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Expansion and expression diversity of FAR1/FRS-like genes provides insights into flowering time regulation in roses 被引量:1
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作者 Mi-Cai Zhong Xiao-Dong Jiang +1 位作者 Wei-Hua Cui Jin-Yong Hu 《Plant Diversity》 SCIE CAS CSCD 2021年第2期173-179,共7页
Roses are important horticultural plants with enormous diversity in flowers and flowering behavior.However,molecular regulation of flowering time variation in roses remains poorly characterized.Here,we report an expan... Roses are important horticultural plants with enormous diversity in flowers and flowering behavior.However,molecular regulation of flowering time variation in roses remains poorly characterized.Here,we report an expansion of the FAR1/FRS-like genes that correlates well with the switch to prostrate-toerect growth of shoots upon flowering in Rosa wichuraiana‘Basye's Thornless'(BT).With the availability of the high-quality chromosome-level genome assembly for BT that we developed recently,we identified 91 RwFAR1/FRS-like genes,a significant expansion in contrast to 52 in Rosa chinensis‘Old Blush’(OB),a founder genotype in modern rose domestication.Rose FAR1/FRS-like proteins feature distinct variation in protein domain structures.The dispersed expansion of RwFAR1/FRS-like genes occurred specifically in clade I and II and is significantly associated with transposon insertion in BT.Most of the RwFAR1/FRS-like genes showed relatively higher expression level than their corresponding orthologs in OB.FAR1/FRS-like genes regulate light-signaling processes,shade avoidance,and flowering time in Arabidopsis thaliana.Therefore,the expansion and duplication of RwFAR1/FRS-like genes,followed by diversification in gene expression,might offer a novel leverage point for further understanding the molecular regulation of the variation in shoot-growth behavior and flowering time in roses. 展开更多
关键词 ROSE FAR1/FRS-Like genes Gene family expansion Flowering time Shoot growth behavior
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Nonlinear Time-Varying Systems Identification Using Basis Sequence Expansions Combined with Neural Networks
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作者 顾成奎 王正欧 孙雅明 《Transactions of Tianjin University》 EI CAS 2003年第1期71-74,共4页
A new method for identifying nonlinear time varying systems with unknown structure is presented. The method extends the application area of basis sequence identification. The essential idea is to utilize the learning ... A new method for identifying nonlinear time varying systems with unknown structure is presented. The method extends the application area of basis sequence identification. The essential idea is to utilize the learning and nonlinear approximating ability of neural networks to model the non linearity of the system, characterize time varying dynamics of the system by the time varying parametric vector of the network, then the parametric vector of the network is approximated by a weighted sum of known basis sequences. Because of black box modeling ability of neural networks, the presented method can identify nonlinear time varying systems with unknown structure. In order to improve the real time capability of the algorithm, the neural network is trained by a simple fast learning algorithm based on local least squares presented by the authors. The effectiveness and the performance of the method are demonstrated by some simulation results. 展开更多
关键词 nonlinear time varying systems IDENTIFICATION basis sequence expansions neural networks
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Pinched Material Einstein Space-Time Produces Accelerated Cosmic Expansion
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作者 M. S. El Naschie 《International Journal of Astronomy and Astrophysics》 2014年第1期80-90,共11页
An instructive analogy between the deformation of a pinched elastic cylindrical shell and the anti-gravity behind accelerated cosmic expansion is established. Subsequently the entire model is interpreted in terms of a... An instructive analogy between the deformation of a pinched elastic cylindrical shell and the anti-gravity behind accelerated cosmic expansion is established. Subsequently the entire model is interpreted in terms of a hyperbolic fractal Rindler space-time leading to the same robust results regarding real energy and dark energy being 4.5% and 95.5% respectively in full agreement with all recent cosmological measurements. 展开更多
关键词 Dark Energy Rindler SPACE-time CARTAN Torsion Pinched Elastic Shells Negative Gravity COSMIC ACCELERATED expansion Fractal SPACE-time Topological Defects Hardy’s Quantum Entanglement Hawking’s Radiation COSSERAT Elasticity
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基于TimeGAN和LightGBM的多维时间序列故障样本扩充与诊断研究 被引量:1
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作者 马良玉 翟亮亮 韩立凯 《电力科学与工程》 2025年第9期13-21,共9页
火电机组热力系统故障往往会经历从轻微到严重的发展过程,而轻度和早期故障因特征不明显很容易被漏诊,这将导致故障进一步发展带来更严重的后果。鉴于机组实际运行中故障样本较为稀缺且记录的多为特征明显的中、重度故障样本,为提高轻... 火电机组热力系统故障往往会经历从轻微到严重的发展过程,而轻度和早期故障因特征不明显很容易被漏诊,这将导致故障进一步发展带来更严重的后果。鉴于机组实际运行中故障样本较为稀缺且记录的多为特征明显的中、重度故障样本,为提高轻度故障诊断的及时性和准确率,提出一种基于时间对抗生成网络(Time-series generative adversarial networks, Time GAN)和轻量级梯度提升机(Light gradient boosting machine, LightGBM)的多维时间序列故障样本扩充及故障诊断方法。数据方面,利用Time GAN对已有的中、重度故障数据进行扩充,生成反映真实故障样本分布且更具多样性的故障样本;模型方面,基于扩充后的故障样本集,采用贝叶斯寻优的LightGBM算法建立故障分类模型,以提高轻度和早期故障的识别能力。以600 MW火电机组高压加热器系统故障诊断为例开展实验研究,结果表明所提方法对轻微故障的诊断效果明显改善,验证了故障样本扩充和诊断方法的有效性。 展开更多
关键词 火电机组 故障诊断 多维时间序列 样本扩充 时间对抗生成网络 轻量级梯度提升机
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Exact solutions of nonlinear fractional differential equations by (G'/G)-expansion method 被引量:6
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作者 Ahmet Bekir zkan Güner 《Chinese Physics B》 SCIE EI CAS CSCD 2013年第11期140-145,共6页
In this paper, we use the fractional complex transform and the (G'/G)-expansion method to study the nonlinear fractional differential equations and find the exact solutions. The fractional complex transform is prop... In this paper, we use the fractional complex transform and the (G'/G)-expansion method to study the nonlinear fractional differential equations and find the exact solutions. The fractional complex transform is proposed to convert a partial fractional differential equation with Jumarie's modified Riemann-Liouville derivative into its ordinary differential equation. It is shown that the considered transform and method are very efficient and powerful in solving wide classes of nonlinear fractional order equations. 展开更多
关键词 (G'/G)-expansion method time-fractional Burgers equation fractional-order biological popula-tion model space-time fractional Whitham-Broer-Kaup equations
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Marginal Expansion Planning of Infrastructure at a Container Terminal
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作者 Keng Bin Loke Ab. Saman Abd. Kader +2 位作者 Mohd. Zamani Ahmad Saharuddin Abdul Hamid Mohamad Rosni Othman 《Open Journal of Marine Science》 2015年第1期99-107,共9页
Globalization push container terminal grown rapidly in decade. To fulfill the future traffic requirement, this study highlights marginal expansion planning of infrastructure in a container terminal. By using marginal ... Globalization push container terminal grown rapidly in decade. To fulfill the future traffic requirement, this study highlights marginal expansion planning of infrastructure in a container terminal. By using marginal approach, the expansion plan can be determine correctly and economically stage by stage. A mathematical model has generated to calculate the expansion size, expansion time, interval of expansion, expansion cost, and significant of expansion for each infrastructure respectively. It recommended determining the expansion plan for each infrastructure respectively. This is because one of the infrastructures needs to be expanding but the other may not. The generated model was verified with others model and validated with case study to investigate the practicability of the model. The model serves as expansion decision making tools to assist port expansion planners. 展开更多
关键词 INFRASTRUCTURE MARGINAL Approach expansion PLAN MATHEMATICAL Model expansion SIZE expansion time
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Quinoa Expansion in Peruvian Departments and Land Use Change before the Health Crisis
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作者 Jhon Huillca Baldomero Segura Aquilino Álvarez 《Agricultural Sciences》 2021年第8期827-843,共17页
National and international policies have promoted quinoa consumption, influencing the expansion of the crop, and generating changes in land use. In this article, we analyzed the evolution of quinoa cultivation in Peru... National and international policies have promoted quinoa consumption, influencing the expansion of the crop, and generating changes in land use. In this article, we analyzed the evolution of quinoa cultivation in Peru both at the national and departmental levels. Time series analysis vas used to. Between 1951 and 2019, the evolution of the quinoa-harvested areas in Peru has gone through various stages, first in regression until 1990, and then it has experienced a growth rate of 10%. Puno is still by far the department where the crop is most widespread. Taking into account the geographical and technological conditions, this highland area is less likely to maintain the rate of expansion than the Peruvian coast, which will imply great challenges for Andean farmers who have maintained the traditional crop throughout the period. 展开更多
关键词 QUINOA Land Use expansion Rate time Series Traditional Zones
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Why the Expansion of the Universe Appears to Accelerate
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作者 Paul Smeulders 《Journal of Modern Physics》 2013年第6期780-783,共4页
A Speed of Light falling over time inversely proportional to the expansion of the Universe leads to an experimentally observed exponential changing of the Red Shift over time. It is necessary to re-define the Angular ... A Speed of Light falling over time inversely proportional to the expansion of the Universe leads to an experimentally observed exponential changing of the Red Shift over time. It is necessary to re-define the Angular Impulse Momentum in order to get a consistent expansion of space on all levels. Conservation of Energy and this newly defined Angular Impulse Momentum then leads to the requirement that all clocks slow down in time inversely proportional to the Red Shift, independent of whether the Speed of Light is constant or not. From the Lorentz equation it then follows that Expansion occurs over space-time and not over space alone. A steady state expansion in true time is then transformed into an exponential expansion for an observer with a local clock. A finite lifetime of the Universe is transformed to an infinite lifetime for these observers including elementary particles. 展开更多
关键词 Acceleration of expansion expansion of SPACE-time EXPONENTIAL expansion Conservation LAWS DARK Energy
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Accelerated Expansion of Space, Dark Matter, Dark Energy and Big Bang Processes
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作者 Auguste Meessen 《Journal of Modern Physics》 2017年第2期251-267,共17页
The accelerated expansion of our universe results from properties of dark matter particles deduced from Space-Time Quantization. This theory accounts for all possible elementary particles by considering a quantum of l... The accelerated expansion of our universe results from properties of dark matter particles deduced from Space-Time Quantization. This theory accounts for all possible elementary particles by considering a quantum of length a in addition to c and h. It appears that dark matter particles allow for fusion and fission processes. The resulting equilibrium enables the cosmic dark matter gas to produce dark energy in an adaptive way. It keeps the combined matter-energy density at a constant level, even when space is expanding. This accounts for the cosmological constant &Lambda;and the accelerated expansion of space without requiring any negative pressure. The Big Bang is related to G, c, h and a. It started with a “primeval photon” and led to the cosmic matter-antimatter asymmetry as well as inflation. 展开更多
关键词 Accelerated expansion DARK MATTER DARK Energy SPACE-time Quantization Big Bang INFLATION Matter-Antimatter Asymmetry
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Time Definition Using the Extrinsic Universe: Expanding the Big Bang Theory
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作者 Yuri Nunes Silva 《Journal of High Energy Physics, Gravitation and Cosmology》 2025年第1期168-182,共15页
This paper aims to define the concept of time and justify its properties within the universal context, shedding new light on the nature of time. By employing the concept of the extrinsic universe, the paper explains t... This paper aims to define the concept of time and justify its properties within the universal context, shedding new light on the nature of time. By employing the concept of the extrinsic universe, the paper explains the observable universe as the three-dimensional surface of a four-dimensional 3-sphere (hypersphere), expanding at the speed of light. This expansion process gives rise to what we perceive as time and its associated aspects, providing a novel interpretation of time as a geometric property emerging from the dynamics of the universe’s expansion. The work offers insights into how this extrinsic perspective can address phenomena such as the universe’s accelerated expansion and dark matter, aligning the model with current observational data. 展开更多
关键词 Extrinsic Universe time: Origin and Nature Cosmology: Universe expansion Dark Energy and Dark Matter
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青岛市城镇空间扩展及驱动力研究
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作者 刘兆德 李沅泽 +1 位作者 刘文奇 闫怡然 《国土与自然资源研究》 2026年第1期1-5,共5页
借助Arc GIS,提取青岛市4个年份的城镇用地,通过土地利用转移矩阵、城镇扩展强度指数、等扇形分析法和主成份分析等方法,研究青岛市1990年以来的城镇空间扩展的时空特征及驱动力。结果表明,(1)青岛市土地利用相互转化情况最为剧烈的为... 借助Arc GIS,提取青岛市4个年份的城镇用地,通过土地利用转移矩阵、城镇扩展强度指数、等扇形分析法和主成份分析等方法,研究青岛市1990年以来的城镇空间扩展的时空特征及驱动力。结果表明,(1)青岛市土地利用相互转化情况最为剧烈的为耕地以及城镇用地,城镇用地转入面积远大于转出面积,城镇用地面积大幅度增加。(2)青岛城镇用地扩展面积和扩展强度的变化趋势保持一致,呈现出先增长后下降的趋势,城镇空间的高速扩展阶段为2000-2010年。(3)受东部山区、市内4区发展空间有限等条件的制约以及经济重心的西移,青岛城镇用地长期以东北-西南条带状扩展为主,扩展模式上以边缘式扩展为主。(4)经济发展水平、人口和产业集聚能力以及经济全球化水平是驱动青岛市城镇空间扩展的重要因素。 展开更多
关键词 城镇空间扩展 时空变化 驱动力 青岛市
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TimeGAN-Informer长时机场能见度预测 被引量:3
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作者 马愈昭 张宇航 王凌飞 《安全与环境学报》 CAS CSCD 北大核心 2024年第7期2517-2527,共11页
能见度的预测对机场的业务决策、保障飞机的安全起降具有重要的意义。针对现有能见度预测模型预测时间较短的问题,提出一种基于TimeGAN Informer(Time Generative Adversarial Network-Informer)的机场能见度预测方法。利用2018—2022... 能见度的预测对机场的业务决策、保障飞机的安全起降具有重要的意义。针对现有能见度预测模型预测时间较短的问题,提出一种基于TimeGAN Informer(Time Generative Adversarial Network-Informer)的机场能见度预测方法。利用2018—2022年气象和污染物数据,通过相关系数法和递归特征消除法提取出能见度的主要影响因素,使用TimeGAN时间序列生成对抗网络对数据进行扩充,并将Informer长时间序列预测模型应用于能见度预测。结果显示:当预测步长为1 d、2 d、3 d时,TimeGAN Informer的绝对误差(Mean Absolute Error,MAE)分别为2.42、3.13、3.57,比Informer分别降低了0.29、0.27、0.28,比长短时记忆网络(Long Short-Term Memory,LSTM)分别降低了0.28、0.49、0.63;均方根误差(Root Mean Square Error,RMSE)分别为3.03、3.7、4.09,比Informer分别降低了0.38、0.22、0.24,比长短时记忆网络(LSTM)分别降低了0.3、0.5、1.04;百分误差小于30%的分别占测试样本集的78.07%、70.68%、63.84%。尽管随着步长的增加预测效果变差,但在预测步长为3 d时,多数样本的预测误差仍小于30%,实现了对机场区域较为准确的长时能见度预测。 展开更多
关键词 安全工程 能见度预报 数据扩充 INFORMER 时间序列
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ON COLLISION LOCAL TIME OF TWO INDEPENDENT FRACTIONAL ORNSTEIN-UHLENBECK PROCESSES 被引量:2
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作者 郭精军 李楚进 《Acta Mathematica Scientia》 SCIE CSCD 2017年第2期316-328,共13页
In this article, we study the existence of collision local time of two indepen- dent d-dimensional fractional Ornstein-Uhlenbeck processes X+^H1 and Xt^H2 with different parameters Hi ∈ (0, 1),i = 1, 2. Under the ... In this article, we study the existence of collision local time of two indepen- dent d-dimensional fractional Ornstein-Uhlenbeck processes X+^H1 and Xt^H2 with different parameters Hi ∈ (0, 1),i = 1, 2. Under the canonical framework of white noise analysis, we characterize the collision local time as a Hida distribution and obtain its' chaos expansion. Key words Collision local time; fractional Ornstein-Uhlenbeck processes; generalized white noise functionals; choas expansion 展开更多
关键词 Collision local time fractional Ornstein-Uhlenbeck processes generalized white noise functionals choas expansion
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Exploring the Evolution of Passenger Flow and Travel Time Reliability with the Expanding Process of Metro System Using Smartcard Data 被引量:1
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作者 Xinwei Ma Yanjie Ji +1 位作者 Yao Fan Chenyu Yi 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2019年第1期17-29,共13页
Metro system has experienced the global rapid rise over the past decades. However,few studies have paid attention to the evolution in system usage with the network expanding. The paper's main objectives are to ana... Metro system has experienced the global rapid rise over the past decades. However,few studies have paid attention to the evolution in system usage with the network expanding. The paper's main objectives are to analyze passenger flow characteristics and evaluate travel time reliability for the Nanjing Metro network by visualizing the smart card data of April 2014,April 2015 and April 2016. We performed visualization techniques and comparative analyses to examine the changes in system usage between before and after the system expansion. Specifically,workdays,holidays and weekends were specially segmented for analysis.Results showed that workdays had obvious morning and evening peak hours due to daily commuting,while no obvious peak hours existed in weekends and holidays and the daily traffic was evenly distributed. Besides,some metro stations had a serious directional imbalance,especially during the morning and evening peak hours of workdays. Serious unreliability occurred in morning peaks on workdays and the reliability of new lines was relatively low,meanwhile,new stations had negative effects on exiting stations in terms of reliability. Monitoring the evolution of system usage over years enables the identification of system performance and can serve as an input for improving the metro system quality. 展开更多
关键词 METRO expansion smart CARD DATA PASSENGER flow characteristics TRAVEL time reliability visualization
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Rock Breakage Using Expansive Cement 被引量:1
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作者 Amr El Dessouki Hani Mitri 《Engineering(科研)》 2011年第2期168-173,共6页
Expansive cements are powdery materials which produce expansive stresses during the moist curing process. These cements are classified as shrinkage-compensated or self-stressing cements. The shrinkage compensated is u... Expansive cements are powdery materials which produce expansive stresses during the moist curing process. These cements are classified as shrinkage-compensated or self-stressing cements. The shrinkage compensated is used in the construction industry and will not be investigated in this paper. Self-Stressing cement is widely used in the demolition & fragmentation industry and will be the main focus of this report. The objective of this paper is to discuss the relationship between Sulfate-compounds on the expansion time and degree of expansion of Betonamit expansive cement. Based on literature [1], expansion time is directly proportional to sulfate content when mixed with Portland cement. Hence, as the sulfate content of the cement mixture increases, expansion time increases. However, in this research project the effect of Portland cement was removed to further examine the effect of sulfate on Betonamit only. This phenomenon was investigated using various concentrations of 4 different Sulfate-compounds. The results proved the possibility of decreasing the expansion time of Betonamit and, quite remarkably, a much greater degree of expansion was obtained. 展开更多
关键词 expansive CEMENT Betonamit Sulphate-Compounds expansion time DEGREE of expansion
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IDENTIFICATION OF TIME-VARYING MODAL PARAMETERS USING LINEAR TIME-FREQUENCY REPRESENTATION 被引量:3
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作者 XuXiuzhong ZhangZhiyi +1 位作者 HuaHongxing ChenZhaoneng 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2003年第4期445-448,共4页
A new method of parameter identification based on linear time-frequencyrepresentation and Hubert transform is proposed to identity modal parameters of linear time-varyingsystems from measured vibration responses. Usin... A new method of parameter identification based on linear time-frequencyrepresentation and Hubert transform is proposed to identity modal parameters of linear time-varyingsystems from measured vibration responses. Using Gabor expansion and synthesis theory, measuredresponses are represented in the time-frequency domain and modal components are reconstructed bytime-frequency filtering. The Hilbert transform is applied to obtain time histories of the amplitudeand phase angle of each modal component, from which time-varying frequencies and damping ratios areidentified. The proposed method has been demonstrated with a numerical example in which a lineartime-varying system of two degrees of freedom is used to validate the identification scheme based ontime-frequency representation. Simulation results have indicated that time-frequency representationpresents an effective tool for modal parameter identification of time-varying systems. 展开更多
关键词 Linear time-varying system Modal parameter identification Hilberttransform Gabor expansion
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Adaptive Iterative Learning Control for Nonlinear Time-delay Systems with Periodic Disturbances Using FSE-neural Network 被引量:4
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作者 Chun-Li Zhang Jun-Min Li 《International Journal of Automation and computing》 EI 2011年第4期403-410,共8页
An adaptive iterative learning control scheme is presented for a class of strict-feedback nonlinear time-delay systems, with unknown nonlinearly parameterised and time-varying disturbed functions of known periods. Rad... An adaptive iterative learning control scheme is presented for a class of strict-feedback nonlinear time-delay systems, with unknown nonlinearly parameterised and time-varying disturbed functions of known periods. Radial basis function neural network and Fourier series expansion (FSE) are combined into a new function approximator to model each suitable disturbed function in systems. The requirement of the traditional iterative learning control algorithm on the nonlinear functions (such as global Lipschitz condition) is relaxed. Furthermore, by using appropriate Lyapunov-Krasovskii functionals, all signs in the closed loop system are guaranteed to be semiglobally uniformly ultimately bounded, and the output of the system is proved to converge to the desired trajectory. A simulation example is provided to illustrate the effectiveness of the control scheme. 展开更多
关键词 Adaptive control iterative learning control (ILC) time-delay systems Fourier series expansion-neural network periodic disturbances.
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Analysis of actuator delay and its effect on uncertainty quantification for real-time hybrid simulation 被引量:2
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作者 Cheng Chen Weijie Xu +1 位作者 Tong Guo Kai Chen 《Earthquake Engineering and Engineering Vibration》 SCIE EI CSCD 2017年第4期713-725,共13页
Uncertainties in structure properties can result in different responses in hybrid simulations. Quantification of the effect of these tmcertainties would enable researchers to estimate the variances of structural respo... Uncertainties in structure properties can result in different responses in hybrid simulations. Quantification of the effect of these tmcertainties would enable researchers to estimate the variances of structural responses observed from experiments. This poses challenges for real-time hybrid simulation (RTHS) due to the existence of actuator delay. Polynomial chaos expansion (PCE) projects the model outputs on a basis of orthogonal stochastic polynomials to account for influences of model uncertainties. In this paper, PCE is utilized to evaluate effect of actuator delay on the maximum displacement from real-time hybrid simulation of a single degree of freedom (SDOF) structure when accounting for uncertainties in structural properties. The PCE is first applied for RTHS without delay to determine the order of PCE, the number of sample points as well as the method for coefficients calculation. The PCE is then applied to RTHS with actuator delay. The mean, variance and Sobol indices are compared and discussed to evaluate the effects of actuator delay on uncertainty quantification for RTHS. Results show that the mean and the variance of the maximum displacement increase linearly and exponentially with respect to actuator delay, respectively. Sensitivity analysis through Sobol indices also indicates the influence of the single random variable decreases while the coupling effect increases with the increase of actuator delay. 展开更多
关键词 real-time hybrid simulation actuator delay polynomial chaos expansion delay differential equation uncertainty quantification
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Novel Adaptive Learning Control of Linear Systems with Completely Unknown Time Delays
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作者 Wei-Sheng Chen 《International Journal of Automation and computing》 EI 2009年第2期177-185,共9页
A novel output-feedback adaptive learning control approach is developed for a class of linear time-delay systems. Three kinds of uncertainties: time delays, number of time delays, and system parameters are all assume... A novel output-feedback adaptive learning control approach is developed for a class of linear time-delay systems. Three kinds of uncertainties: time delays, number of time delays, and system parameters are all assumed to be completely unknown, which is dfferent from the previous work. The design procedure includes two steps. First, according to the given periodic desired reference output and the allowed bound of tracking error, a suitable finite Fourier series expansion (FSE) is chosen as a practical reference output to be tracked. Second, by expressing the delayed practical reference output as a known time-varying vector multiplied by an unknown constant vector, we combine three kinds of uncertainties into an unknown constant vector and then estimate the vector by designing an adaptive law. By constructing a Lyapunov-Krasovskii functional, it is proved that the system output can asymptotically track the practical reference signal. An example is provided to illustrate the effectiveness of the control scheme developed in this paper. 展开更多
关键词 Linear system unknown time delay OUTPUT-FEEDBACK learning control Fourier series expansion (FSE).
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High-Precision Time Delay Estimation Based on Closed-Form Offset Compensation
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作者 Yingying Li Hang Jiang +1 位作者 Lianjie Yu Jianfeng Li 《Computer Modeling in Engineering & Sciences》 SCIE EI 2023年第3期2123-2136,共14页
To improve the estimation accuracy,a novel time delay estimation(TDE)method based on the closed-form offset compensation is proposed.Firstly,we use the generalized cross-correlation with phase transform(GCC-PHAT)metho... To improve the estimation accuracy,a novel time delay estimation(TDE)method based on the closed-form offset compensation is proposed.Firstly,we use the generalized cross-correlation with phase transform(GCC-PHAT)method to obtain the initial TDE.Secondly,a signal model using normalized cross spectrum is established,and the noise subspace is extracted by eigenvalue decomposition(EVD)of covariance matrix.Using the orthogonal relation between the steering vector and the noise subspace,the first-order Taylor expansion is carried out on the steering vector reconstructed by the initial TDE.Finally,the offsets are compensated via simple least squares(LS).Compared to other state-of-the-art methods,the proposed method significantly reduces the computational complexity and achieves better estimation performance.Experiments on both simulation and real-world data verify the efficiency of the proposed approach. 展开更多
关键词 time delay estimation(TDE) time difference of arrival(TDOA) taylor expansion SUPER-RESOLUTION
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