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On asymptotic properties of a constant-step-size sign-error algorithm for adaptive filtering
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作者 殷刚 陈翰馥 《Science in China(Series F)》 EI 2002年第5期321-334,共14页
This work is devoted to asymptotic properties of a sign-error adaptive filtering algorithm with constant step size. Under much weaker conditions than those that appear in the literature, we obtain convergence and rate... This work is devoted to asymptotic properties of a sign-error adaptive filtering algorithm with constant step size. Under much weaker conditions than those that appear in the literature, we obtain convergence and rate of convergence by using weak convergence methods. An example is provided to demonstrate the performance of the algorithm. 展开更多
关键词 sign-error algorithm constant step size weak convergence rate of convergence diffusion limit.
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PROXIMAL POINT ALGORITHM WITH ERRORS FOR GENERALIZED STRONGLY NONLINEARQUASIVARIATIONAL INCLUSIONS 被引量:1
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作者 丁协平 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 1998年第7期637-643,共7页
In this paper, a class of generalized strongly nonlinear quasivariational inclusions are studied. By using the properties of the resolvent operator associated with a maximal monotone; mapping in Hilbert space, an exis... In this paper, a class of generalized strongly nonlinear quasivariational inclusions are studied. By using the properties of the resolvent operator associated with a maximal monotone; mapping in Hilbert space, an existence theorem of solutions for generalized strongly nonlinear quasivariational inclusion is established and a new proximal point algorithm with errors is suggested for finding approximate solutions which strongly converge to the exact solution of the generalized strongly, nonlinear quasivariational inclusion. As special cases, some known results in this field are also discussed. 展开更多
关键词 generalized strongly nonlinear quasivariational inclusion proximal point algorithm with errors
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Improved algorithm of atmospheric refraction error in Longley-Rice channel model 被引量:2
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作者 Wang Zuliang Zheng Mao +1 位作者 Wang Juan Zheng Linhua 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2008年第4期683-687,共5页
Longley-Rice channel model modifies the atmospheric refraction by the equivalent earth radius method, which is simple calculation but is not accurate. As it only uses the horizontal difference, but does not make use o... Longley-Rice channel model modifies the atmospheric refraction by the equivalent earth radius method, which is simple calculation but is not accurate. As it only uses the horizontal difference, but does not make use of the vertical section information, it does not agree with the actual propagation path. The atmospheric refraction error correction method of the Longley-Rice channel model has been improved. The improved method makes use of the vertical section information sufficiently and maps the distance between the receiver and transmitter to the radio wave propagation distance, It can exactly reflect the infection of propagation distance for the radio wave propagation loss. It is predicted to be more close to the experimental results by simulation in comparison with the measured data. The effectiveness of improved methods is proved by simulation. 展开更多
关键词 radio wave propagation atmospheric refraction error correction algorithm improvement Longley- Rice model.
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MATRIX ALGORITHMS AND ERROR FORMULA FOR BIVARIATE THIELE-TYPE RECTANGULAR MATRIX VALUED RATIONAL INTERPOLATION 被引量:1
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作者 顾传青 朱功勤 《Numerical Mathematics A Journal of Chinese Universities(English Series)》 SCIE 1999年第2期195-208,共14页
A new method for the construction of bivariate matrix valued rational interpolants (BGIRI) on a rectangular grid is presented in [6]. The rational interpolants are of Thiele-type continued fraction form with scalar de... A new method for the construction of bivariate matrix valued rational interpolants (BGIRI) on a rectangular grid is presented in [6]. The rational interpolants are of Thiele-type continued fraction form with scalar denominator. The generalized inverse introduced by [3]is gen-eralized to rectangular matrix case in this paper. An exact error formula for interpolation is ob-tained, which is an extension in matrix form of bivariate scalar and vector valued rational interpola-tion discussed by Siemaszko[l2] and by Gu Chuangqing [7] respectively. By defining row and col-umn-transformation in the sense of the partial inverted differences for matrices, two type matrix algorithms are established to construct corresponding two different BGIRI, which hold for the vec-tor case and the scalar case. 展开更多
关键词 BIVARIATE MATRIX VALUED RATIONAL inter polants error FORMULA MATRIX algorithms.
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FORM ERROR EVALUATION OF CIRCLES BASED ON A FINELY-DESIGNED GENETIC ALGORITHM 被引量:6
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作者 CuiChangcai CheRensheng LiZhongyan YeDong 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2004年第1期59-62,共4页
A genetic algorithm(GA)-based new method is designed to evaluate thecircularity error of mechanical parts. The method uses the capability of nonlinear optimization ofGA to search for the optimal solution of circularit... A genetic algorithm(GA)-based new method is designed to evaluate thecircularity error of mechanical parts. The method uses the capability of nonlinear optimization ofGA to search for the optimal solution of circularity error. The finely-designed GA (FDGA)characterized dynamical bisexual recombination and Gaussian mutation. The mathematical model of thenonlinear problem is given. The implementation details in FDGA are described such as the crossoveror recombination mechanism which utilized a bisexual reproduction scheme and the elitist reservationmethod; and the adaptive mutation which used the Gaussian probability distribution to determine thevalues of the offspring produced by mutation mechanism. The examples are provided to verify thedesigned FDGA. The computation results indicate that the FDGA works very well in the field of formerror evaluation such as circularity evaluation. 展开更多
关键词 Genetic algorithm(GA) Form error CIRCULARITY Bisexual recombination Gaussian mutation
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Positioning performance analysis of the time sum of arrival algorithm with error features 被引量:1
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作者 宫峰勋 马艳秋 《Optoelectronics Letters》 EI 2018年第2期133-137,共5页
The theoretical positioning accuracy of multilateration(MLAT) with the time difference of arrival(TDOA) algorithm is very high. However, there are some problems in practical applications. Here we analyze the location ... The theoretical positioning accuracy of multilateration(MLAT) with the time difference of arrival(TDOA) algorithm is very high. However, there are some problems in practical applications. Here we analyze the location performance of the time sum of arrival(TSOA) algorithm from the root mean square error(RMSE) and geometric dilution of precision(GDOP) in additive white Gaussian noise(AWGN) environment. The TSOA localization model is constructed. Using it, the distribution of location ambiguity region is presented with 4-base stations. And then, the location performance analysis is started from the 4-base stations with calculating the RMSE and GDOP variation. Subsequently, when the location parameters are changed in number of base stations, base station layout and so on, the performance changing patterns of the TSOA location algorithm are shown. So, the TSOA location characteristics and performance are revealed. From the RMSE and GDOP state changing trend, the anti-noise performance and robustness of the TSOA localization algorithm are proved. The TSOA anti-noise performance will be used for reducing the blind-zone and the false location rate of MLAT systems. 展开更多
关键词 Positioning performance analysis of the time sum of arrival algorithm with error features
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PARALLEL SCHWARZ ALGORITHMS FOR PARABOLIC EQUATIONS AND ERROR ESTIMATES
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作者 芮洪兴 羊丹平 《Numerical Mathematics A Journal of Chinese Universities(English Series)》 SCIE 1997年第1期45-56,共12页
In this paper we introduce two kinds of parallel Schwarz domain decomposition me thods for general, selfadjoint, second order parabolic equations and study the dependence of their convergence rates on parameters of ti... In this paper we introduce two kinds of parallel Schwarz domain decomposition me thods for general, selfadjoint, second order parabolic equations and study the dependence of their convergence rates on parameters of time-step and space-mesh. We prove that the, approximate solution has convergence independent of iteration times at each time-level. And the L^2 error estimates are given. 展开更多
关键词 SCHWARZ algorithms PARABOLIC equations domain decomposition error ESTIMATES PARALLEL algorithm.
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Geometric Approximation Searching Algorithm for Spatial Straightness Error Evaluation 被引量:1
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作者 Jishun Li Xianqing Lei +1 位作者 Yujun Xue Weimin Pan 《Modern Instrumentation》 2013年第1期1-6,共6页
Considering the characteristics of spatial straightness error, this paper puts forward a kind of evaluation method of spatial straightness error using Geometric Approximation Searching Algorithm (GASA). According to t... Considering the characteristics of spatial straightness error, this paper puts forward a kind of evaluation method of spatial straightness error using Geometric Approximation Searching Algorithm (GASA). According to the minimum condition principle of form error evaluation, the mathematic model and optimization objective of the GASA are given. The algorithm avoids the optimization and linearization, and can be fulfilled in three steps. First construct two parallel quadrates based on the preset two reference points of the spatial line respectively;second construct centerlines by connecting one quadrate each vertices to another quadrate each vertices;after that, calculate the distances between measured points and the constructed centerlines. The minimum zone straightness error is obtained by repeating comparing and reconstructing quadrates. The principle and steps of the algorithm to evaluate spatial straightness error is described in detail, and the mathematical formula and program flowchart are given also. Results show that this algorithm can evaluate spatial straightness error more effectively and exactly. 展开更多
关键词 error Evaluation Spatial STRAIGHTNESS GEOMETRIC APPROXIMATION SEARCHING algorithm Minimum ZONE
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Effects of systematic phase errors on optimized quantum random-walk search algorithm
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作者 张宇超 鲍皖苏 +1 位作者 汪翔 付向群 《Chinese Physics B》 SCIE EI CAS CSCD 2015年第6期155-163,共9页
This study investigates the effects of systematic errors in phase inversions on the success rate and number of iterations in the optimized quantum random-walk search algorithm. Using the geometric description of this ... This study investigates the effects of systematic errors in phase inversions on the success rate and number of iterations in the optimized quantum random-walk search algorithm. Using the geometric description of this algorithm, a model of the algorithm with phase errors is established, and the relationship between the success rate of the algorithm, the database size, the number of iterations, and the phase error is determined. For a given database size, we obtain both the maximum success rate of the algorithm and the required number of iterations when phase errors are present in the algorithm. Analyses and numerical simulations show that the optimized quantum random-walk search algorithm is more robust against phase errors than Grover's algorithm. 展开更多
关键词 quantum search algorithm quantum random walk phase errors ROBUSTNESS
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ANN model of subdivision error based on genetic algorithm
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作者 齐明 邹继斌 尚静 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2010年第1期131-136,共6页
According to the test data of subdivision errors in the measuring cycle of angular measuring system, the characteristics of subdivision errors generated by this system are analyzed. It is found that the subdivision er... According to the test data of subdivision errors in the measuring cycle of angular measuring system, the characteristics of subdivision errors generated by this system are analyzed. It is found that the subdivision errors are mainly due to the rotary-type inductosyn itself. For the characteristic of cyclical change, the subdivision errors in other measuring cycles can be compensated by the subdivision error model in one measuring cycle. Using the measured error data as training samples, combining GA and BP algorithm, an ANN model of subdivision error is designed. Simulation results indicate that GA reduces the uncertainty in the training process of the ANN model, and enhances the generalization of the model. Compared with the error model based on the least-mean-squared method, the designed ANN model of subdivision errors can achieve higher compensating precision. 展开更多
关键词 genetic algorithm artificial neural network (ANN) subdivision error angular measuring system error model
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基于激光测距的深松作业检测技术
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作者 侯云涛 吴泽全 +4 位作者 蔡晓华 东忠阁 程睿 李源源 祝天宇 《农机化研究》 北大核心 2026年第4期110-117,共8页
针对激光测距技术在深松作业检测中的应用进行深入研究,提出了一种自适应多门限值误差拟合方法。算法通过自适应调整多个门限值,动态寻找激光飞行时间误差最佳拟合校正方案,能够有效克服回波信号上升沿鉴别时刻因干扰脉冲产生的误差。... 针对激光测距技术在深松作业检测中的应用进行深入研究,提出了一种自适应多门限值误差拟合方法。算法通过自适应调整多个门限值,动态寻找激光飞行时间误差最佳拟合校正方案,能够有效克服回波信号上升沿鉴别时刻因干扰脉冲产生的误差。基于此方法,研发了一款智能化深松作业检测设备,其能够自主进行耕层断面数据的采集和保存,提高数据采集和处理的效率。同时,开展了测距试验,具体方法为:将SICK DL100-22AA2101激光测距仪的测距值作为标准距离,试验距离为1~4 m,取1 m作为步长,基于所研发设备,采用本文方法与双门限值时刻鉴别方法分别对同一距离进行5次测量作为实测距离,比较实测距离的标准差,以及实测距离均值与对应标准距离的误差。采用本文研发设备和人工方式分别对土壤膨松度和扰动系数进行检测,设备检测结果为土壤蓬松度27.0%、土壤扰动系数22.3%,人工方式检测结果为土壤蓬松度27.1%、土壤扰动系数22.7%。试验证明:研发设备在显著提高测量效率的前提下,得到的测量结果与传统人工测量方式几乎没有差异,具有较高的实用性和可靠性。 展开更多
关键词 深松作业检测 激光测距 自适应多门限值误差拟合算法
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Error Analysis in Frequency Domain for Linear Multipass Algorithms
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作者 费景高 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2001年第4期77-84,共8页
Error analysis methods in frequency domain are developed in this paper for determining the characteristic root and transfer function errors when the linear multipass algorithms are used to solve linear differential eq... Error analysis methods in frequency domain are developed in this paper for determining the characteristic root and transfer function errors when the linear multipass algorithms are used to solve linear differential equations. The relation between the local truncation error in time domain and the error in frequency domain is established, which is the basis for developing the error estimation methods. The error estimation methods for the digital simulation model constructed by using the Runge-Kutta algorithms and the linear multistep predictor-corrector algorithms are also given. 展开更多
关键词 algorithmS Computer simulation Differential equations error analysis Frequency domain analysis Runge Kutta methods
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Application of Genetic Algorithm in Estimation of Gyro Drift Error Model 被引量:1
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作者 LI Dongmei BAI Taixun +1 位作者 HE Xiaoxia ZHANG Rong 《Aerospace China》 2019年第1期3-8,共6页
Extended Kalman Filter(EKF)algorithm is widely used in parameter estimation for nonlinear systems.The estimation precision is sensitively dependent on EKF’s initial state covariance matrix and state noise matrix.The ... Extended Kalman Filter(EKF)algorithm is widely used in parameter estimation for nonlinear systems.The estimation precision is sensitively dependent on EKF’s initial state covariance matrix and state noise matrix.The grid optimization method is always used to find proper initial matrix for off-line estimation.However,the grid method has the draw back being time consuming hence,coarse grid followed by a fine grid method is adopted.To further improve efficiency without the loss of estimation accuracy,we propose a genetic algorithm for the coarse grid optimization in this paper.It is recognized that the crossover rate and mutation rate are the main influencing factors for the performance of the genetic algorithm,so sensitivity experiments for these two factors are carried out and a set of genetic algorithm parameters with good adaptability were selected by testing with several gyros’experimental data.Experimental results show that the proposed algorithm has higher efficiency and better estimation accuracy than the traversing grid algorithm. 展开更多
关键词 genetic algorithm traversing GRID algorithm coarse GRID optimization GYRO DRIFT error model CROSSOVER RATE and mutation RATE selecting
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Wireless location algorithm using digital broadcasting signals based on neural network 被引量:1
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作者 柯炜 吴乐南 殷奎喜 《Journal of Southeast University(English Edition)》 EI CAS 2010年第3期394-398,共5页
In order to enhance the accuracy and reliability of wireless location under non-line-of-sight (NLOS) environments,a novel neural network (NN) location approach using the digital broadcasting signals is presented. ... In order to enhance the accuracy and reliability of wireless location under non-line-of-sight (NLOS) environments,a novel neural network (NN) location approach using the digital broadcasting signals is presented. By the learning ability of the NN and the closely approximate unknown function to any degree of desired accuracy,the input-output mapping relationship between coordinates and the measurement data of time of arrival (TOA) and time difference of arrival (TDOA) is established. A real-time learning algorithm based on the extended Kalman filter (EKF) is used to train the multilayer perceptron (MLP) network by treating the linkweights of a network as the states of the nonlinear dynamic system. Since the EKF-based learning algorithm approximately gives the minimum variance estimate of the linkweights,the convergence is improved in comparison with the backwards error propagation (BP) algorithm. Numerical results illustrate thatthe proposedalgorithmcanachieve enhanced accuracy,and the performance ofthe algorithmis betterthanthat of the BP-based NN algorithm and the least squares (LS) algorithm in the NLOS environments. Moreover,this location method does not depend on a particular distribution of the NLOS error and does not need line-of-sight ( LOS ) or NLOS identification. 展开更多
关键词 digital broadcasting signals neural network extended Kalman filter (EKF) backwards error propagation algorithm multilayer perceptron
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基于改进帝企鹅算法的圆度误差快速精确评定方法
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作者 宋明 郑鹏 +2 位作者 何青泽 张豪杰 王明基 《组合机床与自动化加工技术》 北大核心 2026年第1期65-70,共6页
圆度误差是轴类零件的重要几何参数,直接影响机械配合精度、产品性能及使用寿命。为进一步提升圆度误差评定的精度、效率和重复性,基于最小区域准则构建了圆度误差评定模型,同时为实现模型的高效求解,提出了一种基于改进帝企鹅算法的圆... 圆度误差是轴类零件的重要几何参数,直接影响机械配合精度、产品性能及使用寿命。为进一步提升圆度误差评定的精度、效率和重复性,基于最小区域准则构建了圆度误差评定模型,同时为实现模型的高效求解,提出了一种基于改进帝企鹅算法的圆度误差快速精确评定方法。该方法引入自适应参数调整机制,增强帝企鹅算法在全局搜索与局部开发之间的动态平衡能力,同时采用差分进化策略,提高算法跳出局部最优解的能力。实验结果表明,改进后的帝企鹅算法在整体性能上优于原始算法,并且在圆度误差评定方面相较于遗传算法和单纯形算法有明显优势。从而,验证了在最小区域准则下进行圆度误差评定时该方法的可行性和有效性。 展开更多
关键词 圆度误差 帝企鹅算法 差分进化 自适应参数
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一种二阶TD Error快速Q(λ)算法 被引量:5
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作者 傅启明 刘全 +3 位作者 孙洪坤 高龙 李瑾 王辉 《模式识别与人工智能》 EI CSCD 北大核心 2013年第3期282-292,共11页
Q(λ)学习算法是一种结合值迭代与随机逼近的思想的基于模型无关的多步离策略强化学习算法.针对经典的Q(λ)学习算法执行效率低、收敛速度慢的问题,从TD Error的角度出发,给出n阶TD Error的概念,并将n阶TD Error用于经典的Q(λ)学习算法... Q(λ)学习算法是一种结合值迭代与随机逼近的思想的基于模型无关的多步离策略强化学习算法.针对经典的Q(λ)学习算法执行效率低、收敛速度慢的问题,从TD Error的角度出发,给出n阶TD Error的概念,并将n阶TD Error用于经典的Q(λ)学习算法,提出一种二阶TD Error快速Q(λ)学习算法——SOE-FQ(λ)算法.该算法利用二阶TD Error修正Q值函数,并通过资格迹将TD Error传播至整个状态动作空间,加快算法的收敛速度.在此基础之上,分析算法的收敛性及收敛效率,在仅考虑一步更新的情况下,算法所要执行的迭代次数T主要指数依赖于1/1-γ、1/ε.将SOE-FQ(λ)算法用于Random Walk和Mountain Car问题,实验结果表明,算法具有较快的收敛速度和较好的收敛精度. 展开更多
关键词 强化学习 马尔科夫决策过程 二阶TD error 资格迹 Q(λ)算法
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Errors-in-variables模型的参数估计 被引量:3
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作者 时正华 袁永生 《曲阜师范大学学报(自然科学版)》 CAS 2005年第1期35-37,共3页
介绍了Errors_in_variables模型 ,利用Fisher得分算法 ,给出了在自变量的随机影响因素和因变量的随机影响因素相互独立和无重复测量数据情况下Errors_in_variables模型参数估计的迭代公式 .
关键词 随机自变量 errors-in-variables模型 Fisher得分算法
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不同训练算法下光子神经网络鲁棒性能研究
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作者 陆鸣豪 陆云清 +3 位作者 曹雯 刘美玉 邵晓锋 王瑾 《自动化技术与应用》 2026年第1期17-21,共5页
优化了训练算法和学习率组合以提高光子神经网络(optical neural network,ONN)对器件误差的鲁棒性能,同时确保其对数字图像的高精确识别。仿真搭建两种全连接ONN架构,即GridNet和FFTNet,其中使用马赫曾德尔干涉仪(mach-zehnder interfer... 优化了训练算法和学习率组合以提高光子神经网络(optical neural network,ONN)对器件误差的鲁棒性能,同时确保其对数字图像的高精确识别。仿真搭建两种全连接ONN架构,即GridNet和FFTNet,其中使用马赫曾德尔干涉仪(mach-zehnder interferometers,MZI)作为光子器件,并对含有器件误差的ONN进行了不同算法的训练,包括随机梯度下降(stochastic gradient descent,SGD)、均方根传递(root mean square prop,RMSprop)、适应性矩估计(adaptive moment estimation,Adam)和自适应梯度下降(adaptive gradient,Adagrad)。结果表明,在不同程度的器件误差下,FFTNet型ONN比GridNet型ONN更鲁棒。具体来说,采用学习率为0.005的RMSprop和Adam算法以及学习率为0.5的Adagrad算法训练的FFTNet型ONN在数字图像识别精度和器件误差鲁棒性上表现最佳。优化训练算法和学习率的组合可以有效提高ONN的鲁棒性能。 展开更多
关键词 光子神经网络 器件误差 马赫曾德尔干涉仪 梯度下降算法 学习率
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使用预测误差方法的助听器凸组合比例声反馈消除算法
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作者 王森童 全智 《应用声学》 北大核心 2026年第1期245-259,共15页
传统的自适应声学反馈消除算法在兼顾收敛速度和稳态性能之间存在困难,而输入信号与反馈信号之间的高相关性进一步限制了算法性能。针对这些问题,提出了使用预测误差方法的凸组合比例算法。该算法结合两个不同步长的自适应滤波器,并引... 传统的自适应声学反馈消除算法在兼顾收敛速度和稳态性能之间存在困难,而输入信号与反馈信号之间的高相关性进一步限制了算法性能。针对这些问题,提出了使用预测误差方法的凸组合比例算法。该算法结合两个不同步长的自适应滤波器,并引入比例机制和预测误差方法以加速初始收敛和增强跟踪能力,消除了信号之间的高相关性。仿真结果显示,与传统方法相比,所提算法在处理声学信号时,显著降低了失调量并提高了额外稳态增益。 展开更多
关键词 回声消除算法 自适应滤波器 凸组合 预测误差方法 比例自适应滤波法
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Routing Protocol Based on Grover’s Searching Algorithm for Mobile Ad-hoc Networks 被引量:3
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作者 孟利民 宋文波 《China Communications》 SCIE CSCD 2013年第3期145-156,共12页
In Mobile Ad-hoc Networks (MANETs), routing protocols directly affect various indices of network Quality of Service (QoS), so they play an important role in network performance. To address the drawbacks associated wit... In Mobile Ad-hoc Networks (MANETs), routing protocols directly affect various indices of network Quality of Service (QoS), so they play an important role in network performance. To address the drawbacks associated with traditional routing protocols in MANETs, such as poor anti-fading performance and slow convergence rate, for basic Dynamic Source Routing (DSR), we propose a new routing model based on Grover's searching algorithm. With this new routing model, each node maintains a node vector function, and all the nodes can obtain a node probability vector using Grover's algorithm, and then select an optimal routing according to node probability. Simulation results show that compared with DSR, this new routing protocol can effectively extend the network lifetime, as well as reduce the network delay and the number of routing hops. It can also significantly improve the anti-jamming capability of the network. 展开更多
关键词 Grover's channel fading additive bit error rate searching algorithm noise network delay
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