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A Reduced Search Soft-Output Detection Algorithm and Its Application to Turbo-Equalization
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作者 樊祥宁 窦怀宇 毕光国 《Journal of Southeast University(English Edition)》 EI CAS 2001年第1期8-12,共5页
To decrease the complexity of MAP algorithm, reduced state or reduced search techniques can be applied. In this paper we propose a reduced search soft output detection algorithm fully based on the principle of M a... To decrease the complexity of MAP algorithm, reduced state or reduced search techniques can be applied. In this paper we propose a reduced search soft output detection algorithm fully based on the principle of M algorithm for turbo equalization, which is a suboptimum version of the Lee algorithm. This algorithm is called soft output M algorithm (denoted as SO M algorithm), which applies the M strategy to both the forward recursion and the extended forward recursion of the Lee algorithm. Computer simulation results show that, by properly selecting and adjusting the breadth parameter and depth parameter during the iteration of turbo equalization, this algorithm can obtain good performance and complexity trade off. 展开更多
关键词 mAP algorithm Lee algorithm soft output m algorithm turbo equalization
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基于L-M神经网络的高温矿井进风井筒风温预测方法
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作者 韦家正 覃晓 《中国矿业》 北大核心 2025年第9期209-215,共7页
高温矿井进风井筒风温受多种因素共同影响,这些因素间存在复杂且动态的非线性关系,导致风温预测模型需具备实时更新和适应新数据源及条件的能力。然而,这种动态性变化增加了模型学习训练的难度,进而影响了预测结果的准确性。为解决这一... 高温矿井进风井筒风温受多种因素共同影响,这些因素间存在复杂且动态的非线性关系,导致风温预测模型需具备实时更新和适应新数据源及条件的能力。然而,这种动态性变化增加了模型学习训练的难度,进而影响了预测结果的准确性。为解决这一问题,提出基于L-M神经网络的高温矿井进风井筒风温预测方法。采用DEMATEL方法对这些复杂且动态的影响因素进行筛选和确定,以确保所选指标能够准确反映矿井环境对风温的影响。基于筛选出的输入指标,构建井筒风温预测模型。为进一步提升模型的学习与拟合能力,应用L-M算法对神经网络进行优化。实验结果显示,该预测方法的最大预测误差不超过2℃,拟合系数稳定在0.95左右,充分证明了该方法在高温矿井进风井筒风温预测中的准确性和可靠性。与其他传统预测方法相比,该方法不仅显著提高了预测精度,还为矿井通风管理提供了更为可靠和科学的决策依据。因此,基于L-M神经网络的高温矿井进风井筒风温预测方法为实现精确的风温预测提供了一种有效且实用的手段。 展开更多
关键词 L-m算法 神经网络 输入指标 进风井筒 风温预测
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Application of the L-M optimized algorithm to predicting blast vibration parameters 被引量:6
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作者 张艺峰 姚道平 +2 位作者 谢志招 杨江峰 叶友权 《地震学报》 CSCD 北大核心 2008年第5期540-544,554,共5页
当前,以振动峰值作为单一爆破振动安全指标的回归经验公式,在国内外爆破工程界得到广泛应用.但由于爆破机理和爆破介质环境复杂,影响因素诸多,很难用一个经验公式把这些因素都考虑进去;再加上回归分析方法固有的局限性(要求数据... 当前,以振动峰值作为单一爆破振动安全指标的回归经验公式,在国内外爆破工程界得到广泛应用.但由于爆破机理和爆破介质环境复杂,影响因素诸多,很难用一个经验公式把这些因素都考虑进去;再加上回归分析方法固有的局限性(要求数据有较好的分布规律和大样本量),经验公式方法进行振动预测的效果不甚理想(李保珍,1997;陈寿如,2001;张继春,2001). 展开更多
关键词 爆破振动 神经网络 L-m算法 预测
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Nonlinear optimal model and solving algorithms for platform planning problem in battlefield 被引量:2
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作者 WANG Xun YAO Peiyang +1 位作者 ZHANG Jieyong WAN Lujun 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2018年第5期983-994,共12页
Platform planning is one of the important problems in the command and control(C2) field. Hereto, we analyze the platform planning problem and present nonlinear optimal model aiming at maximizing the task completion qu... Platform planning is one of the important problems in the command and control(C2) field. Hereto, we analyze the platform planning problem and present nonlinear optimal model aiming at maximizing the task completion qualities. Firstly, we take into account the relation among tasks and build the single task nonlinear optimal model with a set of platform constraints. The Lagrange relaxation method and the pruning strategy are used to solve the model. Secondly, this paper presents optimization-based planning algorithms for efficiently allocating platforms to multiple tasks. To achieve the balance of the resource assignments among tasks, the m-best assignment algorithm and the pair-wise exchange(PWE)method are used to maximize multiple tasks completion qualities.Finally, a series of experiments are designed to verify the superiority and effectiveness of the proposed model and algorithms. 展开更多
关键词 platform planning nonlinear optimal model Lagrange relaxation method m-best algorithm pair-wise exchange(PWE)
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基于多头LSTM模型的南疆枣树土壤墒情预测 被引量:1
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作者 杨轶航 吕德生 +4 位作者 刘宁宁 王振华 李淼 张金珠 王东旺 《水资源与水工程学报》 北大核心 2025年第2期207-217,共11页
在南疆枣业生产中,准确预测土壤墒情对于优化作物种植质量和制定灌溉计划至关重要。通过建立高精度的土壤墒情预测模型,为南疆枣树的灌溉管理提供了科学依据。基于2021和2022年的全生育期枣树在20、40、60、80 cm土层的土壤墒情数据、... 在南疆枣业生产中,准确预测土壤墒情对于优化作物种植质量和制定灌溉计划至关重要。通过建立高精度的土壤墒情预测模型,为南疆枣树的灌溉管理提供了科学依据。基于2021和2022年的全生育期枣树在20、40、60、80 cm土层的土壤墒情数据、气象数据以及灌溉水量等小时级数据集,采用长短期记忆神经网络(LSTM)模型对各土层土壤墒情进行多步预测。引入了由4个单一LSTM模型组成的多头LSTM模型,旨在扩大预测范围并提高预测精度,并采用k折交叉验证结合麻雀搜索算法(SSA)对每个单一LSTM模型进行超参数调优,以提升模型的泛化能力和准确性。对各单一模型的输出进行加权平均,获得最终的预测结果。结果表明:在4个土层墒情均值数据集上,多头LSTM模型对未来1、12、24、48 h的土壤墒情预测的决定系数(R^(2))分别提升至0.951、0.932、0.870、0.815;多头LSTM模型可有效提升枣树土壤墒情的中长期预测精度,特别是在24和48 h的预测中,改进效果尤为明显,这为枣树的精细化灌溉管理提供了有力支持,可帮助农民更有效地利用水资源,减少浪费。 展开更多
关键词 土壤墒情预测 多头LSTm 麻雀搜索算法 k折交叉验证 南疆滴灌骏枣
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Greedy Algorithm in m-Term Approximation for Periodic Besov Class with Mixed Smoothness
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作者 宋占杰 叶培新 《Transactions of Tianjin University》 EI CAS 2009年第1期75-78,共4页
Nonlinear m-term approximation plays an important role in machine learning, signal processing and statistical estimating. In this paper by means of a nondecreasing dominated function, a greedy adaptive compression num... Nonlinear m-term approximation plays an important role in machine learning, signal processing and statistical estimating. In this paper by means of a nondecreasing dominated function, a greedy adaptive compression numerical algorithm in the best m -term approximation with regard to tensor product wavelet-type basis is pro-posed. The algorithm provides the asymptotically optimal approximation for the class of periodic functions with mixed Besov smoothness in the L q norm. Moreover, it depends only on the expansion of function f by tensor pro-duct wavelet-type basis, but neither on q nor on any special features of f. 展开更多
关键词 greedy algorithm m -term approximation Besov space mixed smoothness
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PARTIAL ELIMINTATION ALGORITHM FOR A LINEAR RECURRENCE SYSTEM R(n,m)OF ORDER m
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作者 Zheng Huirao Huang Chuanghe Fan Rong 《Acta Mathematica Scientia》 SCIE CSCD 1993年第3期241-250,共10页
This paper presents an algorithm for computing a linear recurrence system R(n,m)of order m for n equations on MIMD parallel system.This algorithm is not only easy to be programmed on a parallel computer system,but als... This paper presents an algorithm for computing a linear recurrence system R(n,m)of order m for n equations on MIMD parallel system.This algorithm is not only easy to be programmed on a parallel computer system,but also reduces the data-waiting time due to compute-ahead strategy.The paper analyses how to achieve maximal load balancing when the algorithm is implemented on MIMD parallel system.By the end of the paper,an analysis on the speedup and parallel efficiency are given.The results indicate that the new parallel elimination algorithm has great improvement compared with the old ones. 展开更多
关键词 mImD OF ORDER m PARTIAL ELImINTATION algorithm FOR A LINEAR RECURRENCE SYSTEm R
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基于向量加权平均优化的盲源分离LTE-M同频干扰检测 被引量:1
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作者 王乃鑫 赵恒凯 +1 位作者 何庆军 郑国莘 《工业控制计算机》 2025年第2期45-47,共3页
轨道交通LTE-M(Long Term Evolution-Metro,基于轨道交通的长期演进)同频干扰检测关乎列控信号传输的可靠性,提出一种基于INFO(weIghted meaNoFvectOrs,基于向量加权平均)算法的盲源分离方法,即INFO-BSS。该方法以混合信号的最大化负熵... 轨道交通LTE-M(Long Term Evolution-Metro,基于轨道交通的长期演进)同频干扰检测关乎列控信号传输的可靠性,提出一种基于INFO(weIghted meaNoFvectOrs,基于向量加权平均)算法的盲源分离方法,即INFO-BSS。该方法以混合信号的最大化负熵为目标函数,用INFO优化算法替代牛顿迭代法,解决了牛顿迭代法初始参数易设置不当以及容易陷入局部最优的问题。仿真结果对比表明,在不同分辨率带宽、不同信干比等条件下,INFO-BSS的检测性能都要优于常规算法。 展开更多
关键词 同频干扰 LTE-m 盲源分离 向量加权平均优化算法
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基于深度学习算法的G-M制冷机低温泵冷头故障诊断研究
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作者 彭刚 王玉青 +5 位作者 王辉 朱剑豪 王旭迪 何智 武义锋 邓家良 《真空科学与技术学报》 北大核心 2025年第5期408-413,共6页
G-M制冷机低温泵是一种广泛应用于半导体制造等领域的重要设备,对超高真空的获得与维持至关重要。由于其长期连续运行,容易引发机械磨损等故障,导致制冷能力和抽气特性下降。因此,开展有效的故障诊断显得尤为关键,文章提出一种改进型遗... G-M制冷机低温泵是一种广泛应用于半导体制造等领域的重要设备,对超高真空的获得与维持至关重要。由于其长期连续运行,容易引发机械磨损等故障,导致制冷能力和抽气特性下降。因此,开展有效的故障诊断显得尤为关键,文章提出一种改进型遗传算法与反向传播神经网络的故障诊断方法,克服了传统反向传播神经网络依赖初始权重与阈值设置、优化效率低的问题。研究结果表明,该方法在故障诊断中的准确率达98.05%。为低温泵健康监测与故障预警提供了科学依据。 展开更多
关键词 G-m制冷机低温泵 故障诊断 深度学习 遗传算法
原文传递
On Over-Relaxed Proximal Point Algorithms for Generalized Nonlinear Operator Equation with (A,η,m)-Monotonicity Framework
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作者 Fang Li 《International Journal of Modern Nonlinear Theory and Application》 2012年第3期67-72,共6页
In this paper, a new class of over-relaxed proximal point algorithms for solving nonlinear operator equations with (A,η,m)-monotonicity framework in Hilbert spaces is introduced and studied. Further, by using the gen... In this paper, a new class of over-relaxed proximal point algorithms for solving nonlinear operator equations with (A,η,m)-monotonicity framework in Hilbert spaces is introduced and studied. Further, by using the generalized resolvent operator technique associated with the (A,η,m)-monotone operators, the approximation solvability of the operator equation problems and the convergence of iterative sequences generated by the algorithm are discussed. Our results improve and generalize the corresponding results in the literature. 展开更多
关键词 New Over-Relaxed Proximal Point algorithm Nonlinear OPERATOR Equation with (A η m)-monotonicity FRAmEWORK Generalized RESOLVENT OPERATOR Technique Solvability and Convergence
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Research on Algorithm M8 Applying to TIP Prediction of China's Strong Earthquake Cases in the Past Decades
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作者 Huang Deyu and Chen YongCenter for Analysis and Prediction,SSB,Beijing 100036,China State Seismological Bureau,Beijing 100036,China 《Earthquake Research in China》 1994年第4期4-10,共7页
This paper offers a positive research result of TIP before 16 strong earthquakes in North and Southwest China and their nearby areas since 1979 by using improved algorithm M8.The result showed that 14 of them were det... This paper offers a positive research result of TIP before 16 strong earthquakes in North and Southwest China and their nearby areas since 1979 by using improved algorithm M8.The result showed that 14 of them were determined to occur within the times of increased probability.TIP precaution occupies about 37% of the total space-time domain.That means we have made quite good results of intermediate-term prediction of strong earthquakes.So the method could be used as one of the useful means of the intermediate-term prediction of strong earthquakes. 展开更多
关键词 m8 algorithm Intermediate-term earthquake PREDICTION
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LEVERRIER'S ALGORITHM FOR m-D SYSTEM
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作者 王国荣 郑兵 《Numerical Mathematics A Journal of Chinese Universities(English Series)》 SCIE 2004年第1期10-23,共14页
A Leverrier-like algorithm is presented which allows the computation of the transfer function of a linear regular system from its m-D state-space description,without inverting a multivariable polynomial matrix. This a... A Leverrier-like algorithm is presented which allows the computation of the transfer function of a linear regular system from its m-D state-space description,without inverting a multivariable polynomial matrix. This algorithm is an extension of the classic Leverrier's algorithm for 1-D system and it reduces the computational cost.ra-D Cayley-Hamilton theorem is also shown by the algorithm. 展开更多
关键词 LEVERRIER算法 多维系统 凯莱-哈密顿理论 状态空间矩阵 多元多项式矩阵 控制论
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A DIRECT ALGORITHM FOR DISTINGUISHING NONSINGULAR M-MATRIX AND H-MATRIX
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作者 李耀堂 朱艳 《Numerical Mathematics A Journal of Chinese Universities(English Series)》 SCIE 2005年第1期79-86,共8页
A direct algorithm is proposed by which one can distinguish whether a matrix is an M-matrix (or H-matrix) or not quickly and effectively. Numerical examples show that it is effective and convincible to distinguish M-m... A direct algorithm is proposed by which one can distinguish whether a matrix is an M-matrix (or H-matrix) or not quickly and effectively. Numerical examples show that it is effective and convincible to distinguish M-matrix (or H-matrix) by using the algorithm. 展开更多
关键词 计算方法 非奇m-矩阵 H-矩阵 线性代数
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An Algorithm for Cavity Reconstruction in Electrical Impedance Tomography
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作者 FENG TIAN-HONG MA FU-MING 《Communications in Mathematical Research》 CSCD 2011年第3期279-288,共10页
We consider the inverse problem of finding cavities within some object from electrostatic measurements on the boundary. By a cavity we understand any object with a different electrical conductivity from the background... We consider the inverse problem of finding cavities within some object from electrostatic measurements on the boundary. By a cavity we understand any object with a different electrical conductivity from the background material of the body. We give an algorithm for solving this inverse problem based on the output nonlinear least-square formulation and the regularized Newton-type iteration. In particular, we present a number of numerical results to highlight the potential and the limitations of this method. 展开更多
关键词 electrical impedance tomography CONDUCTIVITY Levenberg-marquardt (L-m algorithm
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A SIMPLIFIED QRD-M SIGNAL DETECTION ALGORITHM FOR MIMO-OFDM SYSTEMS
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作者 Jian Haifang Yao Xiaocheng Shi Yin 《Journal of Electronics(China)》 2010年第1期88-93,共6页
QR Decompositon with an M-algorithm(QRD-M) has good performance with low complexity,which is considered as a promising technique in Multiple-Input Multiple-Output(MIMO) detections.This paper presented a simplified QRD... QR Decompositon with an M-algorithm(QRD-M) has good performance with low complexity,which is considered as a promising technique in Multiple-Input Multiple-Output(MIMO) detections.This paper presented a simplified QRD-M algorithm for MIMO Orthogonal Frequency Division Multiplexing(MIMO-OFDM) systems.In the proposed scheme,each surviving path is expanded only to partial branches in order to carry out a limited tree search.The nodes are expanded on demand and sorted in a distributed manner,based on the novel expansion scheme which can pre-determine the children's ascending order by their local distances.Consequently,the proposed scheme can significantly decrease the complexity compared with conventional QRD-M algorithm.Hence,it is especially attractive to VLSI implementation of the high-throughput MIMO-OFDM systems.Simulation results prove that the proposed scheme can achieve a performance very close to the conventional QRD-M algorithm. 展开更多
关键词 multiple-Input multiple-Output(mImO) Orthogonal Frequency Division multiplexing(OFDm) QR Decompositon with an m-algorithm(QRD-m) Detection
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PARALLEL(M-N) SVD ALGORITHMS ON THE SIMD COMPUTERS
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作者 Wang Guorong Wei Yimin(Dept. of Mathematics, Shanghai Normal University Shanghai 200234, P. R. China Institute of Mathematics, Fudan University Shanghai 200133, P. R. China) 《Wuhan University Journal of Natural Sciences》 CAS 1996年第Z1期541-546,共6页
Let A be m by n matrix, M and N be positive definite matrices of order in and n respectively. This paper presents an efficient method for computing (M-N) singular value decomposition((M-N) SVD) of A on a cube connecte... Let A be m by n matrix, M and N be positive definite matrices of order in and n respectively. This paper presents an efficient method for computing (M-N) singular value decomposition((M-N) SVD) of A on a cube connected single instruction stream-multiple data stream(SIMD) parallel computer. This method is based on a one-sided orthogonalization algorithm due to Hestenes. On the cube connected SIMD parallel computer with o(n) processors, the (M -- N) SVD of a matrix A requires a computation time of o(m3 log m/n). 展开更多
关键词 Parallel algorithm cube connected SImD machine (m-N) SVD.
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A Sphere Detection Based Adaptive MIMO Detection Algorithm for LTE-A System
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作者 Xuanli Wu Lukuan Sun Mingxin Luo 《Communications and Network》 2013年第2期25-29,共5页
An adaptive MIMO detection algorithm for LTE-A system which is based on sphere detection is proposed in this paper. The proposed algorithm uses M-algorithm for reference to remove unreliable constellation candidates b... An adaptive MIMO detection algorithm for LTE-A system which is based on sphere detection is proposed in this paper. The proposed algorithm uses M-algorithm for reference to remove unreliable constellation candidates before search, and the number of constellation reservation is adaptively adjusted according to SNR. Simulations of LTE-A downlink show that the BER performance of the proposed detection algorithm is nearly the same as maximum likelihood (ML) detection algorithm. However, the complexity is reduced by about 30% compared with full constellation sphere detection. 展开更多
关键词 ADAPTIVE mImO DETECTION SPHERE DETECTION m-algorithm LTE-A System
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基于改进VMD和L-M神经网络的局部放电信号去噪 被引量:1
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作者 袁莎莎 李梦莹 +3 位作者 戴莹莹 江超 杨传凯 薛亮 《计算机应用与软件》 北大核心 2025年第2期323-329,373,共8页
为有效去除局部放电信号中的噪声干扰,提出改进VMD(Variational Mode Decomposition)算法和L-M神经网络的去噪方法。利用噪声预处理结合分解能量误差自适应地确定VMD算法的最优模态分解层数;引入正态分布直方图区分局部放电信号和窄带... 为有效去除局部放电信号中的噪声干扰,提出改进VMD(Variational Mode Decomposition)算法和L-M神经网络的去噪方法。利用噪声预处理结合分解能量误差自适应地确定VMD算法的最优模态分解层数;引入正态分布直方图区分局部放电信号和窄带干扰信号,重构局部放电信号;利用L-M神经网络对残留白噪声进行拟合滤除。所提方法对仿真和实测信号进行去噪处理,并与传统去噪方法对比。结果表明,所提方法的去噪评估指标更明显,对噪声干扰的去除效果更优。 展开更多
关键词 局部放电 VmD算法 L-m神经网络 窄带干扰 白噪声
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Characteristics of seismicity patterns prior to the M~5 earthquakes in the Koyna Region,Western India-application of the RTL algorithm
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作者 D.Shashidhar Naresh Kumar +1 位作者 K.Mallika Harsh Gupta 《Episodes》 2010年第2期83-90,共8页
We investigated the seismicity patterns associated with the M~5 earthquakes in the artificial water reservoir triggered zone of Koyna region situated near the west coast of India by means of the Region Time Length(RTL... We investigated the seismicity patterns associated with the M~5 earthquakes in the artificial water reservoir triggered zone of Koyna region situated near the west coast of India by means of the Region Time Length(RTL)algorithm. 展开更多
关键词 seismicity patterns RTL algorithm artificial water reservoir western India m earthquakes Koyna region
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Image Encryption and Decryption Based on Chaotic Algorithm
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作者 Yue Hu Ruyue Tian 《Journal of Applied Mathematics and Physics》 2020年第9期1814-1825,共12页
This paper analyzes the problems in image encryption and decryption based on chaos theory. This article introduces the application of the two-stage Logistic algorithm in image encryption and decryption, then by inform... This paper analyzes the problems in image encryption and decryption based on chaos theory. This article introduces the application of the two-stage Logistic algorithm in image encryption and decryption, then by information entropy analysis it is concluded that the security of this algorithm is higher compared with the original image;And a new image encryption and decryption algorithm based on the combination of two-stage Logistic mapping and <i>M</i> sequence is proposed. This new algorithm is very sensitive to keys;the key space is large and its security is higher than two-stage Logistic mapping of image encryption and decryption technology. 展开更多
关键词 Chaos algorithm Image Encryption and Decryption Two-Stage Logistic mapping m Sequence
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