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CNN-LSTM based incremental attention mechanism enabled phase-space reconstruction for chaotic time series prediction 被引量:4
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作者 Xiao-Qian Lu Jun Tian +2 位作者 Qiang Liao Zheng-Wu Xu Lu Gan 《Journal of Electronic Science and Technology》 EI CAS CSCD 2024年第2期77-90,共14页
To improve the prediction accuracy of chaotic time series and reconstruct a more reasonable phase space structure of the prediction network,we propose a convolutional neural network-long short-term memory(CNN-LSTM)pre... To improve the prediction accuracy of chaotic time series and reconstruct a more reasonable phase space structure of the prediction network,we propose a convolutional neural network-long short-term memory(CNN-LSTM)prediction model based on the incremental attention mechanism.Firstly,a traversal search is conducted through the traversal layer for finite parameters in the phase space.Then,an incremental attention layer is utilized for parameter judgment based on the dimension weight criteria(DWC).The phase space parameters that best meet DWC are selected and fed into the input layer.Finally,the constructed CNN-LSTM network extracts spatio-temporal features and provides the final prediction results.The model is verified using Logistic,Lorenz,and sunspot chaotic time series,and the performance is compared from the two dimensions of prediction accuracy and network phase space structure.Additionally,the CNN-LSTM network based on incremental attention is compared with long short-term memory(LSTM),convolutional neural network(CNN),recurrent neural network(RNN),and support vector regression(SVR)for prediction accuracy.The experiment results indicate that the proposed composite network model possesses enhanced capability in extracting temporal features and achieves higher prediction accuracy.Also,the algorithm to estimate the phase space parameter is compared with the traditional CAO,false nearest neighbor,and C-C,three typical methods for determining the chaotic phase space parameters.The experiments reveal that the phase space parameter estimation algorithm based on the incremental attention mechanism is superior in prediction accuracy compared with the traditional phase space reconstruction method in five networks,including CNN-LSTM,LSTM,CNN,RNN,and SVR. 展开更多
关键词 Chaotic time series Incremental attention mechanism phase-space reconstruction
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PARAMETERS DETERMINATION METHOD OF PHASE-SPACE RECONSTRUCTION BASED ON DIFFERENTIAL ENTROPY RATIO AND RBF NEURAL NETWORK 被引量:4
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作者 Zhang Shuqing Hu Yongtao +1 位作者 Bao Hongyan Li Xinxin 《Journal of Electronics(China)》 2014年第1期61-67,共7页
Phase space reconstruction is the first step of recognizing the chaotic time series.On the basis of differential entropy ratio method,the embedding dimension opt m and time delay t are optimal for the state space reco... Phase space reconstruction is the first step of recognizing the chaotic time series.On the basis of differential entropy ratio method,the embedding dimension opt m and time delay t are optimal for the state space reconstruction could be determined.But they are not the optimal parameters accepted for prediction.This study proposes an improved method based on the differential entropy ratio and Radial Basis Function(RBF)neural network to estimate the embedding dimension m and the time delay t,which have both optimal characteristics of the state space reconstruction and the prediction.Simulating experiments of Lorenz system and Doffing system show that the original phase space could be reconstructed from the time series effectively,and both the prediction accuracy and prediction length are improved greatly. 展开更多
关键词 phase-space reconstruction Chaotic time series Differential entropy ratio Embedding dimension Time delay Radial Basis Function(RBF) neural network
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Effect of normalized plasma frequency on electron phase-space orbits in a free-electron laser 被引量:2
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作者 吉驭嫔 王时建 +5 位作者 徐竟跃 徐勇根 刘晓旭 卢宏 黄小莉 张世昌 《Chinese Physics B》 SCIE EI CAS CSCD 2014年第2期242-246,共5页
Irregular phase-space orbits of the electrons are harmful to the electron-beam transport quality and hence deteriorate the performance of a free-electron laser (FEL). In previous literature, it was demonstrated that... Irregular phase-space orbits of the electrons are harmful to the electron-beam transport quality and hence deteriorate the performance of a free-electron laser (FEL). In previous literature, it was demonstrated that the irregularity of the electron phase-space orbits could be caused in several ways, such as varying the wiggler amplitude and inducing sidebands. Based on a Hamiltonian model with a set of self-consistent differential equations, it is shown in this paper that the electron- beam normalized plasma frequency functions not only couple the electron motion with the FEL wave, which results in the evolution of the FEL wave field and a possible power saturation at a large beam current, but also cause the irregularity of the electron phase-space orbits when the normalized plasma frequency has a sufficiently large value, even if the initial energy of the electron is equal to the synchronous energy or the FEL wave does not reach power saturation. 展开更多
关键词 free-electron laser electron phase-space orbit normalized plasma frequency IRREGULARITY
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Electrostatic Structure of the Electron Phase-space Holes Generated by the Electron Two-stream Instability with a Finite Width 被引量:1
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作者 SANG Longlong WU Mingyu LU Quanming 《空间科学学报》 CSCD 北大核心 2017年第5期517-523,共7页
Space satellite observations in an electron phase-space hole(electron hole) have shown that bipolar structures are discovered at the parallel cut of parallel electric field, while unipolar structures spring from the p... Space satellite observations in an electron phase-space hole(electron hole) have shown that bipolar structures are discovered at the parallel cut of parallel electric field, while unipolar structures spring from the parallel cut of perpendicular electric field. Particle-in-cell(PIC) simulations have demonstrated that the electron bi-stream instability induces several electron holes during its nonlinear evolution. However, how the unipolar structure of the parallel cut of the perpendicular electric field formed in these electron holes is still an unsolved problem,especially in a strongly magnetized plasma(Ω_e >ω_(pe), where Ω_e is defined as electron gyrofrequency and ω_(pe) is defined as plasma frequency, respectively). In this paper, with two-dimensional(2D) electrostatic PIC simulations, the evolution of the electron two-stream instability with a finite width in strongly magnetized plasma is investigated. Initially, those conditions lead to monochromatic electrostatic waves, and these waves coalesce with each other during their nonlinear evolution. At last, a solitary electrostatic structure is formed. In such an electron hole, a bipolar structure is formed in the parallel cut. of parallel electric field, while a unipolar structure presents in the parallel cut of perpendicular electric field. 展开更多
关键词 Electron phase-space hole Two-stream instability PIC simulation
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Continuity Equation in Presence of a Non-Local Potential in Non-Commutative Phase-Space 被引量:1
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作者 Ilyas Haouam 《Open Journal of Microphysics》 2019年第3期15-28,共14页
We studied the continuity equation in presence of a local potential, and a non-local potential arising from electron-electron interaction in both commutative and non-commutative phase-space. Furthermore, we examined t... We studied the continuity equation in presence of a local potential, and a non-local potential arising from electron-electron interaction in both commutative and non-commutative phase-space. Furthermore, we examined the influence of the phase-space non-commutativity on both the locality and the non-locality, where the definition of current density in commutative phase-space cannot satisfy the condition of current conservation, but with the steady state, in order to solve this problem, we give a new definition of the current density including the contribution due to the non-local potential. We showed that the calculated current based on the new definition of current density maintains the current. As well for the case when the non- commutativity in phase-space considered, we found that the conservation of the current density completely violated;and the non-commutativity is not suitable for describing the current density in presence of non-local and local potentials. Nevertheless, under some conditions, we modified the current density to solve this problem. Subsequently, as an application we studied the Frahn-Lemmer non-local potential, taking into account that the employed methods concerning the phase-space non-commutativity are both of Bopp-shift linear transformation through the Heisenberg-like commutation relations, and the Moyal-Weyl product. 展开更多
关键词 Continuity Equation Non-Local Potential Non-Commutative Schrodinger Equation phase-space Non-Commutativity Frahn-Lemmer Potential Moyal Product Bopp-Shift Linear Transformation
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Microwave-Assisted Au and Ag Nanoparticle Synthesis: An Energy Phase-Space Projection Analysis
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作者 Victor J. Law Denis P. Dowling 《American Journal of Analytical Chemistry》 CAS 2023年第4期149-174,共26页
Microwave-assisted synthesis of gold and silver nanoparticles, as a function of Green Chemistry, non Green Chemistry, and four applicator types are reported. The applicator types are Domestic microwave ovens, commerci... Microwave-assisted synthesis of gold and silver nanoparticles, as a function of Green Chemistry, non Green Chemistry, and four applicator types are reported. The applicator types are Domestic microwave ovens, commercial temperature controlled microwave chemistry ovens (TCMC), digesters, and axial field helical antennae. For each of these microwave applicators the process energy budget where estimated (Watts multiplied by process time = kJ) and energy density (applied energy divided by suspension volume = kJ·ml<sup>-1</sup>) range between 180 ± 176.8 kJ, and 79.5 ± 79 kJ·ml<sup>-1</sup>, respectively. The axial field helical field an-tenna applicator is found to be the most energy efficient (0.253 kJ·m<sup>-1</sup> per kJ, at 36 W). Followed by microwave ovens (4.47 ± 3.9 kJ·ml<sup>-1</sup> per 76.83 ± 39 kJ), and TCMC ovens (2.86 ± 2.3 kJ·m<sup>-1</sup> per 343 ± 321.5 kJ). The digester applicators have the least energy efficiency (36.2 ± 50.7 kJ·m<sup>-1</sup> per 1010 ± 620 kJ). A comparison with reconstructed ‘non-thermal’ microwave oven inactivation microorganism experiments yields a power-law signature of n = 0.846 (R<sup>2</sup> = 0.7923) four orders of magnitude. The paper provides a discussion on the Au and Ag nanoparticle chemistry and bio-chemistry synthesis aspects of the microwave applicator energy datasets and variation within each dataset. The visual and analytical approach within the energy phase-space projection enables a nanoparticle synthesis route to be systematically characterized, and where changes to the synthesis are to be mapped and compared directly with historical datasets. In order to help identify lower cost nanoparticle synthesis, in addition to potentially reduce synthesis energy to routes informed changes to potentially reduce synthesis energy budget, along with nanoparticle morphology and yield. 展开更多
关键词 Turkevich Microwave-Assisted Synthesis Ag AU HYDROXYAPATITE Nanoparticle FUNCTIONALIZATION Energy phase-space Projection
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Decoherence of a Damped Anisotropic Harmonic Oscillator under Magnetic Field Effects in a Two-Dimensional Noncommutative Phase-Space
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作者 Martin Tcoffo Germain Yinde Deuto +3 位作者 Issofa Nsangou Armel Azangue Koumetio Lylyane S. Yonya Tchapda Alain G. Tene 《Journal of Applied Mathematics and Physics》 2020年第12期2801-2823,共23页
In this paper, decoherence of a damped anisotropic harmonic oscillator in the presence of a magnetic field is studied in the framework of the Lindblad theory of open quantum systems in noncommutative phase-space. Gene... In this paper, decoherence of a damped anisotropic harmonic oscillator in the presence of a magnetic field is studied in the framework of the Lindblad theory of open quantum systems in noncommutative phase-space. General fundamental conditions that should follow our quantum mechanical diffusion coefficients appearing in the master equation are kindly derived. From the master equation, the expressions of density operator, the Wigner distribution function, the expectation and variance with respect to coordinates and momenta are obtained. Based on these quantities, the total energy of the system is evaluated and simulations show its dependency to phase-space structure and its improvement due to noncommutativity effects and the environmental temperature as well. In addition, we also evaluate the decoherence time scale and show that it increases with noncommutativity phase-space effects as compared to the commutative case. It turns out from simulations that this time scale is significantly improved under magnetic field effects. 展开更多
关键词 DECOHERENCE Noncommutative phase-space Lindblad Theory Wigner Distribution
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Phase-Space Areas of the Body Motion in the Solar System Deduced from the Bohr-Sommerfeld Atomic Theory and Approximate Invariance of Their Ratios for the Pairs of Planets and Satellites
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作者 Stanislaw Olszewski Tadeusz Kwiatkowski 《Journal of Modern Physics》 2012年第9期1142-1151,共10页
Energy-time and momentum-position phase spaces defined by the electron orbits in the hydrogen-like atom exhibit special properties of equivalence. It is demonstrated that equivalence of the same kind can be obtained f... Energy-time and momentum-position phase spaces defined by the electron orbits in the hydrogen-like atom exhibit special properties of equivalence. It is demonstrated that equivalence of the same kind can be obtained for the phase-space areas defined by the orbit pairs of planets, or satellites, which compose the solar system. In the choice of the examined areas it is useful to be guided by the Bohr-Sommerfeld atomic theory. 展开更多
关键词 Ratios of the phase-space Areas and THEIR INVARIANCE Planets and SATELLITES Bohr-Sommerfeld Atomic Theory
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Quanta of the Phase-Space Areas Given by Intervals of Energy and Time Associated with Electron Transitions
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作者 Stanislaw Olszewski 《Journal of Modern Physics》 2017年第8期1158-1174,共17页
The paper examines the energy of electron transitions in an emission process and the time intervals necessary for that process. For simple quantum systems, the both parameters—that of energy and time—depend on the d... The paper examines the energy of electron transitions in an emission process and the time intervals necessary for that process. For simple quantum systems, the both parameters—that of energy and time—depend on the difference &Delta;n of the quantum numbers n labelling the beginning and end state of emission. It is shown that the phase-space areas formed by products of energy and time involved in the emission can be represented as a quadratic function of &Delta;n multiplied by the Planck constant h. 展开更多
关键词 Electron Transitions Their Energies and Transition Times Quanta of the phase-space Areas of Energy and Time
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The Foldy-Wouthuysen Transformation of the Dirac Equation in Noncommutative Phase-Space
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作者 Ilyas Haouam Lyazid Chetouani 《Journal of Modern Physics》 2018年第11期2021-2034,共14页
A method of Foldy-Wouthuysen transformation for relativistic spin-1/2 particles in external fields is proposed;in the present work the basic properties of the Dirac hamiltonian in the FW representation in the noncommu... A method of Foldy-Wouthuysen transformation for relativistic spin-1/2 particles in external fields is proposed;in the present work the basic properties of the Dirac hamiltonian in the FW representation in the noncommutative phase-space are investigated and the Schr&ouml;dinger-Pauli equation is found, knowing that the used methods for extracting the full phase-space noncommutative Dirac equation are, the Bopp-shift linear translation method, and the Moyal-Weyl product (*-product). 展开更多
关键词 Foldy-Wouthuysen Transformation Nonrelativistic Limit Noncommutative Schrodinger-Pauli Equation phase-space Noncommutativity Noncommutative Dirac Equation Moyal Product Bopp-Shift Translation
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Generalized Uncertainty Relations, Curved Phase-Spaces and Quantum Gravity
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作者 Carlos Castro 《Journal of Applied Mathematics and Physics》 2016年第10期1870-1878,共10页
Modifications of the Weyl-Heisenberg algebra are proposed where the classical limit corresponds to a metric in (curved) momentum spaces. In the simplest scenario, the 2D de Sitter metric of constant curvature in momen... Modifications of the Weyl-Heisenberg algebra are proposed where the classical limit corresponds to a metric in (curved) momentum spaces. In the simplest scenario, the 2D de Sitter metric of constant curvature in momentum space furnishes a hierarchy of modified uncertainty relations leading to a minimum value for the position uncertainty . The first uncertainty relation of this hierarchy has the same functional form as the stringy modified uncertainty relation with a Planck scale minimum value for at . We proceed with a discussion of the most general curved phase space scenario (cotangent bundle of spacetime) and provide the noncommuting phase space coordinates algebra in terms of the symmetric and nonsymmetric metric components of a Hermitian complex metric , such . Yang’s noncommuting phase-space coordinates algebra, combined with the Schrodinger-Robertson inequalities involving angular momentum eigenstates, reveals how a quantized area operator in units of emerges like it occurs in Loop Quantum Gravity (LQG). Some final comments are made about Fedosov deformation quantization, Noncommutative and Nonassociative gravity. 展开更多
关键词 Uncertainty Relations GRAVITY Finsler Geometry Born Reciprocity Phase Space
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Calculation of Feynman loop integration and phase-space integration via auxiliary mass flow 被引量:1
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作者 Xiao Liu Yan-Qing Ma +1 位作者 Wei Tao Peng Zhang 《Chinese Physics C》 SCIE CAS CSCD 2021年第1期162-174,共13页
We extend the auxiliary-mass-flow(AMF) method originally developed for Feynman loop integration to calculate integrals which also involve phase-space integration.The flow of the auxiliary mass from the boundary(∞) to... We extend the auxiliary-mass-flow(AMF) method originally developed for Feynman loop integration to calculate integrals which also involve phase-space integration.The flow of the auxiliary mass from the boundary(∞) to the physical point(0+) is obtained by numerically solving differential equations with respective to the auxiliary mass.For problems with two or more kinematical invariants,the AMF method can be combined with the traditional differential-equation method,providing systematic boundary conditions and a highly nontrivial self-consistency check.The method is described in detail using a pedagogical example of e+e-→γ*→tt+X at NNLO.We show that the AMF method can systematically and efficiently calculate integrals to high precision. 展开更多
关键词 phase-space integration perturbation theory MULTI-LOOP
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Revealing nonclassicality via s-ordered phase-space distribution
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作者 Yue Zhang Shuheng Liu +2 位作者 Boxuan Jing Qiongyi He Shunlong Luo 《Science China(Physics,Mechanics & Astronomy)》 SCIE EI CAS CSCD 2022年第11期90-96,共7页
Nonclassical states play a crucial role in both theoretical and experimental investigations of quantum optics, and there is a wide interest in characterization and quantification of nonclassicality. By exploiting the ... Nonclassical states play a crucial role in both theoretical and experimental investigations of quantum optics, and there is a wide interest in characterization and quantification of nonclassicality. By exploiting the freedom of the parameter s in the s-ordered phase-space distribution introduced by Cahill and Glauber [Phys. Rev. 177, 1882(1969)], we develop a method to reveal and quantify optical nonclassicality via the divided difference of the s-ordered phase-space distribution. Our approach yields naturally a family of quantifiers of optical nonclassicality, which have many desirable properties such as convexity and monotonicity under the Gaussian noise channels. The quantifiers are illustrated by evaluating nonclassicality of several typical states. Two simple and convenient criteria for nonclassicality are established, which in particular certify all nonclassical Gaussian states. 展开更多
关键词 NONCLASSICALITY s-ordered phase-space distribution Gaussian states Gaussian noise channels
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急倾斜巨厚煤层掘进巷道冲击危险时序及等级智能预测 被引量:3
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作者 崔峰 宗程 +3 位作者 来兴平 何仕凤 张随林 贾冲 《煤炭学报》 北大核心 2025年第2期845-861,共17页
实现煤矿冲击地压智能预警对于保障矿井安全作业具有重要意义。以新疆某矿急倾斜巨厚煤层的掘进巷道冲击地压发生时序智能分级预测作为背景,分析了急倾斜巨厚煤层巷道掘进期间各微震信息指标的时空演化规律,利用遗传算法(Genetic Algori... 实现煤矿冲击地压智能预警对于保障矿井安全作业具有重要意义。以新疆某矿急倾斜巨厚煤层的掘进巷道冲击地压发生时序智能分级预测作为背景,分析了急倾斜巨厚煤层巷道掘进期间各微震信息指标的时空演化规律,利用遗传算法(Genetic Algorithm,GA)优化的随机森林(Random Forest,RF)对预测冲击发展趋势性能较高的多项指标进行了优选,基于相空间重构技术(Phase Space Reconstruction,PSR)将数据映射至高维空间进行重构,结合长短期记忆神经网络(Long Short-Term Memory,LSTM)训练学习高维度数据特征,构建了基于深度学习与多元混沌时序的急倾斜巨厚煤层冲击地压预测模型(PSR-LSTM),依据现场实际对模型的预测性能进行了评价。结果表明:急倾斜巨厚煤层巷道掘进下各微震信息指标对冲击预警的敏感性较强,彼此之间具有显著的相关性;优选出了预测冲击发展趋势性能较高的6项微震信息指标;多项指标的时间序列具有混沌特性,经过相空间重构后再进行LSTM学习训练,可有效增强模型的数据利用率与预测精度,所构建的PSR-LSTM模型在指定预测时长为1 d的情况下,预测准确率可达0.9135、F1值可达0.9116,均优于未经重构的LSTM模型。模型较好地预测了急倾斜巨厚煤层掘进巷道发生冲击危险的时序趋势及危险等级,研究方法可为急倾斜巨厚煤层掘进巷道冲击地压发生的智能预测预警提供借鉴与参考。 展开更多
关键词 急倾斜巨厚煤层 掘进巷道 冲击地压 多元混沌时序 相空间重构 深度学习
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基于相空间重构-深度学习的燃煤电厂主汽温预测模型 被引量:1
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作者 金秀章 赵大勇 +1 位作者 赵术善 畅晗 《中国电机工程学报》 北大核心 2025年第10期3924-3933,I0030,共11页
针对由于火电机组调峰需求导致的燃烧状态不稳定,进而导致主蒸汽温度频繁波动难以预测的问题,该文提出一种基于相空间重构(phase space reconstruction,PSR)的双向门控循环单元(bidirectional gate recurrent unit,biGRU)主蒸汽温度预... 针对由于火电机组调峰需求导致的燃烧状态不稳定,进而导致主蒸汽温度频繁波动难以预测的问题,该文提出一种基于相空间重构(phase space reconstruction,PSR)的双向门控循环单元(bidirectional gate recurrent unit,biGRU)主蒸汽温度预测模型。首先,利用互信息法筛选相关变量,对其进行相空间重构处理得到输入变量。然后,利用注意力机制(attentionmechanism,AM)确定各输入变量权重系数,再利用雪消融优化算法(snow ablation optimizer,SAO)优化biGRU超参数,建立相空间重构-雪消融优化-双向门控循环单元-注意力机制的主汽温预测模型(PSR-SAO-biGRU-AM预测模型)。最后,将该预测模型与未加入注意力机制、未加入SAO寻优算法、未加入相空间重构的模型进行对比验证。结果表明,相较于其他模型,提出的PSR-SAO-biGRU-AM预测模型的均方根误差、平均绝对百分比误差最小,预测精度最高,在主汽温波动剧烈仍能够准确预测,具有很好的动态特性。 展开更多
关键词 主汽温 相空间重构 雪消融优化算法 双向门控循环单元 注意力机制
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水下爆炸船体结构与系统动力学响应不确定性特征分析.
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作者 姚熊亮 赵坤 +1 位作者 战天琦 黄仁杰 《力学学报》 北大核心 2025年第6期1287-1314,共28页
水下爆炸船体结构动力学响应分为早期和后期,早期动力学响应产生结构毁伤,具有强非线性及非平稳特征,系统参数、初始条件等因素的变化将导致早期动力学响应出现分岔、突变等现象,输出展现不确定性特征.文章针对水下爆炸船体结构与系统... 水下爆炸船体结构动力学响应分为早期和后期,早期动力学响应产生结构毁伤,具有强非线性及非平稳特征,系统参数、初始条件等因素的变化将导致早期动力学响应出现分岔、突变等现象,输出展现不确定性特征.文章针对水下爆炸船体结构与系统早期动力学响应特征时空解耦数据分析问题,基于相空间重构技术、抛物线映射方法以及符号动力学理论,提出一种强非线性动力学动态数据分析方法,刻画水下爆炸船体结构早期动力学响应演化特征,实现在系统参数邻域内预报试验结果.首先,以某加筋圆柱壳结构为原型,设计不同冲击因子条件下的缩比模型试验,研究不同冲击载荷作用下水下爆炸船体结构非线性、非平稳动力学响应的时空演化规律,对其不确定性特征进行表征与刻画.其次,以某型舰船为原型设计的舱段结构和浮动冲击平台模型试验,进一步分析水下爆炸船体结构早期动力学响应不确定性特征,证明方法的有效性与普适性.研究结果表明:舰船水下爆炸非线性动力学动态数据分析技术可以对水下爆炸舰船非线性、非平稳动力学响应进行表征与刻画,可实现系统参数邻域内预报试验结果. 展开更多
关键词 水下爆炸 船体结构早期动力学响应 非线性特征 相空间重构 抛物线映射 符号动力学
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基于GRU神经网络的电商网络恶意流量检测研究
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作者 王自豪 谢丽 李俊 《微型电脑应用》 2025年第7期186-189,共4页
电商网络的恶意流量中存在长序列、多任务等特征,导致检测精度下降,对此,研究基于门控循环单元(GRU)神经网络的电商网络恶意流量检测方法。在相空间重构过程中,引入小波变换消除电商网络流量中存在的噪声。采用主成分分析法对去噪后的... 电商网络的恶意流量中存在长序列、多任务等特征,导致检测精度下降,对此,研究基于门控循环单元(GRU)神经网络的电商网络恶意流量检测方法。在相空间重构过程中,引入小波变换消除电商网络流量中存在的噪声。采用主成分分析法对去噪后的电商网络流量进行特征提取。将经过特征提取的电商网络流量输入GRU神经网络,通过训练和优化神经网络得到电商网络恶意流量检测结果。实验结果表明,所提方法的电商网络流量处理效果好,恶意流量类别检测精度高达到99%,最短检测时间仅为234 s,具有一定的技术水平与实用性。 展开更多
关键词 GRU神经网络 相空间重构 小波变换 主成分分析 网络恶意流量检测
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基于Plackett-Burman设计和响应面法优化枣花蜂蜜挥发性成分的萃取条件
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作者 王雪 郑星 +2 位作者 任佳淼 赵亚周 彭文君 《中国农业科技导报(中英文)》 北大核心 2025年第1期181-192,共12页
为了提高蜂蜜中挥发性成分的顶空固相微萃取(head space-solid phase micro extraction,HS-SPME)效率,以便利用气相色谱-质谱联用仪(gas chromatograph-mass spectrometer,GC-MS)对其进行更精确的定性与定量分析,以枣花(Ziziphus jujuba... 为了提高蜂蜜中挥发性成分的顶空固相微萃取(head space-solid phase micro extraction,HS-SPME)效率,以便利用气相色谱-质谱联用仪(gas chromatograph-mass spectrometer,GC-MS)对其进行更精确的定性与定量分析,以枣花(Ziziphus jujuba Mill.)蜂蜜挥发性成分的色谱图总峰面积作为考察指标,采用Plackett-Burman(PB)设计和响应面(response surface methodology,RSM)对枣花蜂蜜的萃取条件(萃取温度、萃取时间、样品量、去离子水添加量、氯化钠添加量和搅拌速度)进行优化。结果发现,萃取温度、萃取时间和样品量对色谱图总峰面积影响显著。优化后的萃取条件为萃取温度68.5℃、萃取时间51.6 min、取样量5.1 g,在最优萃取条件下,色谱图总峰面积可达2.20×10^(9) mAU·min^(-1)。以上研究结果为蜂蜜中挥发性成分的进一步定性与定量分析提供一定的方法性指导。 展开更多
关键词 枣花蜂蜜 挥发性成分 顶空固相微萃取 PLACKETT-BURMAN设计 响应面分析
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OFDM系统中一种双重混沌加密安全传输方案
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作者 侯艳丽 李子龙 《微电子学与计算机》 2025年第3期127-134,共8页
针对正交频分复用(Orthogonal Frequency Division Multiplexing,OFDM)通信系统中存在的信息安全传输问题,提出了一种双重混沌加密安全传输方案。第一重加密为利用混沌加密矩阵对信号星座图进行置乱,其中混沌加密矩阵由复合离散混沌序... 针对正交频分复用(Orthogonal Frequency Division Multiplexing,OFDM)通信系统中存在的信息安全传输问题,提出了一种双重混沌加密安全传输方案。第一重加密为利用混沌加密矩阵对信号星座图进行置乱,其中混沌加密矩阵由复合离散混沌序列作用到三层神经网络得到;第二重加密为利用复合离散混沌序列控制相位旋转因子对经过离散傅里叶逆变换后的信号进行相位旋转。仿真结果表明,采用所提出的双重加密方案进行传输,合作接收方的误码率低于不采用加密的OFDM系统和只采用第一重加密方案的OFDM系统,非合作方的误码率始终保持在0.5左右,密钥空间为2^(311),使系统具有较好的安全性能。 展开更多
关键词 正交频分复用 复合离散混沌序列 神经网络 相位旋转 密钥空间
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空间自燃推进剂发动机起动点火问题与研究进展
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作者 谭永华 刘晓伟 +3 位作者 汪广旭 杨宝娥 谭松林 周军 《火箭推进》 北大核心 2025年第1期1-16,共16页
空间自燃推进剂发动机起动点火过程涉及复杂的非定常湍流两相流动和燃烧,过程中容易出现起动超压现象,不仅会造成发动机烧蚀爆炸等严重后果,还可能诱发高频燃烧不稳定问题。国内外已围绕此类发动机起动点火过程涉及的推进剂空间闪蒸、... 空间自燃推进剂发动机起动点火过程涉及复杂的非定常湍流两相流动和燃烧,过程中容易出现起动超压现象,不仅会造成发动机烧蚀爆炸等严重后果,还可能诱发高频燃烧不稳定问题。国内外已围绕此类发动机起动点火过程涉及的推进剂空间闪蒸、液相反应、化学点火延迟等现象开展了大量的基础研究,并在实际发动机起动超压控制方面积累了丰富的工程应用经验。对上述工作进行整理,重点梳理了诱发起动超压的关键机理及影响因素,系统总结了国内外相关经验,归纳了现有研究存在的不足,提出了后续研究方向,为我国空间自燃推进剂发动机的研制提供参考。 展开更多
关键词 空间发动机 自燃推进剂 起动超压 空间闪蒸 液相反应 点火延迟
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