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AUTOMATIC ORTHOGONALIZATION DETECTION APPROACH FOR GS ALGORITHM
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作者 肖丹 顾德仁 《Journal of Electronics(China)》 1995年第2期186-192,共7页
Gram-Schmidt orthogonalization algorithm is an interesting theme in the field of adaptive beam-forming and filtering as a fast algorithm. However, a key problem associated with this algorithm is that the number of ort... Gram-Schmidt orthogonalization algorithm is an interesting theme in the field of adaptive beam-forming and filtering as a fast algorithm. However, a key problem associated with this algorithm is that the number of orthogonalization, namely, the dimensions of interference subspace, is required to know prior. In this paper we derive a threshold and adopt it to detect the number of orthogonalization in the procedure of Gram-Schmidt(GS) orthogonalization decomposition, and this detection approach is simpler and faster than the approach based on eigenanalysis. Finally, computer simulation results were presented too. 展开更多
关键词 GS orthogonalization algorithm ADAPTIVE FILTERING ADAPTIVE BEAM-FORMING
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Parameter estimation for chaotic systems using the cuckoo search algorithm with an orthogonal learning method 被引量:14
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作者 李向涛 殷明浩 《Chinese Physics B》 SCIE EI CAS CSCD 2012年第5期113-118,共6页
We study the parameter estimation of a nonlinear chaotic system,which can be essentially formulated as a multidimensional optimization problem.In this paper,an orthogonal learning cuckoo search algorithm is used to es... We study the parameter estimation of a nonlinear chaotic system,which can be essentially formulated as a multidimensional optimization problem.In this paper,an orthogonal learning cuckoo search algorithm is used to estimate the parameters of chaotic systems.This algorithm can combine the stochastic exploration of the cuckoo search and the exploitation capability of the orthogonal learning strategy.Experiments are conducted on the Lorenz system and the Chen system.The proposed algorithm is used to estimate the parameters for these two systems.Simulation results and comparisons demonstrate that the proposed algorithm is better or at least comparable to the particle swarm optimization and the genetic algorithm when considering the quality of the solutions obtained. 展开更多
关键词 cuckoo search algorithm chaotic system parameter estimation orthogonal learning
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Solution for integer linear bilevel programming problems using orthogonal genetic algorithm 被引量:10
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作者 Hong Li Li Zhang Yongchang Jiao 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2014年第3期443-451,共9页
An integer linear bilevel programming problem is firstly transformed into a binary linear bilevel programming problem, and then converted into a single-level binary implicit programming. An orthogonal genetic algorith... An integer linear bilevel programming problem is firstly transformed into a binary linear bilevel programming problem, and then converted into a single-level binary implicit programming. An orthogonal genetic algorithm is developed for solving the binary linear implicit programming problem based on the orthogonal design. The orthogonal design with the factor analysis, an experimental design method is applied to the genetic algorithm to make the algorithm more robust, statistical y sound and quickly convergent. A crossover operator formed by the orthogonal array and the factor analysis is presented. First, this crossover operator can generate a smal but representative sample of points as offspring. After al of the better genes of these offspring are selected, a best combination among these offspring is then generated. The simulation results show the effectiveness of the proposed algorithm. 展开更多
关键词 integer linear bilevel programming problem integer optimization genetic algorithm orthogonal experiment design
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Orthogonal genetic algorithm for solving quadratic bilevel programming problems 被引量:4
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作者 Hong Li Yongchang Jiao Li Zhang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2010年第5期763-770,共8页
A quadratic bilevel programming problem is transformed into a single level complementarity slackness problem by applying Karush-Kuhn-Tucker(KKT) conditions.To cope with the complementarity constraints,a binary encod... A quadratic bilevel programming problem is transformed into a single level complementarity slackness problem by applying Karush-Kuhn-Tucker(KKT) conditions.To cope with the complementarity constraints,a binary encoding scheme is adopted for KKT multipliers,and then the complementarity slackness problem is simplified to successive quadratic programming problems,which can be solved by many algorithms available.Based on 0-1 binary encoding,an orthogonal genetic algorithm,in which the orthogonal experimental design with both two-level orthogonal array and factor analysis is used as crossover operator,is proposed.Numerical experiments on 10 benchmark examples show that the orthogonal genetic algorithm can find global optimal solutions of quadratic bilevel programming problems with high accuracy in a small number of iterations. 展开更多
关键词 orthogonal genetic algorithm quadratic bilevel programming problem Karush-Kuhn-Tucker conditions orthogonal experimental design global optimal solution.
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BLIND EQUALIZATION OF MIMO SYSTEMS BASED ON ORTHOGONAL CONSTANT MODULUS ALGORITHM 被引量:1
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作者 Shi Kun Zhang Xudong 《Journal of Electronics(China)》 2006年第2期181-183,共3页
This paper investigates adaptive blind source separation and equalization for Multiple Input Multiple Output (MIMO) systems. To effectively recover input signals, remove Inter-Symbol Interference (ISI) and suppress In... This paper investigates adaptive blind source separation and equalization for Multiple Input Multiple Output (MIMO) systems. To effectively recover input signals, remove Inter-Symbol Interference (ISI) and suppress Inter-User Interference (IUI), the array input is first transformed into the signal subspace, then with the derived orthogonality between weight vectors of different input signals, a new orthogonal Constant Modulus Algorithm (CMA) is proposed. Computer simulation results illustrate the promising performance of the proposed method. Without channel identification, the proposed method can recover all the system inputs simultaneously and can be adaptive to channel changes without prior knowledge about signals. 展开更多
关键词 Multiple Input Multiple Output (MIMO) system Blind equalization Constant Modulus algorithm (CMA) orthogonALITY
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GS-orthogonalization OMP method for space target detection via bistatic space-based radar 被引量:1
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作者 Shuyu ZHENG Libing JIANG +2 位作者 Qingwei YANG Yingjian ZHAO Zhuang WANG 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2024年第7期333-351,共19页
A space-based bistatic radar system composed of two space-based radars as the transmitter and the receiver respectively has a wider surveillance region and a better early warning capability for high-speed targets,and ... A space-based bistatic radar system composed of two space-based radars as the transmitter and the receiver respectively has a wider surveillance region and a better early warning capability for high-speed targets,and it can detect focused space targets more flexibly than the monostatic radar system or the ground-based radar system.However,the target echo signal is more difficult to process due to the high-speed motion of both space-based radars and space targets.To be specific,it will encounter the problems of Range Cell Migration(RCM)and Doppler Frequency Migration(DFM),which degrade the long-time coherent integration performance for target detection and localization inevitably.To solve this problem,a novel target detection method based on an improved Gram Schmidt(GS)-orthogonalization Orthogonal Matching Pursuit(OMP)algorithm is proposed in this paper.First,the echo model for bistatic space-based radar is constructed and the conditions for RCM and DFM are analyzed.Then,the proposed GS-orthogonalization OMP method is applied to estimate the equivalent motion parameters of space targets.Thereafter,the RCM and DFM are corrected by the compensation function correlated with the estimated motion parameters.Finally,coherent integration can be achieved by performing the Fast Fourier Transform(FFT)operation along the slow time direction on compensated echo signal.Numerical simulations and real raw data results validate that the proposed GS-orthogonalization OMP algorithm achieves better motion parameter estimation performance and higher detection probability for space targets detection. 展开更多
关键词 Bistatic space-based radar High-speed maneuvering space targets detection Range Cell Migration(RCM) Doppler Frequency Migration(DFM) Gram Schmidt(GS)-orthogonalization orthogonal Matching Pursuit(OMP)algorithm
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Manufacturing Supply Chain Optimization Problem with Time Windows Based on Improved Orthogonal Genetic Algorithm
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作者 ZHANG Xinhua (Information Management College,Shandong Economic University,Jinan 250014,China) 《武汉理工大学学报》 CAS CSCD 北大核心 2006年第S1期254-259,共6页
Aim to the manufacturing supply chain optimization problem with time windows,presents an improved orthogonal genetic algorithm to solve it. At first,we decompose this problem into two sub-problems (distribution and ro... Aim to the manufacturing supply chain optimization problem with time windows,presents an improved orthogonal genetic algorithm to solve it. At first,we decompose this problem into two sub-problems (distribution and routing) plus an interface mechanism to allow the two algorithms to collaborate in a master-slave fashion,with the distribution algorithm driving the routing algorithm. At second,we describe the proposed improved orthogonal genetic algorithm for solving giving problem detailedly. Finally,the examples suggest that this proposed approach is feasible,correct and valid. 展开更多
关键词 MANUFACTURING supply CHAIN TIME windows orthogonAL GENETIC algorithm
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Probability Simulation Optimization Approach Using Orthogonal Genetic Algorithm
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作者 WANG Yinling XING Lining YAN Shiliang 《Wuhan University Journal of Natural Sciences》 CAS 2006年第6期1481-1484,共4页
In order to solve the complex optimization problem dealing with uncertain phenomenon effectively, this paper presents a probability simulation optimization approach using orthogonal genetic algorithm. This approach sy... In order to solve the complex optimization problem dealing with uncertain phenomenon effectively, this paper presents a probability simulation optimization approach using orthogonal genetic algorithm. This approach synthesizes the computer simulation technology, orthogonal genetic algorithm and statistical test method faultlessly, which can solve complex optimization problem effectively. In this paper, the author gives the correlative conception of probability simulation optimization and describes the probability simulation optimization approach using orthogonal genetic algorithm in detail. Theoretically speaking, it has a strong rationality and maneuverability that can apply probability method in solving the complex optimization problems with uncertain phenomenon. In demonstration, the optimization performance of this method is better than other traditional methods. Simulation resuh suggests that the approach referred to this paper is feasible, correct and valid. 展开更多
关键词 simulation optimization orthogonal genetic algorithm statistical test computer simulation optimization technology
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An Orthogonal Wavelet Transform Fractionally Spaced Blind Equalization Algorithm Based on the Optimization of Genetic Algorithm
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作者 廖娟 郭业才 季童莹 《Defence Technology(防务技术)》 SCIE EI CAS 2011年第2期65-71,共7页
An orthogonal wavelet transform fractionally spaced blind equalization algorithm based on the optimization of genetic algorithm(WTFSE-GA) is proposed in viewof the lowconvergence rate,large steady-state mean square er... An orthogonal wavelet transform fractionally spaced blind equalization algorithm based on the optimization of genetic algorithm(WTFSE-GA) is proposed in viewof the lowconvergence rate,large steady-state mean square error and local convergence of traditional constant modulus blind equalization algorithm(CMA).The proposed algorithm can reduce the signal autocorrelation through the orthogonal wavelet transform of input signal of fractionally spaced blind equalizer,and decrease the possibility of CMA local convergence by using the global random search characteristics of genetic algorithm to optimize the equalizer weight vector.The proposed algorithm has the faster convergence rate and smaller mean square error compared with FSE and WT-FSE.The efficiency of the proposed algorithm is proved by computer simulation of underwater acoustic channels. 展开更多
关键词 information processing technique genetic algorithm orthogonal wavelet transform fractionally spaced equalizer blind equalization underwater acoustic channel
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NON-LINEAR DYNAMIC MODEL RETRIEVAL OF SUBTROPICAL HIGH BASED ON EMPIRICAL ORTHOGONAL FUNCTION AND GENETIC ALGORITHM
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作者 张韧 洪梅 +4 位作者 孙照渤 牛生杰 朱伟军 闵锦忠 万齐林 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2006年第12期1645-1653,共9页
Aiming at the difficulty of accurately constructing the dynamic model of subtropical high, based on the potential height field time series over 500 hPa layer of T106 numerical forecast products, by using EOF(empirica... Aiming at the difficulty of accurately constructing the dynamic model of subtropical high, based on the potential height field time series over 500 hPa layer of T106 numerical forecast products, by using EOF(empirical orthogonal function) temporal-spatial separation technique, the disassembled EOF time coefficients series were regarded as dynamical model variables, and dynamic system retrieval idea as well as genetic algorithm were introduced to make dynamical model parameters optimization search, then, a reasonable non-linear dynamic model of EOF time-coefficients was established. By dynamic model integral and EOF temporal-spatial components assembly, a mid-/long-term forecast of subtropical high was carried out. The experimental results show that the forecast results of dynamic model are superior to that of general numerical model forecast results. A new modeling idea and forecast technique is presented for diagnosing and forecasting such complicated weathers as subtropical high. 展开更多
关键词 genetic algorithm empirical orthogonal function non-linear model retrieval subtropical high
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Schedule algorithm for mitigating inter-cell interference based on orthogonal complement space
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作者 付少忠 葛建华 《Journal of Central South University》 SCIE EI CAS 2011年第2期499-503,共5页
In order to avoid severe performance degradation led by the inter-cell interference (ICI) in orthogonal frequency division multiple access (OFDMA) systems with a frequency reused factor (FRF) of 1,distributed schedule... In order to avoid severe performance degradation led by the inter-cell interference (ICI) in orthogonal frequency division multiple access (OFDMA) systems with a frequency reused factor (FRF) of 1,distributed schedule algorithm (DS-OCS) and distributed proportional fairness schedule algorithm (DPFS-OCS) based on orthogonal complement space (OCS) were proposed. The first right and left singular vectors of the channel that the user experienced were selected as the transmitting and receiving beamforming vectors. An interference space was spanned by the left singular vectors of the entire interference users in the same channel. The most suitable user lay in the OCS of the interference space was scheduled to avoid suffering interference from neighboring cells based on the criterion of system capacity maximizing and proportional fairness. The simulation results show that the average system capacity can be improved by 2%-4% compared with the DS-OCS algorithm with the Max C/I algorithm,by 6%-10% compared with the DPFS-OCS algorithm with the PF algorithm. 展开更多
关键词 long term evolution interference avoidance schedule algorithm orthogonal complement space FAIRNESS
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Explicit structure-preserving geometric particle-in-cell algorithm in curvilinear orthogonal coordinate systems and its applications to whole-device 6D kinetic simulations of tokamak physics
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作者 Jianyuan XIAO Hong QIN 《Plasma Science and Technology》 SCIE EI CAS CSCD 2021年第5期18-41,共24页
Explicit structure-preserving geometric particle-in-cell(PIC)algorithm in curvilinear orthogonal coordinate systems is developed.The work reported represents a further development of the structure-preserving geometric... Explicit structure-preserving geometric particle-in-cell(PIC)algorithm in curvilinear orthogonal coordinate systems is developed.The work reported represents a further development of the structure-preserving geometric PIC algorithm achieving the goal of practical applications in magnetic fusion research.The algorithm is constructed by discretizing the field theory for the system of charged particles and electromagnetic field using Whitney forms,discrete exterior calculus,and explicit non-canonical symplectic integration.In addition to the truncated infinitely dimensional symplectic structure,the algorithm preserves exactly many important physical symmetries and conservation laws,such as local energy conservation,gauge symmetry and the corresponding local charge conservation.As a result,the algorithm possesses the long-term accuracy and fidelity required for first-principles-based simulations of the multiscale tokamak physics.The algorithm has been implemented in the Sym PIC code,which is designed for highefficiency massively-parallel PIC simulations in modern clusters.The code has been applied to carry out whole-device 6 D kinetic simulation studies of tokamak physics.A self-consistent kinetic steady state for fusion plasma in the tokamak geometry is numerically found with a predominately diagonal and anisotropic pressure tensor.The state also admits a steady-state subsonic ion flow in the range of 10 km s-1,agreeing with experimental observations and analytical calculations Kinetic ballooning instability in the self-consistent kinetic steady state is simulated.It is shown that high-n ballooning modes have larger growth rates than low-n global modes,and in the nonlinear phase the modes saturate approximately in 5 ion transit times at the 2%level by the E×B flow generated by the instability.These results are consistent with early and recent electromagnetic gyrokinetic simulations. 展开更多
关键词 curvilinear orthogonal mesh charge-conservative PARTICLE-IN-CELL symplectic algorithm whole-device plasma simulation
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The Algorithm of Balanced Orthogonal Multiwavelets and Its Application in Denoising
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作者 QIU Ai-zhong 《International Journal of Plant Engineering and Management》 2011年第4期221-224,共4页
In order to extract fault features of a weak signal from the strong noise and maintain signal smoothness, a new method of denoising based on the algorithm of balanced orthogonal multiwavelets is proposed. Multiwavelet... In order to extract fault features of a weak signal from the strong noise and maintain signal smoothness, a new method of denoising based on the algorithm of balanced orthogonal multiwavelets is proposed. Multiwavelets have several scaling functions and wavelet functions, and possess excellent properties that a scalar wavelet cannot satisfy simultaneously, and match the different characteristics of signals. Moreover, the balanced orthogonal multiwavelets can avoid the Gibbs phenomena and their processes have the advantages in denoising. Therefore, the denoising based on the algorithm of balanced orthogonal multiwavelets is introduced into the signal process. The algorithm of bal- anced orthogonal multiwavelet and the implementation steps of this denoising are described. The experimental compar- ison of the denoising effect between this algorithm and the traditional multiwavelet algorithm was done. The experi- ments indieate that this method is effective and feasible to extract the fault feature submerged in heavy noise. 展开更多
关键词 balanced orthogonal multiwavelets wavelet algorithm signal denoising extracting signal features fault diagnosis
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分块Gram-Schmidt正交化算法及其应用 被引量:3
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作者 赵韬 姜金荣 《中国科学院研究生院学报》 CAS CSCD 北大核心 2009年第2期224-229,共6页
Gram-Schmidt正交化算法是数值线性代数中的基本算法之一,主要用于计算矩阵QR分解.经典和修正Gram-Schmidt正交化算法基于level1/2BLAS运算,低级BLAS运算对cache的利用率比较低,从而限制了算法性能.提出一种新的分块Gram-Schmidt正交化... Gram-Schmidt正交化算法是数值线性代数中的基本算法之一,主要用于计算矩阵QR分解.经典和修正Gram-Schmidt正交化算法基于level1/2BLAS运算,低级BLAS运算对cache的利用率比较低,从而限制了算法性能.提出一种新的分块Gram-Schmidt正交化算法.新算法通过重正交保证产生矩阵Q的正交性达到机器精度,并且利用level3BLAS运算提高了算法性能.数值试验表明,新算法能使得矩阵Q的正交性达到机器精度,并且新算法使得性能得到显著提高. 展开更多
关键词 gram-schmidt Arnoldi算法 正交化 分块算法 QR分解
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基于Gram-Schmidt正交化算法的水下目标回波检测 被引量:2
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作者 许江湖 张明敏 《海军工程大学学报》 CAS 北大核心 2006年第1期89-93,共5页
提出了一种基于Gram-Schmidt正交化算法的水下目标回波检测方法.该方法利用Gram-Schmidt正交化算法实现对干扰背景的预白化,通过归一化匹配滤波器可完成对水下目标回波的检测.对仿真数据和实验数据的处理验证了该方法的有效性.
关键词 Gram—Schmidt正交化算法 水下目标检测 归-化匹配滤波器
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基于Gram-Schmidt正交法的矩阵并行QR分解算法 被引量:4
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作者 黄丽嫦 黄润 《佛山科学技术学院学报(自然科学版)》 CAS 2013年第3期44-47,共4页
分析了线性无关向量组的Gram-Schmidt正交化过程以及矩阵的QR分解原理。在多核架构的微机中,设计实现了一种基于Gram-Schmidt正交法的矩阵QR多核并行分解算法。新算法易于计算机编程实现,数值实验也验证了算法具有良好的并行性。
关键词 Gram—Schmidt正交法 QR分解 多核并行计算
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New subspace algorithm for blind channel estimation in OFDM systems
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作者 黄学军 余松煜 毕厚杰 《Journal of Southeast University(English Edition)》 EI CAS 2005年第2期132-135,共4页
In order to increase the transmission efficiency,a subspace-based algorithm for blind channel estimation using second-order statistics is proposed in orthogonal frequency division multiplexing (OFDM) systems.Because t... In order to increase the transmission efficiency,a subspace-based algorithm for blind channel estimation using second-order statistics is proposed in orthogonal frequency division multiplexing (OFDM) systems.Because the transmission equation of OFDM systems does not exactly have the desired structure to directly derive a subspace algorithm,the algorithm first divides the OFDM signals into three parts,then,by exploiting the redundancy introduced by the cyclic prefix (CP) in OFDM signals,a new equation with Toeplitz channel matrix is derived.Based on the equation,a new blind subspace algorithm is developed.Toeplitz structure eases the derivation of the subspace algorithm and practical computation.Moreover the algorithm does not change the existing OFDM system,is robust to channel order overdetermination,and the channel zero locations.The performances are demonstrated by simulation results. 展开更多
关键词 orthogonal frequency division multiplexing (OFDM) blind channel estimation subspace algorithm
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基于Gram-Schmidt正交化法的串行干扰消除算法 被引量:1
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作者 张东红 廖桂生 《西南交通大学学报》 EI CSCD 北大核心 2008年第5期561-565,共5页
基于Gram-Schmidt正交化法,提出了一种改进的串行干扰消除算法.不同于传统的串行干扰消除算法,该算法运用Gram-Schmidt正交化法,通过扩频序列获取正交序列作为最优解扩码,使得检测器每一级最强用户的解扩码与其他用户的扩频码所张的子... 基于Gram-Schmidt正交化法,提出了一种改进的串行干扰消除算法.不同于传统的串行干扰消除算法,该算法运用Gram-Schmidt正交化法,通过扩频序列获取正交序列作为最优解扩码,使得检测器每一级最强用户的解扩码与其他用户的扩频码所张的子空间正交,从而实现对多址干扰的完全抑制.给出了具有幅度失配的系统误码率近似公式,讨论了幅度失配对检测性能的影响.仿真结果表明,改进算法能有效抑制CDMA系统中的多址干扰,改善系统性能. 展开更多
关键词 码分多址(CDMA) 串行干扰消除检测算法 gram-schmidt正交化法 多址干扰 误码性能
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基于改进浣熊优化算法的永磁同步电机参数辨识
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作者 谭志博 刘雨 +1 位作者 张巧芬 李明智 《制造技术与机床》 北大核心 2026年第1期154-161,共8页
针对表贴式永磁同步电机(permanent magnet synchronous motor, PMSM)在参数辨识过程中存在辨识精度低且收敛时间长的问题,提出一种用于电机参数辨识的改进浣熊优化算法(improved coati optimization algorithm, ICOA)。改进后的算法使... 针对表贴式永磁同步电机(permanent magnet synchronous motor, PMSM)在参数辨识过程中存在辨识精度低且收敛时间长的问题,提出一种用于电机参数辨识的改进浣熊优化算法(improved coati optimization algorithm, ICOA)。改进后的算法使用分段线性混沌映射(piecewise linear chaotic map, PWLCM)策略,提升了浣熊初始种群的随机性和多样性;使用正交Lévy全局探索器,增加了搜索路径,提升全局搜索能力;使用引入种群多样性指标与迭代进度因子的自适应正态云模型,解决了算法早熟收敛的问题。对表贴式永磁同步电机进行数学建模,并使用ICOA算法对电机永磁体磁链、d-q轴电感、定子电阻进行参数辨识。仿真结果表明,相较于传统COA算法,4种参数辨识精度分别提升了12.33%、2.75%、1.13%、0.75%,且均控制在1.7%之内。 展开更多
关键词 电机参数辨识 浣熊优化算法 混沌映射 正态云模型 正交Lévy全局探索器
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混合增强黑翅鸢优化算法及其应用
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作者 王玉芳 程培浩 闫明 《计算机科学与探索》 北大核心 2026年第1期99-121,共23页
针对黑翅鸢优化算法(BKA)收敛速度慢和易陷入局部最优的局限性,提出了一种混合增强黑翅鸢优化算法(HEBKA),旨在提升算法的全局搜索能力和优化性能。HEBKA通过引入红尾鹰优化算法替换BKA的攻击阶段,并结合Bernoulli混沌映射作为攻击调节... 针对黑翅鸢优化算法(BKA)收敛速度慢和易陷入局部最优的局限性,提出了一种混合增强黑翅鸢优化算法(HEBKA),旨在提升算法的全局搜索能力和优化性能。HEBKA通过引入红尾鹰优化算法替换BKA的攻击阶段,并结合Bernoulli混沌映射作为攻击调节因子,以简化算法流程并显著增强全局搜索能力,从而有效提高收敛效率。借鉴黑寡妇优化算法的信息素机制,HEBKA将种群划分为优秀个体和劣质个体两类:对优秀个体实施迁徙操作以引导种群向最优解方向移动,而对劣质个体施加随机扰动以增加种群的多样性,从而减少对领导者迁徙的盲目依赖,避免种群过早收敛。当种群出现聚集现象时,HEBKA针对最优个体引入正交试验-准反射扰动策略,通过正交试验设计高效探索解空间,并利用准反射机制引入适度扰动,进一步增强算法跳出局部最优的能力。为验证HEBKA的改进效果,在CEC2017测试函数集上开展了仿真实验,与多种优化算法进行收敛性分析及Wilcoxon非参数统计检验,结果表明HEBKA在收敛速度、优化精度和鲁棒性方面均显著优于对比算法,展现出优秀的全局搜索能力和稳定性。HEBKA被应用于二维和三维旅行商问题(TSP)的求解,通过在实际复杂优化问题中的表现,验证了其高效性和应用潜力。 展开更多
关键词 黑翅鸢优化算法 红尾鹰优化算法 劣质个体分类策略 正交试验-准反射扰动 旅行商问题
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