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Novel adaptive IMEX two-step Runge-Kutta temporal discretization methods for unsteady flows
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作者 Xueyu QIN Jian YU +2 位作者 Xin ZHANG Zhenhua JIANG Chao YAN 《Chinese Journal of Aeronautics》 2025年第8期142-153,共12页
Efficient and accurate simulation of unsteady flow presents a significant challenge that needs to be overcome in computational fluid dynamics.Temporal discretization method plays a crucial role in the simulation of un... Efficient and accurate simulation of unsteady flow presents a significant challenge that needs to be overcome in computational fluid dynamics.Temporal discretization method plays a crucial role in the simulation of unsteady flows.To enhance computational efficiency,we propose the Implicit-Explicit Two-Step Runge-Kutta(IMEX-TSRK)time-stepping discretization methods for unsteady flows,and develop a novel adaptive algorithm that correctly partitions spatial regions to apply implicit or explicit methods.The novel adaptive IMEX-TSRK schemes effectively handle the numerical stiffness of the small grid size and improve computational efficiency.Compared to implicit and explicit Runge-Kutta(RK)schemes,the IMEX-TSRK methods achieve the same order of accuracy with fewer first derivative calculations.Numerical case tests demonstrate that the IMEX-TSRK methods maintain numerical stability while enhancing computational efficiency.Specifically,in high Reynolds number flows,the computational efficiency of the IMEX-TSRK methods surpasses that of explicit RK schemes by more than one order of magnitude,and that of implicit RK schemes several times over. 展开更多
关键词 Implicit-explicit temporal methods two-step Runge-Kutta methods Adaptive algorithm Unsteady flows Navier-Stokes equations
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Gain adaptive tuning method for fiber Raman amplifier based on two-stage neural networks and double weights updates
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作者 MU Kuanlin WU Yue 《Optoelectronics Letters》 2025年第5期284-289,共6页
We present a gain adaptive tuning method for fiber Raman amplifier(FRA) using two-stage neural networks(NNs) and double weights updates. After training the connection weights of two-stage NNs separately in training ph... We present a gain adaptive tuning method for fiber Raman amplifier(FRA) using two-stage neural networks(NNs) and double weights updates. After training the connection weights of two-stage NNs separately in training phase, the connection weights of the unified NN are updated again in verification phase according to error between the predicted and target gains to eliminate the inherent error of the NNs. The simulation results show that the mean of root mean square error(RMSE) and maximum error of gains are 0.131 d B and 0.281 d B, respectively. It shows that the method can realize adaptive adjustment function of FRA gain with high accuracy. 展开更多
关键词 gain adaptive tuning connection weights error predicted target gains training connection weights unified nn gain adaptive tuning method double weights updates fiber raman amplifier fra
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A Two-Step Modulus-Based Matrix Splitting Iteration Method Without Auxiliary Variables for Solving Vertical Linear Complementarity Problems 被引量:1
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作者 Hua Zheng Xiaoping Lu Seakweng Vong 《Communications on Applied Mathematics and Computation》 2024年第4期2475-2492,共18页
In this paper,a two-step iteration method is established which can be viewed as a generalization of the existing modulus-based methods for vertical linear complementarity problems given by He and Vong(Appl.Math.Lett.1... In this paper,a two-step iteration method is established which can be viewed as a generalization of the existing modulus-based methods for vertical linear complementarity problems given by He and Vong(Appl.Math.Lett.134:108344,2022).The convergence analysis of the proposed method is established,which can improve the existing results.Numerical examples show that the proposed method is efficient with the two-step technique. 展开更多
关键词 Vertical linear complementarity problem Modulus-based matrix splitting two-step method
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Ascorbic acid-induced porous iodide layer for a high-purity two-step solution-processed tin-lead mixed perovskite photodetector 被引量:2
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作者 Liansong Liu Fengren Cao +3 位作者 Liukang Bian Meng Wang Haoxuan Sun Liang Li 《Journal of Materials Science & Technology》 2025年第7期227-232,共6页
Tin(Sn)-lead(Pb)mixed halide perovskites have attracted widespread interest due to their wider re-sponse wavelength and lower toxicity than lead halide perovskites,Among the preparation methods,the two-step method mor... Tin(Sn)-lead(Pb)mixed halide perovskites have attracted widespread interest due to their wider re-sponse wavelength and lower toxicity than lead halide perovskites,Among the preparation methods,the two-step method more easily controls the crystallization rate and is suitable for preparing large-area per-ovskite devices.However,the residual low-conductivity iodide layer in the two-step method can affect carrier transport and device stability,and the different crystallization rates of Sn-and Pb-based per-ovskites may result in poor film quality.Therefore,Sn-Pb mixed perovskites are mainly prepared by a one-step method.Herein,a MAPb_(0.5)Sn_(0.5)I_(3)-based self-powered photodetector without a hole transport layer is fabricated by a two-step method.By adjusting the concentration of the ascorbic acid(AA)addi-tive,the final perovskite film exhibited a pure phase without residues,and the optimal device exhibited a high responsivity(0.276 A W^(-1)),large specific detectivity(2.38×10^(12) Jones),and enhanced stability.This enhancement is mainly attributed to the inhibition of Sn2+oxidation,the control of crystal growth,and the sufficient reaction between organic ammonium salts and bottom halides due to the AA-induced pore structure. 展开更多
关键词 PEROVSKITE SN-PB PHOTODETECTOR two-step solution method
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Temperature-dependent photoluminescence on organic inorganic metal halide perovskite CH_3NH_3Pb I_(3-)Cl_ prepared on ZnO/FTO substrates using a two-step method 被引量:4
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作者 Shiwei Zhuang Deqian Xu +6 位作者 Jiaxin Xu Bin Wu Yuantao Zhang Xin Dong Guoxing Li Baolin Zhang Guotong Du 《Chinese Physics B》 SCIE EI CAS CSCD 2017年第1期482-487,共6页
Temperature-dependent photoluminescence characteristics of organic-inorganic halide perovskite CH3NH3Pb I3-xClx films prepared using a two-step method on ZnO/FTO substrates were investigated. Surface morphology and ab... Temperature-dependent photoluminescence characteristics of organic-inorganic halide perovskite CH3NH3Pb I3-xClx films prepared using a two-step method on ZnO/FTO substrates were investigated. Surface morphology and absorption characteristics of the films were also studied. Scanning electron microscopy revealed large crystals and substrate coverage. The orthorhombic-to-tetragonal phase transition temperature was-140 K. The films' exciton binding energy was 77.6 ± 10.9 meV and the energy of optical phonons was 38.8 ± 2.5 meV. These results suggest that perovskite CH3NH3Pb I(3-x)Clx films have excellent optoelectronic characteristics which further suggests their potential usage in perovskitebased optoelectronic devices. 展开更多
关键词 PEROVSKITE temperature-dependent photoluminescence two-step method ZNO
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Parameter Tuning Method for Dither Compensation of a Pneumatic Proportional Valve with Friction 被引量:5
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作者 WANG Tao SONG Yang +1 位作者 HUANG Leisheng FAN Wei 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2016年第3期607-614,共8页
In the practical application of pneumatic control devices, the nonlinearity of a pneumatic control valve become the main factor affecting the control effect, which comes mainly from the dynamic friction force. The dyn... In the practical application of pneumatic control devices, the nonlinearity of a pneumatic control valve become the main factor affecting the control effect, which comes mainly from the dynamic friction force. The dynamic friction inside the valve may cause hysteresis and a dead zone. In this paper, a dither compensation mechanism is proposed to reduce negative effects on the basis of analyzing the mechanism of friction force. The specific dither signal(using a sinusoidal signal) was superimposed on the control signal of the valve. Based on the relationship between the parameters of the dither signal and the inherent characteristics of the proportional servo valve, a parameter tuning method was proposed, which uses a displacement sensor to measure the maximum static friction inside the valve. According to the experimental results, the proper amplitude ranges are determined for different pressures. In order to get the optimal parameters of the dither signal, some dither compensation experiments have been carried out on different signal amplitude and gas pressure conditions. Optimal parameters are determined under two kinds of pressure conditions. Using tuning parameters the valve spool displacement experiment has been taken. From the experiment results, hysteresis of the proportional servo valve is significantly reduced. And through simulation and experiments, the cut-off frequency of the proportional valve has also been widened. Therefore after adding the dither signal, the static and dynamic characteristics of the proportional valve are both improved to a certain degree. This research proposes a parameter tuning method of dither signal, and the validity of the method is verified experimentally. 展开更多
关键词 proportional valve hysteresis dither compensation parameter tuning method
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Applying the Dynamic Two-Step Method to Forecast Remaining Oil Distribution of Lower Series ,Xiaermen Oilfield 被引量:2
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作者 周红 汤传意 李增辉 《Journal of China University of Geosciences》 SCIE CSCD 2006年第1期65-70,共6页
The distribution of remaining oil is often described qualitatively. The remaining oil distributed in the whole reservoir is calculated according to the characteristics of the space distribution of the saturation of re... The distribution of remaining oil is often described qualitatively. The remaining oil distributed in the whole reservoir is calculated according to the characteristics of the space distribution of the saturation of remaining oil. Logging data are required to accomplish this. However, many such projects cannot be completed. Since the old study of remaining oil distribution could not be quantified efficiently, the "dynamic two-step method" is presented. Firstly, the water cut of every flow unit in one well at one time is calculated according to the comprehensive water cut of a single well at one time. Secondly, the remaining oil saturation of the flow unit of the well at one time is calculated based on the water cut of the flow unit at a given time. The results show that "dynamic two-step method" has characteristics of simplicity and convenience, and is especially suitable for the study of remaining oil distribution at high water-cut stage. The distribution of remaining oil presented banding and potato form, remaining oil was relatively concentrated in faultage neighborhood and imperfect well netting position, and the net thickness of the place was great. This proposal can provide an effective way to forecast remaining oil distribution and enhance oil recovery, especially applied at the high water-cut stage. 展开更多
关键词 dynamic two-step method flow unit quantitative forecast remaining oil
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Preparation of ZnO/GO composite material with highly photocatalytic performance via an improved two-step method 被引量:4
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作者 Ya-Li Chen Chun-E.Zhang +3 位作者 Chao Deng Peng Fei Ming Zhong Bi-Tao Su 《Chinese Chemical Letters》 SCIE CAS CSCD 2013年第6期518-520,共3页
ZnO/graphene oxide(ZnO/GO) composite material,in which ZnO nanoparticles were densely coated on the GO nanosheets,was successfully prepared by an improved two-step method and characterized by IR, XRD,TEM,and UV-vis ... ZnO/graphene oxide(ZnO/GO) composite material,in which ZnO nanoparticles were densely coated on the GO nanosheets,was successfully prepared by an improved two-step method and characterized by IR, XRD,TEM,and UV-vis techniques.The improved photocatalytic property of the ZnO/GO composite material,evaluated by the photocatalytic degradation of methyl orange(MO) under UV irradiation,is ascribed to the intimate contact between ZnO and GO,the enhanced adsorption of MO,the quick electron transfer from excited ZnO particles to GO sheets and the activation of MO molecules viaπ-πinteraction between MO and GO. 展开更多
关键词 ZnO/GO composite material Improved two-step method Characterization Enhanced adsorptive and photocatalytic property
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A Two-stage Tuning Method of Servo Parameters for Feed Drives in Machine Tools 被引量:2
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作者 ZHOU Yong PENG Fang-yu CHEN Ji-hong LI Bin 《International Journal of Plant Engineering and Management》 2007年第3期171-180,共10页
Based on the evaluation of dynamic performance for feed drives in machine tools, this paper presents a two-stage tuning method of servo parameters. In the first stage, the evaluation of dynamic performance, parameter ... Based on the evaluation of dynamic performance for feed drives in machine tools, this paper presents a two-stage tuning method of servo parameters. In the first stage, the evaluation of dynamic performance, parameter tuning and optimization on a mechatronic integrated system simulation platform of feed drives are performed. As a result, a servo parameter combination is acquired. In the second stage, the servo parameter combination from the first stage is set and tuned further in a real machine tool whose dynamic performance is measured and evaluated using the cross grid encoder developed by Heidenhain GmbH. A case study shows that this method simplifies the test process effectively and results in a good dynamic performance in a real machine tool. 展开更多
关键词 two-stage tuning method feed drive servo parameter tuning evaluation of dynamic performance
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Investigation Responses of the Diagrid Structural System of High-rise Buildings Equipped with Tuned Mass Damper Using New Dynamic Method 被引量:1
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作者 Mansour Ghalehnovi Arash Karimipour +1 位作者 Mahmoud Edalati Mehdi Barani 《Journal of Building Material Science》 2019年第2期25-45,共21页
Due to the shortage of land in cities and population growth,the significance of high rise buildings has risen.Controlling lateral displacement of structures under different loading such as an earthquake is an importan... Due to the shortage of land in cities and population growth,the significance of high rise buildings has risen.Controlling lateral displacement of structures under different loading such as an earthquake is an important issue for designers.One of the best systems is the diagrid method which is built with diagonal elements with no columns for manufacturing tall buildings.In this study,the effect of the distribution of the tuned mass damper(TMD)on the structural responses of diagrid tall buildings was investigated using a new dynamic method.So,a diagrid structural systems with variable height with TMDs was solved as an example of structure.The reason for the selection of the diagrid system was the formation of a stiffness matrix for the diagonal and angular elements.Therefore,the effect of TMDs distribution on the story drift,base shear and structural behaviour were studied.The obtained outcomes showed that the TMDs distribution does not significantly affect on improving the behaviour of the diagrid structural system during an earthquake.Furthermore,the new dynamic scheme represented in this study has good performance for analyzing different systems.Abbreviation:TMD-tuned mass damper;SATMD-semiactive-tuned mass dampers;MDOF-multiple degrees of freedom;m_(i)-mass of ith story of the building;c_(i)-damping coefficient of the ith story of the building;k_(i)-stiffness of ith story of the building;x_(i)-displacement of the ith story of the building;md-mass of damper;c_(d)-damping coefficient of the damper;k_(d)-stiffness of damper;x_(d)-displacement of TMD;M_(i)-generalized mass of the ith normal mode;C_(i)-generalized damping of the ith normal mode;K_(i)-generalized stiffness of the ith normal mode;K_(i)(t)-generalized load of the ith normal mode;Y_(i)(t)-generalized displacement of the ith normal mode;[M]-matrices of mass;[C]-matrices of damping;{P(t)}-consequence external forces;N_(i)(τ)-interpolation functions;[Ai]-mechanical properties of the structure. 展开更多
关键词 Base shear Diagrid structural system Dynamic methods Story drift The tuned mass damper Tall building
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PID Parameters for Tuning and Optimization of a Turbine EngineBased on the Simplex Search Method 被引量:1
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作者 ZHANG Hong CAI Yuan-hu CHEN Yu-chun 《International Journal of Plant Engineering and Management》 2009年第4期250-254,共5页
A PID parameters tuning and optimization method for a turbine engine based on the simplex search method was proposed. Taking time delay of combustion and actuator into account, a simulation model of a PID control syst... A PID parameters tuning and optimization method for a turbine engine based on the simplex search method was proposed. Taking time delay of combustion and actuator into account, a simulation model of a PID control system for a turbine engine was developed. A performance index based on the integral of absolute error (IAE) was given as an objective function of optimization. In order to avoid the sensitivity that resulted from the initial values of the simplex search method, the traditional Ziegler-Nichols method was used to tune PID parameters to obtain the initial values at first, then the simplex search method was applied to optimize PID parameters for the turbine engine. Simulation results indicate that the simplex search method is a reasonable and effective method for PID controller parameters tuning and optimization. 展开更多
关键词 turbine engine PID (proportion integral and differential) control simplex search method tuning OPTIMIZATION
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The convergence ball and error analysis of the two-step Secant method
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作者 LIN Rong-fei WU Qing-biao +2 位作者 CHEN Min-hong KHAN Yasir LIU Lu 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2017年第4期397-406,共10页
Under the assumption that the nonlinear operator has Lipschitz continuous divided differences for the first order,we obtain an estimate of the radius of the convergence ball for the two-step secant method.Moreover,we ... Under the assumption that the nonlinear operator has Lipschitz continuous divided differences for the first order,we obtain an estimate of the radius of the convergence ball for the two-step secant method.Moreover,we also provide an error estimate that matches the convergence order of the two-step secant method.At last,we give an application of the proposed theorem. 展开更多
关键词 two-step secant method estimate of radius convergence ball Lipschitz continuous
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A new two-step variational model for multiplicative noise removal with applications to texture images
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作者 ZHANG Long-hui YAO Wen-juan +2 位作者 SHI Sheng-zhu GUO Zhi-chang ZHANG Da-zhi 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2024年第3期486-501,共16页
Multiplicative noise removal problems have attracted much attention in recent years.Unlike additive noise,multiplicative noise destroys almost all information of the original image,especially for texture images.Motiva... Multiplicative noise removal problems have attracted much attention in recent years.Unlike additive noise,multiplicative noise destroys almost all information of the original image,especially for texture images.Motivated by the TV-Stokes model,we propose a new two-step variational model to denoise the texture images corrupted by multiplicative noise with a good geometry explanation in this paper.In the first step,we convert the multiplicative denoising problem into an additive one by the logarithm transform and propagate the isophote directions in the tangential field smoothing.Once the isophote directions are constructed,an image is restored to fit the constructed directions in the second step.The existence and uniqueness of the solution to the variational problems are proved.In these two steps,we use the gradient descent method and construct finite difference schemes to solve the problems.Especially,the augmented Lagrangian method and the fast Fourier transform are adopted to accelerate the calculation.Experimental results show that the proposed model can remove the multiplicative noise efficiently and protect the texture well. 展开更多
关键词 multiplicative noise removal texture images total variation two-step variational method aug-mented Lagrangian method
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Solution of Nonlinear Integro Differential Equations by Two-Step Adomian Decomposition Method (TSAM)
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作者 Maryam Al-Mazmumy Safa O. Almuhalbedi 《International Journal of Modern Nonlinear Theory and Application》 2016年第4期248-255,共8页
The Adomian decomposition method (ADM) can be used to solve a wide range of problems and usually gets the solution in a series form. In this paper, we propose two-step Adomian Decomposition Method (TSAM) for nonlinear... The Adomian decomposition method (ADM) can be used to solve a wide range of problems and usually gets the solution in a series form. In this paper, we propose two-step Adomian Decomposition Method (TSAM) for nonlinear integro-differential equations that will facilitate the calculations. In this modification, compared to the standard Adomian decomposition method, the size of calculations was reduced. This modification also avoids computing Adomian polynomials. Numerical results are given to show the efficiency and performance of this method. 展开更多
关键词 Adomian Decomposition method Nonlinear Volterraintegro-Differential Equations Nonlinear Fredholmintegro-Differential Equations two-step
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Stability and accuracy of central difference method for real-time dynamic substructure testing considering mass participation coefficient
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作者 Zheng Lichang Xu Guoshan +3 位作者 Yang Ge Wang Zhen Yang Kaibo Zheng Zhenyun 《Earthquake Engineering and Engineering Vibration》 SCIE EI CSCD 2024年第3期625-636,共12页
For real-time dynamic substructure testing(RTDST),the influence of the inertia force of fluid specimens on the stability and accuracy of the integration algorithms has never been investigated.Therefore,this study prop... For real-time dynamic substructure testing(RTDST),the influence of the inertia force of fluid specimens on the stability and accuracy of the integration algorithms has never been investigated.Therefore,this study proposes to investigate the stability and accuracy of the central difference method(CDM)for RTDST considering the specimen mass participation coefficient.First,the theory of the CDM for RTDST is presented.Next,the stability and accuracy of the CDM for RTDST considering the specimen mass participation coefficient are investigated.Finally,numerical simulations and experimental tests are conducted for verifying the effectiveness of the method.The study indicates that the stability of the algorithm is affected by the mass participation coefficient of the specimen,and the stability limit first increases and then decreases as the mass participation coefficient increases.In most cases,the mass participation coefficient will increase the stability limit of the algorithm,but in specific circumstances,the algorithm may lose its stability.The stability and accuracy of the CDM considering the mass participation coefficient are verified by numerical simulations and experimental tests on a three-story frame structure with a tuned liquid damper. 展开更多
关键词 real-time dynamic substructure testing central difference method STABILITY mass participation coefficient tuned liquid damper
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TLD-高层建筑结构随机响应简明解法研究
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作者 邹万杰 梁敏容 +2 位作者 李创第 经承贵 葛新广 《工程抗震与加固改造》 北大核心 2025年第5期72-82,共11页
对于设置调谐液体阻尼器(tuned liquid damper,TLD)耗能保护系统的结构体系,在胡聿贤谱地震激励下采用传统方法求解响应较为复杂的问题,提出基于随机振动和复模态理论等的简明分析方法。首先,通过集中质量法简化TLD装置,获得其等效力学... 对于设置调谐液体阻尼器(tuned liquid damper,TLD)耗能保护系统的结构体系,在胡聿贤谱地震激励下采用传统方法求解响应较为复杂的问题,提出基于随机振动和复模态理论等的简明分析方法。首先,通过集中质量法简化TLD装置,获得其等效力学模型,建立TLD-高层建筑结构体系的运动方程组,利用滤波方程对胡聿贤谱进行双重过滤处理,可将胡聿贤激励谱等效转化为白噪声激励形式,进而重构TLD-高层建筑结构体系的运动方程组;其次,利用复模态法对结构系统进行降阶解耦处理,以获得包括位移、速度、层间位移、层间速度以及位移变化率在内的系列响应,将这些响应统一转化为不同响应模态下TLD耗能结构系统的Duhamel积分表达式形式;再次,运用Wiener-Khinchin定理并结合功率谱密度函数与协方差函数的关系,推导出TLD-高层建筑结构系统的地面加速度、绝对位移以及层间位移的功率谱,通过积分运算,获得系列响应的0~2阶谱矩;最后,结合算例分析,通过与虚拟激励法所获功率谱、0~2阶谱矩进行对比,验证本方法求解动力响应的精确性与高效性。 展开更多
关键词 TLD 虚拟激励法 胡聿贤谱 复模态法 谱矩 响应方差
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调谐液体阻尼器-高层结构的实用抗震分析方法
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作者 邹万杰 梁敏容 +2 位作者 李创第 葛新广 经承贵 《防灾减灾工程学报》 北大核心 2025年第2期282-294,共13页
针对设置调谐液体阻尼器(TLD)的高层结构在随机地震动激励下的响应求解方法复杂的问题,基于有限元动力分析技术和功率谱的二次式分解法,研究了顶层设置TLD的高层建筑结构在胡聿贤地震激励谱下动力响应谱矩的简明封闭解法。首先,根据TLD... 针对设置调谐液体阻尼器(TLD)的高层结构在随机地震动激励下的响应求解方法复杂的问题,基于有限元动力分析技术和功率谱的二次式分解法,研究了顶层设置TLD的高层建筑结构在胡聿贤地震激励谱下动力响应谱矩的简明封闭解法。首先,根据TLD线性力学模型,建立TLD-高层建筑结构耦合地震动方程,再利用有限元分析技术获得高层建筑结构动力特性,重构以实模态表示的TLD-高层建筑结构等效动力学方程,解决了复杂受控结构动力特性不易获取的问题。其次,基于复模态法和二次式分解法推导了高层建筑结构的结构绝对位移、层间位移、方差和0~2阶谱矩的简明封闭解。最后,以一实际结构作为算例分析,通过本文方法所得楼层和节点谱矩与虚拟激励法计算结果对比,验证了所得响应谱矩的正确性;并探讨了结构振型数和TLD参数对减震性能的影响。结果表明:结构前三阶振型能保证响应结果的精度,且适当增大TLD长度、高度和选取合适阻尼比可有效提高高层结构的抗震性能。 展开更多
关键词 调谐液体阻尼器(TLD) 胡聿贤随机激励谱 二次式分解法 实用分析法 参数分析
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等离子清洗用射频电源自动阻抗匹配解析调谐法
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作者 薛家祥 蓝智绅 《中国测试》 北大核心 2025年第8期13-20,共8页
针对等离子清洗用射频电源阻抗匹配器匹配时间过长的问题,该文提出一种基于L型匹配网络的自动阻抗匹配解析调谐法。根据射频系统中射频VI probe提供的反射系数信息,理论推导在各种负载下达到阻抗匹配所需的匹配网路参数的计算公式,最后... 针对等离子清洗用射频电源阻抗匹配器匹配时间过长的问题,该文提出一种基于L型匹配网络的自动阻抗匹配解析调谐法。根据射频系统中射频VI probe提供的反射系数信息,理论推导在各种负载下达到阻抗匹配所需的匹配网路参数的计算公式,最后通过控制部分调整可调电容的容值,进而实现射频电源系统与真空等离子腔体负载的阻抗匹配。为验证算法的可靠性,搭建Matlab/Simulink仿真对比验证算法相比于传统智能算法拥有更快的运行速度,仿真结果表明,解析调谐法能在10 ms左右将反射系数的模降至0.01。通过实际上机实验获取输出电压与输出电流波形,并监测正反向功率和反射系数,13.56 MHz射频电源系统在500 W输出功率下反射系数的模为0.104,结果表明解析调谐法能很好地应对真空等离子腔体负载阻抗的变化,阻抗匹配效果良好,可保证等离子体的稳定电离,优化等离子清洗效果。 展开更多
关键词 等离子清洗 射频 阻抗匹配 解析法 自动调谐
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基于神经网络超参数优化方法的堆芯中子学参数预测研究
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作者 张凡 张俊达 +3 位作者 孙启政 肖维 刘晓晶 张滕飞 《核技术》 北大核心 2025年第10期178-187,共10页
神经网络可以基于大量数据学习输入输出变量之间的关系,具有强大的拟合能力,在包括核工程计算领域常用作程序的代理模型。中子输运计算作为中子学模拟的核心环节之一,其耗时较长的问题可以利用神经网络模型来解决。然而,神经网络模型具... 神经网络可以基于大量数据学习输入输出变量之间的关系,具有强大的拟合能力,在包括核工程计算领域常用作程序的代理模型。中子输运计算作为中子学模拟的核心环节之一,其耗时较长的问题可以利用神经网络模型来解决。然而,神经网络模型具有一系列超参数需要设置,而手动调节这些超参数工作量大,重复繁琐,只能依靠经验进行,而且求解不同问题时这些超参数不可复用。为了解决以上问题,本文提出了一种采用贝叶斯优化(Bayesian Optimization)的算法来调节神经网络超参数,结合了自适应学习率衰减、损失函数优化方法,它可以针对不同问题的数据集,自动搜索超参数的最佳组合,以获得最佳性能,具有很高的灵活性和效率,泛化性强。本文对TAKEDA基准题得到的堆芯关键参数进行拟合,数据集由VITAS程序计算TAKEDA1、2基准题得出,分别为10 000与20 000组,输入为堆芯排布顺序,输出为有效增殖因数keff和区域积分通量φ,并将堆芯排布顺序映射为一维向量,以6∶4的比例划分为训练集和验证集。将手动设置的超参数及贝叶斯优化输出的超参数作为神经网络训练参数进行了实验比较,结果表明:贝叶斯优化有效地提升了神经网络的精度,有效增殖因数keff的平均误差在1.50×10-3以内,TAKEDA1数据集上区域积分通量φ的平均误差率为1.72%,最大误差率为7.56%。该研究可为人工智能在堆芯物理计算理论的应用提供一定参考。 展开更多
关键词 贝叶斯优化超参数 全连接神经网络 中子输运计算 学习率衰减 损失函数优化方法
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Finite Element Simulation of the Vibratory Characteristics for Quartz Tuning Fork Gyroscope 被引量:2
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作者 王莹 孙雨南 秦秉坤 《Journal of Beijing Institute of Technology》 EI CAS 2002年第2期155-158,共4页
The micro quartz crystal tuning fork gyroscope is a new type of vibratory gyroscope. The gyroscope should be analyzed and simulated early in the design stage in order to offer reliable basis for design and to shorten ... The micro quartz crystal tuning fork gyroscope is a new type of vibratory gyroscope. The gyroscope should be analyzed and simulated early in the design stage in order to offer reliable basis for design and to shorten the period of development. Thus the vibratory characteristics of the gyroscope is simulated with the finite element method of coupled field. The optimum exciting frequency and the factors which influence the gyroscope sensitivity are determined. The method for adjusting the frequency deviation between driving and detecting modes is also proposed. 展开更多
关键词 quartz gyroscope tuning fork finite element method
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