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Train wheel-rail force collaborative calibration based on GNN-LSTM
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作者 Changfan Zhang Zihao Yu Lin Jia 《High-Speed Railway》 2024年第2期85-91,共7页
Accurate wheel-rail force data serves as the cornerstone for analyzing the wheel-rail relationship.However,achieving continuous and precise measurement of this force remains a significant challenge in the field.This a... Accurate wheel-rail force data serves as the cornerstone for analyzing the wheel-rail relationship.However,achieving continuous and precise measurement of this force remains a significant challenge in the field.This article introduces a calibration algorithm for the wheel-rail force that leverages graph neural networks and long short-term memory networks.Initially,a comprehensive wheel-rail force detection system for trains was constructed,encompassing two key components:an instrumented wheelset and a ground wheel-rail force measuring system.Subsequently,utilizing this system,two distinct datasets were acquired from the track inspection vehicle:instrumented wheelset data and ground wheel-rail force data,a feedforward neural network was employed to calibrate the instrumented wheelset data,referencing the ground wheel-rail force data.Furthermore,ground wheel-rail force data for the locomotive was obtained for the corresponding road section.This data was then integrated with the calibrated instrumented wheelset data from the track inspection vehicle.Leveraging the GNN-LSTM network,the article establishes a mapping relationship model between the wheel-rail force of the track inspection vehicle and the locomotive wheel-rail force.This model facilitates continuous measurement of locomotive wheel-rail forces across three typical scenarios:straight sections,long and steep downhill sections,and small curve radius sections. 展开更多
关键词 RAILWAY wheel-rail force Deep learning Instrumented wheelset Ground wheel-rail force measuring system
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Research on the influence of flexible wheelset rotation effect on wheel rail contact force
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作者 Lixia Sun Yuanwu Cai +2 位作者 Di Cheng Xiaoyi Hu Chunyang Zhou 《Railway Sciences》 2024年第3期367-387,共21页
Purpose-Under the high-speed operating conditions,the effects of wheelset elastic deformation on the wheel rail dynamic forces will become more notable compared to the low-speed condition.In order to meet different an... Purpose-Under the high-speed operating conditions,the effects of wheelset elastic deformation on the wheel rail dynamic forces will become more notable compared to the low-speed condition.In order to meet different analysis requirements and selecting appropriate models to analyzing the wheel rail interaction,it is crucial to understand the influence of wheelset flexibility on the wheel-rail dynamics under different speeds and track excitations condition.Design/methodology/approach-The wheel rail contact points solving method and vehicle dynamics equations considering wheelset flexibility in the trajectory body coordinate system were investigated in this paper.As for the wheel-rail contact forces,which is a particular force element in vehicle multibody system,a method for calculating the Jacobian matrix of the wheel-rail contact force is proposed to better couple the wheel-rail contact force calculation with the vehicle dynamics response calculation.Based on the flexible wheelset modeling approach in this paper,two vehicle dynamic models considering the wheelset as both elastic and rigid bodies are established,two kinds of track excitations,namely normal measured track irregularities and short-wave irregularities are used,wheel-rail geometric contact characteristic and wheel-rail contact forces in both time and frequency domains are compared with the two models in order to study the influence of flexible wheelset rotation effect on wheel rail contact force.Findings-Under normal track irregularity excitations,the amplitudes of vertical,longitudinal and lateral forces computed by the flexible wheelset model are smaller than those of the rigid wheelset model,and the virtual penetration and equivalent contact patch are also slightly smaller.For the flexible wheelset model,the wheel rail longitudinal and lateral creepages will also decrease.The higher the vehicle speed,the larger the differences in wheel-rail forces computed by the flexible and rigid wheelset model.Under track short-wave irregularity excitations,the vertical force amplitude computed by the flexible wheelset is also smaller than that of the rigid wheelset.However,unlike the excitation case of measured track irregularity,under short-wave excitations,for the speed within the range of 200 to 350 km/h,the difference in the amplitude of the vertical force between the flexible and rigid wheelset models gradually decreases as the speed increase.This is partly due to the contribution of wheelset's elastic vibration under short-wave excitations.For low-frequency wheel-rail force analysis problems at speeds of 350 km/h and above,as well as high-frequency wheel-rail interaction analysis problems under various speed conditions,the flexible wheelset model will give results agrees better with the reality.Originality/value-This study provides reference for the modeling method of the flexible wheelset and the coupling method of wheel-rail contact force to the vehicle multibody dynamics system.Furthermore,by comparative research,the influence of wheelset flexibility and rotation on wheel-rail dynamic behavior are obtained,which is useful to the application scope of rigid and flexible wheelset models. 展开更多
关键词 Flexible wheelset Contact points calculation Rotational effects Elastic modes wheel-rail force Papertype Researchpaper
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Artificial Neural Network Ability in Evaluation of Random Wave-Induced Inline Force on A Vertical Cylinder 被引量:3
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作者 Lotfollahi-Yaghin,M.A. Pourtaghi,A +1 位作者 Sanaaty,B Lotfollahi-Yaghin,A. 《China Ocean Engineering》 SCIE EI 2012年第1期19-36,共18页
An approach based on artificial neural network (ANN) is used to develop predictive relations between hydrodynamic inline force on a vertical cylinder and some effective parameters. The data used to calibrate and val... An approach based on artificial neural network (ANN) is used to develop predictive relations between hydrodynamic inline force on a vertical cylinder and some effective parameters. The data used to calibrate and validate the ANN models are obtained from an experiment. Multilayer feed-forward neural networks that are trained with the back-propagation algorithm are constructed by use of three design parameters (i.e. wave surface height, horizontal and vertical velocities) as network inputs and the ultimate inline force as the only output. A sensitivity analysis is conducted on the ANN models to investigate the generalization ability (robustness) of the developed models, and predictions from the ANN models are compared to those obtained from Morison equation which is usually used to determine inline force as a computational method. With the existing data, it is found that least square method (LSM) gives less error in determining drag and inertia coefficients of Morison equation. With regard to the predicted results agreeing with calculations achieved from Morison equation that used LSM method, neural network has high efficiency considering its convenience, simplicity and promptitude. The outcome of this study can contribute to reducing the errors in predicting hydrodynamic inline force by use of ANN and to improve the reliability of that in comparison with the more practical state of Morison equation. Therefore, this method can be applied to relevant engineering projects with satisfactory results 展开更多
关键词 neural network random waves Morison equation HYDRODYNAMICS inline force
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Analysis on column-bracing forces considering random initial imperfections 被引量:2
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作者 赵金友 张耀春 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2011年第2期119-126,共8页
A large number of column-bracing systems were modeled and analyzed by second-order analysis using finite element program ANSYS,in which the random combination of the initial imperfections between columns and horizonta... A large number of column-bracing systems were modeled and analyzed by second-order analysis using finite element program ANSYS,in which the random combination of the initial imperfections between columns and horizontal braces was well considered by Monte Carlo Method.According to the analysis results,four kinds of instability modes of column-bracing systems were found,the probability density function of the mid-height horizontal bracing forces was established based on probability statistics,and the design bracing forces were also obtained.The results indicated that the above design bracing forces are smaller than that proposed by the "Code for design of steel structures"(GB50017-2003) when the top axial compressions on the braced columns are equal,and much smaller than the latter when the top axial compressions on the braced columns are unequal.The results also indicated that the random combination of the initial imperfections between columns and horizontal braces leads to the randomness of the mid-height horizontal bracing forces in compression or in tension,so that the design bracing forces can be reduced. 展开更多
关键词 column-bracing system bracing forces Monte Carlo Method initial imperfection random combination
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An integrated approach for the optimization of wheel-rail contact force measurement systems 被引量:3
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作者 S.Papini L.Pugi +1 位作者 A.Rindi E.Meli 《Journal of Modern Transportation》 2013年第2期95-102,共8页
A comprehension of railway dynamic behavior implies the measure of wheel-rail contact forces which are affected by disturbances and errors that are often difficult to be quantified. In this study, a benchmark test cas... A comprehension of railway dynamic behavior implies the measure of wheel-rail contact forces which are affected by disturbances and errors that are often difficult to be quantified. In this study, a benchmark test case is proposed, and a bogie with a layout used on some European locomotives such as SIEMENS El90 is studied. In this layout, an additional shaft on which brake disks are installed is used to transmit the braking torque to the wheelset through a single-stage gearbox. Using a mixed approach based on finite element techniques and statistical considerations, it is possible to evaluate an optimal layout for strain gauge positioning and to optimize the measurement system to diminish the effects of noise and disturbance. We also conducted preliminary evaluations on the precision and frequency response of the proposed system. 展开更多
关键词 wheel-rail interaction Contact force - Straingauge
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Study on Current-Random Wave Forces Acting on a Framework
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作者 E, XQ Shao, CP Gao, YX 《China Ocean Engineering》 SCIE EI 1998年第3期265-274,共10页
The forces of random wave plus current acting on a simplified offshore platform (jacket) model have been studied numerically and experimentally. The numerical results are in good agreement with experiments. The mean f... The forces of random wave plus current acting on a simplified offshore platform (jacket) model have been studied numerically and experimentally. The numerical results are in good agreement with experiments. The mean force can be approximated as a function of equivalent velocity parameter and the root-mean-square force as a function of equivalent significant wave height parameter. 展开更多
关键词 random wave wave forces current condition JACKET FRAMEWORK
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Modeling of Energy Processes in Wheel-Rail Contacts Operating under Influence of Periodic Discontinuous Forces
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作者 Zdzislaw Trzaska 《Journal of Transportation Technologies》 2012年第2期129-143,共15页
In this paper we present new numerical simulation approaches for determining the energy processes under periodic conditions caused by time-discontinuous forces in the wheel-rail contacts. The main advantage of the pre... In this paper we present new numerical simulation approaches for determining the energy processes under periodic conditions caused by time-discontinuous forces in the wheel-rail contacts. The main advantage of the presented method is the total elimination of frequency analysis, which in effect introduces important simplifications in the identification of the effects in the contact. The second important feature is the fact that the method is based on the analysis of appropriate loops on the energy phase plane leading to an easy estimation of the rail strength through the evaluation of the loop’s area. That model based simulation in the applied dynamics relies on advanced methods for model setup, robust and efficient numerical solution techniques and powerful simulation tools for practical applications. Fundamental properties of contact displacements of the rail surface have been considered on the basis of the newly established method. The contact zone between railway wheels and the rail surfaces made of bulk materials is perceived as strong enough to resist the normal (vertical) forces introduced by heavy loads and the dynamic response induced by track and wheel irregularities. The analysis is carried out for a wheel running on an elastic rail rested on sleepers arranged on completely rigid foundation. The equations of displacement motion are established through the application of the Lagrange equations approach. The established model of the wheel-rail contact dynamics has been applied to that same roll plane but with taking into account a nonlinear characteristic of the sleeper with respect to the ground. Attention then is focused completely on the modeling of the energy absorbed by the rail. The applied method employs the energy state variables as time functions leading to determine the susceptibility of a given contact on the strength induced by the rail roll. 展开更多
关键词 wheel-rail Contact ENERGY Process PERIODIC DISCONTINUOUS force One-Period ENERGY ENERGY LOOP
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Continuous Dependence for the 3D Primitive Equations of Large Scale Ocean Under Random Force
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作者 LI Yuan-fei 《Chinese Quarterly Journal of Mathematics》 2021年第3期296-307,共12页
In this paper,we consider the initial-boundary value problem for the large scale three-dimensional(3D)viscous primitive equations under random force.Assuming that the random force and the heat source satisfy the some ... In this paper,we consider the initial-boundary value problem for the large scale three-dimensional(3D)viscous primitive equations under random force.Assuming that the random force and the heat source satisfy the some assumptions,we firstly establish rigorous a priori bounds with coefficients which depend only on boundary data,initial data and the geometry of the problem,and then with the aid of these a priori bounds,the continuous dependence of the solution on changes in the heat source is obtained. 展开更多
关键词 Primitive equations of the ocean The heat source Continuous dependence random force
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Simulation of Influence of Partially Coherent Gaussian Laser Beam on Gradient Force Acting on Dielectric Nanoparticle inside Random Medium
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作者 Quang Quy Ho 《Journal of Physical Science and Application》 2012年第8期301-305,共5页
The partially coherent beams propagating through random media have been used in the past to enhance effect of nonlinear optical interaction. Moreover, after propagation through a random (or turbulent) medium the coh... The partially coherent beams propagating through random media have been used in the past to enhance effect of nonlinear optical interaction. Moreover, after propagation through a random (or turbulent) medium the coherent beam becomes a partially coherent one. In this research, the analytical formula for the average intensity of Gaussian beam propagating through random medium is derived and the influence of coherent partiality on optical gradient force acting on dielectric particle rounded by a random media is investigated. 展开更多
关键词 Optical trap partially coherent Gaussian beam random medium gradient force.
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Effects of Second-Order Sum-and Difference-Frequency Wave Forces on the Motion Response of a Tension-Leg Platform Considering the Set-down Motion 被引量:3
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作者 WANG Bin TANG Yougang CAI Runbo 《Journal of Ocean University of China》 SCIE CAS CSCD 2018年第2期311-319,共9页
This paper presents a study on the motion response of a tension-leg platform(TLP) under first-and second-order wave forces, including the mean-drift force, difference and sum-frequency forces. The second-order wave fo... This paper presents a study on the motion response of a tension-leg platform(TLP) under first-and second-order wave forces, including the mean-drift force, difference and sum-frequency forces. The second-order wave force is calculated using the full-field quadratic transfer function(QTF). The coupled effect of the horizontal motions, such as surge, sway and yaw motions, and the set-down motion are taken into consideration by the nonlinear restoring matrix. The time-domain analysis with 50-yr random sea state is performed. A comparison of the results of different case studies is made to assess the influence of second-order wave force on the motions of the platform. The analysis shows that the second-order wave force has a major impact on motions of the TLP. The second-order difference-frequency wave force has an obvious influence on the low-frequency motions of surge and sway, and also will induce a large set-down motion which is an important part of heave motion. Besides, the second-order sum-frequency force will induce a set of high-frequency motions of roll and pitch. However, little influence of second-order wave force is found on the yaw motion. 展开更多
关键词 tension-leg platform random WAVE SECOND-ORDER WAVE force quadratic transfer function sum-frequency differencefrequency set-down MOTION
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Safety evaluation for railway vehicles using an improved indirect measurement method of wheel–rail forces 被引量:8
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作者 Jing Zeng Lai Wei Pingbo Wu 《Journal of Modern Transportation》 2016年第2期114-123,共10页
The wheel-rail force measurement is of great importance to the condition monitoring and safety evaluation of railway vehicles. In this paper, an improved indirect method for wheel-rail force measurement is proposed to... The wheel-rail force measurement is of great importance to the condition monitoring and safety evaluation of railway vehicles. In this paper, an improved indirect method for wheel-rail force measurement is proposed to evaluate the running safety of railway vehicles. In this method, the equilibrium equations of a suspended wheelset are derived and the wheel-rail forces are then be obtained from measured suspension and inertia forces. This indirect method avoids structural modifications to the wheelset and is applicable to the long-term operation of railway vehicles. As the wheel-rail lateral forces at two sides of the wheelset are difficult to separate, a new derailment criterion by combined use of wheelset derailment coefficient and wheel unloading ratio is proposed. To illustrate its effectiveness, the indirect method is applied to safety evaluation of rail- way vehicles in different scenarios, such as the cross wind safety of a high-speed train and the safety of a metro vehicle with hunting motions. Then, the feasibility of using this method to identify wheel-rail forces for low-floor light rail vehicles with resilient wheels is discussed. The values identified by this method is compared with that by Simpack simulation for the same low-floor vehicle, which shows a good coincidence between them in the time domain of the wheelset lateral force and the wheel-rail vertical force. In addition, use of the method to determine the high-frequency wheel-rail interaction forces reveals that it is possible to identify the high-frequency wheel-rail forces through the accelerations on the axle box. 展开更多
关键词 wheel-rail force Safety evaluation - Indirect method Union safety domain Wheelset derailment coefficient Hunting motions Cross wind Low-floor vehicle
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Dynamic performance of six-axle locomotive subjected to asymmetric brake shoe forces 被引量:2
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作者 LIU Peng-fei ZHANG Kai-long CAO Yun-qiang 《Journal of Central South University》 SCIE EI CAS CSCD 2020年第9期2776-2791,共16页
To research the influence of asymmetric brake shoe forces(ABSF)induced by braking failure on the dynamic performance of six-axle locomotive,the static equilibrium model of three-axle bogie and dynamic model for locomo... To research the influence of asymmetric brake shoe forces(ABSF)induced by braking failure on the dynamic performance of six-axle locomotive,the static equilibrium model of three-axle bogie and dynamic model for locomotive are established.The coupling vibration equations of axle hung motor and wheelset are derived.For the air braking,the influence mechanism of ABSF on the wheel-rail asymmetric motion and force characteristics are discussed.It can be found that if the ABSF is applied in the front wheelset,all the wheelsets move laterally in the same direction.Once the ABSF occurs in the middle or rear one,other wheelsets may move laterally towards the opposite direction.The motion amplitude and direction of all wheelsets strictly depend on the resultant moment of suspension yawing moment and brake shoe asymmetric moment.For the asymmetric braking,the free lateral gap of axle-box could increase the wheelset motion amplitude,but could not change the moving direction.In both the straight line and curve,the ABSF may lead to wheelset misaligning motion,intensify the wheel-rail lateral dynamic interaction and deteriorate wheel-rail contact state.Especially for the steering wheelsets,the asymmetric braking increases the wheelset attack angle significantly,which forms the worst braking condition. 展开更多
关键词 LOCOMOTIVE brake shoe force dynamic performance asymmetric braking wheel-rail contact
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Spectral Analysis of Nonlinear Drag Forces
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作者 马汝建 李桂喜 赵东 《China Ocean Engineering》 SCIE EI 2005年第2期325-332,共8页
The spectral properties of nonlinear drag forces of random waves on vertical circular cylinders are analyzed in this paper by means of nonlinear spectral analysis. The analysis provides basic parameters for estimation... The spectral properties of nonlinear drag forces of random waves on vertical circular cylinders are analyzed in this paper by means of nonlinear spectral analysis. The analysis provides basic parameters for estimation of the characteristic drag forces. Numerical computation is also performed for the investigation of the effects of nonlinearity of the drag forces. The results indicate that the wave drag forces calculated by linear wave theory are larger than those calculated by the third order Stokes wave theory for given waves. The difference between them increases with wave height. The wave drag forces calculated by use of linear approximation are about 5% smaller than their actual values when measured in the peak values of spectral densities. This will result in a safety problem for the design of offshore structures. Therefore, the nonlinear effect of wave drag forces should be taken into consideration in design and application of important offshore structures. 展开更多
关键词 offshore engineering random wave drag force NONLINEARITY spectral property Stokes wave theory
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RESEARCH ANNOUNCEMENTS——Random Attractors for a Dissipative Quasi-geostrophic Dynamical System Under Stochastic Forcing
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作者 黄代文 GUO Boling 《数学进展》 CSCD 北大核心 2007年第1期119-121,共3页
We consider the two-dimensional stochastic quasi-geostrophic equation ■=1/(R_e)△~2■-r/2△■+f(x,y,t)(1.1) on a regular bounded open domain D ■,where ■ is the stream function,F Froude Number (F≈O(1)),R_e Reynolds... We consider the two-dimensional stochastic quasi-geostrophic equation ■=1/(R_e)△~2■-r/2△■+f(x,y,t)(1.1) on a regular bounded open domain D ■,where ■ is the stream function,F Froude Number (F≈O(1)),R_e Reynolds number(R_e■10~2),β_0 a positive constant(β_0≈O(10^(-1)),r the Ekman dissipation constant(r≈o(1)),the external forcing term f(x,y,t)=-(dW)/(dt)(the definition of W will be given later)a Gaussian random field,white noise in time,subject to the 展开更多
关键词 RESEARCH ANNOUNCEMENTS random Attractors for a Dissipative Quasi-geostrophic Dynamical System Under Stochastic forcing
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轨道不平顺激励对高温超导磁浮列车电机悬挂的影响
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作者 郑杰 何沛恒 +2 位作者 李强 邓斌 邓自刚 《机车电传动》 2024年第1期101-108,共8页
高温超导磁浮列车在运行过程中受到轨道随机不平顺激励的影响,车体和磁浮架的振动会传递至直线电机动子而导致气隙变化,变化后的电磁力反作用于电机悬挂系统,进而影响磁浮架和车体振动。二者的耦合振动一定程度上会影响高温超导磁浮列... 高温超导磁浮列车在运行过程中受到轨道随机不平顺激励的影响,车体和磁浮架的振动会传递至直线电机动子而导致气隙变化,变化后的电磁力反作用于电机悬挂系统,进而影响磁浮架和车体振动。二者的耦合振动一定程度上会影响高温超导磁浮列车的安全运行。为了减少轨道随机不平顺激励对电机悬挂系统的影响,文章建立了多刚体动力学理论模型,并在周期性激励的作用下,对理论模型进行了动力学响应的仿真验证,证明了动力学理论模型的正确性。进一步地,在UM软件中以电机法向力和轨道随机不平顺作为外部激励,对高温超导磁浮列车动力学模型进行仿真,研究了电机悬挂系统的垂向刚度对直线电机气隙、车体和悬浮架振动、列车运行平稳性等参数的影响并对该刚度值进行了合理优化。结果表明:增大直线电机悬挂系统的垂向刚度能一定程度提高车体平稳性;同时增大垂向刚度能一定程度上减小气隙的变化和电机的振动,从而降低和悬浮架的耦合作用。研究结果是在特定的结构参数、负载条件下的仿真分析结果,可为高温超导磁浮列车动力学分析提供一定参考作用。 展开更多
关键词 轨道随机不平顺 法向力 高温超导磁浮列车 直线电机悬挂 UM
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喷溅水滴在白噪声激励下的运动特性
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作者 张华 邓威 《水力发电学报》 CSCD 北大核心 2024年第8期89-97,共9页
针对溅抛水滴在水舌风场的随机运动机制的科学问题,基于布朗运动的机制,提出运动于坝下游空间的挑流喷溅水滴,会受到大量气体分子的碰撞而产生随机力的物理思想,建立水滴运动随机微分方程,并应用量纲分析方法,获得了扩散系数的数学表达... 针对溅抛水滴在水舌风场的随机运动机制的科学问题,基于布朗运动的机制,提出运动于坝下游空间的挑流喷溅水滴,会受到大量气体分子的碰撞而产生随机力的物理思想,建立水滴运动随机微分方程,并应用量纲分析方法,获得了扩散系数的数学表达式,进而确立了水滴随机运动数学模型。应用该模型计算得到了随机力作用下水滴运动速度和运动轨迹的变化规律;并对溅水实验进行了数值模拟,计算得到的喷溅范围更接近于实验观测值,验证了水滴随机运动数学模型的正确性。 展开更多
关键词 喷溅水滴 随机力 随机微分方程 扩散系数 喷溅范围 降雨强度
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基于GEE的中国不同生态系统林火驱动力研究
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作者 马丹 汤志伟 +2 位作者 马小玉 邵尔辉 黄达沧 《应用科学学报》 CAS CSCD 北大核心 2024年第4期684-694,共11页
针对同时对大尺度范围内的不同生态系统林火驱动力研究的难题,提出一种基于谷歌地球引擎(google earth engine,GEE)实现大范围不同生态系统林火驱动力的分析方法。首先基于GEE在线获取中国4个主要不同生态系统林火数据集、Sentinel-2卫... 针对同时对大尺度范围内的不同生态系统林火驱动力研究的难题,提出一种基于谷歌地球引擎(google earth engine,GEE)实现大范围不同生态系统林火驱动力的分析方法。首先基于GEE在线获取中国4个主要不同生态系统林火数据集、Sentinel-2卫星影像和驱动因子等信息,再通过Sentinel-2影像提取的归一化燃烧率差值筛选真实林火点,然后利用随机森林、支持向量机和增强回归树法对林火点分类并评价其表现,最后筛选最佳方法进行林火驱动力重要性分析。研究结果表明:随机森林预测林火的精度最高,均超过92%;山西省长治市和内蒙古大兴安岭地区林火最重要的驱动力分别为人口分布和最高温度,而四川省凉山彝族自治州和江西省赣州市林火发生最重要的两个驱动因子均为帕默尔干旱指数和土壤湿度。研究证明基于GEE的方法可有效地同时实现大范围内中国不同生态系统林火驱动力研究。 展开更多
关键词 林火 驱动力 随机森林 支持向量机 增强回归树 谷歌地球引擎
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中国省域新质生产力空间网络结构动态演进及驱动力分析
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作者 魏峰 范晓凯 《金融发展研究》 北大核心 2024年第9期14-24,共11页
为推动区域协调发展和新质生产力的均衡布局,本文基于K-means聚类分析和随机森林算法测算了2012—2022年中国30个省份的新质生产力发展水平,采用社会网络分析方法系统地研究了中国省域新质生产力空间网络的动态演进特征,并结合文本分析... 为推动区域协调发展和新质生产力的均衡布局,本文基于K-means聚类分析和随机森林算法测算了2012—2022年中国30个省份的新质生产力发展水平,采用社会网络分析方法系统地研究了中国省域新质生产力空间网络的动态演进特征,并结合文本分析和QAP回归模型探讨了省域新质生产力空间网络差异的驱动因素。研究发现:中国新质生产力整体上呈上升趋势,但区域间发展不均衡问题突出,呈现出东强西弱的特点;在空间分布上,省域新质生产力空间网络的复杂度逐年增加,网络关联和互动不断增强,其中东部沿海省份始终处于核心区域,中部省份逐渐进入核心区,而东北地区始终处于边缘区域。此外,QAP回归结果显示,加强技术进步、提高人力资本素质和有效利用数据要素可以显著提升省域新质生产力水平,推动区域经济的协调和可持续发展。 展开更多
关键词 新质生产力 随机森林算法 社会网络分析 文本分析方法 QAP
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肌电控制虚拟现实游戏的腕部训练系统研究 被引量:1
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作者 段银鑫 曾洪 宋爱国 《南京信息工程大学学报(自然科学版)》 CAS 北大核心 2024年第1期76-82,共7页
针对传统腕部康复训练方法训练内容枯燥、用户参与训练的积极性低导致训练效率低的问题,设计了一种肌电控制虚拟现实游戏的腕部训练系统.采集腕部运动时的表面肌电信号,并通过肌肉协同原理解码出腕关节运动意图,用于虚拟现实游戏的控制... 针对传统腕部康复训练方法训练内容枯燥、用户参与训练的积极性低导致训练效率低的问题,设计了一种肌电控制虚拟现实游戏的腕部训练系统.采集腕部运动时的表面肌电信号,并通过肌肉协同原理解码出腕关节运动意图,用于虚拟现实游戏的控制;在虚拟现实游戏中引入随机干扰力,通过阻抗控制的方式实现与虚拟现实环境的交互,使得用户可以探索不同的运动控制方式.通过模型标定实验,验证了系统的可行性,并且开展了训练实验,通过评估任务的完成时间以及路径效率评估训练效果.实验结果表明,通过引入随机干扰力进行训练相对于无随机干扰力进行训练,任务的完成时间减少了24%,路径效率提升了26%,所设计的训练系统可以使得用户以更高效方法进行运动控制,提高了训练的效率. 展开更多
关键词 表面肌电 虚拟现实游戏 肌肉协同 随机干扰力 阻抗控制
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一种新的多能互补分布式能源系统动态约束工作点设计方法 被引量:1
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作者 张瑞芳 崔国民 +3 位作者 徐玥 肖媛 易智康 郭佳 《动力工程学报》 CAS CSCD 北大核心 2024年第1期128-137,共10页
提出了一种新的动态约束工作点设计方法,通过调节部分设备容量,并同步优化储能设备容量,强化储能设备削峰填谷的优势。以经济性最优为目标,以系统中各设备容量为优化变量,将容量配置优化模型与强制进化随机游走算法相结合,并将其应用于... 提出了一种新的动态约束工作点设计方法,通过调节部分设备容量,并同步优化储能设备容量,强化储能设备削峰填谷的优势。以经济性最优为目标,以系统中各设备容量为优化变量,将容量配置优化模型与强制进化随机游走算法相结合,并将其应用于具体算例。结果表明:相比其他3种方案,采用动态约束工作点设计方法后年综合费用分别降低了11.3%、8.8%和4.1%,进一步提高了系统的经济性。 展开更多
关键词 MCDES 动态约束工作点 优化配置 强制进化随机游走算法
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