footprints with Forestry-Based Solutions: A Review 平衡畜牧业环境足迹与基于林业的解决方案:综述
Q3 ECOLOGY Pub Date : 2023-11-09 DOI: 10.3390/ecologies4040047
Tamirat Solomon, Vaishali Gupta, Chris Major Ncho
Livestock production, as one of the oldest and most significant human activities, plays a vital role in fulfilling the global demand for human nutrition and other animal-related products while contributing to poverty reduction. However, it is also important to address the environmental impact of livestock animals. Over 60% of the global biomass harvested annually to support human activity is directed towards this sector, raising concerns about its sustainability. In addition to substantial water and fertilizer usage reported in recent years, it is estimated that 14.5% of global greenhouse gas emissions are generated by the livestock sector. Furthermore, the increasing amount of manure resulting from intensive animal farming raises concerns about its disposal and potential water pollution. The degradation of pasture and rangeland is another significant contributor to soil erosion. Multiple approaches are being studied to reduce the environmental impact of livestock production, but a sustainable alternative may be through forestry. Forests play a vital role in countering livestock emissions by absorbing billions of tons of carbon dioxide each year, and they act as a crucial carbon sink. Furthermore, the diversity and age of forests impact the carbon sequestration process. Forests also help to combat climate change by reducing soil erosion and regulating the water cycle. As such, sustainable forest management is essential as forests provide multiple benefits, including economic, environmental, and social benefits, while also sequestering carbon. In this review, the current impact of modern livestock production is described, along with the potential for mitigating it through forestry-based solutions.
畜牧业生产作为最古老和最重要的人类活动之一,在满足全球对人类营养和其他动物相关产品的需求方面发挥着至关重要的作用,同时有助于减少贫困。然而,解决家畜对环境的影响也很重要。全球每年为支持人类活动而收获的生物质中有60%以上用于该部门,这引起了人们对其可持续性的担忧。除了近年来报告的大量水和肥料使用外,据估计,全球14.5%的温室气体排放是由畜牧业产生的。此外,集约化畜牧业产生的粪便数量不断增加,引起了人们对其处理和潜在水污染的担忧。牧场和牧场的退化是造成土壤侵蚀的另一个重要因素。目前正在研究多种方法以减少畜牧业生产对环境的影响,但可持续的替代办法可能是通过林业。森林每年吸收数十亿吨二氧化碳,在遏制牲畜排放方面发挥着至关重要的作用,它们是一个重要的碳汇。此外,森林的多样性和年龄影响碳固存过程。森林还通过减少土壤侵蚀和调节水循环来帮助应对气候变化。因此,可持续森林管理至关重要,因为森林提供多种效益,包括经济、环境和社会效益,同时还能吸收碳。在这篇综述中,描述了现代畜牧业生产目前的影响,以及通过以林业为基础的解决方案减轻影响的可能性。
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引用次数: 0
Artificial Light at Night (ALAN) Influences Understory Plant Traits through Ecological Processes: A Two-Year Experiment in a Rubber Plantation in China 夜间人造光通过生态过程影响林下植物性状——中国橡胶园两年试验
Q3 ECOLOGY Pub Date : 2023-11-09 DOI: 10.3390/ecologies4040046
Cong Zhou, Akihiro Nakamura, Xiaoyang Song, Masatoshi Katabuchi
Artificial light at night (ALAN) demonstrated a new ecological factor that influences organisms through a multi-approach. Yet, the impacts of ALAN on understory plants remain largely unknown. We evaluated whether ALAN would affect the leaf mass per area (LMA) of understory plants through a two-year field light experiment in a tropical rubber plantation in south China. We hypothesized that ALAN could impact the understory in two ways: by directly supplementing light to aboveground plant parts (which increases LMA) and indirectly affecting soil nutrient composition by attracting insects (which decreases LMA). We selected two species: Colocasia gigantea, representing shade-tolerant species, and Melastoma candidum, representing light-demanding species. We measured canopy openness, LMA, soil nutrients, and individual distance away from light resources. Our Bayesian linear mixed model showed a negative relationship between LMA and the strength of ALAN, indicating that ALAN may influence LMA more indirectly by enhancing soil nutrient availability rather than directly acting as a light resource. This relationship was significant for Colocasia gigantea but not for Melastoma candidum. These results suggest that ALAN might have complex and species-specific impacts on the understory ecosystem. Our study underscores the need for continued research and informed management of anthropogenic ecosystems.
夜间人造光(ALAN)是一种新的生态因子,通过多种途径影响生物。然而,ALAN对林下植物的影响在很大程度上仍然未知。通过对中国南方热带橡胶林进行为期2年的田间光照试验,研究了ALAN对林下植物单位面积叶质量(LMA)的影响。我们假设ALAN可以通过两种方式影响林下植被:一是直接向地上植物部分补充光照(增加LMA),二是通过吸引昆虫间接影响土壤养分组成(降低LMA)。我们选择了两个物种:Colocasia gigantea(耐阴物种)和Melastoma candidum(耐光物种)。我们测量了冠层开度、LMA、土壤养分和个体与光资源的距离。我们的贝叶斯线性混合模型显示LMA与ALAN强度呈负相关,表明ALAN可能更多地通过提高土壤养分有效性间接影响LMA,而不是直接作为光照资源。这种关系在巨巨巨斑中有显著性,而在白色褐斑瘤中无显著性。这些结果表明,ALAN对林下生态系统可能具有复杂的、物种特异性的影响。我们的研究强调了对人为生态系统进行持续研究和知情管理的必要性。
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引用次数: 0
Spectral Patterns of Pixels and Objects of the Forest Phytophysiognomies in the Anauá National Forest, Roraima State, Brazil 巴西罗赖马州anau<e:1>国家森林植物地貌像素和目标的光谱模式
Q3 ECOLOGY Pub Date : 2023-10-28 DOI: 10.3390/ecologies4040045
Tiago Monteiro Condé, Niro Higuchi, Adriano José Nogueira Lima, Moacir Alberto Assis Campos, Jackelin Dias Condé, André Camargo de Oliveira, Dirceu Lucio Carneiro de Miranda
Forest phytophysiognomies have specific spatial patterns that can be mapped or translated into spectral patterns of vegetation. Regions of spectral similarity can be classified by reference to color, tonality or intensity of brightness, reflectance, texture, size, shape, neighborhood influence, etc. We evaluated the power of accuracy of supervised classification algorithms via per-pixel (maximum likelihood) and geographic object-based image analysis (GEOBIA) for distinguishing spectral patterns of the vegetation in the northern Brazilian Amazon. A total of 280 training samples (70%) and 120 validation samples (30%) of each of the 11 vegetation cover and land-use classes (N = 4400) were classified based on differences in their visible (RGB), near-infrared (NIR), and medium infrared (SWIR 1 or MIR) Landsat 8 (OLI) bands. Classification by pixels achieved a greater accuracy (Kappa = 0.75%) than GEOBIA (Kappa = 0.72%). GEOBIA, however, offers a greater plasticity and the possibility of calibrating the spectral rules associated with vegetation indices and spatial parameters. We conclude that both methods enabled precision spectral separations (0.45–1.65 μm), contributing to the distinctions between forest phytophysiognomies and land uses—strategic factors in the planning and management of natural resources in protected areas in the Amazon region.
森林植物地貌具有特定的空间格局,可以绘制或转化为植被的光谱格局。光谱相似区域可以通过参考颜色、调性或亮度强度、反射率、纹理、大小、形状、邻域影响等进行分类。我们通过逐像素(最大似然)和基于地理目标的图像分析(GEOBIA)来评估监督分类算法在区分巴西亚马逊北部植被光谱模式方面的准确性。根据Landsat 8 (OLI)可见光(RGB)、近红外(NIR)和中红外(SWIR 1或MIR)波段的差异,对11个植被覆盖和土地利用类别(N = 4400)中每个类别的280个训练样本(70%)和120个验证样本(30%)进行分类。像素分类的准确率(Kappa = 0.75%)高于GEOBIA (Kappa = 0.72%)。然而,GEOBIA提供了更大的可塑性和校准与植被指数和空间参数相关的光谱规则的可能性。我们得出结论,这两种方法都实现了精确的光谱分离(0.45-1.65 μm),有助于区分森林植物地貌和土地利用-亚马逊地区保护区自然资源规划和管理的战略因素。
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引用次数: 0
From Protected Habitat to Agricultural Land: Dogs and Small Mammals Link Habitats in Northern Thailand 从保护栖息地到农业用地:泰国北部的狗和小型哺乳动物栖息地
Q3 ECOLOGY Pub Date : 2023-10-15 DOI: 10.3390/ecologies4040044
Chuanphot Thinphovong, Anamika Kritiyakan, Ronnakrit Chakngean, Yossapong Paladsing, Phurin Makaew, Morgane Labadie, Christophe Mahuzier, Waraphon Phimpraphai, Serge Morand, Kittipong Chaisiri
Wildlife communities are positively affected by ecological restoration and reforestation. Understanding the dynamics of mammal communities along a gradient of a human-dominated habitat to a protected habitats, right up to a reforestation habitat, is crucial for assessing the effects of reforestation on conservation biology and disease ecology. We used data obtained from a set of camera traps and live traps implemented in the “Spillover Interface” project. A network analysis showed that the reforested area was central in the sharing of mammal species between human-dominated habitats, such as plantations, and the protected area. A network analysis also confirmed the centrality of the domestic dog and the rodent Rattus tanezumi (R. tanezumi) in shared habitats and the co-occurrence with other mammal species. This rodent species was previously mentioned as a bridge species between habitats favouring disease transmission. This study is a first step to identify potential reservoirs and habitat interfaces associated with the risk of zoonotic diseases and pathogen spillover.
野生动物群落受到生态恢复和再造林的积极影响。了解哺乳动物群落从人类主导的栖息地到受保护的栖息地,再到重新造林的栖息地的动态变化,对于评估重新造林对保护生物学和疾病生态学的影响至关重要。我们使用了从“溢出接口”项目中实施的一组相机陷阱和活动陷阱中获得的数据。网络分析表明,在以人类为主导的栖息地(如人工林)和保护区之间,再造林地区是哺乳动物物种共享的中心。网络分析还证实了家犬和鼠类黄胸鼠(Rattus tanezumi, R. tanezumi)在共有生境中居中心地位,并与其他哺乳动物共生。这种啮齿类动物以前被认为是有利于疾病传播的栖息地之间的桥梁物种。这项研究是确定与人畜共患疾病和病原体溢出风险相关的潜在水库和栖息地界面的第一步。
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引用次数: 0
Predicting Ecologically Suitable Areas of Cotton Cultivation Using the MaxEnt Model in Xinjiang, China 基于MaxEnt模型的新疆棉花生态适宜种植面积预测
Q3 ECOLOGY Pub Date : 2023-10-05 DOI: 10.3390/ecologies4040043
Lingling Li, Hongqi Wu, Yimin Gao, Sance Zhang
Cultivating cotton and sustaining its productivity are challenging in temperate arid regions around the globe. Exploring suitable cotton cultivation areas to improve productivity in such climatic regions is essential. Thus, this study explores the ecologically suitable areas for cotton cultivation using the MaxEnt model, having 375 distribution points of long-staple cotton and various factors, including 19 climatic factors, 2 terrain factors, and 6 soil factors in Xinjiang. The area under the curve (AUC) of the predicted results was greater than 0.9, indicating that the model’s predictions had fairly high accuracy. However, the main environmental factors that affected the cotton’s growth were the lowest temperature in the coldest month, the hottest month, the precipitation in the driest season, and the monthly average temperature difference. Further, the temperature factors contributed 71%, while the contribution ratio of terrain and soil factors was only 22%. The research indicated that the current planting area was consistent with the predicted area in many areas of the study. Still, some areas, such as the Turpan region northwest of Bayingolin Mongol Autonomous Prefecture, are supposed to be suitable for planting cotton, but it is not planted. The current potential distribution area of long-staple cotton is mainly located in Aksu Prefecture and the northern part of the Kashgar Prefecture region. The climatic prediction shows that the growing area of long-staple cotton may expand to southern Altay, central Aksu, and Bortala Mongol Autonomous Prefecture. This study will be helpful for cotton cultivation suitability areas in Xinjiang and other regions with similar environments.
在全球温带干旱地区,种植棉花并保持其生产力是一项挑战。探索适宜的棉花种植区以提高这些气候地区的生产力是至关重要的。因此,本研究利用MaxEnt模型,对长绒棉的375个分布点和各种因子进行了探索,其中气候因子19个,地形因子2个,土壤因子6个。预测结果的曲线下面积(AUC)大于0.9,表明该模型的预测具有较高的精度。而影响棉花生长的主要环境因子是最冷月份的最低温度、最热月份的最低温度、最干燥季节的降水和月平均温差。温度因子的贡献率为71%,而地形和土壤因子的贡献率仅为22%。研究表明,在研究的许多地区,目前的种植面积与预测面积是一致的。然而,一些地区,如巴音戈林蒙古族自治州西北部的吐鲁番地区,本应适合种植棉花,但却没有种植棉花。目前长绒棉的潜在分布区主要位于阿克苏地区和喀什地区北部。气候预测表明,长绒棉的种植区域可能扩大到阿勒泰南部、阿克苏中部和博尔塔拉蒙古自治州。本研究对新疆及其他类似环境地区的棉花适宜栽培区具有一定的指导意义。
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引用次数: 0
Analysis of Accelerometer Data Using Random Forest Models to Classify the Behavior of a Wild Nocturnal Primate: Javan Slow Loris (Nycticebus javanicus) 利用随机森林模型分析加速度计数据对野生夜行灵长类爪哇懒猴的行为分类
Q3 ECOLOGY Pub Date : 2023-09-30 DOI: 10.3390/ecologies4040042
Amanda Hathaway, Marco Campera, Katherine Hedger, Marianna Chimienti, Esther Adinda, Nabil Ahmad, Muhammed Ali Imron, K. A. I. Nekaris
Accelerometers are powerful tools for behavioral ecologists studying wild animals, particularly species that are difficult to observe due to their cryptic nature or dense or difficult to access habitats. Using a supervised approach, e.g., by observing in detail with a detailed ethogram the behavior of an individual wearing an accelerometer, to train a machine learning algorithm and the accelerometer data of one individual from a wild population of Javan slow lorises (Nycticebus javanicus), we applied a Random Forest model (RFM) to classify specific behaviors and posture or movement modifiers automatically. We predicted RFM would identify simple behaviors such as resting with the greatest accuracy while more complex behaviors such as feeding and locomotion would be identified with lower accuracy. Indeed, resting behaviors were identified with a mean accuracy of 99.16% while feeding behaviors were identified with a mean accuracy of 94.88% and locomotor behaviors with 85.54%. The model identified a total of 21 distinct combinations of six behaviors and 18 postural or movement modifiers in this dataset showing that RFMs are effective as a supervised approach to classifying accelerometer data. The methods used in this study can serve as guidelines for future research for slow lorises and other ecologically similar wild mammals. These results are encouraging and have important implications for understanding wildlife responses and resistance to global climate change, anthropogenic environmental modification and destruction, and other pressures.
加速度计是行为生态学家研究野生动物的有力工具,特别是那些由于其隐秘的性质或密集或难以进入栖息地而难以观察的物种。采用监督方法,例如,通过详细观察佩戴加速度计的个体的行为,以训练机器学习算法和来自爪哇慢懒猴(Nycticebus javanicus)野生种群的一个个体的加速度计数据,我们应用随机森林模型(RFM)对特定行为和姿势或运动修饰符进行自动分类。我们预测RFM识别简单行为(如休息)的准确率最高,而识别进食和运动等更复杂行为的准确率较低。事实上,休息行为识别的平均准确率为99.16%,进食行为识别的平均准确率为94.88%,运动行为识别的平均准确率为85.54%。该模型在该数据集中确定了6种行为和18种姿势或运动修饰符的21种不同组合,表明rfm作为一种监督方法对加速度计数据进行分类是有效的。本研究中使用的方法可以为未来对懒猴和其他生态相似的野生哺乳动物的研究提供指导。这些结果令人鼓舞,对了解野生动物对全球气候变化、人为环境改变和破坏以及其他压力的反应和抵抗具有重要意义。
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Ecologies
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