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A Modified Root-MUSIC Algorithm for Signal DOA Estimation 被引量:3
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作者 He Zishu Li Yong & Xiang Jingcheng(Institute of Electronic Engineering, University of Electronic Science & Technology,Chengdu 610054, P. R. China) 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 1999年第4期42-47,共6页
This paper presents a modified Root-MUSIC algorithm by which the signal DOA estimation performance can be improved when the snapshot number is limited. The operation principlesof this algorithm are described in detail... This paper presents a modified Root-MUSIC algorithm by which the signal DOA estimation performance can be improved when the snapshot number is limited. The operation principlesof this algorithm are described in detail. It is also pointed out theoretically that this is equivalentto have increased the snapshot number and can make the DOA estimation better. Finally, somesimulating results to verify the theoretical analyses are presented. 展开更多
关键词 Array signal processing root-MUSIC algorithm Signal DOA estimation EIGENDECOMPOSITION
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极化敏感线阵的模值约束降维Root-MUSIC算法 被引量:9
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作者 李会勇 张远芳 谢菊兰 《信号处理》 CSCD 北大核心 2016年第2期173-178,共6页
为了解决极化敏感线阵波达方向角和极化参数联合估计运算量大的问题,本文提出了模值约束降维Root-MUSIC算法。该算法通过对波达方向角和极化参数进行剥离,先采用Root-MUSIC算法进行DOA估计,然后根据模值约束条件构造代价函数,通过闭合... 为了解决极化敏感线阵波达方向角和极化参数联合估计运算量大的问题,本文提出了模值约束降维Root-MUSIC算法。该算法通过对波达方向角和极化参数进行剥离,先采用Root-MUSIC算法进行DOA估计,然后根据模值约束条件构造代价函数,通过闭合式解求出极化参数估计。与传统MUSIC算法相比,该算法避免了谱峰搜索,大大提高了运算效率。与ESPRIT算法相比,该算法避免了参数配对问题。计算机仿真结果验证了该算法的正确性,且具有较高的成功率与精确度。在两目标信号入射角度接近时,也能够很好的分辨出两信号。 展开更多
关键词 极化敏感线阵 参数估计 约束条件 求根MUSIC算法
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基于Root-MUSIC和支持向量机的间谐波参数估计 被引量:3
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作者 李新 刘杰 陈文礼 《电测与仪表》 北大核心 2012年第6期15-18,76,共5页
为准确地检测电力系统中间谐波信号的参数,提出基于求根多重信号分类法(Root-MUSIC)和支持向量机(SVM)的间谐波参数估计方法。首先对采样数据构成的自相关矩阵进行特征分解,利用信号子空间和噪声子空间的正交性求得谐波和间谐波的个数... 为准确地检测电力系统中间谐波信号的参数,提出基于求根多重信号分类法(Root-MUSIC)和支持向量机(SVM)的间谐波参数估计方法。首先对采样数据构成的自相关矩阵进行特征分解,利用信号子空间和噪声子空间的正交性求得谐波和间谐波的个数及频率;然后通过支持向量机算法对间谐波信号的幅值和相位进行回归估计。Matlab仿真结果表明:该算法在低信噪比下频率估计准确,利用支持向量机在处理小样本数据上的优势,有效的提高了幅值和相位估计的精度。 展开更多
关键词 间谐波 求根多重信号分类法(root-MUSIC) 支持向量机(SVM) 参数估计
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基于互相关矢量重构的解相干实值Root-MUSIC算法 被引量:2
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作者 杨武 黄登山 马振华 《计算机应用研究》 CSCD 北大核心 2010年第11期4254-4256,4259,共4页
实值Root-MUSIC算法是一种计算量小、精度高的波达方向估计算法,但其最多能处理两个相干信源,阵元利用率很低。为了解决此问题,提出了一种新的实值Root-MUSIC算法,利用阵列接收数据的互相关矢量重构相关矩阵,使其具有Toeplitz特性。新... 实值Root-MUSIC算法是一种计算量小、精度高的波达方向估计算法,但其最多能处理两个相干信源,阵元利用率很低。为了解决此问题,提出了一种新的实值Root-MUSIC算法,利用阵列接收数据的互相关矢量重构相关矩阵,使其具有Toeplitz特性。新算法无须空间平滑,无阵列孔径损失,可估计的相干信源数更多。实验仿真表明,与原算法相比,新算法实现更简单、计算量更小、性能更好,对于八阵元的阵列,原算法只能分辨两个相干信源,新算法可以成功估计四个相干信源,为实值类算法在多径环境领域的DOA估计提供了一条新途径。 展开更多
关键词 波达方向估计 解相干 实特征值分解 root-MUSIC算法
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波束域Root-MUSIC算法的进一步降阶处理 被引量:4
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作者 刘云 李志舜 《系统仿真学报》 CAS CSCD 2003年第11期1567-1569,共3页
研究了波束域降阶Root-MUSIC算法,在子阵分解降阶的基础上,进一步将多项式的求根阶次降到与源数目相同,提出了求解降阶多项式的方法。该方法最大程度地减少了求根多项式的阶次和求解多项式的次数,并保持了Root-MUSIC算法的优良性能。显... 研究了波束域降阶Root-MUSIC算法,在子阵分解降阶的基础上,进一步将多项式的求根阶次降到与源数目相同,提出了求解降阶多项式的方法。该方法最大程度地减少了求根多项式的阶次和求解多项式的次数,并保持了Root-MUSIC算法的优良性能。显著降低运算量是其最大优点,仿真结果验证了降阶算法的有效性,并比较了不同阶次波束域Root-MUSIC算法的估计性能。 展开更多
关键词 波束域 降阶 root-MUSIC算法 方位估计 子阵分解
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声矢量传感器阵列的实值Root-MUSIC算法 被引量:1
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作者 王鹏 王红云 +1 位作者 韩晶 郭亚强 《黑龙江大学自然科学学报》 CAS 北大核心 2017年第2期235-240,共6页
为提高矢量传感器阵列的波达方向(DOA)估计精度和减少运算量,提出了基于矢量传感器阵列的实值化求根MUSIC算法。该算法计算量远远小于矢量传感器阵列的MUSIC算法和RootMUSIC算法。通过阵列信号的空间谱,选择合适的引导方位向量。对阵列... 为提高矢量传感器阵列的波达方向(DOA)估计精度和减少运算量,提出了基于矢量传感器阵列的实值化求根MUSIC算法。该算法计算量远远小于矢量传感器阵列的MUSIC算法和RootMUSIC算法。通过阵列信号的空间谱,选择合适的引导方位向量。对阵列协方差矩阵进行实值化重构与特征分解,构造蕴含信号源方位信息的多项式,再将阵列的DOA估计转化为多项式的求根问题。仿真实验与相同阵列孔径的声压传感器阵列的对比实验表明,该算法在低信噪比、小快拍数情况下具有更好的估计性能。通过湖试试验验证了该算法具有较强的工程实用性。 展开更多
关键词 声矢量传感器阵列 求根MUSIC算法 波达方向
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面向数据网络运维的智能告警数据压缩算法
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作者 范铭 《沈阳工业大学学报》 北大核心 2026年第1期46-53,共8页
【目的】随着网络规模与复杂性的激增,传统网络运维技术在处理海量告警数据时面临准确性低、噪声干扰严重、根因定位困难等挑战。现有Apriori与FP-Growth等关联规则算法因缺乏对告警数据相关性及层级根因的深入分析,导致压缩效率低下且... 【目的】随着网络规模与复杂性的激增,传统网络运维技术在处理海量告警数据时面临准确性低、噪声干扰严重、根因定位困难等挑战。现有Apriori与FP-Growth等关联规则算法因缺乏对告警数据相关性及层级根因的深入分析,导致压缩效率低下且误报率较高。通过引入图卷积神经网络(graph convolutional network,GCN),设计了一种智能告警压缩算法,以解决传统方法在数据关联性挖掘、噪声抑制及多层级根因分析中的不足,从而提升了网络运维的智能化水平与告警处理效率。【方法】首先,针对告警数据的异构性与冗余性,提出基于滑动时间窗口的动态预处理机制,通过时间同步规则与去冗余操作,构建高精度告警事务库。其次,将预处理后的告警序列转化为图结构数据,利用节点特征矩阵与邻接矩阵表征告警事件及其关联关系。在此基础上,设计多层图卷积神经网络模型,通过局部卷积聚合邻域节点特征,结合归一化技术解决图结构数据的不平衡性,并引入ReLU激活函数增强非线性特征提取能力。模型参数设置包括输入特征维度、隐藏层结构、Adam优化器及Dropout机制,以平衡模型复杂度与泛化性能。最后,基于真实网络故障数据集,对比分析GCN与ResNet、Apriori、FP-Growth算法的性能差异。【结果】实验结果表明,本文算法在告警准确度与运行时间上均显著优于传统方法。具体而言,当数据量增至6000条时,GCN算法的告警准确度超过92%,较Apriori(83%)、FP-Growth(87%)和ResNet(84%~94%)算法表现更优且波动更小。在运行效率方面,GCN算法的平均处理时间与FP-Growth接近(当数据量超过1000条时相差不足5%),并显著低于ResNet算法。此外,GCN算法通过捕捉告警数据的非线性关联与层级根因,有效抑制了噪声干扰,验证了其在复杂网络环境中的鲁棒性。【结论】基于图卷积神经网络的告警压缩算法,通过深度融合告警数据的时空特征与拓扑关联,实现了高精度、低冗余的告警信息提取。对比传统方法,该算法在准确度与效率上均展现出显著优势,为网络运维的智能化转型提供了可靠的技术支撑。未来工作将聚焦于模型轻量化设计与实时性优化,以进一步适应大规模动态网络场景的需求。 展开更多
关键词 网络告警 数据冗余 告警误报 数据压缩 Apriori算法 FP-GROWTH算法 根因分析 关联关系
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基于Root-ISM算法的宽带非相干信号DOA估计 被引量:2
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作者 郭亚萍 陈建春 彭金龙 《电子科技》 2015年第6期38-40,44,共4页
传统的ISM算法在对宽带非相干信号进行DOA估计时,会存在计算量大,低信噪比下估计性能较差的问题,在ISM算法的基础上,提出了一种Root-ISM算法,该算法不仅能有效降低计算量,而且在DOA估计的性能上也优于传统的ISM算法。文中还针对这一新... 传统的ISM算法在对宽带非相干信号进行DOA估计时,会存在计算量大,低信噪比下估计性能较差的问题,在ISM算法的基础上,提出了一种Root-ISM算法,该算法不仅能有效降低计算量,而且在DOA估计的性能上也优于传统的ISM算法。文中还针对这一新算法结合已有的两种算法做出了改进。仿真实验验证了改进后的算法能进一步改善DOA估计的性能。 展开更多
关键词 DOA估计 root-ISM算法 估计性能
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基于Root-MUSIC算法的激光扫频干涉测量方法研究 被引量:1
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作者 金陈凯 许新科 +3 位作者 刘易 何泽聪 宋云峰 何闻 《激光杂志》 CAS 北大核心 2024年第2期58-62,共5页
玻璃的厚度作为工业生产中的一项重要的指标,如何对其快速的测量成为了研究热点。提出采用激光扫频干涉测量方法,将采样的信号进行插值拟合,校正其拍频非线性,再通过频谱估计法获取距离信息。当测量厚度较小的玻璃时,FFT算法因受栅栏效... 玻璃的厚度作为工业生产中的一项重要的指标,如何对其快速的测量成为了研究热点。提出采用激光扫频干涉测量方法,将采样的信号进行插值拟合,校正其拍频非线性,再通过频谱估计法获取距离信息。当测量厚度较小的玻璃时,FFT算法因受栅栏效应和频谱干涉的影响,导致难以在频谱图中将玻璃前后表面的频率区分出来。为解决该问题,采用Root-MUSIC算法处理信号,实验结果表明在FFT算法分辨临近目标频率失效的情况下,Root-MUSIC算法可以进行有效区分,运算效率也远高于MUSIC算法,且精度可达50微米左右,为解决玻璃厚度测量问题提供了思路。 展开更多
关键词 激光扫频干涉测距 厚度测量 root-MUSIC算法 测距
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一种高精度低复杂度的改进Root-MUSIC算法 被引量:6
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作者 佘黎煌 刘平凡 +1 位作者 张石 许方晗 《东北大学学报(自然科学版)》 EI CAS CSCD 北大核心 2022年第4期457-462,469,共7页
针对目前多数低复杂度Root-MUSIC算法的精度损失问题,研究并提出了一种具备精度补偿能力的低复杂度Root-MUSIC算法.该算法依据有限快拍数得到的近似数据观测矩阵首行重构具有Toeplitz形态的自相关矩阵,使重构的自相关矩阵具备Hermitian... 针对目前多数低复杂度Root-MUSIC算法的精度损失问题,研究并提出了一种具备精度补偿能力的低复杂度Root-MUSIC算法.该算法依据有限快拍数得到的近似数据观测矩阵首行重构具有Toeplitz形态的自相关矩阵,使重构的自相关矩阵具备Hermitian性;对重构的自相关矩阵特征值分解后获得噪声子空间,并将噪声子空间翻转拆分,重构新的求根多项式,进而通过求根方法得到DOA估计值.本文算法通过Toeplitz矩阵重构及求根多项式降阶,不但有效提高了改进Root-MUSIC算法的DOA估计精度,同时改进算法的时间复杂度不高于前人算法;在不同的入射信源及采样快拍数下,本文算法表现出更强的鲁棒性和稳定性. 展开更多
关键词 root-MUSIC算法 精度损失 重构Toeplitz矩阵 噪声子空间 翻转拆分 求根多项式降阶 鲁棒性和稳定性
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基于广义重要度和runner-root算法的特征选择 被引量:1
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作者 吴尚智 徐丹丹 +1 位作者 王旭文 夏宁 《计算机工程与科学》 CSCD 北大核心 2022年第4期723-729,共7页
特征选择是机器学习、模式识别和数据挖掘等领域数据预处理阶段的重要步骤。现实中采集的数据维度很高,存在大量冗余和噪声数据,这使得计算时间增加的同时还会对建模结果产生误导性。结合属性子集的广义重要度和智能优化runner-root算... 特征选择是机器学习、模式识别和数据挖掘等领域数据预处理阶段的重要步骤。现实中采集的数据维度很高,存在大量冗余和噪声数据,这使得计算时间增加的同时还会对建模结果产生误导性。结合属性子集的广义重要度和智能优化runner-root算法提出一种特征选择算法,用runner-root算法进行迭代寻优,用属性子集的广义重要度和所选特征子集的大小作为适应度函数,对所选特征子集进行评估,尽可能在整个样本空间内搜索出对决策重要的特征子集。实验结果表明,该算法可以选择出有效的特征子集,使分类模型得到较高的准确率。 展开更多
关键词 智能优化 广义重要度 runner-root算法 特征选择
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Prediction of Time Series Empowered with a Novel SREKRLS Algorithm 被引量:3
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作者 Bilal Shoaib Yasir Javed +6 位作者 Muhammad Adnan Khan Fahad Ahmad Rizwan Majeed Muhammad Saqib Nawaz Muhammad Adeel Ashraf Abid Iqbal Muhammad Idrees 《Computers, Materials & Continua》 SCIE EI 2021年第5期1413-1427,共15页
For the unforced dynamical non-linear state–space model,a new Q1 and efficient square root extended kernel recursive least square estimation algorithm is developed in this article.The proposed algorithm lends itself ... For the unforced dynamical non-linear state–space model,a new Q1 and efficient square root extended kernel recursive least square estimation algorithm is developed in this article.The proposed algorithm lends itself towards the parallel implementation as in the FPGA systems.With the help of an ortho-normal triangularization method,which relies on numerically stable givens rotation,matrix inversion causes a computational burden,is reduced.Matrix computation possesses many excellent numerical properties such as singularity,symmetry,skew symmetry,and triangularity is achieved by using this algorithm.The proposed method is validated for the prediction of stationary and non-stationary Mackey–Glass Time Series,along with that a component in the x-direction of the Lorenz Times Series is also predicted to illustrate its usefulness.By the learning curves regarding mean square error(MSE)are witnessed for demonstration with prediction performance of the proposed algorithm from where it’s concluded that the proposed algorithm performs better than EKRLS.This new SREKRLS based design positively offers an innovative era towards non-linear systolic arrays,which is efficient in developing very-large-scale integration(VLSI)applications with non-linear input data.Multiple experiments are carried out to validate the reliability,effectiveness,and applicability of the proposed algorithm and with different noise levels compared to the Extended kernel recursive least-squares(EKRLS)algorithm. 展开更多
关键词 Kernel methods square root adaptive filtering givens rotation mackey glass time series prediction recursive least squares kernel recursive least squares extended kernel recursive least squares square root extended kernel recursive least squares algorithm
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Stability of an explicit time-integration algorithm for hybrid tests, considering stiffness hardening behavior 被引量:4
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作者 Wang Tao Zhou Huimeng +1 位作者 Zhang Xipeng Ran Tianran 《Earthquake Engineering and Engineering Vibration》 SCIE EI CSCD 2018年第3期595-606,共12页
An explicit unconditionally stable algorithm for hybrid tests,which is developed from the traditional HHT-α algorithm,is proposed.The unconditional stability is first proven by the spectral radius method for a linear... An explicit unconditionally stable algorithm for hybrid tests,which is developed from the traditional HHT-α algorithm,is proposed.The unconditional stability is first proven by the spectral radius method for a linear system.If the value of α is selected within [-0.5,0],then the algorithm is shown to be unconditionally stable.Next,the root locus method for a discrete dynamic system is applied to analyze the stability of a nonlinear system.The results show that the proposed method is conditionally stable for dynamic systems with stiffness hardening.To improve the stability of the proposed method,the structure stiffness is then identified and updated.Both numerical and pseudo-dynamic tests on a structure with the collision effect prove that the stiffness updating method can effectively improve stability. 展开更多
关键词 explicit integration algorithm unconditional stability HHT-α algorithm stiffness identification root locus method
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An Improved FastSLAM Algorithm Based on Revised Genetic Resampling and SR-UPF 被引量:6
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作者 Tai-Zhi Lv Chun-Xia Zhao Hao-Feng Zhang 《International Journal of Automation and computing》 EI CSCD 2018年第3期325-334,共10页
FastSLAM is a popular framework which uses a Rao-Blackwellized particle filter to solve the simultaneous localization and mapping problem(SLAM). However, in this framework there are two important potential limitatio... FastSLAM is a popular framework which uses a Rao-Blackwellized particle filter to solve the simultaneous localization and mapping problem(SLAM). However, in this framework there are two important potential limitations, the particle depletion problem and the linear approximations of the nonlinear functions. To overcome these two drawbacks, this paper proposes a new FastSLAM algorithm based on revised genetic resampling and square root unscented particle filter(SR-UPF). Double roulette wheels as the selection operator, and fast Metropolis-Hastings(MH) as the mutation operator and traditional crossover are combined to form a new resampling method. Amending the particle degeneracy and keeping the particle diversity are both taken into considerations in this method. As SR-UPF propagates the sigma points through the true nonlinearity, it decreases the linearization errors. By directly transferring the square root of the state covariance matrix, SR-UPF has better numerical stability. Both simulation and experimental results demonstrate that the proposed algorithm can improve the diversity of particles, and perform well on estimation accuracy and consistency. 展开更多
关键词 Simultaneous localization and mapping (SLAM) genetic algorithm square root unscented particle filter (SR-UPF) fastMetropolis-Hastings (MH) double roulette wheels.
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Information Protection Based on Extraction of Square Roots of Gaussian Integers
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作者 Boris S. Verkhovsky 《International Journal of Communications, Network and System Sciences》 2011年第3期133-138,共6页
A cryptosystem based on computation of square roots of complex integers modulo composite n is described in this paper. This paper provides an algorithm extracting a square root of Gaussian integer. Various properties ... A cryptosystem based on computation of square roots of complex integers modulo composite n is described in this paper. This paper provides an algorithm extracting a square root of Gaussian integer. Various properties of square roots and a method for finding Gaussian generators are demonstrated. The generators can be instrumental in constructing other cryptosystems. It is shown how to significantly reduce average complexity of decryption per each block of ciphertext. 展开更多
关键词 Public Key CRYPTOSYSTEMS Square-root EXTRACTION GAUSSIAN INTEGERS GAUSSIAN Generator Multiplicative Inverse SQUARE root algorithm Information Hiding Ambiguity of Recovery
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Protection of Sensitive Messages Based on Quadratic Roots of Gaussians: Groups with Complex Modulus
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作者 Boris S. Verkhovsky 《International Journal of Communications, Network and System Sciences》 2011年第5期287-296,共10页
This paper considers three algorithms for the extraction of square roots of complex integers {called Gaussians} using arithmetic based on complex modulus p + iq. These algorithms are almost twice as fast as the analog... This paper considers three algorithms for the extraction of square roots of complex integers {called Gaussians} using arithmetic based on complex modulus p + iq. These algorithms are almost twice as fast as the analogous algorithms extracting square roots of either real or complex integers in arithmetic based on modulus p, where is a real prime. A cryptographic system based on these algorithms is provided in this paper. A procedure reducing the computational complexity is described as well. Main results are explained in several numeric illustrations. 展开更多
关键词 Complex Modulus Computational Efficiency CRYPTOGRAPHIC algorithm Digital Isotopes MULTIPLICATIVE Control Parameter Octadic rootS QUARTIC rootS Rabin algorithm Reduction of Complexity Resolventa Secure Communication Square rootS
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On Some Problems of Extracting the Root from a Given Finite Language
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作者 Boris F. Melnikov Aleksandra A. Melnikova 《Journal of Applied Mathematics and Physics》 2023年第5期1471-1481,共11页
Based on the standard definition of the product (concatenation), the natural non-negative degree of the language is introduced. Root extraction is the reverse operation to it, and it can be defined in several differen... Based on the standard definition of the product (concatenation), the natural non-negative degree of the language is introduced. Root extraction is the reverse operation to it, and it can be defined in several different ways. Despite the simplicity of the formulation of the problem of extracting the root, the authors could not find any description of it in the literature (as well as on the Internet), including even its formulation. Most of the material in this article is devoted to the simplest version of the formulation: the root of the 2<sup>nd</sup> degree for the 1-letter alphabet, but many of the provisions of the article are generalized to more complex cases. Apparently, for a possible future description of a polynomial algorithm for solving at least one of the described statements of root extraction problems, it is first necessary to really analyze in detail such a special case, that is: either describe the necessary polynomial algorithm, or, conversely, show that the problem belongs to the class of NP-complete problems. Thus, in this article, we do not propose a polynomial algorithm for the problems under consideration;however, the models described here should help in constructing appropriate heuristic algorithms for their solution. A detailed description of the possible further application of such heuristic algorithms is beyond the scope of this article. . 展开更多
关键词 Formal Languages Iterations of Languages root Extraction algorithms The Boolean
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COST 231-Hata Propagation Model Optimization in 1800 MHz Band Based on Magnetic Optimization Algorithm: Application to the City of Limbé
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作者 Eric Michel Deussom Djomadji Kabiena Ivan Basile +1 位作者 Fobasso Segnou Thierry Tonye Emanuel 《Journal of Computer and Communications》 2023年第2期57-74,共18页
Network planning is essential for the construction and the development of wireless networks. The network planning cannot be possible without an appropriate propagation model which in fact is its foundation. Initially ... Network planning is essential for the construction and the development of wireless networks. The network planning cannot be possible without an appropriate propagation model which in fact is its foundation. Initially used mainly for mobile radio networks, the optimization of propagation model is becoming essential for efficient deployment of the network in different types of environment, namely rural, suburban and urban especially with the emergence of concepts such as digital terrestrial television, smart cities, Internet of Things (IoT) with wide deployment for different use cases such as smart grid, smart metering of electricity, gas and water. In this paper we use an optimization algorithm that is inspired by the principles of magnetic field theory namely Magnetic Optimization Algorithm (MOA) to tune COST231-Hata propagation model. The dataset used is the result of drive tests carry out on field in the town of Limbe in Cameroon. We take into account the standard K-factor model and then use the MOA algorithm in order to set up a propagation model adapted to the physical environment of a town. The town of Limbe is used as an implementation case, but the proposed method can be used everywhere. The calculation of the root mean square error (RMSE) between the real data from the radio measurements and the prediction data obtained after the implementation of MOA allows the validation of the results. A comparative study between the value of the RMSE obtained by the new model and those obtained by the optimization using linear regression, by the standard COST231-Hata models, and the free space model is also done, this allows us to conclude that the new model obtained using MOA for the city of Limbe is better and more representative of this local environment than the standard COST231-Hata model. The new model obtained can be used for radio planning in the city of Limbé in Cameroon. 展开更多
关键词 Radio Measurements root Mean Square Error Magnetic Optimization algorithm
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Okumura Hata Propagation Model Optimization in 400 MHz Band Based on Differential Evolution Algorithm: Application to the City of Bertoua
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作者 Eric Michel Deussom Djomadji Ivan Basile Kabiena +2 位作者 Joel Thibaut Mandengue Felix Watching Emmanuel Tonye 《Journal of Computer and Communications》 2023年第5期52-69,共18页
Propagation models are the foundation for radio planning in mobile networks. They are widely used during feasibility studies and initial network deployment, or during network extensions, particularly in new cities. Th... Propagation models are the foundation for radio planning in mobile networks. They are widely used during feasibility studies and initial network deployment, or during network extensions, particularly in new cities. They can be used to calculate the power of the signal received by a mobile terminal, evaluate the coverage radius, and calculate the number of cells required to cover a given area. This paper takes into account the standard k factors model and then uses the differential evolution algorithm to set up a propagation model adapted to the physical environment of the Cameroonian cities of Bertoua. Drive tests were made on the LTE TDD network in the city of Bertoua. Differential evolution algorithm is used as the optimization algorithm to deduct a propagation model which fits the environment of the considered town. The calculation of the root mean square error between the actual data from the drive tests and the prediction data from the implemented model allows the validation of the obtained results. A comparative study made between the RMSE value obtained by the new model and those obtained by the Okumura Hata and free space models, allowed us to conclude that the new model obtained is better and more representative of our local environment than the Okumura Hata currently used. The implementation shows that Differential evolution can perform well and solve this kind of optimization problem;the newly obtained models can be used for radio planning in the city of Bertoua in Cameroon. 展开更多
关键词 Radio Measurements root Mean Square Error Differential Evolution algorithm
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5G业务质差根因分析方法及应用
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作者 王勇 周诗雨 +1 位作者 刘喜卿 程新洲 《邮电设计技术》 2025年第4期53-56,共4页
5G的迅速发展使得构建高质量的网络并确保用户的业务体验成为运营商面临的重要挑战。传统的依靠人工和专家经验的网络运维方式已经无法满足新型网络运营的需求。建立了关键指标体系,利用时序分析算法,通过聚类分析多源数据,结合诊断库,... 5G的迅速发展使得构建高质量的网络并确保用户的业务体验成为运营商面临的重要挑战。传统的依靠人工和专家经验的网络运维方式已经无法满足新型网络运营的需求。建立了关键指标体系,利用时序分析算法,通过聚类分析多源数据,结合诊断库,实现对关键性能指标的质差预警以及异常原因的精确定位,显著提高指标优化的效率,并有效改善用户感知和网络整体的质量。 展开更多
关键词 5G 时序算法 根因分析
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