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Concept Drift Detection and Adaptation Method for IoT Security Framework
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作者 Yin Jie Xie Wenwei +2 位作者 Liang Guangjun Zhang Lanping Zhang Xixi 《China Communications》 2025年第12期137-147,共11页
With the gradual penetration of the internet of things(IoT)into all areas of life,the scale of IoT devices shows an explosive growth trend.The era of internet of everything is coming,and the important position of IoT ... With the gradual penetration of the internet of things(IoT)into all areas of life,the scale of IoT devices shows an explosive growth trend.The era of internet of everything is coming,and the important position of IoT security is becoming increasingly prominent.Due to the large number types of IoT devices,there may be different security vulnerabilities,and unknown attack forms and virus samples are appear.In other words,large number of IoT devices,large data volumes,and various attack forms pose a big challenge of malicious traffic identification.To solve these problems,this paper proposes a concept drift detection and adaptation(CDDA)method for IoT security framework.The AI model performance is evaluated by verifying the effectiveness of IoT traffic for data drift detection,so as to select the best AI model.The experimental test are given to confirm that the feasibility of the framework and the adaptive method in practice,and the effect on the performance of IoT traffic identification is also verified. 展开更多
关键词 concept drift detection and adaptive(CDDA)method IoT security malicious traffic identification
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A Method for Calculation of Low-Frequency Slow Drift Motions Based on NURBS for Floating Bodies 被引量:2
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作者 刘文玺 任慧龙 《China Ocean Engineering》 SCIE EI 2009年第3期399-414,共16页
Through a higher-order boundary element method based on NURBS (Non-uniform Rational B-splines), the calculation of second-order low-frequency forces and slow drift motions is conducted for floating bodies. In the fl... Through a higher-order boundary element method based on NURBS (Non-uniform Rational B-splines), the calculation of second-order low-frequency forces and slow drift motions is conducted for floating bodies. In the floating body's inner domain, an auxiliary equation is obtained by applying a Green function which satisfies the solid surface condition. Then, the auxiliary equation and the velocity potential equation are combined in the fluid domain to remove the solid angle coefficient and the singularity of the double layer potentials in the integral equation. Thus, a new velocity potential integral equation is obtained. The new equation is extended to the inner domain to reheve the irregular frequency effects; on the basis of the order analysis, the comparison is made about the contribution of all integral terms with the result in the second-order tow-frequency problem; the higher-order boundary element method based on NURBS is apphed to calculate the geometric position and velocity potentials; the slow drift motions are calculated by the spectrum analysis method. Removing the solid angle coefficient can apply NURBS technology to the hydrodynamic calculation of floating bodies with complex surfaces, and the extended boundary integral method can reduce the irregular frequency effects. Order analysis shows that free surface integral can be neglected, and the numerical results can also prove the correctness of order analysis. The results of second-order low-frequency forces and slow drift motions and the comparison with the results from references show that the application of the NURBS technology to the second-order low-frequency problem is of high efficiency and credible results. 展开更多
关键词 splines higher-order boundary element method second-order low-frequency force slow drift motions irregular frequencies spectrum analysis order analysis
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New methods to remove baseline drift in trapezoidal pulse shaping 被引量:5
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作者 洪旭 马英杰 +4 位作者 周建斌 陈铁光 胡云川 万新峰 杜鑫 《Nuclear Science and Techniques》 SCIE CAS CSCD 2015年第5期58-62,共5页
Trapezoidal pulse shaping algorithm is widely applied to improve signal-to-noise ratio(SNR), throughput and energy resolution with the properties of noise suppression, pile-up pulse separation and ballistic deficit co... Trapezoidal pulse shaping algorithm is widely applied to improve signal-to-noise ratio(SNR), throughput and energy resolution with the properties of noise suppression, pile-up pulse separation and ballistic deficit correction. The algorithm can be acquired by z transform method which is easier for derivation. However, the baseline drift of trapezoidal pulse appears because the noise superimposes on the input signal. In this paper,two new methods based on convergence analysis and noise suppression are proposed to remove the baseline drift resulting from trapezoidal pulse shaping. Simulations and experimental tests are carried out to verify the methods. The results demonstrate that the proposed methods can remove baseline drift in trapezoidal pulse shaping. 展开更多
关键词 梯形脉冲 基线漂移 脉冲整形 高信噪比 噪声抑制 能量分辨率 收敛性分析 弹道修正
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Study on the Drift Calibration Method and Device for the Tin Oxide pH Electrode
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作者 Chu-Neng Tsai Jung-Chuan Chou +1 位作者 Tai-Ping Sun Shen-Kan Hsiung 《稀有金属材料与工程》 SCIE EI CAS CSCD 北大核心 2006年第A03期210-212,共3页
Drift phenomenon has been known as the drawback of sensors and causes inaccuracy on the long-term measurement. In general,there are two methods to reduce the drift problem.One is to tune the parameters of the fabricat... Drift phenomenon has been known as the drawback of sensors and causes inaccuracy on the long-term measurement. In general,there are two methods to reduce the drift problem.One is to tune the parameters of the fabrication process to improve the properties of the front-ended device.Another is to compensate the drift phenomenon by adding extra drift compensation circuit or software in the back-ended readout circuit.In this study,a drift calibration method for the potentiometric sensor was presented and the drift calibration method was performed by using the circuit.According to experimental results,the drift phenomenon of the SnO_2 pH electrode was reduced by the drift calibration device. 展开更多
关键词 drift phenomenon long-term measurement drift calibration method drift calibration device SnO2 pH electrode
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Effect of a two-phase wedge-sliding model on the ingredient drift of a stable mixed fluid and its computing method
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作者 韩志宏 刘佐民 《Chinese Physics B》 SCIE EI CAS CSCD 2012年第8期314-322,共9页
A two-phase wedge-sliding model is developed based on the micro-cellular structure and minimum entropy theory of a stable system, and it is used to describe the ingredient distribution of a mixed fluid in a non-unifor... A two-phase wedge-sliding model is developed based on the micro-cellular structure and minimum entropy theory of a stable system, and it is used to describe the ingredient distribution of a mixed fluid in a non-uniform stress field and to analyse its phase drift phenomenon. In the model, the drift-inhibition angle and the expansion-inhibition angle are also deduced and used as evaluating indexes to describe the drifting trend of different ingredients among the mixed fluids. For solving above two indexes of the model, a new calculation method is developed and used to compute the phase distributions of multiphase fluid at peak stress and gradient area stress, respectively. As an example, the flow process of grease in a pipe is analysed by simulation method and used to verify the validity of the model. 展开更多
关键词 mixed fluid ingredient drift wedge-sliding model computing method
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上覆分级尾砂充填体下顶柱回采方案优选
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作者 石国华 潘宝强 +2 位作者 周文略 湛景震 杨鹏锦 《矿业研究与开发》 北大核心 2026年第3期66-73,共8页
针对安徽刘塘坊铁矿上覆分级尾砂充填体下顶柱回采问题,首先,通过荷载传递线交汇法、厚跨比法、普氏拱法理论,综合确定顶柱的最大可采厚度。然后,通过Mathews稳定图法确定不同采场宽度下顶柱最大暴露面积。最后,结合现场开采方式,对穿... 针对安徽刘塘坊铁矿上覆分级尾砂充填体下顶柱回采问题,首先,通过荷载传递线交汇法、厚跨比法、普氏拱法理论,综合确定顶柱的最大可采厚度。然后,通过Mathews稳定图法确定不同采场宽度下顶柱最大暴露面积。最后,结合现场开采方式,对穿脉、沿脉2种开采方式及5种采场结构进行开挖数值模拟,并对不同开采方式、采场结构参数下顶板沉降、应力、塑性区及开挖矿石量进行综合分析。结果表明:当采场跨度为6 m时,顶柱安全厚度为5 m。结合Mathews稳定图法确定的真实水力半径,计算获得采场进路长度最大为30 m;当采用沿脉开采方式时,不同进路间柱宽度下顶板沉降为16 mm、18 mm及20 mm;当采用穿脉开采方式时,顶板最大沉降为33.52 mm。穿脉开采下顶板最大应力增大0.1 MPa。综合对比分析,当采用沿脉开采的方式,进路间柱为4 m时,此时顶板沉降在可控范围内,且能较好地满足矿山生产的安全、高效和经济需求,预计回采顶柱资源约48万t,既能保障矿山产能平稳过渡,也可以为其他类似工程提供借鉴。 展开更多
关键词 顶柱回采 进路充填法 Mathews稳定图法 数值模拟 稳定性分析
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某铜镍矿下向进路充填法工艺优化与产能过渡研究
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作者 冯福康 朱浪 +2 位作者 黄发凯 刘东锐 宫元章 《矿业研究与开发》 北大核心 2026年第2期48-59,共12页
针对某铜镍矿因地质条件变化导致的深部充填法采矿工艺受限、生产能力下降等问题,开展了下向进路充填采矿法工艺优化、生产能力校核以及产能过渡方案研究。结合矿山开采技术条件及采矿方法现状,以实现下向进路充填法连续高效生产为优化... 针对某铜镍矿因地质条件变化导致的深部充填法采矿工艺受限、生产能力下降等问题,开展了下向进路充填采矿法工艺优化、生产能力校核以及产能过渡方案研究。结合矿山开采技术条件及采矿方法现状,以实现下向进路充填法连续高效生产为优化研究目标,提出了沿走向布置下向进路、垂直走向布置下向进路和斜交方向布置下向进路3种采矿方法,通过对各方案优缺点及技术经济指标进行综合对比分析,确定沿走向布置下向进路充填法为最佳方案。研究提出了盘区连续出矿条件下的产能计算方法,结合矿山中段矿体赋存特征划分为三类盘区分别进行生产能力计算,在此基础上完成分段生产能力校核计算,制定了新老采矿工艺的产能过渡方案,明确了过渡期的工作部署。研究结果表明,优化后的充填采矿法技术上可行,且安全高效,产能过渡方案可操作性强,可为该矿山的采矿生产与产能过渡提供技术支持。 展开更多
关键词 深部开采 下向进路充填采矿法 生产能力 产能过渡方案
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白岩子矿井急倾斜煤层开采设计综述
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作者 王萌 《煤炭工程》 北大核心 2026年第2期1-7,共7页
针对急倾斜煤层开采中巷道布置复杂、井巷工程量大、生产效率低等技术难题,以甘肃省白岩子矿井为工程背景,开展集约化开采设计研究。基于煤层赋存特征,遵循因地制宜原则,创新提出集约化巷道布局体系;通过优选工业场地、优化开拓方案、... 针对急倾斜煤层开采中巷道布置复杂、井巷工程量大、生产效率低等技术难题,以甘肃省白岩子矿井为工程背景,开展集约化开采设计研究。基于煤层赋存特征,遵循因地制宜原则,创新提出集约化巷道布局体系;通过优选工业场地、优化开拓方案、选用成熟综采工艺与配套装备,构建高效集约的开采系统;采用多方案比选与系统整合方法,降低井巷工程量与建设投资。矿井投产后呈现出“人员配置精简、生产效率突出、技术装备先进、经济效益显著”的现代化运行特征。该设计为急倾斜煤层安全高效开采提供了技术可行、经济合理的工程范式,可为同类条件煤层规模化开发提供重要参考。 展开更多
关键词 急倾斜煤层 巷道布局 开拓方式 综采工艺 井巷工程
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大断面隧道双侧壁导坑法施工数值分析
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作者 黄慧平 王晋峰 +1 位作者 任帆 梁帅 《广州建筑》 2026年第1期51-55,共5页
为探究复杂地质条件下大断面隧道采用双侧壁导坑法开挖施工过程中围岩稳定性及其受力变形规律,本文以杏园1号隧道工程为背景,采用有限元差分计算与施工现场监测相结合的方式对大断面隧道开挖施工过程进行研究。结合隧道工程施工现场实... 为探究复杂地质条件下大断面隧道采用双侧壁导坑法开挖施工过程中围岩稳定性及其受力变形规律,本文以杏园1号隧道工程为背景,采用有限元差分计算与施工现场监测相结合的方式对大断面隧道开挖施工过程进行研究。结合隧道工程施工现场实测数据,通过对比分析发现,双侧壁导坑法开挖有限元计算仿真结果与实际监测结果较为接近,表明大断面隧道开挖有限元仿真模型的正确性。同时,利用建立的有限元模型进一步分析了大断面隧道采用双侧壁导坑法在开挖过程中围岩受力变形规律。计算结果表明,隧道采用双侧壁导坑法开挖过程中隧道拱顶会达到竖直位移极值,在拱腰处会产生水平位移极值,在施工过程中需加强对拱顶的支护。本文的研究结果可为杏园1号隧道工程现场施工提供指导,并为大断面隧道支护设计提供量化依据。 展开更多
关键词 双侧壁导坑法 大断面隧道 有限元分析 围岩变形
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Shift control method for the local time at descendi ngnode based on sun-synchronous orbit satellite 被引量:5
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作者 Yang Yong'an Feng Zuren +1 位作者 Sun Linyan Tan Wei 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2009年第1期141-145,共5页
This article analyzes the shift factors of the descending node local time for sun-synchronous satellites and proposes a shift control method to keep the local time shift within an allowance range. It is found that the... This article analyzes the shift factors of the descending node local time for sun-synchronous satellites and proposes a shift control method to keep the local time shift within an allowance range. It is found that the satellite orbit design and the orbit injection deviation are the causes for the initial shift velocity, whereas the atmospheric drag and the sun gravitational perturbation produce the shift acceleration. To deal with these shift factors, a shift control method is put forward, through such methods as orbit variation design, orbit altitude, and inclination keeping control. The simulation experiment and practical application have proved the effectiveness of this control method. 展开更多
关键词 space engineering sun-synchronous orbit satellite local time of descending node drift control method.
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Using a Time-domain Higher-order Boundary Element Method to Simulate Wave and Current Diffraction from a 3-D Body 被引量:2
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作者 刘珍 滕斌 +1 位作者 宁德志 孙亮 《Journal of Marine Science and Application》 2010年第2期156-162,共7页
To study wave-current actions on 3-D bodies a time-domain numerical model was established using a higher-order boundary element method(HOBEM).By assuming small flow velocities,the velocity potential could be expressed... To study wave-current actions on 3-D bodies a time-domain numerical model was established using a higher-order boundary element method(HOBEM).By assuming small flow velocities,the velocity potential could be expressed for linear and higher order components by perturbation expansion.A 4th-order Runge-Kutta method was applied for time marching.An artificial damping layer was adopted at the outer zone of the free surface mesh to dissipate scattering waves.Validation of the numerical method was carried out on run-up,wave exciting forces,and mean drift forces for wave-currents acting on a bottom-mounted vertical cylinder.The results were in close agreement with the results of a frequency-domain method and a published time-domain method.The model was then applied to compute wave-current forces and run-up on a Seastar mini tension-leg platform. 展开更多
关键词 wave-current diffraction time-domain simulation drift force higher-order boundary element method (HOBEM)
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基于Drift-Ah积分法的CKF估算锂电池SOC 被引量:15
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作者 刘新天 李涵琪 +2 位作者 魏增福 何耀 曾国建 《控制与决策》 EI CSCD 北大核心 2019年第3期535-541,共7页
锂电池荷电状态(SOC)是反映电池使用情况的重要参数之一.在锂电池实际工作过程中,电流传感器测量时的漂移电流会对SOC估计精度造成很大影响.对此,提出一种加入漂移电流的Drift-Ah积分法,建立SOC的噪声组合模型,并采用容积卡尔曼滤波算法... 锂电池荷电状态(SOC)是反映电池使用情况的重要参数之一.在锂电池实际工作过程中,电流传感器测量时的漂移电流会对SOC估计精度造成很大影响.对此,提出一种加入漂移电流的Drift-Ah积分法,建立SOC的噪声组合模型,并采用容积卡尔曼滤波算法(CKF)实现锂电池的SOC估计.最后,对锂电池进行模拟工况实验,仿真结果表明,所提出的估计算法可以有效抑制漂移电流的干扰,精度高且复杂度低. 展开更多
关键词 锂电池 荷电状态 漂移电流 drift-Ah积分法 噪声组合模型 容积卡尔曼滤波器
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Wave Drift Forces on Two Floating Bodies Arranged Side by Side 被引量:1
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作者 段文洋 赵彬彬 《Journal of Marine Science and Application》 2011年第4期394-398,共5页
An innovative hydrodynamic theory and numerical model were developed to help improve the efficiency, accuracy, and convergence of the numerical prediction of wave drift forces on two side-by-side deepwater floating bo... An innovative hydrodynamic theory and numerical model were developed to help improve the efficiency, accuracy, and convergence of the numerical prediction of wave drift forces on two side-by-side deepwater floating bodies. The wave drift forces were expressed by the double integration of source strength and the corresponding Green function on the body surface, which is consistent with the far field formula based on momentum conservation and sharing the advantage of near field calculations providing the drift force on each body. Numerical results were validated through comparing the general far field model and pressure integral model, as well as the middle field model developed usin^z the software HydroStar. 展开更多
关键词 wave drift forces floating body side by side panel method
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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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Combined Active Islanding Detection Method for Grid-connected Photovoltaic System 被引量:2
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作者 WEI Quan WANG Yifei +2 位作者 ZHU Jing YIN Xiaogang LIU Zhuang 《高压电器》 CAS CSCD 北大核心 2014年第10期37-42,共6页
Unintentional islanding phenomenon has been one of the most important problems of gridconnected photovoltaic inverters. To prevent this phenomenon, all kinds of anti-islanding methods have been discussed. This paper p... Unintentional islanding phenomenon has been one of the most important problems of gridconnected photovoltaic inverters. To prevent this phenomenon, all kinds of anti-islanding methods have been discussed. This paper presents a combined active islanding detection method, which consists of active frequency drift method and automatic phase-shift method. The traditional active anti-islanding methods of grid-connected PV inverters bear nondetection zone possibilities for certain paralleled RLC loads. The combined method shows islanding detection ability effectively, and it can eliminate nondetection zones even in the worst case conditions. Simulation in different load conditions is performed for verification. 展开更多
关键词 复合绝缘子 角度调节结构 绝缘操作杆 憎水性
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半导体drift-diffusion模型的局部间断Galerkin方法及数值模拟
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作者 肖红单 刘蕴贤 《山东大学学报(理学版)》 CAS CSCD 北大核心 2023年第4期1-7,共7页
考虑半导体drift-diffusion(DD)模型一维和二维问题的局部间断Galerkin(LDG)方法,并进行数值模拟。模拟一维问题时,在浓度变化剧烈的部分采用细网格,在浓度变化平缓的地方采用粗网格,并与均匀网格的数值模拟进行比较,实现了在非均匀剖... 考虑半导体drift-diffusion(DD)模型一维和二维问题的局部间断Galerkin(LDG)方法,并进行数值模拟。模拟一维问题时,在浓度变化剧烈的部分采用细网格,在浓度变化平缓的地方采用粗网格,并与均匀网格的数值模拟进行比较,实现了在非均匀剖分下节省空间剖分单元数并加快了运行速度的目的。模拟二维问题时,采用了Dirichlet和Neumann相结合的边界。数值结果验证了LDG方法的稳定性。 展开更多
关键词 半导体 drift-diffusion模型 局部间断Galerkin方法
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DRIFT MOTION OF FREE-ROTOR GYROSCOPE WITH RADIAL MASS-UNBALANCE
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作者 刘延柱 薛纭 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2004年第7期786-791,共6页
The motion of a rigid body about fixed point with small radial mass-unbalance in homogeneous gravitational field was discussed. The dynamical equations described by state variables of the body were established, and ap... The motion of a rigid body about fixed point with small radial mass-unbalance in homogeneous gravitational field was discussed. The dynamical equations described by state variables of the body were established, and approximate analytical solutions for a spinning body with high speed were obtained by use of the average method. The influence of the radial mass-unbalance of the rotor to the precession character of a free-rotor gyroscope was analyzed. And a physical explanation of the drift phenomenon of the gyro was given. An applicable formula of gyro's constant drift in analytical form was obtained, which is perfectly coincident with the numerical calculation. 展开更多
关键词 dynamics of rigid body drift of gyroscope average method
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Dimension-reduction of FPK equation via equivalent drift coefficient
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作者 Jianbing Chen Peihui Lin 《Theoretical & Applied Mechanics Letters》 CAS 2014年第1期16-21,共6页
The Fokker–Planck–Kolmogorov(FPK) equation plays an essential role in nonlinear stochastic dynamics. However, neither analytical nor numerical solution is available as yet to FPK equations for high-dimensional sys... The Fokker–Planck–Kolmogorov(FPK) equation plays an essential role in nonlinear stochastic dynamics. However, neither analytical nor numerical solution is available as yet to FPK equations for high-dimensional systems. In the present paper, the dimension reduction of FPK equation for systems excited by additive white noise is studied. In the proposed method, probability density evolution method(PDEM), in which a decoupled generalized density evolution equation is solved, is employed to reproduce the equivalent flux of probability for the marginalized FPK equation. A further step of constructing an equivalent coefficient finally completes the dimension-reduction of FPK equation. Examples are illustrated to verify the proposed method. 展开更多
关键词 FPK equation drift coefficient probability density evolution method flux of probability nonlinear systems
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A numerical method based on probability theory
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作者 唐立 邹捷中 杨文胜 《Journal of Central South University of Technology》 2003年第2期159-161,共3页
By using the connections between Brownian family with drift and elliptic differential equations, an efficient probabilistic computing method is given. This method is applied to a wide-range Dirichlet problem. Detail a... By using the connections between Brownian family with drift and elliptic differential equations, an efficient probabilistic computing method is given. This method is applied to a wide-range Dirichlet problem. Detail ana- lysis and deduction of solving the problem are offered. The stochastic representation of the solution to the problem makes a 3-dimensional problem turned into a 2-dimensional problem. And an auxiliary ball is constructed. The strong Markov property and the joint distributions of the time and place of hitting spheres for Brownian family with drift are employed. Finally, good convergence of the numerical solution to the problem over domain with arbitrary boundary is obtained. 展开更多
关键词 PROBABILISTIC method BROWNIAN family with drift FINITE element SPACES over boundaries
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Dual-phase coexistence enables to alleviate resistance drift in phase-change films
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作者 Tong Wu Chen Chen +2 位作者 Jinyi Zhu Guoxiang Wang Shixun Dai 《Journal of Semiconductors》 EI CAS CSCD 2024年第7期55-59,共5页
The amorphous phase-change materials with spontaneous structural relaxation leads to the resistance drift with the time for phase-change neuron synaptic devices. Here, we modify the phase change properties of the conv... The amorphous phase-change materials with spontaneous structural relaxation leads to the resistance drift with the time for phase-change neuron synaptic devices. Here, we modify the phase change properties of the conventional Ge_2Sb_2Te_5(GST) material by introducing an SnS phase. It is found that the resistance drift coefficient of SnS-doped GST was decreased from 0.06 to 0.01. It can be proposed that the origin originates from the precipitation of GST nanocrystals accompanied by the precipitation of SnS crystals compared to single-phase GST compound systems. We also found that the decrease in resistance drift can be attributed to the narrowed bandgap from 0.65 to 0.43 eV after SnS-doping. Thus, this study reveals the quantitative relationship between the resistance drift and the band gap and proposes a new idea for alleviating the resistance drift by composition optimization, which is of great significance for finding a promising phase change material. 展开更多
关键词 phase change films X-ray methods resistance drift optical band gap
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