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One-Shot Simulation of Static Disorder in Quantum Dynamics with Equilibrium Initial State via Matrix Product State Sampling
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作者 Zhao Zhang Jiajun Ren Wei-Hai Fang 《Chinese Journal of Chemical Physics》 2025年第4期382-390,I0104,共10页
Static disorder plays a crucial role in the electronic dynamics and spec-troscopy of complex molecular sys-tems.Traditionally,obtaining ob-servables averaged over static disor-der requires thousands of realiza-tions v... Static disorder plays a crucial role in the electronic dynamics and spec-troscopy of complex molecular sys-tems.Traditionally,obtaining ob-servables averaged over static disor-der requires thousands of realiza-tions via direct sampling of the dis-order distribution,leading to high computational costs.In this work,we extend the auxiliary degree-of-freedom based matrix product state(MPS)method to handle system-bath correlated thermal equilibrium initial states,which can capture static disorder effects using a one-shot quantum dynamical simulation.We validate the effectiveness of the extended method by computing the dipole-dipole time correlation function of the Holstein model relevant to the emission spectrum of molecular aggregates.Our results show that the one-shot method is very accu-rate with only a moderate increase in MPS bond dimension,thereby significantly reducing computational cost.Moreover,it enables the generation of a much larger number of samples than the conventional direct sampling method at negligible additional cost,thus reducing sta-tistical errors.This method provides a broadly useful tool for calculating equilibrium time cor-relation functions in system-bath coupled models with static disorder. 展开更多
关键词 matrix product state Static disorder Quantum dynamics Time correlation function
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Minimum norm method of analyzing ill-conditioned state of design matrix in estimation of parameters 被引量:3
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作者 LU Xiu-shan OU Ji-kun +1 位作者 SONG Shu-i FENG Zun-de 《中国有色金属学会会刊:英文版》 CSCD 2003年第3期724-728,共5页
The method of condition number is commonly used to diagnose a normal matrix N whether it is ill conditioned state or not.For its shortcoming,a method to measure multi collinearity of a matrix was put forward.The metho... The method of condition number is commonly used to diagnose a normal matrix N whether it is ill conditioned state or not.For its shortcoming,a method to measure multi collinearity of a matrix was put forward.The method is that implement Gram Schmidt orthogonalizing process to column vectors of a design matrix A(αl),then calculate the norms of every vector before and after orthogonalization process and their corresponding ratio,and use the minimum ratio among the group of ratios to measure the multi collinearity of A.According to the corresponding relationship between the multi collinearity and the ill conditioned state of a matrix,the method also studies and offers reference indexes weighing the ill conditioned state of a matrix based on the relative norm.The remarkable characteristics of the method are that the measure of multi collinearity has idiographic geometry meaning and clear lower and upper limit,the size of the measure reflects the multi collinearity of column vectors objectively.It is convenient to study the reason that results in the matrix being multi collinearity and to put forward solving plan according to the method which is summarized as the method of minimum norm and abbreviated as F method. 展开更多
关键词 estimation of parameters multi collinearity of matrix ill conditioned state of matrix norm of vector
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Time-Dependent Density Matrix Renormalization Group Coupled with n-Mode Representation Potentials for the Excited State Radiationless Decay Rate:Formalism and Application to Azulene 被引量:1
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作者 Jia-jun Ren Yuan-heng Wang +2 位作者 Wei-tang Li Tong Jiang Zhi-gang Shuai 《Chinese Journal of Chemical Physics》 SCIE CAS CSCD 2021年第5期565-582,I0002,I0003,共20页
We propose a method for calculating the nonradiative decay rates for polyatomic molecules including anharmonic effects of the potential energy surface(PES)in the Franck-Condon region.The method combines the n-mode rep... We propose a method for calculating the nonradiative decay rates for polyatomic molecules including anharmonic effects of the potential energy surface(PES)in the Franck-Condon region.The method combines the n-mode repre-sentation method to construct the ab initio PES and the nearly exact time-dependent density matrix renormalization group method(TD-DMRG)to simulate quantum dynamics.In addition,in the framework of TD-DMRG,we further develop an algorithm to calculate the final-state-resolved rate coefficient which is very useful to analyze the contribution from each vibrational mode to the transition process.We use this method to study the internal conversion(IC)process of azulene after taking into account the anharmonicity of the ground state PES.The results show that even for this semi-rigid molecule,the intramode anharmonicity enhances the IC rate significantly,and after considering the two-mode coupling effect,the rate increases even further.The reason is that the anharmonicity enables the C-H vibrations to receive electronic energy while C-H vibrations do not contribute on the harmonic PES as the Huang-Rhys factor is close to 0. 展开更多
关键词 Time-dependent density matrix renormalization group method Nonradiative decay rate Quantum dynamics matrix product state
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Wigner Function:from Ensemble Average of Density Operator to Its Matrix Element in Entangled Pure States 被引量:2
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作者 FANHong-Yi 《Communications in Theoretical Physics》 SCIE CAS CSCD 2002年第5期533-536,共4页
We show that the Wigner function (an ensemble average of the density operator ρ, Δ is the Wigner operator) can be expressed as a matrix element of ρ in the entangled pure states. In doing so, converting from quant... We show that the Wigner function (an ensemble average of the density operator ρ, Δ is the Wigner operator) can be expressed as a matrix element of ρ in the entangled pure states. In doing so, converting from quantum master equations to time-evolution equation of the Wigner functions seems direct and concise. The entangled states are defined in the enlarged Fock space with a fictitious freedom. 展开更多
关键词 Wigner function ensemble average of density operator matrix element in entangled pure states
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Inverse Transformation of Elliptical Relative State Transition Matrix 被引量:1
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作者 Jianfeng Yin Yinrui Rao Chao Han 《International Journal of Astronomy and Astrophysics》 2014年第3期419-428,共10页
A new set of relative orbit elements (ROEs) is used to derive a new elliptical formation flying model in previous work. In-plane and out-of-plane relative motions can be completely decoupled, which benefits elliptical... A new set of relative orbit elements (ROEs) is used to derive a new elliptical formation flying model in previous work. In-plane and out-of-plane relative motions can be completely decoupled, which benefits elliptical formation design. In order to study the elliptical control strategy and perturbation effects, it is necessary to derive the inverse transformation of the relative state transition matrix based on relative orbit elements. Poisson bracket theory is used to obtain the linear transformations between the two representations: the relative orbit elements and the geocentric orbital frame. In this paper, the details of these transformations are presented. 展开更多
关键词 RELATIVE ORBIT Elements ELLIPTICAL Formation FLYING RELATIVE state Transition matrix Inverse Transformation POISSON BRACKET
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Engineering Cognition of State Transition Matrix and the Unique Discrimination Method
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作者 ZHANG Yuye 《Wuhan University Journal of Natural Sciences》 CAS CSCD 2020年第1期65-70,共6页
State transition matrix is an important concept in modern control system. It studies the motion law of linear control system from initial state to any state at time t. In this paper, joining an engineering example, an... State transition matrix is an important concept in modern control system. It studies the motion law of linear control system from initial state to any state at time t. In this paper, joining an engineering example, an approach to determine zero-input responses is developed, and the design of simulation experiments with the aid of Matlab is used to illustrate the physical meaning of it. Furthermore, during the engineering application, for the discrimination of state transition matrix, a discrimination method of state transition matrix is proposed based on related theorems and an effective method is derived by calculating characteristics during tedious verification of theorem. The simulation results have proved the correctness of system analysis by using such discrimination method under different parameter models. 展开更多
关键词 state transition matrix simulation experiment HOMOGENEOUS state EQUATION DISCRIMINATION
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Properties of Parity Non-conserved and Parity Conserved States in Matrix Product Systems
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作者 祝敬敏 《Communications in Theoretical Physics》 SCIE CAS CSCD 2010年第8期373-379,共7页
In terms of reflection transformation of a matrix product state (MPS), the parity of the MPS is defined. Based on the reflective parity non-conserved MPS pair we construct the even-parity state |ψe〉 and the odd-p... In terms of reflection transformation of a matrix product state (MPS), the parity of the MPS is defined. Based on the reflective parity non-conserved MPS pair we construct the even-parity state |ψe〉 and the odd-parity state |ψσ〉. It is interesting to find that the parity non-conserved reflective MPS pair have no long-range correlations; instead the even-parity state |ψe〉 and the odd-parity state |ψo〉 constructed from them have the same long-range correlations for the parity non-conserved block operators. Moreover, the entanglement between a block of n contiguous spins and the rest of the spin chain for the states |ψe〉 and |ψo〉 is larger than that for the reflective MPS pair except for n = 1, and the difference of them approaches 1 monotonically and asymptotically from 0 as n increases from 1. These characteristics indicate that MPS parity as a conserved physical quantity represents a kind of coherent collective quantum mode, and that the parity conserved MPSs contain more correlation, coherence, and entanglement than the parity non-conserved ones. 展开更多
关键词 matrix product state parity operator long-range correlation entanglement entropy
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Matrix Product State, Quantum Entanglement, and Criticality in the One-Dimensional Dimerized Antiferromagnetic Heisenberg Model
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作者 刘光华 田光善 《Communications in Theoretical Physics》 SCIE CAS CSCD 2012年第8期285-291,共7页
The matrix product state (MPS) is utilized to investigate the ground state properties and quantum phase transitions (OPTs) of the dimerized antiferromagnetic Heisenberg (DAH) model. The ground state MPS wavefunc... The matrix product state (MPS) is utilized to investigate the ground state properties and quantum phase transitions (OPTs) of the dimerized antiferromagnetic Heisenberg (DAH) model. The ground state MPS wavefunctions determined by the infinite time-evolving block decimation (iTEBD) algorithm are shown to be very efficient descriptions of DAH model. In the thermodynamic limit, the quantum entanglement, the bond energy~ and the nearest-neighbor correlations are calculated. It is revealed that the singular behavior of the bipartite entanglement can detect the QPTs directly. The critical point J2c= 1.0 is determined evidently, and the quantum phase transition is argued to belong to the second-order category. At the critical point, logarithmic divergent character of the block entanglement is observed, and the system can be described by a free bosonic field theory. 展开更多
关键词 matrix product state quantum entanglement quantum phase transitions
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Quantum Correlation in Matrix Product States of One-Dimensional Spin Chains
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作者 祝敬敏 《Communications in Theoretical Physics》 SCIE CAS CSCD 2015年第9期356-360,共5页
For our proposed composite parity-conserved matrix product state(MPS), if only a spin block length is larger than 1, any two such spin blocks have correlation including classical correlation and quantum correlation. B... For our proposed composite parity-conserved matrix product state(MPS), if only a spin block length is larger than 1, any two such spin blocks have correlation including classical correlation and quantum correlation. Both the total correlation and the classical correlation become larger than that in any subcomponent; while the quantum correlations of the two nearest-neighbor spin blocks and the two next-nearest-neighbor spin blocks become smaller and for other conditions the quantum correlation becomes larger, i.e., the increase or the production of the long-range quantum correlation is at the cost of reducing the short-range quantum correlation, which deserves to be investigated in the future; and the ration of the quantum correlation to the total correlation monotonically decreases to a steady value as the spacing spin length increasing. 展开更多
关键词 matrix PRODUCT state(MPS) LONG-RANGE QUANTUM corre
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State Feedback Sliding Mode Control without Chattering by Constructing Hurwitz Matrix for AUV Movement 被引量:4
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作者 Huan-Yin Zhou Kai-Zhou Liu Xi-Sheng Feng 《International Journal of Automation and computing》 EI 2011年第2期262-268,共7页
This paper presents a new method to eliminate the chattering of state feedback sliding mode control (SMC) law for the mobile control of an autonomous underwater vehicle (AUV) which is nonlinear and suffers from un... This paper presents a new method to eliminate the chattering of state feedback sliding mode control (SMC) law for the mobile control of an autonomous underwater vehicle (AUV) which is nonlinear and suffers from unknown disturbances system. SMC is a well-known nonlinear system control algorithm for its anti-disturbances capability, while the chattering on switch surface is one stiff question. To dissipate the well-known chattering of SMC, the switching manifold is proposed by presetting a Hurwitz matrix which is deducted from the state feedback matrix. Meanwhile, the best switching surface is achieved by use of eigenvalues of the Hurwitz matrix. The state feedback control parameters are not only applied to control the states of AUV but also connected with coefficients of switching surface. The convergence of the proposed control law is verified by Lyapunov function and the robust character is validated by the Matlab platform of one AUV model. 展开更多
关键词 Autonomous underwater vehicle (AUV) state feedback sliding mode control (SMC) switching manifold Hurwitz matrix Matlab platform Lyapunov function.
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基于交替最小化矩阵补全及滑动平均的配电网时空量测数据补齐方法 被引量:1
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作者 蒋睿珈 余晓丹 +4 位作者 靳小龙 贾宏杰 亓富军 穆云飞 何博宇 《电力自动化设备》 北大核心 2025年第8期20-27,共8页
高比例分布式资源接入下新型配电网规模逐渐扩大,产生运行状态多变、量测数据缺失等问题。提出一种基于交替最小化结合滑动平均的矩阵补全方法,以对低量测条件下配电网潮流数据进行分析与补全。基于交替最小化法建立标准矩阵补全模型,... 高比例分布式资源接入下新型配电网规模逐渐扩大,产生运行状态多变、量测数据缺失等问题。提出一种基于交替最小化结合滑动平均的矩阵补全方法,以对低量测条件下配电网潮流数据进行分析与补全。基于交替最小化法建立标准矩阵补全模型,在模型中加入线性潮流约束并形成单个时间断面的完整矩阵补全模型;考虑时间尺度上数据缺失率较高的问题,进一步结合滑动平均法进行数据补全。在IEEE 33节点以及IEEE 118节点系统上进行算例测试,结果表明,所提方法在配电网多种量测数据均严重缺失时有较好的补全结果,无须训练预测模型,即时空量测数据补全效果不受历史量测数据规模及质量的影响,且所提方法简单易操作,执行效率较高。 展开更多
关键词 配电网 状态估计 矩阵补全 滑动平均 交替最小化 数据补全
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基于扰动和输入饱和限制的连续时间系统预见跟踪控制
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作者 李丽 叶辉 《应用数学》 北大核心 2025年第1期224-232,共9页
本文研究一类带有外部干扰和输入饱和的连续时间系统的预见控制问题.为了能成功地构造出连续时间输入饱和系统的误差系统,与以往对系统方程求导不同,本文利用状态平移方法代替状态求导,使得输入饱和连续时间系统的误差系统的构造成为可... 本文研究一类带有外部干扰和输入饱和的连续时间系统的预见控制问题.为了能成功地构造出连续时间输入饱和系统的误差系统,与以往对系统方程求导不同,本文利用状态平移方法代替状态求导,使得输入饱和连续时间系统的误差系统的构造成为可能.这样原系统的预见饱和控制就转化为误差系统的标准饱和控制问题.另外,针对原系统的误差系统,分别引入状态反馈和静态输出反馈,并改写输入向量以便利用可预见信号的未来信息.利用Lyapunov函数及LMI技巧,导出了闭环系统渐近稳定的充分条件.最后仿真例子表明了本文结果的有效性. 展开更多
关键词 预见控制 连续时间系统 输入饱和 状态反馈 输出反馈 线性矩阵不等式
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基于无监督时空状态估计的信息物理系统细粒度异常诊断
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作者 孙海丽 黄炎 +1 位作者 韩兰胜 周纯杰 《通信学报》 北大核心 2025年第7期45-59,共15页
为了揭示信息物理系统工作状态中的时空依赖关系及演变机制,提出细粒度自适应多元时间序列异常检测Transfonner(MAD-Transformer)模型以识别与诊断多元时间序列中的异常。首先,通过构建时间状态矩阵来建模并估计系统状态在时间维度上的... 为了揭示信息物理系统工作状态中的时空依赖关系及演变机制,提出细粒度自适应多元时间序列异常检测Transfonner(MAD-Transformer)模型以识别与诊断多元时间序列中的异常。首先,通过构建时间状态矩阵来建模并估计系统状态在时间维度上的变化规律。其次,构建空间状态矩阵捕获系统传感器间的状态关联,以准确定位异常。然后,基于原始多元时间序列和时间、空间状态矩阵,设计一个三分支结构的序列-时间-空间注意力计算模块,以同时捕获信息物理系统各传感器之间的序列、时间与空间依赖性。最后,通过构建3个关联对齐损失和重构损失策略以训练优化模型。实验结果表明,所提模型不仅可以准确检测和定位异常,还能够细粒度地诊断异常的持续时间。 展开更多
关键词 信息物理系统 自适应异常诊断 时间状态矩阵 空间状态矩阵 状态估计
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聚酰胺66固相增黏过程中分子量增长规律和谱学表征分析
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作者 朱平 苏晨龙 +7 位作者 王晓华 李慧 仇超 任宇婷 周勇 赵莹 董侠 王笃金 《高分子学报》 北大核心 2025年第9期1585-1596,共12页
聚酰胺66(PA66)的固相增黏是调控树脂切片分子量和机械力学性能的重要手段.本研究通过使用一维和二维核磁共振谱、基质辅助激光解吸电离飞行时间质谱分析推断固相增黏前后PA66切片样品中副产物的结构,并结合端基滴定、液质联用谱等方法... 聚酰胺66(PA66)的固相增黏是调控树脂切片分子量和机械力学性能的重要手段.本研究通过使用一维和二维核磁共振谱、基质辅助激光解吸电离飞行时间质谱分析推断固相增黏前后PA66切片样品中副产物的结构,并结合端基滴定、液质联用谱等方法,阐明了固相增黏过程中分子量增长规律、副产物种类等.甲醇抽提试验说明固相增黏在显著提高PA66切片分子量的同时使得环状PA66含量降低,尤其是重复单元数为1~4的环状PA66含量显著下降.鉴于PA66切片中各种副产物难以有效分离,本研究使用的谱学表征分析方法能够在复杂的核磁和质谱中辨识出它们的信号,有望为定量计算副产物含量奠定基础,继而为优化PA66的聚合和固相增黏工艺、提高PA66切片品质提供支持. 展开更多
关键词 PA66 固相增黏 核磁共振谱 基质辅助激光解吸飞行时间质谱质谱 环状副产物
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冷喷涂固态增材制造技术:演变、现状与机遇挑战
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作者 李文亚 黄春杰 徐雅欣 《航空制造技术》 北大核心 2025年第15期22-34,共13页
增材制造技术是一种典型的颠覆性制造技术,通过“自下而上”的材料累加成形方式,可实现传统制造方法难以完成的复杂结构。冷喷涂固态增材制造技术,因其独特的固态金属粉末高速碰撞沉积特性,展现出显著的技术优势和应用潜力。本文系统阐... 增材制造技术是一种典型的颠覆性制造技术,通过“自下而上”的材料累加成形方式,可实现传统制造方法难以完成的复杂结构。冷喷涂固态增材制造技术,因其独特的固态金属粉末高速碰撞沉积特性,展现出显著的技术优势和应用潜力。本文系统阐述了冷喷涂固态增材制造技术的概念、发展历史、技术优势及挑战,并重点分析了此技术在受损零部件修复与再制造等领域的典型应用。研究表明,冷喷涂固态增材制造技术具备沉积效率高、结合强度高、涂层致密性好等优点,尤其在高强高塑性沉积体制备和复杂构件修复方面展现出独特优势。然而,该技术也面临沉积体塑韧性不足、薄壁构件易变形开裂及喷嘴寿命短等挑战。本文总结了冷喷涂固态增材制造技术的研究进展,指出了未来发展方向,为推动该技术在航空航天、汽车制造等领域的广泛应用提供了理论参考和实践指导。 展开更多
关键词 冷喷涂 冷喷涂固态增材制造 金属 金属基复合材料 修复
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基于时空粒子图像的管道流速测量方法及验证
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作者 吴家星 王浩 +3 位作者 许帅 朱瑶勇 周朱晶 明晓 《中国测试》 北大核心 2025年第1期105-110,共6页
管道流速测量除了得到流动方向的平均速度,有时还需要得到垂直流动方向的速度分布。该文提出一种新的光学非接触测量方法——一维粒子图像测速法(one-dimensional particle image velocimetry,1D-PIV),利用垂直于流动方向粒子的一维空... 管道流速测量除了得到流动方向的平均速度,有时还需要得到垂直流动方向的速度分布。该文提出一种新的光学非接触测量方法——一维粒子图像测速法(one-dimensional particle image velocimetry,1D-PIV),利用垂直于流动方向粒子的一维空间信息和时间信息构建时空状态矩阵,相关上下游两处时空状态矩阵即可完成平均流速和流速分布的测量。以DN35 mm直管搭建实验测试系统,在颗粒浓度为0.04 g/L条件下测量流速范围为84.99~261.10 mm/s的管道流,以单粒子追踪测速法(single particle tracking,SPT)作比对,1D-PIV测量的平均流速最大相对误差为2.67%,速度剖面最大相对误差为近壁面的1.73%。实验结果证明1D-PIV是一种简单有效的管道流速测量方法。 展开更多
关键词 管道流速测量 一维粒子图像测速 时空状态矩阵 互相关 单粒子追踪
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连续时间系统的H_(∞)预见控制
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作者 李丽 叶辉 孟晓华 《纯粹数学与应用数学》 2025年第3期547-561,共15页
本文给出了线性连续时间控制系统基于线性矩阵不等式的预见控制器设计方法.首先状态平移方法代替预见控制理论中经典求导方法来构造误差系统,将预见控制问题转化为误差系统的H_(∞)控制问题.然后针对误差系统,分别引入状态反馈和静态输... 本文给出了线性连续时间控制系统基于线性矩阵不等式的预见控制器设计方法.首先状态平移方法代替预见控制理论中经典求导方法来构造误差系统,将预见控制问题转化为误差系统的H_(∞)控制问题.然后针对误差系统,分别引入状态反馈和静态输出反馈两种情况,结合Lyapunov稳定性理论和线性矩阵不等式方法,分别给出闭环渐近稳定的充分条件及预见控制器的设计方法.最后,数值仿真表明本文结果的有效性. 展开更多
关键词 误差系统 H_(∞)预见控制 连续时间系统 状态反馈 输出反馈 线性矩阵不等式
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基于图像纹理特征和决策树的水产养殖饲料投喂智能控制 被引量:1
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作者 高仪灵 沙宗尧 +4 位作者 张楚一 乔浩峰 汤蓉 李大鹏 王春芳 《农业工程学报》 北大核心 2025年第8期183-193,共11页
针对传统人工投喂方式存在劳动强度大、投喂精度低等问题,该研究提出一种基于图像纹理分析与决策树模型的智能投喂控制方法,运用Gabor滤波器进行图像纹理增强,继而通过灰度共生矩阵、灰度差方统计量和直方图统计,提取水产养殖不同摄食... 针对传统人工投喂方式存在劳动强度大、投喂精度低等问题,该研究提出一种基于图像纹理分析与决策树模型的智能投喂控制方法,运用Gabor滤波器进行图像纹理增强,继而通过灰度共生矩阵、灰度差方统计量和直方图统计,提取水产养殖不同摄食状态的纹理特征,据此构建决策树模型。以黄颡鱼(Pelteobagrus fulvidraco)为研究对象,在循环水养殖系统中进行智能投喂控制试验,采集投喂前2 min及投喂开始后2 min的视频数据作为训练数据集,通过上述图像纹理特征值提取方法,构建了鱼群摄食状态判别决策树,并采用交叉验证评估决策树的准确性。结果表明,该模型在训练集上的准确率达到98.96%,在测试集上的准确率达到95.83%。在每一轮饲料投喂周期内,通过投喂前及投喂阶段开始的前期视频图像构建决策树模型,可判别鱼群的摄食状态,从而完成对该轮次饲料投喂后期阶段的智能控制。该研究提出对视频图像纹理特征的自适应提取,形成可指示鱼群摄食状态的纹理特征指标,并构建易于理解的决策树模型,通过视频图像纹理提取及“实时训练-实时控制”的动态建模方法,可为水产养殖中不同养殖场景下的智能饲料投喂提供可靠方法。 展开更多
关键词 水产养殖 图像纹理 GABOR滤波器 灰度共生矩阵 鱼群 摄食状态
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基于滑动窗决策树的加氢裂化装置过渡状态识别
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作者 曹跃 余冲 +2 位作者 纪晔 杨明磊 李智 《石油学报(石油加工)》 北大核心 2025年第1期187-198,共12页
加氢裂化生产装置处于多工况运行状态,而不同工况间切换存在过渡状态,操作员会根据装置所处状态进行相应的操作和调整。然而,装置所处的过渡状态难以识别,需要长期操作学习并积累经验。为此,提出了一种基于滑动窗决策树的加氢裂化装置... 加氢裂化生产装置处于多工况运行状态,而不同工况间切换存在过渡状态,操作员会根据装置所处状态进行相应的操作和调整。然而,装置所处的过渡状态难以识别,需要长期操作学习并积累经验。为此,提出了一种基于滑动窗决策树的加氢裂化装置过渡状态识别方法。加氢裂化装置工业数据经去噪、降维等预处理后,使用滑动窗口保留窗口内的数据局部动态时序特征,并建立特征矩阵,再利用精细决策树发掘复杂过程变量之间的关系,可视化地描述了决策树结构,体现其可解释的优势,最终实现加氢裂化装置过渡态的快速、准确识别。基于F1分数,对比了高斯朴素贝叶斯、精细高斯支持向量机、粗略树、中等树、精细树、可优化决策树对加氢裂化装置过渡态的综合识别性能,10次五折交叉验证后,基于精细树的F1分数均值可达0.9896,训练时间均值为3.028 s。 展开更多
关键词 加氢裂化装置 过渡状态 滑动窗口 特征矩阵 决策树分类 可解释性
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中断航迹关联仿真环境构建及算法性能评估
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作者 丁典 魏广芬 +1 位作者 曹政 温韶晖 《系统仿真学报》 北大核心 2025年第4期982-992,共11页
为研究各类中断航迹关联(track segment association,TSA)算法在实际雷达工作环境中的适用性,构建了一个能较好模拟真实运动目标的TSA仿真环境。通过构建丰富的目标运动集集合,基于马尔可夫状态转移矩阵描述了目标运动状态切换过程,并... 为研究各类中断航迹关联(track segment association,TSA)算法在实际雷达工作环境中的适用性,构建了一个能较好模拟真实运动目标的TSA仿真环境。通过构建丰富的目标运动集集合,基于马尔可夫状态转移矩阵描述了目标运动状态切换过程,并通过航迹的平移来实现密集程度的灵活控制。仿真结果表明:该环境能够较好地评估各类经典的TSA算法的性能,评估结果为中断航迹关联的实际工程应用提供了参考。 展开更多
关键词 中断航迹关联 密集程度 性能评估 马尔可夫状态转移矩阵 仿真环境构建
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