phenology

物候
  • 文章类型: Journal Article
    常绿针林(ENFs)光合作用的季节性时间和幅度对碳循环具有重大影响,并且对气候变化越来越敏感。较早的春季光合作用可以增加生长季节的碳吸收,或导致早期的水储备枯竭,从而导致过早停止和碳损失增加。由于缺乏现场测量和难以解释卫星数据,因此确定ENFs生长季节的开始和结束具有挑战性。受到雪和云层的影响,以及这些系统普遍的“绿色”。我们将连续的针尺度叶绿素荧光测量与基于塔的遥感和跨纬度梯度的三个ENF站点的毛初级生产力(3GPP)估计相结合(科罗拉多州,萨斯喀彻温省,阿拉斯加)在过渡季节将生理变化与遥感信号联系起来。我们得出了在积雪条件下观测太阳诱导叶绿素荧光(SIF)和太阳强度归一化SIF(SIF相对)的理论框架,与反射率数据相比,灵敏度降低(测得的SIF与50%积雪下近红外植被指数[NIRv]降低60%)。针状荧光和光化学密切相关(科罗拉多州的r2=0.74,在阿拉斯加为0.70),并且在季节转换的时间和幅度上表现出良好的一致性。Wedemonstratethatthiscanbescaledtothesitelevelwithtower-basedestimatesofLUEPandSIFrelativewhichwerewellcorrelatedacrossallsites(r2=0.70inColorado,0.53在萨斯喀彻温省,阿拉斯加为0.49)。这些独立的,时间连续的数据集证实了所有三个常绿森林在融雪之前的生理活动增加。这表明,数据驱动和基于过程的碳循环模型在融雪之前假设生理活动可忽略不计,这本身就存在缺陷。并强调了SIF数据用于跟踪物候事件的实用性。我们的研究探讨了常绿森林的光谱生物学,并强调了可应用于其他生态系统的光谱方法。
    The seasonal timing and magnitude of photosynthesis in evergreen needleleaf forests (ENFs) has major implications for the carbon cycle and is increasingly sensitive to changing climate. Earlier spring photosynthesis can increase carbon uptake over the growing season or cause early water reserve depletion that leads to premature cessation and increased carbon loss. Determining the start and the end of the growing season in ENFs is challenging due to a lack of field measurements and difficulty in interpreting satellite data, which are impacted by snow and cloud cover, and the pervasive \"greenness\" of these systems. We combine continuous needle-scale chlorophyll fluorescence measurements with tower-based remote sensing and gross primary productivity (GPP) estimates at three ENF sites across a latitudinal gradient (Colorado, Saskatchewan, Alaska) to link physiological changes with remote sensing signals during transition seasons. We derive a theoretical framework for observations of solar-induced chlorophyll fluorescence (SIF) and solar intensity-normalized SIF (SIFrelative) under snow-covered conditions, and show decreased sensitivity compared with reflectance data (~20% reduction in measured SIF vs. ~60% reduction in near-infrared vegetation index [NIRv] under 50% snow cover). Needle-scale fluorescence and photochemistry strongly correlated (r2 = 0.74 in Colorado, 0.70 in Alaska) and showed good agreement on the timing and magnitude of seasonal transitions. We demonstrate that this can be scaled to the site level with tower-based estimates of LUEP and SIFrelative which were well correlated across all sites (r2 = 0.70 in Colorado, 0.53 in Saskatchewan, 0.49 in Alaska). These independent, temporally continuous datasets confirm an increase in physiological activity prior to snowmelt across all three evergreen forests. This suggests that data-driven and process-based carbon cycle models which assume negligible physiological activity prior to snowmelt are inherently flawed, and underscores the utility of SIF data for tracking phenological events. Our research probes the spectral biology of evergreen forests and highlights spectral methods that can be applied in other ecosystems.
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  • 文章类型: Journal Article
    萨赫勒地区的气候变化和全球变暖导致了严重的干旱和沙漠的发展。这种现象会影响植物的生存和群落组成,但即使是幸存的植物,它可能会影响它们的物候和与它们相关的昆虫群落。在时空方法中,我们研究了AnnonasenegalensisPers的病例。(番荔枝科),热带地区的一种常见灌木,以确定气候变化对其物候以及与其花朵和果实相关的昆虫的影响。我们确定了1年内Annonasenegalensis的物候阶段,并评估了布基纳法索的苏丹和苏丹-萨赫勒气候带中昆虫的丰度和多样性。温度,在每个区域的两个地点,在12个月内记录了降雨和相对湿度。Annonasenegalensis的叶子在苏丹地区持续了10个月,开花和结果长3个月。在苏丹-萨赫勒地区,叶子持续8个月,而开花和结果则持续3和4个月,分别。在这两个气候带共收集了100,040种昆虫,属于48种。在苏丹地区发现了46种,而在苏丹-萨赫勒地区则记录了25种。植物物候和昆虫群落的变化主要是由于两个气候带的降雨变化。我们的研究结果强调,由于气候变化而导致的沙漠发展不仅会影响植物的生存,而且对于抗性物种,它还会影响它们与昆虫以及相关的整个昆虫群落的相互作用。
    Climate change and global warming in the Sahelian region cause dramatic drought and advancing of the desert. This phenomenon could affect the plant survival and community composition, but even for surviving plants, it could affect their phenology and the insect community associated with them. In a space-for-time approach, we studied the case of Annona senegalensis Pers. (Annonaceae), a common shrub in tropical areas, to determine the impact of climate change on its phenology and the insects associated with its flowers and fruits. We determined the phenology phases of Annona senegalensis during a 1-year period and assessed the abundance and diversity of insects in the Sudanian and the Sudano-Sahelian climatic zones of Burkina Faso. Temperature, rainfall and relative humidity were recorded during 12 months in two sites per zone. Leafing of Annona senegalensis lasted 10 months in the Sudanian zone, flowering and fruiting were 3 months long. In the Sudano-Sahelian zone, leafing lasted 8 months while flowering and fruiting were 3 and 4 months long, respectively. A total of 10,040 insects belonging to 48 species were collected in the two climatic zones. Forty-six species were found in the Sudanian zone while 25 species were recorded in the Sudano-Sahelian one. The variations in the plant phenology and the insect community were mainly due to the variation in rainfall across both climatic zones. Our results emphasize that advancing of the desert due to climate change could not only affect the survival of plants but for resistant species it also affect their interactions with insects and the whole insect community associated.
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  • 文章类型: Journal Article
    在德国,昆虫的发生和分布及其与植物物种的可能关联在很大程度上是未知的,迫切需要基线数据来监测未来趋势。使用新设计的自动Malaise陷阱多采样器,在德国的两个相反的野外地点:城市植物园和森林研究站,同步监测了昆虫物种的发生及其与植物的潜在联系。通过对昆虫和Malaise诱捕剂样品的防腐剂乙醇中存在的植物痕迹进行元代编码来鉴定分类群。为了比较,在陷阱附近进行了植物调查。在这两个网站上,我们确定了总共1290个精确序列变体(ESV)分配给昆虫纲,其中205人是传粉者。在植物园里,我们发现了128个植物类群,其中41个还检测到了一种已知的昆虫传粉者。昆虫物种丰富度在五月最高,主要归因于双翅目的增加。这些结果提供了一个案例研究,说明自动采样和基于DNA的方法可用于监测开花时间和植物访问昆虫的相应活动。
    The occurrence and distribution of insects and their possible associations with plant species are largely unknown in Germany and baseline data to monitor future trends are urgently needed. Using newly-designed automated Malaise trap multi-samplers, the occurrence of insect species and their potential associations with plants was monitored synchronously at two contrasting field sites in Germany: an urban botanical garden and a forest research station. Taxa were identified by metabarcoding of the insects and the plant traces present in the preservative ethanol of the Malaise trap samples. For comparison, a botanical survey was conducted in the vicinity of the traps. Across both sites, we identified a total of 1290 exact sequence variants (ESVs) assigned to Insecta, of which 205 are known to be pollinators. In the botanical garden, we detected the occurrence of 128 plant taxa, of which 41 also had one of their known insect pollinator species detected. Insect species richness was highest in May, mainly attributed to an increase in Diptera. These results present a case study of the applicability of automated sampling and DNA-based methods to monitor the timings of flowering and corresponding activity of plant-visiting insects.
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  • 文章类型: Journal Article
    各种干旱类型对秋季物候的影响尚待广泛探讨。我们解决了季前农业和气象干旱对北半球秋季物候的影响。为此,建立了结合干旱因素的增强秋季物候模型,有助于更深入地理解这些复杂的相互作用。研究表明,根据2001年至2020年的SIF估计,北半球的季末(EOS)没有明显的进步或延迟趋势。发现季前农业干旱对EOS的累积和延迟影响比与气象干旱相关的影响更为明显。对各种评估指标的分析表明,结合标准化土壤水分干旱指数(CDDSSMI)的冷却度天数(CDD)模型在模拟北半球EOS中的性能比标准CDD模型高>14%。此外,与标准CDD模型相比,具有标准化降水指数(CDDSPI)的CDD模型在模拟北半球EOS方面的性能提高了>5.6%。对各种模型的未来EOS预测的比较表明,CDD模型在不同情况下(SSP245和SSP585)大大高估了EOS。CDDSSMI模型比CDD模型提前大约7天预测EOS,CDDSPI模型比CDD模型提前大约5天预测EOS。这项研究强调了干旱类型对植物秋季物候的不同影响,并强调了在秋季物候模型中参数化干旱影响的重要性。
    The impacts of various drought types on autumn phenology have yet to be extensively explored. We address the influence of pre-season agricultural and meteorological droughts on autumn phenology in the Northern Hemisphere. To this end, enhanced autumn phenology models incorporating drought factors was developed, contributing to a deeper understanding of these complex interactions. The study reveals that there was no significant trend of advancement or delay in the End of Season (EOS) across the Northern Hemisphere based on SIF estimates from 2001 to 2020. The cumulative and delayed impacts of pre-season agricultural drought on EOS were found to be more pronounced than those associated with meteorological drought. The analysis of various evaluation indexes shows that the performance of the Cooling Degree Days (CDD) model incorporating the Standardized Soil Moisture Drought Index (CDDSSMI) in simulating EOS in the Northern Hemisphere is >14 % higher than that of the standard CDD model. Additionally, the performance of the CDD model with the Standardized Precipitation Index (CDDSPI) in simulating EOS in the Northern Hemisphere is improved by >5.6 % compared to the standard CDD model. A comparison of future EOS projections across various models reveals that the CDD model significantly overestimates EOS in different scenarios (SSP245 and SSP585). The CDDSSMI model projects EOS approximately 7 days earlier than the CDD model, and the CDDSPI model projects EOS approximately 5 days earlier than the CDD model. This study highlights the diverse impacts of drought types on plant autumn phenology and underscores the significance of parameterizing drought impacts in autumn phenology models.
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  • 文章类型: Journal Article
    气候变化的影响,如土壤盐渍化或干旱会极大地影响本地和潜在入侵的植物物种。含羞草,最初原产于南美,但传播到非洲和亚洲,对热带和亚热带地区的干扰环境表现出极大的适应性。由于其对机械刺激表现出快速反应的能力,它已成为研究thigmochogening行为的模型生物。我们通过在从瓦伦西亚附近的沙丘收集的土壤上种植植物,研究了盐和水胁迫对与地中海沿海沙丘微生物群落相互作用的M.pudica的影响。西班牙。植物生物量,潜在的应力耐受机制,地震反应,和物候学进行了评估。非生物应激,特别是盐胁迫,对植物性能和震害产生不利影响。含羞草,然而,表现出在根水平上Na转运的阻断,作为对盐度的主要防御机制。当暴露于自然土壤时,植物产生了更多的叶子和花朵,与无菌基质中的植物相比,花朵败育率较低,受刺激的植物在到达高原之前随时间表现出更快的反应,而复苏随着时间的推移而增加。我们的结果强调了需要综合和多学科方法来了解植物-非生物胁迫-微生物相互作用。在M.Pudica,土壤微生物对生物量或生化胁迫标记物的影响较弱或没有影响;然而,它们的存在极大地改善了繁殖特性和震颤,从而促进在新环境中建立潜在的植物。
    Climate change effects such as soil salinisation or drought dramatically affect native and potentially invasive plant species. Mimosa pudica, originally native to South America but spread to Africa and Asia, exhibits great adaptability to disturbed environments in tropical and subtropical areas. It has become a model organism for studying thigmomorphogenetic behaviour due to its ability to display fast responses to mechanical stimuli. We investigated the effects of salt and water stresses on M. pudica in interaction with a Mediterranean coastal dune microbial community by growing plants on soils collected from dunes near Valencia, Spain. Plant biomass, potential mechanisms of stress tolerance, seismonastic response, and phenology were assessed. Abiotic stress, particularly salt stress, adversely affects plant performance and seismonasty. Mimosa pudica, however, displayed the blockage of Na+ transport at the root level as a primary defence mechanism against salinity. When exposed to natural soils, plants produced more leaves and flowers, with lower flower abortion rates than plants in a sterile substrate, and the stimulated plants displayed faster responses across time before reaching a plateau, while the recovery increased with time. Our results highlight the need for integrative and multidisciplinary approaches to understand plant-abiotic stress-microorganisms interactions. In M. pudica, soil microorganisms had weak or no effects on biomass or biochemical stress markers; however, their presence strongly improved reproductive traits and seismonasty, thus facilitating potential plant establishment in a new environment.
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  • 文章类型: Journal Article
    背景:昆虫食草动物的损害可以引起广泛的植物反应,包括减少或补偿生长,改变了挥发性轮廓,或增加防御化合物的生产。具体来说,草食动物可以改变花的发育,因为植物将资源重新分配给防御和再生功能。对于依赖传粉者的物种,花卉的数量和质量对于吸引花卉游客至关重要;因此,草食动物诱导的发育效应会改变花的丰度或吸引力,这可能对植物的繁殖成功具有至关重要的意义。根据过去关于资源权衡的工作,我们假设草食动物损害诱导的效应在需要大量资源投资的结构花卉性状上更强(例如,花卉数量),随着植物将资源重新分配给防御和再生,而次生花卉性状较弱,需要较少的结构性投资(例如,花蜜奖励)。
    方法:在本研究中,我们模拟了驯化的南瓜南瓜南瓜南瓜南瓜中的早期草食动物机械损伤。pepo并在60天的温室实验中测量了不同的花卉性状。
    结果:我们发现机械损伤延迟了雄性花期的开始,并减少了产生的花的总量。此外,置换多变量方差分析(PERMANOVA)表明,机械损伤显著影响整体花卉挥发物分布,虽然不是倍半萜类的输出,已知能招募专门的黄瓜甲虫食草动物和南瓜蜜蜂传粉者的一类化合物。
    结论:总之,我们展示了C.pepospp.pepo减少了机械损坏后对雄花生产的投资,花卉挥发物确实表现出产量的变化,指示损伤诱导的性状可塑性。在这种全球相关的栽培物种中,雄花产量的这种减少可能会降低受损植物对觅食传粉者的相对吸引力。
    BACKGROUND: Damage from insect herbivores can elicit a wide range of plant responses, including reduced or compensatory growth, altered volatile profiles, or increased production of defence compounds. Specifically, herbivory can alter floral development as plants reallocate resources towards defence and regrowth functions. For pollinator-dependent species, floral quantity and quality are critical for attracting floral visitors; thus, herbivore-induced developmental effects that alter either floral abundance or attractiveness may have critical implications for plant reproductive success. Based on past work on resource trade-offs, we hypothesize that herbivore damage-induced effects are stronger in structural floral traits that require significant resource investment (e.g., flower quantity), as plants reallocate resources towards defence and regrowth, and weaker in secondary floral traits that require less structural investment (e.g., nectar rewards).
    METHODS: In this study, we simulated early-season herbivore mechanical damage in the domesticated jack-o-lantern pumpkin Cucurbita pepo ssp. pepo and measured a diverse suite of floral traits over a 60-day greenhouse experiment.
    RESULTS: We found that mechanical damage delayed the onset of male anthesis and reduced the total quantity of flowers produced. Additionally, permutational multivariate analysis of variance (PERMANOVA) indicated that mechanical damage significantly impacts overall floral volatile profile, though not output of sesquiterpenoids, a class of compounds known to recruit specialized cucumber beetle herbivores and squash bee pollinators.
    CONCLUSIONS: In summary, we show that C. pepo spp. pepo reduces investment in male flower production following mechanical damage, and that floral volatiles do exhibit shifts in production, indicative of damage-induced trait plasticity. Such reductions in male flower production could reduce the relative attractiveness of damaged plants to foraging pollinators in this globally relevant cultivated species.
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  • 文章类型: Journal Article
    目的:城市化对植物进化的影响,特别是生殖特征的进化,仍然很大程度上未知。在这项研究中,我们旨在调查城市化对日本关东地区马齿莲生殖特征的影响。马齿轮轴有一个独特的生殖系统,由遗传决定的chasmogamous(开放,CH)和cleistogamy(封闭式,CL)植物。
    方法:我们从农村地区的10个种群和城市地区的10个种群中收集了P.oleracea的种子。在一个普通的花园实验中,我们记录了花的类型(CH或CL),生殖物候和种子生产。
    结果:所有个体都产生CH或CL花,允许我们将它们分类为CH或CL植物。我们观察到农村和城市人口中CH和CL植物的患病率存在显着差异:CH植物的数量普遍较低,在城市个体中尤其低。与CH植物相比,CL植物表现出更早的物候,并产生更重的种子,这与响应城市地区高温和干旱胁迫条件的胁迫避免是一致的。
    结论:我们的研究结果表明,城市化可能推动了甘蓝的性交生殖系统的进化变化。具有较早物候和较大种子的CL植物可能会更好地适应城市环境,在那里他们受到严酷的高温和干旱压力。
    OBJECTIVE: The impact of urbanization on plant evolution, particularly the evolution of reproductive traits, remains largely unknown. In this study, we aimed to investigate the consequences of urbanization on the reproductive traits of Portulaca oleracea in the Kantō region of Japan. Portulaca oleracea has a unique cleistogamous reproductive system, which consists of genetically determined chasmogamous (open, CH) and cleistogamous (closed, CL) plants.
    METHODS: We collected seeds of P. oleracea from ten populations in rural areas and ten populations in urban areas. In a common garden experiment, we recorded the type of flowers (CH or CL), reproductive phenology and seed production.
    RESULTS: All individuals produced either CH or CL flowers, allowing us to classify them as either CH or CL plants. We observed a significant difference in the prevalence of CH and CL plants between rural and urban populations: the number of CH plants was generally low and was particularly low among urban individuals. Compared to CH plants, CL plants showed earlier phenology and produced heavier seeds, which is consistent with stress avoidance in response to heat and drought stress conditions in urban areas.
    CONCLUSIONS: Our findings suggest that urbanization may drive an evolutionary change in the cleistogamous reproductive system of P. oleracea. CL plants with earlier phenology and larger seeds might be better adapted to urban environments, where they are subjected to harsh heat and drought stress.
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  • 文章类型: Journal Article
    栽培植物与其害虫之间的物候匹配/不匹配可能会影响田间害虫侵染动态。为了探索植物和害虫物候的这种匹配/不匹配可能与植物防御动力学相互作用,我们研究了欧洲主要害虫之一对玉米的侵染动态,欧洲玉米耗子(Ostrinianubilalis;鳞翅目:Crambidae)。对23个玉米自交系的集合进行了为期两年的田间试验,这些玉米自交系的早熟性形成了对比。每个自交系在三个不同的日期播种,以使玉米的不同发育阶段暴露于欧洲玉米bore的自然侵扰。播期的影响取决于自交系,害虫的产生,和年份。2021年,根据自交系和播种日期,最终害虫发病率从36%到91%不等。2022年,这一比例从2%到77%不等。最终害虫发病率的这种变化可能与植物暴露于害虫侵扰期间植物发育的变化有关。然而,这种关系并不简单。的确,这种关系的形状和强度取决于虫害发生的时间。当植物处于营养阶段时发生侵染,观察到发育与病虫害发生率之间存在非线性关系,其中最少和最发达的植物感染最多。当所有植物都处于成熟期时发生侵染,最发达的植物感染最少。我们的结果强调了植物-害虫物候匹配/不匹配对害虫侵扰动态的影响,并强调了考虑植物-害虫相互作用以提出相关控制策略的重要性。
    Phenological match/mismatch between cultivated plants and their pest could impact pest infestation dynamics in the field. To explore how such match/mismatch of plant and pest phenologies may interact with plant defense dynamics, we studied the infestation dynamics of maize by one of its main pests in Europe, the European Corn Borer (Ostrinia nubilalis; Lepidoptera: Crambidae). A two-year field experiment was carried out on a collection of 23 maize inbred lines contrasted for their earliness. Each inbred line was sown at three different dates in order to expose different developmental stages of maize to natural European corn borer infestation. The effect of the sowing date depended on the inbred line, the pest generation, and the year. In 2021, the final pest incidence ranged from 36% to 91% depending on inbred lines and sowing date. In 2022, it ranged from 2% to 77%. This variability in final pest incidence can be related to variations in plant development during plant exposure to pest infestation. However, this relationship was not straightforward. Indeed, the shape and intensity of the relationship depended on the timing of the onset of the pest infestation. When infestation occurred while plants were in a vegetative stage, a nonlinear relationship between development and pest incidence was observed with the least and most developed plants being the most infested. When infestation occurred when all plants were in the mature phase, the most developed plants were the least infested. Our results highlight the effect of plant-pest phenological match/mismatch on pest infestation dynamics and underline the importance of taking plant-pest interactions into account to propose relevant control strategies.
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  • 文章类型: Journal Article
    东部瘫痪的滴答声,Ixodesholcycclus,在澳大利亚是非常重要的兽医。每一年,成千上万的狗和猫出现在兽医诊所和医院,有蜱瘫痪的迹象。在之前的一篇论文中,我们构建了两个模型来解释昆士兰州东南部(2009-2020年)和悉尼北部海滩(1999-2017年)急诊兽医医院出现的蜱麻痹病例的患病率和时间分布.第一个模型根据tick麻痹季节tick麻痹病例的患病率来解释tick麻痹的临床负担强度,而第二个模型则解释tick麻痹季节的开始。在本论文中,我们进一步测试我们的模型,2021年至2023年(昆士兰州东南部)和2018年至2023年(悉尼北部海滩)的其他数据。在这些地方定义的蜱瘫痪季节,10.3%(31,217人中的3207人)的兽医咨询是蜱瘫痪。平均而言,对蜱麻痹病例患病率的预测与实际患病率相差1.3%(0.013),而对蜱麻痹季节开始的预测与季节实际开始相差1.7周.布里斯班对tick瘫痪病例患病率的预测最准确,而悉尼北部海滩的预测最不准确,而奇怪的是,对于悉尼北部海滩,tick瘫痪季节开始的预测最准确,而布里斯班则最不准确。我们用新数据重新拟合了模型。我们预测大约10%(阳光海岸),5%(布里斯班),在2024年蜱麻痹季节,7%(黄金海岸)和12%(悉尼北部海滩)的兽医咨询将是蜱麻痹病例,导致蜱麻痹的临床负担强度与前几年相似。这样的预测允许围绕预防和兽医诊所适当资源规划的重要性进行及时的公共教育运动。
    The eastern paralysis tick, Ixodes holocyclus, is a tick of much veterinary importance in Australia. Each year, thousands of dogs and cats present to veterinary clinics and hospitals with signs of tick paralysis. In a previous paper, we constructed two models to explain prevalence and temporal distributions of tick paralysis cases presenting to emergency veterinary hospitals in South East Queensland (2009-2020) and the Northern Beaches of Sydney (1999-2017). The first model accounted for the intensity of the clinical burden of tick paralysis based on the prevalence of cases of tick paralysis in the tick paralysis season whereas the second model accounted for the start of the tick paralysis season. In the present paper, we test our models further, with much additional data from 2021 to 2023 (South East Queensland) and from 2018 to 2023 (Northern Beaches of Sydney). During the defined tick paralysis season in these locations, 10.3 % (3207 of 31,217) of veterinary-consultations were for tick paralysis. On average, predictions for the prevalence of cases of tick paralysis were 1.3 % (0.013) away from the actual prevalence whereas predictions for the start of the tick paralysis season were 1.7 weeks away from the actual start of the season. The prediction of the prevalence of tick paralysis cases was most accurate for Brisbane and least accurate for the Northern Beaches of Sydney whereas, curiously, the prediction for the start of the tick paralysis season was most accurate for the Northern Beaches of Sydney and least accurate for Brisbane. We re-fitted the models with the new data. We predict that about 10 % (Sunshine Coast), 5 % (Brisbane), 7 % (Gold Coast) and 12 % (Northern Beaches of Sydney) of veterinary-consultations in the tick paralysis season of 2024 will be cases of tick paralysis, resulting in a tick paralysis clinical burden intensity of similar magnitude to previous years. Such predictions allow for timely public education campaigns around the importance of prevention and appropriate resource planning for veterinary clinics.
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  • 文章类型: Journal Article
    叶片衰老是一种复杂的性状,由于光同化物已转移到种子中,因此对谷物灌浆至关重要。因此,叶片衰老和物候阶段之间的正确同步是必要的,以获得增加的产量。在这项研究中,我们使用手机在野外拍摄的图像评估了五种深度机器学习方法对向日葵物候阶段进行评估的性能。从分析来看,我们发现基于预训练网络resnet50的方法优于其他方法,在精度和速度方面。最后,生成的模型,Sunpheno,用于评估两条对比线的物候阶段,B481_6和R453,衰老期间。我们观察到物候阶段的明显差异,证实了以前研究中获得的结果。生成了具有5000张图像的数据库,并由专家进行了分类。这对于结束有关该性状在田间进展的决策中涉及的主观性很重要,并且可能与与产量增加高度相关的性能和衰老参数相关。
    Leaf senescence is a complex trait which becomes crucial for grain filling because photoassimilates are translocated to the seeds. Therefore, a correct sync between leaf senescence and phenological stages is necessary to obtain increasing yields. In this study, we evaluated the performance of five deep machine-learning methods for the evaluation of the phenological stages of sunflowers using images taken with cell phones in the field. From the analysis, we found that the method based on the pre-trained network resnet50 outperformed the other methods, both in terms of accuracy and velocity. Finally, the model generated, Sunpheno, was used to evaluate the phenological stages of two contrasting lines, B481_6 and R453, during senescence. We observed clear differences in phenological stages, confirming the results obtained in previous studies. A database with 5000 images was generated and was classified by an expert. This is important to end the subjectivity involved in decision making regarding the progression of this trait in the field and could be correlated with performance and senescence parameters that are highly associated with yield increase.
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