Correlation dimension

  • 文章类型: Journal Article
    目的:气道声门功能不全,或者声门间隙,可能会导致呼吸的声音质量。假设声门间隙可能是语音产生中的非线性源。这项研究旨在获得声门间隙语音的混沌和声学特征,该声门间隙语音是通过在后声门中插入金属垫片而切除的喉的发声提供的。
    方法:非随机准实验研究。
    方法:后声门间隙以0.5mm的间隔从0到3.5mm变化。在八个切除犬喉的样本人群中独立研究了每种治疗方法。记录每次治疗的喉部声响,并分析倒谱峰突出(CPP)。谐波噪声比(HNR),和相关维度。
    结果:Kruskal-Wallis秩和检验在所有参数的各垫片组之间均有显著差异。Dunn-Bonferroni事后检验显示,对照组与所有指标的1.5、2、2.5、3和3.5mm组均有显着差异。此外,Kendall相关检验表明,声门间隙大小和相关维度之间存在中度正相关,声门间隙大小与CPP之间以及声门间隙大小与HNR之间呈中度负相关。
    结论:声门功能不全提供了发声非线性的来源。非线性动态分析提供了对声门间隙语音的定量见解。这项研究鼓励未来的研究进一步评估声门间隙和相关维度之间的关系。
    OBJECTIVE: Airway glottic insufficiency, or glottal gap, may lead to a breathy voice quality. It is hypothesized that a glottal gap may be a source of nonlinearity in speech production. This study aims to gain a chaotic and acoustic profile of glottal gap voice provided by phonation of excised larynges subjected to the insertion of a metal shim in the posterior glottis.
    METHODS: Nonrandomized quasi-experimental study.
    METHODS: Posterior glottal gap varied from 0 to 3.5 mm in 0.5 mm intervals. Each treatment was investigated independently in a sample population of eight excised canine larynges. Phonation of the larynges for each treatment was recorded and analyzed for the cepstral peak prominence (CPP), harmonics-to-noise ratio (HNR), and correlation dimension.
    RESULTS: Kruskal-Wallis rank-sum tests yielded significant differences across shim groups for all parameters. Dunn-Bonferroni post-hoc tests revealed that the control group differed significantly from the 1.5, 2, 2.5, 3, and 3.5 mm groups for all metrics. Moreover, Kendall correlation tests indicated a moderately positive correlation between glottal gap size and correlation dimension, a moderately negative correlation between glottal gap size and CPP and between glottal gap size and the HNR.
    CONCLUSIONS: Glottic insufficiency provides a source of nonlinearity in phonation. Nonlinear dynamic analysis provides quantitative insight into glottal gap voice. This study encourages future studies to further evaluate the relationship between glottal gap and correlation dimension.
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  • 文章类型: Journal Article
    海面温度(SST),以其复杂和动态的行为,是海洋-大气相互作用的主要驱动力。这项研究的目的是研究SST的行为及其使用混沌方法的预测。使用平均互信息(AMI)和Cao方法来重建相空间。使用Lyapunov指数和相关维数来研究混沌。Lyapunov指数指数用于在2023年至2027年之间使用局部预测方法预测具有5年平均预测范围的SST。结果显示,太平洋和南极海洋的延迟时间为3个月,和大西洋两个月的延迟时间,印度人,和北冰洋。所有海洋的最佳嵌入维数在6到7之间。我们的分析表明,所有海洋中的海温动力学都表现出不同程度的混乱,如相关维数所示。由于相空间中特定吸引子周围的SST点的聚类,局部预测方法实现了相对准确的短期SST预测。然而,从长远来看,随着SST相空间中的点可以随机分布,该方法的精度降低。平均相对绝对误差百分比的模型性能排名表明,与其他海洋相比,印度洋具有最佳性能,而大西洋,太平洋,南极和北冰洋在下一个行列。这项研究有助于了解SST的动力学,对开发气候模型具有实用价值。
    Sea surface temperature (SST), with its complex and dynamic behavior, is a major driver of ocean-atmosphere interactions. The purpose of this study is to investigate the behavior of SST and its prediction using a chaotic approach. Average mutual information (AMI) and Cao methods were used to reconstruct the phase space. The Lyapunov exponent and correlation dimension were used to investigate chaos. The Lyapunov exponent index was used to predict SST with a 5-year average prediction horizon using the local prediction method between 2023 and 2027. The results showed a 3-month delay time for the Pacific and Antarctic Oceans, and a 2-month delay time for the Atlantic, Indian, and Arctic Oceans. The optimal embedding dimension for all oceans is between 6 and 7. Our analysis reveals that the dynamics of SST in all oceans exhibit varying degrees of chaos, as indicated by the correlation dimension. The local prediction method achieves relatively accurate short-term SST predictions due to the clustering of SST points around specific attractors in the phase space. However, in the long term, the accuracy of this method decreases as the points in the phase space of SST can spread randomly. The model performance ranking with a Percent Mean Relative Absolute Error shows that the Indian Ocean has the best performance compared to other oceans, while the Atlantic, Pacific, and Antarctic and Arctic Oceans are in the next ranks. This study contributes to understanding the dynamics of SST and has practical value for use in the development of climate models.
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  • 文章类型: Journal Article
    背景:有许多类型的认知任务被归类为心理跟踪(MT),工作记忆(WM),反应时间(RT),歧视和决策和言语流畅性(VF)。然而,有限的研究调查了认知任务类型对老年人姿势控制的影响。
    目的:s:本研究的目的是根据非线性分析研究衰老和几种类型的认知任务对姿势控制的影响。
    方法:在6种条件下研究了姿势控制(使用RT的单任务和双任务;容易和困难的VF;容易和困难的WM;容易和困难的MT。结果测量是最大的Lyapunov,熵,以及前后(AP)和中外侧(ML)方向的相关维度。
    结果:结果显示,在老年组中,在有困难的WM和MT的双重任务下,AP和MLmaxLyapunov明显高于所有其他条件。此外,年龄较大的组在容易VF的双重任务中AP熵较低,困难的WM,容易和困难的MT。
    结论:结果可用于理解姿势控制机制,并检测衰老和应用不同类型的认知任务后的变化。此外,所研究的参数可以作为识别姿势控制缺陷的基础。
    There are numerous types of cognitive tasks classified as mental tracking (MT), working memory (WM), reaction time (RT), discrimination and decision-making and verbal fluency (VF). However, limited studies have investigated the effects of cognitive task type on postural control in older adults.
    s: The aim of this study was to investigate the effect of aging and several types of cognitive tasks on postural control in terms of nonlinear analysis.
    Postural control was investigated under 6 conditions (single task and dual-task with RT; easy and difficult VF; easy and difficult WM; easy and difficult MT. Outcome measurements were the max Lyapunov, entropy, and correlation dimension at anteroposterior (AP) and mediolateral (ML) directions.
    The results revealed that within the older group, the AP & ML max Lyapunov at dual-task with difficult WM and MT was significantly higher than all other conditions. In addition, the older group had lower AP entropy at dual-task with easy VF, difficult WM, and easy as well as difficult MT.
    The results can be useful to understand the postural control mechanisms and to detect the alterations following aging and applying different types of cognitive tasks. In addition, the investigated parameters can be a basis for identifying postural control deficiencies.
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  • 文章类型: Journal Article
    证明了女性和男性执行的步态之间存在差异,出现在选定身体部位的运动中。尽管有许多与运动捕获数据的判别分析相关的最新研究,信号复杂性和不确定性的度量是否可以为性别区分问题提取有价值的特征的问题仍然存在。这是论文的主题。
    相关维度,以及近似和样本熵,被选择来描述运动数据。在数值实验中,收集的数据集包含25名女性和30名男性的884个样本。测量发生在人体运动实验室(HML),配备了一个高度精确的运动捕捉系统。研究了数据表示的两种变体-时间序列,其中包含所采取的骨骼模型的关节旋转以及附着在人体上的标记的位置。最后,使用描述性统计对女性和男性人群进行比较分析,非参数估计,并进行了统计假设验证。
    所采取的措施在统计学上具有显着的性别差异。总的来说,下肢的运动导致女性更大的关联维度和熵值,而选定的上半身部位对男性也有类似的作用。差异主要在髋部观察到,脚踝,肩膀,和头部动作。
    相关维度和熵度量提供了运动捕获数据的强大和可解释的特征,并对人类运动系统进行了有价值的描述。因此,除了发现女性和男性之间差异的重要性之外,他们的解释和理解也是已知的。
    UNASSIGNED: It is proved that there are differences between gait performed by females and males, which appear in movements of selected body parts. Despite numerous state-of-the-art studies related to the discriminative analysis of motion capture data, the question of whether measures of signal complexity and uncertainty can extract valuable features for the problem of sex distinction still remains open. It is the subject of the paper.
    UNASSIGNED: Correlation dimension, as well as approximate and sample entropies, are selected to describe motion data. In the numerical experiments, the collected dataset with 884 samples of 25 females and 30 males was used. The measurements took place in the Human Motion Laboratory (HML), equipped with a highly precise motion capture system. Two variants of data representation were investigated-time series that contain joint rotations of taken skeleton model as well as positions of the markers attached to the human body. Finally, a comparative analysis between the populations of females and males using descriptive statistics, non-parametric estimation, and statistical hypotheses verification was carried out.
    UNASSIGNED: There are statistically significant sex differences extracted by the taken measures. In general, the movements of lower limbs result in greater values of correlation dimension and entropies for females, while selected upper body parts play a similar role for males. The dissimilarities are mainly observed in hip, ankle, shoulder, and head movements.
    UNASSIGNED: Correlation dimension and entropy measures provide robust and explainable features of motion capture data with a valuable description of the human locomotion system. Thus, beyond the importance of discovered differences between females and males, their interpretation and understanding are also known.
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  • 文章类型: Journal Article
    本文提出了一种分析压缩机出口压力信号的方法。这允许检测机器操作点何时接近即将发生失速的区域。信号分析方法基于从动态信号中提取非线性特征。相关维数(dcorr)用于量化测量信号的复杂性,如果分析的信号来自确定性过程,则其值会降低。所呈现的结果表明,信号的相关维数在流速高于对机器性能产生负面影响的流速大约10%时减小。已经在多个转子速度上观察到这种趋势。这些发现表明,与失速开始相关的扰动可以传播到压缩机出口,导致较少的混沌压力行为,反映了这些扰动的动力学。从转子和扩散器之间的空间中的压力信号可以识别失速的事实在其早期阶段是众所周知的。但是识别压缩机出口处失速的可能性,其中扰动被显著衰减,文献中没有记载。
    The paper presents a method for analysing the pressure signal at the compressor outlet, which allows to detect when the machine operating point approaches the area where a stall is about to occur. The signal analysis method is based on nonlinear feature extraction from the dynamic signal. The correlation dimension (dcorr) is used to quantify the complexity of the measured signal, its value decreasing if the analysed signal originates from deterministic processes. The results presented indicate that the correlation dimension of the signal decreases at flow rates approximately 10% above the flow rate at which negative effects on machine performance occur. This trend has been observed across multiple rotor speeds. These findings suggest that the perturbations associated with the onset of the stall can propagate to the compressor outlet, leading to less chaotic pressure behaviour that reflects the dynamics of these perturbations. The fact that stall can be identified from the pressure signal in the space between the rotor and the diffuser in its early stages is well known, but the possibility of identifying stall at the compressor outlet, where the perturbations are significantly attenuated, has not been documented in the literature.
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  • 文章类型: Journal Article
    很少有研究基于非线性分析来评估二次运动任务对站立姿势的影响。然而,这有助于提取与复杂性相关的信息,稳定性,以及对人类姿势系统环境的适应性。本研究旨在分析两种不同难度水平的运动任务对健康年轻人静态站立姿势的影响。35名健康参与者(23.08±3.92岁)执行了姿势单一任务(ST:保持安静的站立姿势)和两个运动双重任务(DT)。即,mot-DT(A)-执行ST,同时执行简单的运动任务(从袋子中拿出智能手机,把它带到耳朵里,并将其放回包中)-和mot-DT(T)-执行ST,同时执行并发的困难运动任务(在智能手机键盘上打字)。近似熵(ApEn),Lyapunov指数(LyE),相关维数(CoDim),和分形维数(去趋势波动分析,DFA)在执行任务时用测力板测量中外侧(ML)和前后(AP)压力中心(CoP)位移。在ApEn中,两种运动双任务之间存在显着差异,DFA,和CoDim-AP(p<0.05)。对于MLCoP方向,研究中的所有非线性变量在ST和MOT-DT(T)之间存在显着差异(p<0.05),与ST相比,MOt-DT(T)期间姿势控制受损。ApEn-AP和DFA的ST和mot-DT(A)之间存在差异(p<0.05)。mot-DT(T)与姿势控制的有效性降低相关,较低的自由度,动态系统的复杂性和适应性低于姿势单任务和mot-DT(A)。
    Few studies have evaluated the effect of a secondary motor task on the standing posture based on nonlinear analysis. However, it is helpful to extract information related to the complexity, stability, and adaptability to the environment of the human postural system. This study aimed to analyze the effect of two motor tasks with different difficulty levels in motor performance complexity on the static standing posture in healthy young adults. Thirty-five healthy participants (23.08 ± 3.92 years) performed a postural single task (ST: keep a quiet standing posture) and two motor dual tasks (DT). i.e., mot-DT(A)—perform the ST while performing simultaneously an easy motor task (taking a smartphone out of a bag, bringing it to the ear, and putting it back in the bag)—and mot-DT(T)—perform the ST while performing a concurrent difficult motor task (typing on the smartphone keyboard). The approximate entropy (ApEn), Lyapunov exponent (LyE), correlation dimension (CoDim), and fractal dimension (detrending fluctuation analysis, DFA) for the mediolateral (ML) and anterior-posterior (AP) center-of-pressure (CoP) displacement were measured with a force plate while performing the tasks. A significant difference was found between the two motor dual tasks in ApEn, DFA, and CoDim-AP (p < 0.05). For the ML CoP direction, all nonlinear variables in the study were significantly different (p < 0.05) between ST and mot-DT(T), showing impairment in postural control during mot-DT(T) compared to ST. Differences were found across ST and mot-DT(A) in ApEn-AP and DFA (p < 0.05). The mot-DT(T) was associated with less effectiveness in postural control, a lower number of degrees of freedom, less complexity and adaptability of the dynamic system than the postural single task and the mot-DT(A).
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  • 文章类型: Journal Article
    神经退行性疾病是由中枢神经系统(CNS)的神经元结构的进行性变性引起的。这类众所周知的疾病包括阿尔茨海默病(AD),帕金森病(PD),和多发性硬化症(MS),这些问题也在本研究中得到了解决。中枢神经系统似乎是一个复杂的动态系统,其参数在疾病期间由于神经元损伤而发生变化,导致各种症状。由于动态行为的变化是由于神经元死亡和神经元连通性的变化,受影响区域的大脑图像似乎可以很好地理解这种变化。这项工作试图专注于大脑磁共振图像(MRI),并检查神经元丢失对图像的影响。为此,这些图像的复杂特征,包括2D和Higuchi的分形维数(HFD),相关维数(CD),最大李雅普诺夫指数(LLE),并计算了近似熵(ApEn)。尽管数值差异很小(0.01-0.35),这些值差异很大。这表明大脑动力系统在疾病状态下的行为和功能不同,这在全局功能的行为中很清楚。这三种疾病具有相同的功能模式,这项研究似乎抓住了这些看似变异的疾病的根源。
    Neurodegenerative diseases are caused by progressive degeneration of the central nervous system (CNS)\'s neuronal structure. Well-known diseases in this category include Alzheimer\'s disease (AD), Parkinson\'s disease (PD), and multiple sclerosis (MS), which are also addressed in this study. The CNS appears to be a complex dynamic system, whose parameters change during the disease due to neuronal damage, resulting in various symptoms. Since the change in dynamic behavior is due to the neurons\' death and change in neurons\' connectivity, brain images of the affected areas appear to provide a good understanding of this change. This work attempts to focus on brain magnetic resonance images (MRI) and examine the effect of neuronal loss on the images. To this end, the complex features of these images, including 2D and Higuchi\'s fractal dimensions (HFD), correlation dimension (CD), largest Lyapunov exponent (LLE), and approximate entropy (ApEn) were calculated. Despite small differences in numerical values (0.01-0.35), these values differ significantly. This shows that the brain dynamic system behaves and functions differently in the disease state, which is clear in the behavior of global features. These three diseases have the same functional pattern, and this study seems to have captured the roots of these seemingly variant diseases.
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  • 文章类型: Journal Article
    我们研究了机械自由度(DoF)与其姿势动力学之间的关系。固定接头DoF以约束机械DoF。九名参与者被要求执行单腿站立任务。分析了压力轨迹数据的中心。踝关节固定在前后方向引起了较大的变异性,在中外侧方向上的维度和复杂性较低。这些结果表明,踝关节固定在中外侧方向引起了有限的姿势摇摆;因此,功能自由度和复杂性降低。相比之下,它增加了前后方向的姿势摇摆变异性。我们的发现暗示了人类运动系统的机械DoF与其姿势动力学之间的直接关系。
    We investigated the relationship between the mechanical degrees of freedom (DoF) and its postural dynamics. The joint DoF was fixed to constrain the mechanical DoF. Nine participants were required to perform a single-leg stance task. The center of pressure trajectory data was analyzed. Ankle fixation induced a larger amount of variability in the anteroposterior direction, and less dimensionality and complexity in the mediolateral direction. These results suggest that the ankle joint fixation caused limited postural sway in the mediolateral direction; therefore, functional DoF and complexity decreased. In contrast, it increased the amount of postural sway variability in the anteroposterior direction. Our findings imply a direct relationship between the mechanical DoF of the human movement system and its postural dynamics.
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  • 文章类型: Journal Article
    在这里,我们讨论了心电图(ECG)信号中综合心率变异性(HRV)分析作为评估睡眠相关呼吸障碍(SDB)的自主神经功能的非侵入性和可靠措施的当前观点。这是一个越来越感兴趣的工具,因为可以实现不同方面的HRV来筛选和诊断SDB,监测治疗效果,并预测睡眠呼吸暂停患者的不良心血管结局。在这种情况下,技术方面,病理生理特征,和HRV的临床应用进行了讨论,以探索其在更好地理解SDB中的有用性。
    Here we discuss the current perspectives of comprehensive heart rate variability (HRV) analysis in electrocardiogram (ECG) signals as a non-invasive and reliable measure to assess autonomic function in sleep-related breathing disorders (SDB). It is a tool of increasing interest as different facets of HRV can be implemented to screen and diagnose SDB, monitor treatment efficacy, and prognose adverse cardiovascular outcomes in patients with sleep apnea. In this context, the technical aspects, pathophysiological features, and clinical applications of HRV are discussed to explore its usefulness in better understanding SDB.
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  • 文章类型: Journal Article
    在岩石工程研究中,岩石失稳的监测和预警问题日益受到人们的重视。为研究花岗岩在三轴压缩试验下的损伤演化过程,同时进行声发射(AE)测试。本研究首先介绍了两个新的参数,即,来自AE测试的振幅数据的信息熵和相关维数的变异系数(CoV),识别花岗岩失败的前兆。然后比较和分析了这些参数的变化与应力-时间曲线之间的关系。研究结果表明:(1)信息熵的CoV与花岗岩的破坏过程有很强的相关性。当CoV曲线上升到高原时,花岗岩失败了,这可以作为岩石不稳定性的指标。(2)关联维数的波动表示加载过程中的不同阶段,即,初始压实阶段,线性弹性阶段,产量阶段,和失败阶段。每个阶段都包含相关维数曲线中的下降和上升过程,可以选择相关维数曲线的起始点或底部点作为岩石失稳的指示点。(3)信息熵和关联维数的联合分析可以提高岩体失稳预测的精度。这项研究为岩石不稳定性的预测提供了新的见解,这对地下工程岩体的稳定性具有理论意义。
    The issue of monitoring and early warning of rock instability has received increasing critical attention in the study of rock engineering. To investigate the damage evolution process of granite under triaxial compression tests, acoustic emission (AE) tests were performed simultaneously. This study firstly introduced two novel parameters, i.e., the coefficient of variation (CoV) of the information entropy and correlation dimension of the amplitude data from the AE tests, to identify the precursor of the failure of granite. Then the relationship between the changes in these parameters and the stress-time curve was compared and analyzed. The results of this study show that: (1) There is a strong correlation between the CoV of the information entropy and the failure process of granite. The granite failed when the CoV curve raised to a plateau, which could be used as an indicator of rock instability. (2) The fluctuation of the correlation dimension indicates the different stages during the loading process, i.e., the initial compaction stage, the linear elastic stage, the yield stage, and the failure stage. Each stage contains a descending and a rising process in the correlation dimension curve, and the exhibited starting point or the bottom point at the correlation dimension curve could be selected as the indicator point for the rock instability. (3) The combined analysis of the Information entropy and Correlation dimension can improve the accuracy of rock instability prediction. This study provides new insights into the prediction of rock instability, which has theoretical implications for the stability of subsurface engineering rock masses.
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