Phase shift

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  • 文章类型: Journal Article
    本文回顾了近交和转基因小鼠品系在破译哺乳动物褪黑激素能和昼夜节律系统中的作用。它集中在松果体器官作为褪黑激素工厂和褪黑激素能系统的两个主要目标,视交叉上核(SCN)和垂体结节(PT)。哺乳动物松果体细胞与真正的松果体和视网膜光感受器具有相同的分子特征,每天晚上合成并分泌褪黑激素到血液和脑脊液中。值得注意的是,神经元样连接存在于深松果体细胞和棘/前盖区之间,提示松果体-脑直接交流。啮齿动物中褪黑激素生物合成的控制涉及转录调节,包括CREB的磷酸化和mPer1的上调。在SCN中,褪黑素作用于MT1和MT2受体。褪黑素是不需要保持SCN分子时钟的节奏,但是它对光的昼夜节律同步有明显的影响,通过作用于MT2受体,促进昼夜节律系统的重新夹带,以使SCN分子时钟的水平分阶段提高,并在昼夜节律系统中起稳定作用,这从运动活动记录中可以看出。虽然SCN中的效果很微妙,褪黑素对PT功能至关重要。通过MT1受体,它驱动PT固有的分子时钟以及控制季节性节律的逆行和顺行输出途径。尽管近交系和转基因小鼠不表现出季节性繁殖,如果动物是褪黑激素熟练的,则来自PT的途径是完全完整的。因此,只有褪黑激素丰富的菌株适合研究昼夜节律和褪黑激素能系统。
    This contribution reviews the role of inbred and transgenic mouse strains for deciphering the mammalian melatoninergic and circadian system. It focusses on the pineal organ as melatonin factory and two major targets of the melatoninergic system, the suprachiasmatic nuclei (SCN) and the hypophysial pars tuberalis (PT). Mammalian pinealocytes sharing molecular characteristics with true pineal and retinal photoreceptors synthesize and secrete melatonin into the blood and cerebrospinal fluid night by night. Notably, neuron-like connections exist between the deep pinealocytes and the habenular/pretectal region suggesting direct pineal-brain communication. Control of melatonin biosynthesis in rodents involves transcriptional regulation including phosphorylation of CREB and upregulation of mPer1. In the SCN, melatonin acts upon MT1 and MT2 receptors. Melatonin is not necessary to maintain the rhythm of the SCN molecular clockwork, but it has distinct effects on the synchronization of the circadian rhythm by light, facilitates re-entrainment of the circadian system to phase advances in the level of the SCN molecular clockwork by acting upon MT2 receptors and plays a stabilizing role in the circadian system as evidenced from locomotor activity recordings. While the effects in the SCN are subtle, melatonin is essential for PT functions. Via the MT1 receptor it drives the PT-intrinsic molecular clockwork and the retrograde and anterograde output pathways controlling seasonal rhythmicity. Although inbred and transgenic mice do not show seasonal reproduction, the pathways from the PT are fully intact if the animals are melatonin proficient. Thus, only melatonin-proficient strains are suited to investigate the circadian and melatoninergic systems.
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  • 文章类型: Journal Article
    工程原子尺度缺陷已成为过渡金属二硫属(TMD)材料在下一代电子技术中未来应用的重要策略。因此,提供对电子缺陷相互作用的原子理解并支持缺陷工程开发以改善载流子传输对未来的TMD技术至关重要。在这项工作中,我们利用低温扫描隧道显微镜/光谱学(LT-STM/S)来引发不同类型的缺陷如何基于TMD中的谷间量子准粒子干涉(QPI)产生散射电位工程。此外,量化QPI驻波的能量相关相位变化揭示了取代引起的散射电势与载流子传输机制之间的详细电子缺陷相互作用。通过探索原子级缺陷的固有电子行为,进一步了解缺陷如何影响低维半导体中的载流子传输,我们提供可能有助于TMD未来扩展的潜在技术应用。
    Engineering atomic-scale defects has become an important strategy for the future application of transition metal dichalcogenide (TMD) materials in next-generation electronic technologies. Thus, providing an atomic understanding of the electron-defect interactions and supporting defect engineering development to improve carrier transport is crucial to future TMDs technologies. In this work, we utilize low-temperature scanning tunneling microscopy/spectroscopy (LT-STM/S) to elicit how distinct types of defects bring forth scattering potential engineering based on intervalley quantum quasiparticle interference (QPI) in TMDs. Furthermore, quantifying the energy-dependent phase variation of the QPI standing wave reveals the detailed electron-defect interaction between the substitution-induced scattering potential and the carrier transport mechanism. By exploring the intrinsic electronic behavior of atomic-level defects to further understand how defects affect carrier transport in low-dimensional semiconductors, we offer potential technological applications that may contribute to the future expansion of TMDs.
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  • 文章类型: Journal Article
    生态理论预测,当草食动物变得稀有时,由营养级联构成的海带森林应该经历其基础物种的恢复和持久性。然而,气候变化可能正在改变海带森林自上而下强迫的结果,尤其是那些位于近几十年来迅速变暖的地区,比如缅因湾.这里,使用每年从超过350公里海岸线的30多个地点收集的数据,在渔业导致的海胆草食动物消灭后的20年中,我们探索了缅因州海带森林的动态。尽管森林(Saccharinalatissima和Laminariadigital)在20世纪后期已广泛返回缅因州,我们发现缅因州东北部的森林已经经历了缓慢但显著的海带下降,东北部的森林持久性被一个快速的、在西南部广泛的崩溃。西南部的森林倒塌显然是因为海洋变暖直接和间接地使该地区不适合海带。的确,当使用计量经济学的因果技术对变化的驱动因素进行建模时,我们发现前一年夏季海水温度异常高,异常高的春季海水温度,和高海胆密度分别对海带的丰度产生负面影响。此外,这些驱动因素的相对力量和绝对影响在地理上各不相同。我们的发现表明,海洋变暖正在重新定义该系统中自上而下强迫的结果,因此,草食动物的清除不再可预见地导致基础海带的持续优势,而是导致优势减弱(东北)或由“草皮”藻类(西南)定义的新阶段状态的上升。这些发现表明,限制气候变化和管理低食草动物丰度对于防止缅因州东北部仍然存在的广阔森林的进一步丧失至关重要。他们还更广泛地强调,气候变化正在“改写自然规则”,因此,必须对生态理论和实践进行修订,以解决物种和过程的变化。
    Ecological theory predicts that kelp forests structured by trophic cascades should experience recovery and persistence of their foundation species when herbivores become rare. Yet, climate change may be altering the outcomes of top-down forcing in kelp forests, especially those located in regions that have rapidly warmed in recent decades, such as the Gulf of Maine. Here, using data collected annually from 30+ sites spanning >350 km of coastline, we explored the dynamics of Maine\'s kelp forests in the ~20 years after a fishery-induced elimination of sea urchin herbivores. Although forests (Saccharina latissima and Laminaria digitata) had broadly returned to Maine in the late 20th century, we found that forests in northeast Maine have since experienced slow but significant declines in kelp, and forest persistence in the northeast was juxtaposed by a rapid, widespread collapse in the southwest. Forests collapsed in the southwest apparently because ocean warming has-directly and indirectly-made this area inhospitable to kelp. Indeed, when modeling drivers of change using causal techniques from econometrics, we discovered that unusually high summer seawater temperatures the year prior, unusually high spring seawater temperatures, and high sea urchin densities each negatively impacted kelp abundance. Furthermore, the relative power and absolute impact of these drivers varied geographically. Our findings reveal that ocean warming is redefining the outcomes of top-down forcing in this system, whereby herbivore removal no longer predictably leads to a sustained dominance of foundational kelps but instead has led to a waning dominance (northeast) or the rise of a novel phase state defined by \"turf\" algae (southwest). Such findings indicate that limiting climate change and managing for low herbivore abundances will be essential for preventing further loss of the vast forests that still exist in northeast Maine. They also more broadly highlight that climate change is \"rewriting the rules\" of nature, and thus that ecological theory and practice must be revised to account for shifting species and processes.
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  • 文章类型: Journal Article
    分析影响沿海地区底栖群落的环境因素对于发现需要采取保护行动的关键因素至关重要。这里,我们收集了台湾433个样例的底栖和环境(物理-化学-历史和陆基)数据.使用k-means方法,以地壳珊瑚藻为主的五个群落,草皮,石质珊瑚,digitate,或浓密的八珊瑚首先被划定。然后,条件随机森林模型识别出物理,化学,和基于土地的因素(例如,光强度,亚硝酸盐,和人口密度)与社区划分和发生有关。历史因素,包括台风和温度异常,只有很小的效果。普遍的草皮社区与化学和陆地驱动因素呈正相关,这表明人为影响正在导致底栖均质化。这种机制可能掩盖了气候干扰和底栖组合区域分化的影响。因此,在气候变化的挑战日益加剧的情况下,迫切需要管理养分富集和陆地径流,以提高台湾的社区适应能力。
    Analyzing the environmental factors affecting benthic communities in coastal areas is crucial for uncovering key factors that require conservation action. Here, we collected benthic and environmental (physical-chemical-historical and land-based) data for 433 transects in Taiwan. Using a k-means approach, five communities dominated by crustose coralline algae, turfs, stony corals, digitate, or bushy octocorals were first delineated. Conditional random forest models then identified physical, chemical, and land-based factors (e.g., light intensity, nitrite, and population density) relevant to community delineation and occurrence. Historical factors, including typhoons and temperature anomalies, had only little effect. The prevalent turf community correlated positively with chemical and land-based drivers, which suggests that anthropogenic impacts are causing a benthic homogenization. This mechanism may mask the effects of climate disturbances and regional differentiation of benthic assemblages. Consequently, management of nutrient enrichment and terrestrial runoff is urgently needed to improve community resilience in Taiwan amidst increasing challenges of climate change.
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  • 文章类型: Journal Article
    DNA适体可以特异性结合生物分子以修饰其功能,可能使它们成为理想的寡核苷酸疗法。在这里,我们筛选了黑视素(OPN4)的DNA适体,视网膜上的蓝光色素,使用光信号重置中央时钟中昼夜节律的相位起着关键作用。首先,在八轮Cell-SELEX之后,使用在细胞膜上表达黑视素的细胞鉴定黑视素(Melapts)的DNA适体。随后在稳定表达Period2:ELuc和黑视素的成纤维细胞细胞系中进行每个Melapt的功能分析,通过确定它们响应于蓝光刺激而重置哺乳动物昼夜节律的相位的程度。在表达黑视素的Period2:ELuc稳定细胞系成纤维细胞中监测24小时周期2节律性表达。在主观的黎明,观察到四个Melapts将相位提前>1.5h,而七个Melapts将相位延迟>2小时。一些Melapts导致大约2小时的相移,即使在没有光刺激的情况下,大概是因为Melapts只能部分影响相移的输入信令。此外,一些Melaps能够在Per1::luc转基因(Tg)小鼠中诱导相移,这表明这些DNA适体可能具有体内影响黑视素的能力。总之,Melapts可以在体外和体内成功调节哺乳动物昼夜节律的输入信号和相移(相位提前和相位延迟)。
    DNA aptamers can bind specifically to biomolecules to modify their function, potentially making them ideal oligonucleotide therapeutics. Herein, we screened for DNA aptamer of melanopsin (OPN4), a blue-light photopigment in the retina, which plays a key role using light signals to reset the phase of circadian rhythms in the central clock. Firstly, 15 DNA aptamers of melanopsin (Melapts) were identified following eight rounds of Cell-SELEX using cells expressing melanopsin on the cell membrane. Subsequent functional analysis of each Melapt was performed in a fibroblast cell line stably expressing both Period2:ELuc and melanopsin by determining the degree to which they reset the phase of mammalian circadian rhythms in response to blue-light stimulation. Period2 rhythmic expression over a 24-h period was monitored in Period2:ELuc stable cell line fibroblasts expressing melanopsin. At subjective dawn, four Melapts were observed to advance phase by >1.5 h, while seven Melapts delayed phase by >2 h. Some Melapts caused a phase shift of approximately 2 h, even in the absence of photostimulation, presumably because Melapts can only partially affect input signaling for phase shift. Additionally, some Melaps were able to induce phase shifts in Per1::luc transgenic (Tg) mice, suggesting that these DNA aptamers may have the capacity to affect melanopsin in vivo. In summary, Melapts can successfully regulate the input signal and shifting phase (both phase advance and phase delay) of mammalian circadian rhythms in vitro and in vivo.
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  • 文章类型: Journal Article
    互联和自动驾驶汽车(CAV)的先进传感技术和通信功能使他们能够捕获周围车辆的动态,包括后面的速度和位置,使明智的反应机动。获得的车辆动力学信息刺激了各种合作排控制的发展,特别设计用于提高排稳定性,减少间距,以提高可靠的道路通行能力。这些控件利用了通过各种通信拓扑传输的丰富信息。尽管取得了这些进步,不同车辆动力学信息对车队安全的影响仍未得到充分探索,因为目前的研究主要集中在稳定性分析上。这种知识差距凸显了对进一步调查不同车辆动力学信息如何影响车队安全的迫切需要。为了解决这个差距,本研究引入了一个基于相移概念的新框架,旨在仔细检查双向信息流拓扑形成的CAV排的安全性和稳定性之间的权衡。我们的调查重点是基于双向信息流拓扑结构,使用车辆的各种动力学信息进行的排控制。我们的研究结果强调,将各种类型的信息集成到CAV排控制中并不能普遍产生好处。具体来说,合并间距信息可以提高排的安全性和弦的稳定性。相比之下,速度差信息可以提高安全性或字符串稳定性,但不能同时两者。这些发现为建立在不同通信拓扑基础上的CAV排控制原理的制定提供了宝贵的见解。这项研究有助于对CAV排的安全性和稳定性之间的复杂相互作用进行细致的理解,强调信息动力学在塑造有效控制策略中的重要性。
    Advanced sensing technologies and communication capabilities of Connected and Autonomous Vehicles (CAVs) empower them to capture the dynamics of surrounding vehicles, including speeds and positions of those behind, enabling judicious responsive maneuvers. The acquired dynamics information of vehicles spurred the development of various cooperative platoon controls, particularly designed to enhance platoon stability with reduced spacing for reliable roadway capacity increase. These controls leverage abundant information transmitted through various communication topologies. Despite these advancements, the impact of different vehicle dynamics information on platoon safety remains underexplored, as current research predominantly focuses on stability analysis. This knowledge gap highlights the critical need for further investigation into how diverse vehicle dynamics information influences platoon safety. To address this gap, this research introduces a novel framework based on the concept of phase shift, aiming to scrutinize the tradeoffs between the safety and stability of CAV platoons formed upon bidirectional information flow topology. Our investigation focuses on platoon controls built upon bidirectional information flow topologies using diverse dynamics information of vehicles. Our research findings emphasize that the integration of various types of information into CAV platoon controls does not universally yield benefits. Specifically, incorporating spacing information can enhance both platoon safety and string stability. In contrast, velocity difference information can improve either safety or string stability, but not both simultaneously. These findings offer valuable insights into the formulation of CAV platoon control principles built upon diverse communication topologies. This research contributes a nuanced understanding of the intricate interplay between safety and stability in CAV platoons, emphasizing the importance of information dynamics in shaping effective control strategies.
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  • 文章类型: Journal Article
    目的:对于参加比赛和训练的精英运动员来说,经脉旅行是很常见的。然而,这种旅行可能导致昼夜节律失调,其中内部生物钟与新环境的明暗周期变得不同步,导致性能下降和潜在的负面健康后果。现有文献广泛讨论了管理时差的建议,主要强调基于光的干预,以使内部时钟与目的地的预期时间同步。然而,视障(VI)运动员可能缺乏感光能力,削弱或取消这种疗法的有效性。因此,这篇特邀评论探讨了解决VI运动员时差的替代策略。
    结论:具有光感但视力或视野降低的VI运动员在控制时差方面仍可从轻度干预中受益。然而,缺乏有意识的光线感知的VI运动员应该依靠行为因素的逐渐转变,比如用餐时间和锻炼,以促进将昼夜节律夹带到目的地时间。此外,在旅行期间和旅行后,补充褪黑激素等干预措施可能有用。此外,建议运动员指南采用分阶段或分阶段的方法与运动员同步,辅助时差管理和优化性能。
    OBJECTIVE: Transmeridian travel is common for elite athletes participating in competitions and training. However, this travel can lead to circadian misalignment wherein the internal biological clock becomes desynchronized with the light-dark cycle of the new environment, resulting in performance decrement and potential negative health consequences. Existing literature extensively discusses recommendations for managing jet lag, predominantly emphasizing light-based interventions to synchronize the internal clock with the anticipated time at the destination. Nevertheless, visually impaired (VI) athletes may lack photoreceptiveness, diminishing or nullifying the effectiveness of this therapy. Consequently, this invited commentary explores alternative strategies for addressing jet lag in VI athletes.
    CONCLUSIONS: VI athletes with light perception but reduced visual acuity or visual fields may still benefit from light interventions in managing jet lag. However, VI athletes lacking a conscious perception of light should rely on gradual shifts in behavioral factors, such as meal timing and exercise, to facilitate the entrainment of circadian rhythms to the destination time. Furthermore, interventions like melatonin supplementation may prove useful during and after travel. In addition, it is recommended that athlete guides adopt phase-forward or phase-back approaches to synchronize with the athlete, aiding in jet-lag management and optimizing performance.
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  • 文章类型: Journal Article
    反复或慢性应激可改变外周昼夜节律的相位。褪黑激素(Mel)被认为是昼夜节律时钟控制的信号,可能在同步周围节奏中起作用,除了其对应力轴的直接抑制作用。在这项研究中,我们测试了Mel是否可以减少周围节奏中社交失败压力引起的相移,通过调节昼夜节律相位或通过调节应力轴。用携带昼夜节律报告基因构建体(PER2::LUC)的雄性Mel缺陷型C57BL/6J小鼠进行两个实验。在第一个实验中,小鼠在饮用水中接受夜间限制(ZT11-21)Mel,导致血浆Mel的生理水平在早期黑暗阶段达到峰值。这种治疗促进了活动节奏的重新夹带到一个改变的明暗周期,但并没有阻止应激诱导(ZT21-22)在应激日活动的减少。此外,这种治疗没有减弱垂体外周时钟应激的相位延迟效应,肺,还有肾.在第二个实验中,垂体,肺,和从幼稚小鼠(ZT22-23)收集的肾脏,接受了梅尔的治疗,地塞米松(Dex),或两者的组合。Dex应用会影响垂体中的PER2节律,肾,和肺通过改变周期,阶段,或者两者兼而有之。管理Mel不会影响PER2节律,也不会减轻Dex引起的这些组织中PER2节律的延迟。我们得出的结论是,外源性Mel不足以影响外周PER2节律并减少对运动活动和外周组织相变的应激反应。
    Repeated or chronic stress can change the phase of peripheral circadian rhythms. Melatonin (Mel) is thought to be a circadian clock-controlled signal that might play a role in synchronizing peripheral rhythms, in addition to its direct suppressing effects on the stress axis. In this study we test whether Mel can reduce the social-defeat stress-induced phase shifts in peripheral rhythms, either by modulating circadian phase or by modulating the stress axis. Two experiments were performed with male Mel-deficient C57BL/6J mice carrying the circadian reporter gene construct (PER2::LUC). In the first experiment, mice received night-restricted (ZT11-21) Mel in their drinking water, resulting in physiological levels of plasma Mel peaking in the early dark phase. This treatment facilitated re-entrainment of the activity rhythm to a shifted light-dark cycle, but did not prevent the stress-induced (ZT21-22) reduction of activity during stress days. Also, this treatment did not attenuate the phase-delaying effects of stress in peripheral clocks in the pituitary, lung, and kidney. In a second experiment, pituitary, lung, and kidney collected from naive mice (ZT22-23), were treated with Mel, dexamethasone (Dex), or a combination of the two. Dex application affected PER2 rhythms in the pituitary, kidney, and lung by changing period, phase, or both. Administering Mel did not influence PER2 rhythms nor did it alleviate Dex-induced delays in PER2 rhythms in those tissues. We conclude that exogenous Mel is insufficient to affect peripheral PER2 rhythms and reduce stress effects on locomotor activity and phase changes in peripheral tissues.
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  • 文章类型: Review
    背景:21世纪人类活动对自然生态系统的空前影响导致生态群落的大规模变化日益频繁。这提高了人们对理解这些变化和管理这些变化的有效手段的兴趣。由于将理论转化为实证研究的困难,对状态变化的准确解释具有挑战性,大多数理论强调接近平衡的系统,这在快速变化的环境中可能不相关。
    方法:我们回顾了长期瞬态阶段和稳定群落状态之间的相移的概念,两者都光滑,连续和不连续的移位,以及它们之间的关系。在应用这些概念时出现了三个主要挑战。首先是如何解释观察到的社区变化-区分多个稳定状态和长期瞬变,或单吸引子系统相像的可逆位移。第二个是如何量化导致群落状态之间切换的三个变异性来源的大小:(1)物种丰度中的“噪声”,(2)系统参数的\'摆动\'和(3)影响吸引盆地地形的参数趋势。第三个挑战是系统的可变性如何塑造用于解释社区变化的证据。我们概述了一种使用临界长度尺度来潜在地解决这些挑战的新方法。通过对涉及大型藻类作为海洋底栖生态系统关键参与者的最新实例的回顾,强调了这些概念。
    结论:现实世界的例子表明,对于一组给定的参数,可能存在三种或更多稳定的生态群落配置,和瞬态阶段可能会持续很长时间,需要各自考虑。特征长度尺度(CLS)是一个有用的度量标准,它唯一地标识一个社区“吸引盆地”,使相移能够区别于长瞬态。CLS和时间序列数据的变化同样可以提供主动管理措施,以减轻生态系统服务的相移和损失。在区分连续和不连续相移方面仍然存在持续的挑战,因为它们各自的动态缺乏唯一的特征。
    BACKGROUND: The unprecedented influence of human activities on natural ecosystems in the 21st century has resulted in increasingly frequent large-scale changes in ecological communities. This has heightened interest in understanding such changes and effective means to manage them. Accurate interpretation of state changes is challenging because of difficulties translating theory to empirical study, and most theory emphasizes systems near equilibrium, which may not be relevant in rapidly changing environments.
    METHODS: We review concepts of long-transient stages and phase shifts between stable community states, both smooth, continuous and discontinuous shifts, and the relationships among them. Three principal challenges emerge when applying these concepts. The first is how to interpret observed change in communities - distinguishing multiple stable states from long transients, or reversible shifts in the phase portrait of single attractor systems. The second is how to quantify the magnitudes of three sources of variability that cause switches between community states: (1) \'noise\' in species\' abundances, (2) \'wiggle\' in system parameters and (3) trends in parameters that affect the topography of the basin of attraction. The third challenge is how variability of the system shapes evidence used to interpret community changes. We outline a novel approach using critical length scales to potentially address these challenges. These concepts are highlighted by a review of recent examples involving macroalgae as key players in marine benthic ecosystems.
    CONCLUSIONS: Real-world examples show three or more stable configurations of ecological communities may exist for a given set of parameters, and transient stages may persist for long periods necessitating their respective consideration. The characteristic length scale (CLS) is a useful metric that uniquely identifies a community \'basin of attraction\', enabling phase shifts to be distinguished from long transients. Variabilities of CLSs and time series data may likewise provide proactive management measures to mitigate phase shifts and loss of ecosystem services. Continued challenges remain in distinguishing continuous from discontinuous phase shifts because their respective dynamics lack unique signatures.
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  • 文章类型: Journal Article
    目的:通过准确和立即的识别,可以预防由心律失常引起的大量全球死亡。可穿戴设备可以通过使用心电图(ECG)连续监测心脏活动来在这种识别中发挥关键作用。现有的研究集中在通过研究各种电极位置和用于ECG解释的算法开发来从身体表面提取心脏信息。本研究旨在使用上臂记录的信号进行心跳检测。
    方法:首先,针对休息和肘部屈曲(EF)条件,确定了上臂上的最佳电极位置。接下来,使用选定的电极生成合成的心电图,在受试者和试验中具有广义的权重,然后应用零相位小波(Zephlet)进行特征提取。最终使用与多代理检测方案(MDS)结合的提取的细节系数执行心跳检测。
    结果:对于三种不同水平的肌肉收缩(C1至C3)的Rest和EF,心跳检测的F1评分为0.94±0.16、0.86±0.22、0.79±0.26和0.67±0.31,分别。将检测到的心跳和实际心跳之间的可接受距离从50ms更改为20ms,Rest和C1至C3的F1评分分别变为0.81±0.20、0.66±0.26、0.57±0.26和0.44±0.26。
    结论:这些发现对目前的文献做出了一些贡献,总结为精确和一致的电极定位的各种肌肉收缩水平和准确的心跳检测方法的发展为每一个这些条件。
    OBJECTIVE: A significant number of global deaths caused by cardiac arrhythmias can be prevented with accurate and immediate identification. Wearable devices can play a critical role in such identification by continuously monitoring cardiac activity using electrocardiogram (ECG). The existing body of research has focused on extracting cardiac information from the body surface by investigating various electrode locations and algorithm development for ECG interpretation. The present study was designed for heartbeat detection using the signals recorded from the upper arm.
    METHODS: Firstly, optimal electrode locations on the upper arm were identified for Rest and elbow flexion (EF) conditions. Next, a synthesized ECG was generated using the selected electrodes with generalized weights over subjects and trials, and then zero-phase wavelet (Zephlet) was applied for feature extraction. Heartbeat detection was finally performed using the extracted detail coefficients incorporated with a multiagent detection scheme (MDS).
    RESULTS: The F1-score for heartbeat detection was 0.94  ±  0.16, 0.86  ±  0.22, 0.79  ±  0.26, and 0.67  ±  0.31 for Rest and EF with three different levels of muscle contraction (C1 to C3), respectively. Changing the acceptable distance between the detected and actual heartbeats from 50 ms to 20 ms, the F1-score changed to 0.81  ±  0.20, 0.66  ±  0.26, 0.57  ±  0.26,  and 0.44  ±  0.26 for Rest and C1 to C3, respectively.
    CONCLUSIONS: These findings make several contributions to the current literature, summarized as precise and consistent electrode localization for various muscle contraction levels and accurate heartbeat detection method development for each of these conditions.
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