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The Modi Exponentiated Exponential Distribution
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作者 Antoine Dieudonné Ndayisaba Leo Odiwuor Odongo Anthony Ngunyi 《Journal of Data Analysis and Information Processing》 2023年第4期341-359,共19页
In this study, a new four-parameter distribution called the Modi Exponentiated Exponential distribution was proposed and studied. The new distribution has three shape and one scale parameters. Its mathematical and sta... In this study, a new four-parameter distribution called the Modi Exponentiated Exponential distribution was proposed and studied. The new distribution has three shape and one scale parameters. Its mathematical and statistical properties were investigated. The parameters of the new model were estimated using the method of Maximum Likelihood Estimation. Monte Carlo simulation was used to evaluate the performance of the MLEs through average bias and RMSE. The flexibility and goodness-of-fit of the proposed distribution were demonstrated by applying it to two real data sets and comparing it with some existing distributions. 展开更多
关键词 Modi Family exponentiated Exponential Distribution Maximum Likelihood Estimation Order Statistics MOMENTS Quantile Function
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Marshall-Olkin Exponentiated Fréchet Distribution
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作者 Aurise Niyoyunguruza Leo Odiwuor Odongo +2 位作者 Euna Nyarige Alexis Habineza Abdisalam Hassan Muse 《Journal of Data Analysis and Information Processing》 2023年第3期262-292,共31页
In this paper, a new distribution called Marshall-Olkin Exponentiated Fréchet distribution (MOEFr) is proposed. The goal is to increase the flexibility of the existing Exponentiated Fréchet distribution by i... In this paper, a new distribution called Marshall-Olkin Exponentiated Fréchet distribution (MOEFr) is proposed. The goal is to increase the flexibility of the existing Exponentiated Fréchet distribution by including an extra shape parameter, resulting into a more flexible distribution that can provide a better fit to various data sets than the baseline distribution. A generator method introduced by Marshall and Olkin is used to develop the new distribution. Some properties of the new distribution such as hazard rate function, survival function, reversed hazard rate function, cumulative hazard function, odds function, quantile function, moments and order statistics are derived. The maximum likelihood estimation is used to estimate the model parameters. Monte Carlo simulation is used to evaluate the behavior of the estimators through the average bias and root mean squared error. The new distribution is fitted and compared with some existing distributions such as the Exponentiated Fréchet (EFr), Marshall-Olkin Fréchet (MOFr), Beta Exponential Fréchet (BEFr), Beta Fréchet (BFr) and Fréchet (Fr) distributions, on three data sets, namely Bladder cancer, Carbone and Wheaton River data sets. Based on the goodness-of-fit statistics and information criteria values, it is demonstrated that the new distribution provides a better fit for the three data sets than the other distributions considered in the study. 展开更多
关键词 exponentiated Fréchet Distribution Maximum Likelihood Estimation Marshall-Olkin Family
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Exponentiated Weibull大气湍流下混合RF/FSO系统容量分析 被引量:3
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作者 张韵 王翔 +2 位作者 赵尚弘 蒙文 赵静 《激光与红外》 CAS CSCD 北大核心 2018年第6期686-690,共5页
RF/FSO混合通信系统弥补了自由空间光通信受天气影响严重的问题,提高了系统的可用性。本文研究了Exponentiated Weibull大气湍流下双门限混合RF/FSO系统平均信道容量,考虑大气湍流和指向误差对平均信道容量的联合影响,利用Meijier G函... RF/FSO混合通信系统弥补了自由空间光通信受天气影响严重的问题,提高了系统的可用性。本文研究了Exponentiated Weibull大气湍流下双门限混合RF/FSO系统平均信道容量,考虑大气湍流和指向误差对平均信道容量的联合影响,利用Meijier G函数推导出平均信道容量的闭合表达式。根据平均信道容量闭合表达式进行了仿真,分析了在不同距离、大气湍流强度、抖动标准差和波束宽度条件下,平均信道容量随信噪比变化的关系。 展开更多
关键词 RF/FSO 平均信道容量 exponentiated WEIBULL分布 指向误差
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Exponentiated Weibull大气湍流下PSK-OFDM机载光链路性能分析 被引量:2
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作者 张韵 王翔 +2 位作者 赵尚弘 蒙文 赵静 《光电工程》 CAS CSCD 北大核心 2018年第2期25-32,共8页
本文研究了指向误差、气动光学效应及Exponentiated Weibull大气湍流联合效应对OFDM光链路通信性能的影响。其中OFDM链路采用PSK调制,应用Meijer G函数推导得到多载波条件下总平均误码率的闭合表达式。根据平均误码率闭合表达式进行了仿... 本文研究了指向误差、气动光学效应及Exponentiated Weibull大气湍流联合效应对OFDM光链路通信性能的影响。其中OFDM链路采用PSK调制,应用Meijer G函数推导得到多载波条件下总平均误码率的闭合表达式。根据平均误码率闭合表达式进行了仿真,分析了不同大气湍流强度、PSK调制阶数、抖动标准差和波束宽度对误码率的影响。通过仿真分析证明基于Exponentiated Weibull大气湍流模型,在不同湍流强度条件下误码率随着发射功率的增加改善近似。当抖动标准差小于0.7及调制阶数小于4时,增大发射功率对改善链路误码率效果明显。 展开更多
关键词 误码率 exponentiated WEIBULL分布 指向误差 正交频分复用 PSK
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基于Exponentiated Weibull模型的M-PPM调制空间光链路误码性能 被引量:2
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作者 张韵 赵尚弘 +3 位作者 王翔 蒙文 赵静 丁西峰 《激光与红外》 CAS CSCD 北大核心 2018年第1期30-34,共5页
本文研究了Exponentiated Weibull大气湍流下光链路误码性能,考虑大气湍流和指向误差对误码率的联合影响,利用Meijier'G函数推导出误码率的闭合表达式。根据误码率闭合表达式进行了仿真,分析了在不同大气湍流强度、PPM调制阶数、抖... 本文研究了Exponentiated Weibull大气湍流下光链路误码性能,考虑大气湍流和指向误差对误码率的联合影响,利用Meijier'G函数推导出误码率的闭合表达式。根据误码率闭合表达式进行了仿真,分析了在不同大气湍流强度、PPM调制阶数、抖动标准差和波束宽度条件下,链路误码率随发射功率变化的关系。通过仿真分析证明:不同调制阶数,增大发射功率对链路误码性能的改善近乎相同;随着湍流强度、抖动标准差和波束宽度的增加,误码率增加。 展开更多
关键词 空间光通信 exponentiated WEIBULL分布 M-PPM 指向误差 误码率
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基于Exponentiated Weibull湍流模型的OFDM光链路性能分析 被引量:1
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作者 张韵 王翔 +4 位作者 赵尚弘 蒙文 赵静 刘韵 丁西峰 《激光与红外》 CAS CSCD 北大核心 2018年第3期311-317,共7页
研究了Exponentiated Weibull大气湍流下OFDM光链路误码性能,分别考虑大气湍流的单独影响及大气湍流和指向误差对误码率的联合影响,利用Meijer G函数推导出多载波条件下总平均误码率的闭合表达式。根据总平均误码率闭合表达式进行了仿真... 研究了Exponentiated Weibull大气湍流下OFDM光链路误码性能,分别考虑大气湍流的单独影响及大气湍流和指向误差对误码率的联合影响,利用Meijer G函数推导出多载波条件下总平均误码率的闭合表达式。根据总平均误码率闭合表达式进行了仿真,分析了在不同大气湍流强度、QAM调制阶数、抖动标准差和波束宽度条件下,链路误码率随发射功率变化的关系。通过仿真分析证明仅在大气湍流影响下发射功率的增加对误码率的改善优于在大气湍流与指向误差的联合影响下;不同调制阶数,增大发射功率对链路误码性能的改善近乎相同;随着湍流强度、抖动标准差和波束宽度的增加,误码率增加。 展开更多
关键词 误码率 exponentiated WEIBULL分布 指向误差 正交频分复用 M-QAM
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Maximum Likelihood Estimation of the Parameters of Exponentiated Generalized Weibull Based on Progressive Type II Censored Data 被引量:4
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作者 Ibrahim Sawadogo Leo Odongo Ibrahim Ly 《Open Journal of Statistics》 2017年第6期956-963,共8页
Exponentiated Generalized Weibull distribution is a probability distribution which generalizes the Weibull distribution introducing two more shapes parameters to best adjust the non-monotonic shape. The parameters of ... Exponentiated Generalized Weibull distribution is a probability distribution which generalizes the Weibull distribution introducing two more shapes parameters to best adjust the non-monotonic shape. The parameters of the new probability distribution function are estimated by the maximum likelihood method under progressive type II censored data via expectation maximization algorithm. 展开更多
关键词 MAXIMUM LIKELIHOOD Type II Censored Data exponentiated GENERALIZED Weibull EM-ALGORITHM
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The exponentiated generalized power Lindley distribution: Properties and applications 被引量:1
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作者 S.M.T.K. MirMostafaee Morad Alizadeh +1 位作者 Emrah Altun Saralees Nadarajah 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2019年第2期127-148,共22页
In this paper, we introduce a new extension of the power Lindley distribution, called the exponentiated generalized power Lindley distribution. Several mathematical properties of the new model such as the shapes of th... In this paper, we introduce a new extension of the power Lindley distribution, called the exponentiated generalized power Lindley distribution. Several mathematical properties of the new model such as the shapes of the density and hazard rate functions, the quantile function, moments, mean deviations, Bonferroni and Lorenz curves and order statistics are derived. Moreover, we discuss the parameter estimation of the new distribution using the maximum likelihood and diagonally weighted least squares methods. A simulation study is performed to evaluate the estimators. We use two real data sets to illustrate the applicability of the new model. Empirical findings show that the proposed model provides better fits than some other well-known extensions of Lindley distributions. 展开更多
关键词 Anderson-Darling test statistic exponentiated GENERALIZED class of DISTRIBUTIONS Lambert function Maximum LIKELIHOOD method POWER Lindley DISTRIBUTION
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Product Spacing of Stress–Strength under Progressive Hybrid Censored for Exponentiated-Gumbel Distribution 被引量:1
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作者 R.Alshenawy Mohamed A.H.Sabry +1 位作者 Ehab M.Almetwally Hisham M.Elomngy 《Computers, Materials & Continua》 SCIE EI 2021年第3期2973-2995,共23页
Maximum product spacing for stress–strength model based on progressive Type-II hybrid censored samples with different cases has been obtained.This paper deals with estimation of the stress strength reliability model ... Maximum product spacing for stress–strength model based on progressive Type-II hybrid censored samples with different cases has been obtained.This paper deals with estimation of the stress strength reliability model R=P(Y<X)when the stress and strength are two independent exponentiated Gumbel distribution random variables with different shape parameters but having the same scale parameter.The stress–strength reliability model is estimated under progressive Type-II hybrid censoring samples.Two progressive Type-II hybrid censoring schemes were used,Case I:A sample size of stress is the equal sample size of strength,and same time of hybrid censoring,the product of spacing function under progressive Type-II hybrid censoring schemes.Case II:The sample size of stress is a different sample size of strength,in which the life-testing experiment with a progressive censoring scheme is terminated at a random time T 2 e0;1T.The maximum likelihood estimation and maximum product spacing estimation methods under progressive Type-II hybrid censored samples for the stress strength model have been discussed.A comparison study with classical methods as the maximum likelihood estimation method is discussed.Furthermore,to compare the performance of various cases,Markov chain Monte Carlo simulation is conducted by using iterative procedures as Newton Raphson or conjugate-gradient procedures.Finally,two real datasets are analyzed for illustrative purposes,first data for the breaking strengths of jute fiber,and the second data for the waiting times before the service of the customers of two banks. 展开更多
关键词 exponentiated Gumbel distribution stress-strength model progressive Type-II hybrid censoring maximum product spacing maximum likelihood
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Estimation under a Finite Mixture of Exponentiated Exponential Components Model and Balanced Square Error Loss 被引量:1
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作者 Essam K. AL-Hussaini Mohamed Hussein 《Open Journal of Statistics》 2012年第1期28-38,共11页
By exponentiating each of the components of a finite mixture of two exponential components model by a positive parameter, several shapes of hazard rate functions are obtained. Maximum likelihood and Bayes methods, bas... By exponentiating each of the components of a finite mixture of two exponential components model by a positive parameter, several shapes of hazard rate functions are obtained. Maximum likelihood and Bayes methods, based on square error loss function and objective prior, are used to obtain estimators based on balanced square error loss function for the parameters, survival and hazard rate functions of a mixture of two exponentiated exponential components model. Approximate interval estimators of the parameters of the model are obtained. 展开更多
关键词 Finite Mixtures exponentiated EXPONENTIAL Distribution Maximum Likelihood ESTIMATION Bayes ESTIMATION SQUARE ERROR and BALANCED SQUARE ERROR LOSS Functions Objective Prior
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Statistical Inference of Stress-Strength Model for Exponentiated Pareto Model with Censored Data
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作者 程从华 《Journal of Donghua University(English Edition)》 EI CAS 2020年第4期349-356,共8页
The reliability of a system is discussed when the strength of the system and the stress imposed on it are independent and non-identical exponentiated Pareto distributed random variables with progressively censored sch... The reliability of a system is discussed when the strength of the system and the stress imposed on it are independent and non-identical exponentiated Pareto distributed random variables with progressively censored scheme.Different interval estimations are proposed.The interval estimations obtained are exact,approximate and bootstrap confidence intervals.Different methods and the corresponding confidence intervals are compared using Monte-Carlo simulations.Simulation results show that the confidence intervals(CIs)of exact and approximate methods are really better than those of the bootstrap method. 展开更多
关键词 stress-strength model exponentiated Pareto distribution interval estimation progressively censored scheme
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Bayes Prediction of Future Observables from Exponentiated Populations with Fixed and Random Sample Size
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作者 Essam K. AL-Hussaini M. Hussein 《Open Journal of Statistics》 2011年第1期24-32,共9页
Bayesian predictive probability density function is obtained when the underlying pop-ulation distribution is exponentiated and subjective prior is used. The corresponding predictive survival function is then obtained ... Bayesian predictive probability density function is obtained when the underlying pop-ulation distribution is exponentiated and subjective prior is used. The corresponding predictive survival function is then obtained and used in constructing 100(1 – ?)% predictive interval, using one- and two- sample schemes when the size of the future sample is fixed and random. In the random case, the size of the future sample is assumed to follow the truncated Poisson distribution with parameter λ. Special attention is paid to the exponentiated Burr type XII population, from which the data are drawn. Two illustrative examples are given, one of which uses simulated data and the other uses data that represent the breaking strength of 64 single carbon fibers of length 10, found in Lawless [40]. 展开更多
关键词 PREDICTIVE Density And Survival Functions One- And Two-Sample Schemes BAYES PREDICTION exponentiated Population. exponentiated BURR Type XII Distribution Data Of Carbon Fibers
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Estimation Using Censored Data from Exponentiated Burr Type XII Population
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作者 Essam K. AL-Hussaini Mohamed Hussein 《Open Journal of Statistics》 2011年第2期33-45,共13页
Maximum likelihood and Bayes estimators of the parameters, survival function (SF) and hazard rate function (HRF) are obtained for the three-parameter exponentiated Burr type XII distribution when sample is available f... Maximum likelihood and Bayes estimators of the parameters, survival function (SF) and hazard rate function (HRF) are obtained for the three-parameter exponentiated Burr type XII distribution when sample is available from type II censored scheme. Bayes estimators have been developed using the standard Bayes and MCMC methods under square error and LINEX loss functions, using informative type of priors for the parameters. Simulation comparison of various estimation methods is made when n = 20, 40, 60 and censored data. The Bayes estimates are found to be, generally, better than the maximum likelihood estimates against the proposed prior, in the sense of having smaller mean square errors. This is found to be true whether the data are complete or censored. Estimates improve by increasing sample size. Analysis is also carried out for real life data. 展开更多
关键词 exponentiated DISTRIBUTION Proportional Reversed Hazard Rate Model Lehmann Alternatives Maximum LIKELIHOOD and Bayes ESTIMATION BURR TYPE XII DISTRIBUTION SUBJECTIVE Prior SE and LINEX Loss Functions MCMC
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Gumbel-Exponentiated Weibull {Logistic} Lifetime Distribution and Its Applications
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作者 Kizito Ebere Anyiam Iheanyi Sidney Onyeagu 《Open Journal of Statistics》 2021年第5期817-837,共21页
A new generalized exponentiated Weibull model called Gumbel-exponentiated </span><span style="font-family:Verdana;">Weibull</span><span style="font-family:""> </span... A new generalized exponentiated Weibull model called Gumbel-exponentiated </span><span style="font-family:Verdana;">Weibull</span><span style="font-family:""> </span><span style="font-family:Verdana;">{Logistic} distribution is introduced and studied. The new distribution extends the exponentiated Weibull distribution with additional parameters and bimodal densities. Some new and earlier distributions formed the sub-models of the proposed distribution. The mathematical properties of the new distribution including expressions for the hazard function, survival function, moments, order statistics, mean deviation and absolute mean deviation from the mean, and entropy were derived. Monte Carlo simulation study was carried out to assess the finite sample behavior of the parameter estimates by maximum likelihood estimation approach. The superiority of the new generalized exponentiated Weibull distribution over some competing distributions was proved empirically using the fitted results from </span><span style="font-family:Verdana;">three</span><span style="font-family:Verdana;"> real life datasets. 展开更多
关键词 Gumbel Distribution exponentiated Weibull Logistic Distribution Bimodal Densities Hazard Function Maximum Likelihood Order Statistics Quantile Function Shannon Entropy SIMULATION T-R (Y) Family
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Exponentiated Weibull大气湍流下航空激光通信性能分析
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作者 赵静 赵尚弘 +2 位作者 赵卫虎 刘韵 李轩 《光电子.激光》 EI CAS CSCD 北大核心 2017年第9期957-964,共8页
研究了Exponentiated Weibull(EW)大气湍流信道下航空激光通信的性能,综合考虑大气湍流及气动光学效应的影响,利用Meijer′s G函数推导出了航空激光通信链路的性能指标的闭合表达式,包括平均误码率(BER)、中断概率及平均信道容量。在不... 研究了Exponentiated Weibull(EW)大气湍流信道下航空激光通信的性能,综合考虑大气湍流及气动光学效应的影响,利用Meijer′s G函数推导出了航空激光通信链路的性能指标的闭合表达式,包括平均误码率(BER)、中断概率及平均信道容量。在不同的航空飞行条件下,根据平均BER、中断概率和平均容量闭合表达式分别给出了数值仿真实例,分析了航空飞行高度、传输距离、信噪比(SNR)与航空激光通信系统性能的关系,同时分析了孔径平均效应对航空激光通信链路性能改善作用。 展开更多
关键词 航空激光通信 误码率(BER) 中断概率 平均信道容量 exponentiated Weibull(EW)分布
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A LOW-REGULARITY FOURIER INTEGRATOR FOR THE DAVEY-STEWARTSON II SYSTEM WITH ALMOST MASS CONSERVATION
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作者 Cui NING Chenxi HAO Yaohong WANG 《Acta Mathematica Scientia》 SCIE CSCD 2024年第4期1536-1549,共14页
In this work,we propose a low-regularity Fourier integrator with almost mass conservation to solve the Davey-StewartsonⅡsystem(hyperbolic-elliptic case).Arbitrary order mass convergence could be achieved by the suita... In this work,we propose a low-regularity Fourier integrator with almost mass conservation to solve the Davey-StewartsonⅡsystem(hyperbolic-elliptic case).Arbitrary order mass convergence could be achieved by the suitable addition of correction terms,while keeping the first order accuracy in H~γ×H^(γ+1)for initial data in H^(γ+1)×H^(γ+1)withγ>1.The main theorem is that,up to some fixed time T,there exist constantsτ_(0)and C depending only on T and‖u‖_(L^(∞)((0,T);H^(γ+1)))such that,for any 0<τ≤τ_(0),we have that‖u(t_(n),·)-u^(n)‖H_γ≤C_(τ),‖v(t_(n),·)-v^(n)‖_(Hγ+1)≤C_(τ),where u^(n)and v^(n)denote the numerical solutions at t_(n)=nτ.Moreover,the mass of the numerical solution M(u^(n))satisfies that|M(u^(n))-M(u_0)|≤Cτ~5. 展开更多
关键词 Davey-StewartsonⅡsystem low-regularity exponential integrator first order accuracy mass conservation
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Efficiency of a Modular Cleanroom for Space Applications
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作者 Matthew R.Coburn Charlie Young +3 位作者 Chris Smith Graham Schultz Miguel Robayo Zheng-Tong Xie 《Fluid Dynamics & Materials Processing》 EI 2024年第3期547-562,共16页
A prototype cleanroom for hazardous testing and handling of satellites prior to launcher encapsulation,satisfying the ISO8 standard has been designed and analyzed in terms of performances.Unsteady Reynolds Averaged Na... A prototype cleanroom for hazardous testing and handling of satellites prior to launcher encapsulation,satisfying the ISO8 standard has been designed and analyzed in terms of performances.Unsteady Reynolds Averaged Navier-Stokes(URANS)models have been used to study the related flow field and particulate matter(PM)dispersion.The outcomes of the URANS models have been validated through comparison with equivalent large-eddy simulations.Special attention has been paid to the location and shape of the air intakes and their orientation in space,in order to balance the PM convection and diffusion inside the cleanroom.Forming a cyclone-type flow pattern inside the cleanroom is a key to maintaining a high ventilation efficiency. 展开更多
关键词 DIFFUSER LES PM RANS unsteady flow exponential decay
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Equivalence between the internal observability and equation
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作者 LIU Wen-jun TU Zhi-yu 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2024年第1期89-97,共9页
This paper is concerned with a third order in time linear Moore-Gibson-Thompson equation which describes the acoustic velocity potential in ultrasound wave program.Influenced by the work of Kaltenbacher,Lasiecka and M... This paper is concerned with a third order in time linear Moore-Gibson-Thompson equation which describes the acoustic velocity potential in ultrasound wave program.Influenced by the work of Kaltenbacher,Lasiecka and Marchand(Control Cybernet.2011,40:971-988),we establish an observability inequality of the conservative problem,and then discuss the equivalence between the exponential stabilization of a dissipative system and the internal observational inequality of the corresponding conservative system. 展开更多
关键词 Moore-Gibson-Thompson equation internal observability exponential stability
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Enhanced Differentiable Architecture Search Based on Asymptotic Regularization
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作者 Cong Jin Jinjie Huang +1 位作者 Yuanjian Chen Yuqing Gong 《Computers, Materials & Continua》 SCIE EI 2024年第2期1547-1568,共22页
In differentiable search architecture search methods,a more efficient search space design can significantly improve the performance of the searched architecture,thus requiring people to carefully define the search spa... In differentiable search architecture search methods,a more efficient search space design can significantly improve the performance of the searched architecture,thus requiring people to carefully define the search space with different complexity according to various operations.Meanwhile rationalizing the search strategies to explore the well-defined search space will further improve the speed and efficiency of architecture search.With this in mind,we propose a faster and more efficient differentiable architecture search method,AllegroNAS.Firstly,we introduce a more efficient search space enriched by the introduction of two redefined convolution modules.Secondly,we utilize a more efficient architectural parameter regularization method,mitigating the overfitting problem during the search process and reducing the error brought about by gradient approximation.Meanwhile,we introduce a natural exponential cosine annealing method to make the learning rate of the neural network training process more suitable for the search procedure.Moreover,group convolution and data augmentation are employed to reduce the computational cost.Finally,through extensive experiments on several public datasets,we demonstrate that our method can more swiftly search for better-performing neural network architectures in a more efficient search space,thus validating the effectiveness of our approach. 展开更多
关键词 Differentiable architecture search allegro search space asymptotic regularization natural exponential cosine annealing
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Charting the course:India's health expenditure projections for 2035
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作者 Pragyan Monalisa Sahoo Himanshu Sekhar Rout 《Global Health Journal》 2024年第2期58-66,共9页
Objectives Understanding past trends and forecasting future changes in health spending is vital for planning and reducing reliance on out-of-pocket(OOP)expenses.The current study analyzed health expenditure patterns i... Objectives Understanding past trends and forecasting future changes in health spending is vital for planning and reducing reliance on out-of-pocket(OOP)expenses.The current study analyzed health expenditure patterns in India and forecasted future trends and patterns until 2035.Methods Data on health expenditure in India from 2000 to 2019 was collected from the Organisation for Economic Co-operation and Development(OECD)iLibrary and National Health Accounts 2019 databases.Gross domestic product(GDP)data from the World Bank was also utilized.Descriptive statistics analyzed the composition and pattern,while the exponential smoothing model forecasted future health expenditures.Results The findings revealed that expenditure made by OOP is the primary health financing source,followed by government and pre-paid private spending.The percentage of GDP allocated to total health expenditure remains stable,while the per capita health expenditure fluctuates.Variations in expenditure among states are observed,with Karnataka relying heavily on pre-paid private coverage.Future projections suggest a decline in per capita and total health expenditure as a share of GDP,with a slight increase in the government’s share.Pre-paid private expenditure per capita and OOP health expenditure as a share of the total is projected to remain relatively constant but still high in absolute terms.Conclusion The study highlights variations in health spending in India,characterized by high OOP spending,limited public coverage,and a need for investments,and reforms to improve healthcare access and equity. 展开更多
关键词 Health expenditure Health spending Health financing Forecasting Exponential smoothing INDIA
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