Power law

幂律
  • 文章类型: Journal Article
    功能性状对于理解植物如何响应和适应其直接环境很重要。Parrotiasubaequalis是在中国东部发现的高度濒危乔木物种,主要居住在山坡和山谷,然而,对这些环境中叶片性状的变化知之甚少。在本研究中,我们通过比较叶片表面积来测试这一点,叶片重量,叶长,叶片对称性和单位面积叶片质量,以及叶片性状与环境因子之间的关系以及叶面面积与叶片干重之间的比例关系。我们观察到叶片表面积的显着差异,体重,和人口站点之间的长度,这些变量受到环境因素的强烈影响,尤其是山坡栖息地的年平均气温高,山谷栖息地的年平均降水量高。缩放指数在10个种群中保持数字变化,在不同坡度大于1.0的情况下,尺度指数随山坡生境的显著增加。这些指标与与不同栖息地类型相关的土壤厚度相关。所有种群的面积比(AR)值都偏离1,表明两个叶片侧面不对称。标准化对称指数(SI)值显示出显著的变化,尤其是在高度不对称的山坡栖息地的叶子中。总的来说,我们的发现表明,叶片功能性状在不同的环境背景下表现出相当大的变异性,并提供了有价值的参考数据,可用于保护这种濒危物种。
    Functional traits are important in understanding how plants respond and adapt to their immediate environment. Parrotia subaequalis is a highly endangered arbor species found throughout eastern China, primarily inhabiting hillsides and valleys, yet, little is known about the variation in leaf traits across these environments. In the present study, we tested this by comparing leaf surface area, leaf weight, leaf length, leaf symmetry and leaf mass per unit area, as well as the relationship between leaf traits and environmental factors and the scaling relationship between leaf surface area versus leaf dry mass. We observed significant differences in leaf surface area, weight, and length among the population sites, and these variables were strongly affected by environmental factors, especially high mean annual temperatures in hillside habitats and high mean annual precipitation in valley habitats. The scaling exponents remained numerically variant among the 10 populations, with different slopes greater than 1.0, and the scaling exponents increased significantly with hillside habitats. These metrics correlated with soil thickness associated with different habitat types. The areal ratio (AR) values in all populations deviated from 1, indicating that the two lamina sides were asymmetrical. The standardized symmetry index (SI) values displayed significant variation, especially in leaves from hillside habitats with a high degree of asymmetry. Collectively, our findings demonstrated that leaf functional traits exhibit considerable variability in response to different environmental contexts and provide valuable reference data that could be useful for conserving this endangered species.
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  • 文章类型: Journal Article
    背景:突发非持续性心律失常事件,是睡眠期间的常见观察。
    目的:我们假设夜间心律失常发作持续时间可以遵循幂律,其指数可以预测长期临床结果。
    方法:我们将“夜间心律失常雪崩”(NAA)定义为心电图(ECG)模板匹配的R-R间期下降≥R-R基线的30%的任何情况,然后恢复到基线的90%。我们研究了从睡眠心脏健康研究(SHHS)获得的心电图记录中的NAA,男性骨质疏松性骨折研究(MrOS)睡眠和动脉粥样硬化多种族研究(MESA)研究。评估了夜间心律失常持续时间与幂律分布的关联,以及衍生幂律指数(α)与主要不良心血管事件和死亡率的关联,用多变量Cox回归评估。
    结果:n=9176名参与者被研究。在所有研究的数据集中,NAA发作分布具有一致的幂律与比较器分布(幂律与正对数似然比MESA指数:83%;SHHS:69%;MrOS:81%;幂律与MESA对数正常值:95%;SHHS:35%,MrOS:64%)。NAA幂律指数(α)显示出与不良CV结果的显着关联(与CV死亡率的关联:SHHS(HR=1.39[1.07-1.79],p=0.012);MrOS(HR=1.42[1.02-1.94],p=0.039;与CV事件的关联:MESA(HR=3.46[1.46-8.21],p=0.005))在多变量Cox回归中,在调整了常规CV危险因素和夜间异位率之后。
    结论:NAA幂律指数是可重复的,心血管事件和死亡率的预测标志物。
    BACKGROUND: Bursting nonsustained cardiac arrhythmia events are a common observation during sleep.
    OBJECTIVE: The purpose of this study was to investigate the hypothesis that nocturnal arrhythmia episode durations could follow a power law, whose exponent could predict long-term clinical outcomes.
    METHODS: We defined \"nocturnal arrhythmia avalanche\" (NAA) as any instance of a drop in electrocardiographic (ECG) template-matched R-R intervals ≥30% of R-R baseline, followed by a return to 90% of baseline. We studied NAA in ECG recordings obtained from the Sleep Heart Health Study (SHHS), Osteoporotic Fractures in Men Study (MrOS) Study, and Multi-Ethnic Study of Atherosclerosis (MESA). The association of nocturnal arrhythmia durations with a power-law distribution was evaluated and the association of derived power-law exponents (α) with major adverse cardiovascular (CV) events and mortality assessed with multivariable Cox regression.
    RESULTS: A total of 9176 participants were studied. NAA episodes distribution was consistent with power-law vs comparator distributions in all datasets studied (positive log likelihood ratio of power-law vs exponential in MESA: 83%; SHHS: 69%; MrOS: 81%; power-law vs log-normal in MESA: 95%; SHHS: 35%; MrOS: 64%). The NAA power-law exponent (α) showed a significant association of with adverse CV outcomes (association with CV mortality: SHHS hazard ratio 1.39 [1.07-1.79], P = .012; MrOS hazard ratio 1.42 [1.02-1.94], P = .039; association with CV events: MESA HR 3.46 [1.46-8.21], P = .005) in multivariable Cox regression, after adjusting for conventional CV risk factors and nocturnal ectopic rate.
    CONCLUSIONS: The NAA power-law exponent is a reproducible, predictive marker for incident CV events and mortality.
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  • 文章类型: Journal Article
    无标度大脑活动,与学习有关,不同时间尺度的积分,和心理模型的形成,与亚稳态的认知基础相关。光谱斜率,无标度动力学的一个关键方面,被提议作为区分不同睡眠阶段的潜在指标。研究表明,大脑网络在清醒状态下保持一致的无标度结构,麻醉,和恢复。尽管性别之间的麻醉敏感性差异得到了认可,这些变化在皮质的临床脑电图记录中并不明显。最近,发现神经活动的幂律指数的斜率变化与Rényi熵的变化相关,香农信息熵的扩展概念。这些发现将量词确立为研究大脑无标度动力学的有前途的工具。我们的研究提出了一种新颖的视觉表示,称为Rényi熵-复杂性因果关系空间,它封装了复杂性,排列熵,和Rényi参数q。这项研究的主要目标是在理论范围内为经典动力系统定义这个空间。此外,该研究旨在调查模拟无标度活动的不同时间序列在多大程度上可以被区分。最后,该工具用于检测颅内脑电图(iEEG)信号的动态特征。为了实现这些目标,本研究实施了序数模式的Bandt和Pompe方法。在这个过程中,每个信号都与概率分布相关联,基于参数q计算Rényi熵和复杂度的因果度量。该方法是分析模拟时间序列的有价值的工具。它有效地区分了相关噪声的元素,并提供了一种直接的方法来检查行为差异,特点,和分类。对于iEEG实验数据,REM状态显示出更多的显著性别差异,而上回区在不同模式和分析中表现出最大的变化。用这个框架探索无标度大脑活动可以为认知和神经系统疾病提供有价值的见解。该结果可能对理解两性之间的大脑功能差异及其与神经系统疾病的可能相关性具有意义。
    Scale-free brain activity, linked with learning, the integration of different time scales, and the formation of mental models, is correlated with a metastable cognitive basis. The spectral slope, a key aspect of scale-free dynamics, was proposed as a potential indicator to distinguish between different sleep stages. Studies suggest that brain networks maintain a consistent scale-free structure across wakefulness, anesthesia, and recovery. Although differences in anesthetic sensitivity between the sexes are recognized, these variations are not evident in clinical electroencephalographic recordings of the cortex. Recently, changes in the slope of the power law exponent of neural activity were found to correlate with changes in Rényi entropy, an extended concept of Shannon\'s information entropy. These findings establish quantifiers as a promising tool for the study of scale-free dynamics in the brain. Our study presents a novel visual representation called the Rényi entropy-complexity causality space, which encapsulates complexity, permutation entropy, and the Rényi parameter q. The main goal of this study is to define this space for classical dynamical systems within theoretical bounds. In addition, the study aims to investigate how well different time series mimicking scale-free activity can be discriminated. Finally, this tool is used to detect dynamic features in intracranial electroencephalography (iEEG) signals. To achieve these goals, the study implementse the Bandt and Pompe method for ordinal patterns. In this process, each signal is associated with a probability distribution, and the causal measures of Rényi entropy and complexity are computed based on the parameter q. This method is a valuable tool for analyzing simulated time series. It effectively distinguishes elements of correlated noise and provides a straightforward means of examining differences in behaviors, characteristics, and classifications. For the iEEG experimental data, the REM state showed a greater number of significant sex-based differences, while the supramarginal gyrus region showed the most variation across different modes and analyzes. Exploring scale-free brain activity with this framework could provide valuable insights into cognition and neurological disorders. The results may have implications for understanding differences in brain function between the sexes and their possible relevance to neurological disorders.
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  • 文章类型: Journal Article
    癌症,一种与细胞突变密切相关的疾病,通常被认为与物种的细胞计数和寿命呈正相关。尽管有这样的假设,观察到的不同物种的癌症发病率的一致性,被称为皮托悖论,提出了一个难题。认识到肿瘤进展不仅仅依赖于癌细胞,而且涉及各种细胞类型之间复杂的相互作用,这项研究采用Lotka-Volterra(LV)常微分方程模型来分析癌细胞的进化和免疫环境中的癌症发生率。因此,这项研究揭示了Peto悖论中缺乏相关性的充分条件,并通过应用无量纲化并在ODE模型中细胞群体变化的特征时间间隔和物种细胞周期变化的特征时间间隔之间进行类比,为癌症发病率在不同物种中公平分布的原因提供了见解。
    Cancer, a disease intimately linked to cellular mutations, is commonly believed to exhibit a positive association with the cell count and lifespan of a species. Despite this assumption, the observed uniformity in cancer rates across species, referred to as the Peto\'s paradox, presents a conundrum. Recognizing that tumour progression is not solely dependent on cancer cells but involves intricate interactions among various cell types, this study employed a Lotka-Volterra (LV) ordinary differential equation model to analyze the evolution of cancerous cells and the cancer incidence in an immune environment. As a result, this study uncovered the sufficient conditions underlying the absence of correlation in Peto\'s paradox and provide insights into the reasons for the equitable distribution of cancer incidence across diverse species by applying nondimensionalization and drawing an analogy between the characteristic time interval for the variation of cell populations in the ODE model and that of cell cycles of a species.
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  • 文章类型: Journal Article
    罗勒种子胶的分散体具有高粘度并表现出剪切稀化行为。本研究旨在分析不同时间间隔(0、1、2和3分钟)的微波处理(MT)对罗勒种子胶分散体(0.5%,w/v)。这项研究的发现表明,罗勒种子胶分散体(未处理的分散体)的表观粘度从0.330Pa降低。S到0.068Pa。s随着剪切速率(SR)从12.2s-1增加到171.2s-1。此外,罗勒种子胶分散体的表观粘度从0.173Pa降低。s到0.100Pa。s随着MT时间从0增加到3分钟(SR=61s-1)。使用幂律(PL)成功地模拟了口香糖分散体的流变特性,宾汉姆,Herschel-Bulkley(HB),和卡森模型,PL模型是描述罗勒种子胶分散行为的最佳模型。PL模型显示出优异的性能,对于所有口香糖分散体,具有最大r值(平均r值=0.942)和最小平方误差(SSE)值(平均SSE值=5.265)和均方根误差(RMSE)值(平均RMSE值=0.624)。MT对罗勒种子胶分散体的稠度系数(k值)和流动行为指数(n值)的变化有相当大的影响(p<0.05)。罗勒种子胶分散的k值从3.149Pa显着降低。sn到1.153Pa。sn(p<0.05)随着MT时间从0增加到3分钟。随着MT时间的增加,罗勒种子胶分散的n值从0.25显着增加到0.42(p<0.05)。罗勒种子胶分散体的宾汉塑性粘度从0.029Pa显著增加。S到0.039Pa。s(p<0.05),而MT的持续时间增加。随着MT时间从0增加到3分钟,罗勒种子胶分散体的Casson屈服应力从5.010Pa显着降低到2.165Pa(p<0.05)。
    Dispersion of Basil seed gum has high viscosity and exhibits shear-thinning behavior. This study aimed to analyze the influence of microwave treatment (MT) at various time intervals (0, 1, 2, and 3 min) on the viscosity and rheological behavior of Basil seed gum dispersion (0.5%, w/v). The finding of this study revealed that the apparent viscosity of Basil seed gum dispersion (non-treated dispersion) reduced from 0.330 Pa.s to 0.068 Pa.s as the shear rate (SR) increased from 12.2 s-1 to 171.2 s-1. Additionally, the apparent viscosity of the Basil seed gum dispersion reduced from 0.173 Pa.s to 0.100 Pa.s as the MT time increased from 0 to 3 min (SR = 61 s-1). The rheological properties of gum dispersion were successfully modeled using Power law (PL), Bingham, Herschel-Bulkley (HB), and Casson models, and the PL model was the best one for describing the behavior of Basil seed gum dispersion. The PL model showed an excellent performance with the maximum r-value (mean r-value = 0.942) and the minimum sum of squared error (SSE) values (mean SSE value = 5.265) and root mean square error (RMSE) values (mean RMSE value = 0.624) for all gum dispersion. MT had a considerable effect on the changes in the consistency coefficient (k-value) and flow behavior index (n-value) of Basil seed gum dispersion (p < 0.05). The k-value of Basil seed gum dispersion decreased significantly from 3.149 Pa.sn to 1.153 Pa.sn (p < 0.05) with increasing MT time from 0 to 3 min. The n-value of Basil seed gum dispersion increased significantly from 0.25 to 0.42 (p < 0.05) as the MT time increased. The Bingham plastic viscosity of Basil seed gum dispersion increased significantly from 0.029 Pa.s to 0.039 Pa.s (p < 0.05) while the duration of MT increased. The Casson yield stress of Basil seed gum dispersion notably reduced from 5.010 Pa to 2.165 Pa (p < 0.05) with increasing MT time from 0 to 3 min.
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  • 文章类型: Journal Article
    傅立叶定理指出,任何时间序列都可以分解为一组正弦频率,每个都有自己的相位和振幅。文献表明,某些频率对于再现眼球运动的关键质量很重要(“信号”),而某些频率则不重要(“噪声”)。为了研究什么是信号,什么是噪声,我们以三种方式分析了我们的数据集:(1)目测扫视图,微扫视和平滑追踪样本;(2)分析每个频带在1,033条未过滤扫视轨迹中的方差占比(PVAF);(3)分析扫视峰值速度与振幅之间的主要序列关系,基于幂律拟合。目视检查表明,代表微跳需要高达75Hz的频率。我们的PVAF分析表明,0-25Hz波段的信号占扫视轨迹方差的近100%。幂律系数(a,b)对于75Hz或更高的低通滤波信号,返回到未滤波电平。我们得出的结论是,为了保持眼球运动信号并减少噪音,75Hz的截止频率是合适的。我们解释为什么,鉴于这一发现,建议最小采样率为750Hz。
    The Fourier theorem states that any time-series can be decomposed into a set of sinusoidal frequencies, each with its own phase and amplitude. The literature suggests that some frequencies are important to reproduce key qualities of eye-movements (\"signal\") and some of frequencies are not important (\"noise\"). To investigate what is signal and what is noise, we analyzed our dataset in three ways: (1) visual inspection of plots of saccade, microsaccade and smooth pursuit exemplars; (2) analysis of the percentage of variance accounted for (PVAF) in 1,033 unfiltered saccade trajectories by each frequency band; (3) analyzing the main sequence relationship between saccade peak velocity and amplitude, based on a power law fit. Visual inspection suggested that frequencies up to 75 Hz are required to represent microsaccades. Our PVAF analysis indicated that signals in the 0-25 Hz band account for nearly 100% of the variance in saccade trajectories. Power law coefficients (a, b) return to unfiltered levels for signals low-pass filtered at 75 Hz or higher. We conclude that to maintain eyemovement signal and reduce noise, a cutoff frequency of 75 Hz is appropriate. We explain why, given this finding, a minimum sampling rate of 750 Hz is suggested.
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  • 文章类型: Journal Article
    复杂网络描述了自然界和社会中广泛的系统。作为图论的一个基本概念,连接节点和边缘的路径在网络科学中起着至关重要的作用。而不是关注路径长度或路径中心性,在这里,我们提请注意与决策效率相关的路径多重性,定义为节点对之间的最短路径的数量,因此表征了路由选择的多样性。值得注意的是,通过从这个新的角度进行广泛的实证调查,我们令人惊讶地观察到一个“犹豫世界”特征以及“小世界”特征,并找到了路径多重性的普遍幂律,这意味着少数节点对具有高路径多重性。我们证明了路径多重性的幂律比节点度的幂律强得多,这被称为无标度属性。然后,我们表明,这些现象不能被现有的经典网络模型捕获。此外,我们探讨了路径多重性与现有典型网络度量之间的关系,例如平均最短路径长度,聚类系数,相似度系数,和节点中心性。我们证明了路径多重性是一个独特的网络度量。这些结果扩展了我们对网络结构的认识,并为网络设计和优化提供了一个新的观点,在生物学领域具有重要的潜在应用。社会,和人造网络。
    Complex networks describe a wide range of systems in nature and society. As a fundamental concept of graph theory, the path connecting nodes and edges plays a vital role in network science. Rather than focusing on the path length or path centrality, here we draw attention to the path multiplicity related to decision-making efficiency, which is defined as the number of shortest paths between node pairs and thus characterizes the routing choice diversity. Notably, through extensive empirical investigations from this new perspective, we surprisingly observe a \"hesitant-world\" feature along with the \"small-world\" feature and find a universal power-law of the path multiplicity, meaning that a small number of node pairs possess high path multiplicity. We demonstrate that the power-law of path multiplicity is much stronger than the power-law of node degree, which is known as the scale-free property. Then, we show that these phenomena cannot be captured by existing classical network models. Furthermore, we explore the relationship between the path multiplicity and existing typical network metrics, such as average shortest path length, clustering coefficient, assortativity coefficient, and node centralities. We demonstrate that the path multiplicity is a distinctive network metric. These results expand our knowledge of network structure and provide a novel viewpoint for network design and optimization with significant potential applications in biological, social, and man-made networks.
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  • 文章类型: Journal Article
    地下环境中化学物质的分子扩散──岩层,土壤沉积物,海洋,河,湖泊沉积物在各种动态过程中起着至关重要的作用,其中许多会影响水化学。我们研究并证明了异常(非Fickian)扩散行为的发生,与经典假定的Fickian扩散不同。我们在大约两个月的时间内通过一系列五个白垩和白云石岩石样品测量了分子扩散。我们证明,在所有情况下,扩散行为与Fickian明显不同。然后,我们使用连续时间随机游走框架分析结果,该框架可以描述岩石等非均质多孔材料中的异常扩散。与常规的Fickian扩散过程相比,该方法显示了示踪剂前进的极端长时间拖尾。发现普遍存在明显的异常扩散,这意味着应使用考虑非Fickian扩散的工具来分析地下区域中的扩散驱动过程。
    Molecular diffusion of chemical species in subsurface environments─rock formations, soil sediments, marine, river, and lake sediments─plays a critical role in a variety of dynamic processes, many of which affect water chemistry. We investigate and demonstrate the occurrence of anomalous (non-Fickian) diffusion behavior, distinct from classically assumed Fickian diffusion. We measured molecular diffusion through a series of five chalk and dolomite rock samples over a period of about two months. We demonstrate that in all cases, diffusion behavior is significantly different than Fickian. We then analyze the results using a continuous time random walk framework that can describe anomalous diffusion in heterogeneous porous materials such as rock. This methodology shows extreme long-time tailing of tracer advance as compared to conventional Fickian diffusion processes. The finding that distinct anomalous diffusion occurs ubiquitously implies that diffusion-driven processes in subsurface zones should be analyzed using tools that account for non-Fickian diffusion.
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  • 文章类型: Journal Article
    识别自然系统中微塑料的来源和命运已经引起了极大的关注,因为它们对生态系统健康的影响。这项工作描述了尺寸分数,形态学,颜色,以及2021年8月和9月采样的西部苏必利尔湖及其附近港口的微塑料聚合物成分。结果表明,总体微塑料计数相似,港口站为每升0.62至3.32微塑料,湖泊站为每升0.83至1.4微塑料。然而,样品位置之间的有意义的差异可以在尺寸分数趋势和聚合物组成中看到。即,港口样品具有相对较大的最大尺寸分数和更多的聚合物类型的多样性,这可以归因于城市化活动和较短的水停留时间。幂律大小分布建模揭示了有助于理解潜在来源和去除机制的偏差,尽管它大大低估了较小尺寸颗粒(5-45μm)的微塑料计数,通过与同时收集的通过尼罗红染色和流式细胞术计数的微塑料样品进行比较来确定。
    Identifying the sources and fate of microplastics in natural systems has garnered a great deal of attention because of their implications for ecosystem health. This work characterizes the size fraction, morphology, color, and polymer composition of microplastics in western Lake Superior and its adjacent harbor sampled in August and September 2021. The results reveal that the overall microplastic counts are similar, with the harbor stations ranging from 0.62 to 3.32 microplastics per liter and the lake stations ranged from 0.83 to 1.4 microplastics per liter. However, meaningful differences between the sample locations can be seen in the size fraction trends and polymer composition. Namely, the harbor samples had relatively larger amounts of the largest size fraction and more diversity of polymer types, which can be attributed to the urbanized activity and shorter water residence time. Power law size distribution modeling reveals deviations that help in the understanding of potential sources and removal mechanisms, although it significantly underpredicts microplastic counts for smaller-sized particles (5-45 μm), as determined by comparison with concurrently collected microplastic samples enumerated by Nile Red staining and flow cytometry.
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  • 文章类型: Journal Article
    胶体半导体量子点具有许多潜在的光学应用,包括量子点发光二极管,单光子源,或生物发光标记。胶体量子点的光学性质会受到其介电环境的影响。这项研究研究了厚壳梯度合金化胶体半导体量子点的光致发光(PL)衰减与溶剂折射率的关系。这些测量是在很宽的延迟时间范围内进行的,以考虑激子的初始自发衰减和具有幂律形式的激子的延迟发射。表明,尽管初始自发PL衰减对溶剂的折射率非常敏感,激子的幂律延迟发射不是。我们的结果似乎排除了在所考虑的溶剂中载流子自陷的可能性,并暗示了量子点内存在陷阱态。最后,我们的数据表明,平均激子寿命显着降低作为溶剂折射率的函数。对激子寿命的变化进行了定性建模和讨论。
    Colloidal semiconductor quantum dots have many potential optical applications, including quantum dot light-emitting diodes, single-photon sources, or biological luminescent markers. The optical properties of colloidal quantum dots can be affected by their dielectric environment. This study investigated the photoluminescence (PL) decay of thick-shell gradient-alloyed colloidal semiconductor quantum dots as a function of solvent refractive index. These measurements were conducted in a wide range of delay times to account for both the initial spontaneous decay of excitons and the delayed emission of excitons that has the form of a power law. It is shown that whereas the initial spontaneous PL decay is very sensitive to the refractive index of the solvent, the power-law delayed emission of excitons is not. Our results seem to exclude the possibility of carrier self-trapping in the considered solvents and suggest the existence of trap states inside the quantum dots. Finally, our data show that the average exciton lifetime significantly decreases as a function of the solvent refractive index. The change in exciton lifetime is qualitatively modeled and discussed.
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