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3D Geological Modeling with Multi-source Data Integration in Polymetallic Region:A Case Study of Luanchuan,Henan Province,China 被引量:1
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作者 Gongwen Wang~(1,2),Shouting Zhang~(1,2),Changhai Yan~3,Yaowu Song~3,Limei Wang~1 1.School of Earth Sciences and Resources,China University of Geosciences(Beijing),Beijing 100083,China. 2.State Key laboratory of Geological Processes and Mineral Resources,China University of Geosciences,Beijing 100083,China 3.Henan Institute of Geological Survey,Zhengzhou 450007,China 《地学前缘》 EI CAS CSCD 北大核心 2009年第S1期166-167,共2页
The development of 3D geological models involves the integration of large amounts of geological data,as well as additional accessible proprietary lithological, structural,geochemical,geophysical,and borehole data.Luan... The development of 3D geological models involves the integration of large amounts of geological data,as well as additional accessible proprietary lithological, structural,geochemical,geophysical,and borehole data.Luanchuan,the case study area,southwestern Henan Province,is an important molybdenum-tungsten -lead-zinc polymetallic belt in China. 展开更多
关键词 3D GEOLOGICAL modeling multi-source data MINERAL exploration METALLOGENIC model virtual GEOLOGICAL section Luanchuan POLYMETALLIC REGION
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Temperature error compensation method for fiber optic gyroscope based on a composite model of k-means,support vector regression and particle swarm optimization
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作者 CAO Yin LI Lijing LIANG Sheng 《Journal of Systems Engineering and Electronics》 2025年第2期510-522,共13页
As the core component of inertial navigation systems, fiber optic gyroscope (FOG), with technical advantages such as low power consumption, long lifespan, fast startup speed, and flexible structural design, are widely... As the core component of inertial navigation systems, fiber optic gyroscope (FOG), with technical advantages such as low power consumption, long lifespan, fast startup speed, and flexible structural design, are widely used in aerospace, unmanned driving, and other fields. However, due to the temper-ature sensitivity of optical devices, the influence of environmen-tal temperature causes errors in FOG, thereby greatly limiting their output accuracy. This work researches on machine-learn-ing based temperature error compensation techniques for FOG. Specifically, it focuses on compensating for the bias errors gen-erated in the fiber ring due to the Shupe effect. This work pro-poses a composite model based on k-means clustering, sup-port vector regression, and particle swarm optimization algo-rithms. And it significantly reduced redundancy within the sam-ples by adopting the interval sequence sample. Moreover, met-rics such as root mean square error (RMSE), mean absolute error (MAE), bias stability, and Allan variance, are selected to evaluate the model’s performance and compensation effective-ness. This work effectively enhances the consistency between data and models across different temperature ranges and tem-perature gradients, improving the bias stability of the FOG from 0.022 °/h to 0.006 °/h. Compared to the existing methods utiliz-ing a single machine learning model, the proposed method increases the bias stability of the compensated FOG from 57.11% to 71.98%, and enhances the suppression of rate ramp noise coefficient from 2.29% to 14.83%. This work improves the accuracy of FOG after compensation, providing theoretical guid-ance and technical references for sensors error compensation work in other fields. 展开更多
关键词 fiber optic gyroscope(FOG) temperature error com-pensation composite model machine learning CLUSTERING regression.
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Error model identification of inertial navigation platform based on errors-in-variables model 被引量:6
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作者 Liu Ming Liu Yu Su Baoku 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2009年第2期388-393,共6页
Because the real input acceleration cannot be obtained during the error model identification of inertial navigation platform, both the input and output data contain noises. In this case, the conventional regression mo... Because the real input acceleration cannot be obtained during the error model identification of inertial navigation platform, both the input and output data contain noises. In this case, the conventional regression model and the least squares (LS) method will result in bias. Based on the models of inertial navigation platform error and observation error, the errors-in-variables (EV) model and the total least squares (TLS) method axe proposed to identify the error model of the inertial navigation platform. The estimation precision is improved and the result is better than the conventional regression model based LS method. The simulation results illustrate the effectiveness of the proposed method. 展开更多
关键词 errors-in-variables model total least squares method inertial navigation platform error model identification
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Approach for wideband direction-of-arrival estimation in the presence of array model errors 被引量:3
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作者 Chen Deli Zhang Cong Tao Huamin Lu Huanzhang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2009年第1期69-75,共7页
The presence of array imperfection and mutual coupling in sensor arrays poses several challenges for development of effective algorithms for the direction-of-arrival (DOA) estimation problem in array processing. A c... The presence of array imperfection and mutual coupling in sensor arrays poses several challenges for development of effective algorithms for the direction-of-arrival (DOA) estimation problem in array processing. A correlation domain wideband DOA estimation algorithm without array calibration is proposed, to deal with these array model errors, using the arbitrary antenna array of omnidirectional elements. By using the matrix operators that have the memory and oblivion characteristics, this algorithm can separate the incident signals effectively. Compared with other typical wideband DOA estimation algorithms based on the subspace theory, this algorithm can get robust DOA estimation with regard to position error, gain-phase error, and mutual coupling, by utilizing a relaxation technique based on signal separation. The signal separation category and the robustness of this algorithm to the array model errors are analyzed and proved. The validity and robustness of this algorithm, in the presence of array model errors, are confirmed by theoretical analysis and simulation results. 展开更多
关键词 DIRECTION-OF-ARRIVAL array model errors wideband.
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A distributed dynamic mesh model of a helical gear pair with tooth profile errors 被引量:8
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作者 WANG Qi-bin MA Hong-bo +1 位作者 KONG Xian-guang ZHANG Yi-min 《Journal of Central South University》 SCIE EI CAS CSCD 2018年第2期287-303,共17页
A dynamic model of a helical gear rotor system is proposed.Firstly,a generally distributed dynamic model of a helical gear pair with tooth profile errors is developed.The gear mesh is represented by a pair of cylinder... A dynamic model of a helical gear rotor system is proposed.Firstly,a generally distributed dynamic model of a helical gear pair with tooth profile errors is developed.The gear mesh is represented by a pair of cylinders connected by a series of springs and the stiffness of each spring is equal to the effective mesh stiffness.Combining the gear dynamic model with the rotor-bearing system model,the gear-rotor-bearing dynamic model is developed.Then three cases are presented to analyze the dynamic responses of gear systems.The results reveal that the gear dynamic model is effective and advanced for general gear systems,narrow-faced gear,wide-faced gear and gear with tooth profile errors.Finally,the responses of an example helical gear system are also studied to demonstrate the influence of the lead crown reliefs and misalignments.The results show that both of the lead crown relief and misalignment soften the gear mesh stiffness and the responses of the gear system increase with the increasing lead crown reliefs and misalignments. 展开更多
关键词 gear distributed dynamic model tooth profile errors helical gear pair rotor system dynamic response
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Modeling Approach of Regression Orthogonal Experiment Design for Thermal Error Compensation of CNC Turning Center 被引量:2
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作者 DU Zheng-chun, YANG Jian-guo, YAO Zhen-qiang, REN Yong-qiang (School of Mechanical Engineering, Shanghai Jiaotong University, Shanghai 200030, China) 《厦门大学学报(自然科学版)》 CAS CSCD 北大核心 2002年第S1期23-,共1页
The thermal induced errors can account for as much as 70% of the dimensional errors on a workpiece. Accurate modeling of errors is an essential part of error compensation. Base on analyzing the existing approaches of ... The thermal induced errors can account for as much as 70% of the dimensional errors on a workpiece. Accurate modeling of errors is an essential part of error compensation. Base on analyzing the existing approaches of the thermal error modeling for machine tools, a new approach of regression orthogonal design is proposed, which combines the statistic theory with machine structures, surrounding condition, engineering judgements, and experience in modeling. A whole computation and analysis procedure is given. Therefore, the model got from this method are more robust and practical than those got from the present method that depends on the modeling data completely. At last more than 100 applications of CNC turning center with only one thermal error model are given. The cutting diameter variation reduces from more than 35 μm to about 12 μm with the orthogonal regression modeling and compensation of thermal error. 展开更多
关键词 regression orthogonal thermal error compensation robust modeling CNC machine tool
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Improved algorithm of atmospheric refraction error in Longley-Rice channel model 被引量:2
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作者 Wang Zuliang Zheng Mao +1 位作者 Wang Juan Zheng Linhua 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2008年第4期683-687,共5页
Longley-Rice channel model modifies the atmospheric refraction by the equivalent earth radius method, which is simple calculation but is not accurate. As it only uses the horizontal difference, but does not make use o... Longley-Rice channel model modifies the atmospheric refraction by the equivalent earth radius method, which is simple calculation but is not accurate. As it only uses the horizontal difference, but does not make use of the vertical section information, it does not agree with the actual propagation path. The atmospheric refraction error correction method of the Longley-Rice channel model has been improved. The improved method makes use of the vertical section information sufficiently and maps the distance between the receiver and transmitter to the radio wave propagation distance, It can exactly reflect the infection of propagation distance for the radio wave propagation loss. It is predicted to be more close to the experimental results by simulation in comparison with the measured data. The effectiveness of improved methods is proved by simulation. 展开更多
关键词 radio wave propagation atmospheric refraction error correction algorithm improvement Longley- Rice model.
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Research on SINS Error Recursive Model of Ballistic Missile 被引量:2
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作者 鲜勇 李刚 《Defence Technology(防务技术)》 SCIE EI CAS 2010年第1期71-74,共4页
The strap-down inertial navigation system (SINS) error of ballistic missile is generated by the mutual influence of gyroscope and accelerometer, and the recursive model is completely different from that of gimbaled IN... The strap-down inertial navigation system (SINS) error of ballistic missile is generated by the mutual influence of gyroscope and accelerometer, and the recursive model is completely different from that of gimbaled INS. In the paper, a discrete error recursive model was obtained by studying the applied SINS error model of ballistic missile, and the discrete Kalman filtering simulation based on the model was carried out. The simulated results show that the model can depict the SINS error exactly and provide the advantages for research on integrated guidance and improved hit accuracy. 展开更多
关键词 control and navigation technology of aerocraft SINS error recursion discrete model
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Analysis and modeling of error of spiral bevel gear grinder based on multi-body system theory 被引量:4
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作者 陈书涵 严宏志 明兴祖 《Journal of Central South University of Technology》 EI 2008年第5期706-711,共6页
Six-axis numerical control spiral bevel gear grinder was taken as the object, multi-body system theory and Denavit-Hartenberg homogeneous transformed matrix (HTM) were utilized to establish the grinder synthesis err... Six-axis numerical control spiral bevel gear grinder was taken as the object, multi-body system theory and Denavit-Hartenberg homogeneous transformed matrix (HTM) were utilized to establish the grinder synthesis error model, and the validity of model was confirmed by the experiment. Additionally, in grinding wheel tool point coordinate system, the errors of six degrees of freedom were simulated when the grinding wheel revolving around C-axis, moving along X-axis and Y-axis. The influence of these six errors on teeth space, helix angle, pitch, teeth profile was discussed. The simulation results show that the angle error is in the range from -0.148 4 tad to -0.241 9 rad when grinding wheel moving along X, Y-axis; the translation error is in the range from 0.866 0 μm to 3.605 3μm when grinding wheel moving along X-axis. These angle and translation errors have a great influence on the helix angle, pitch, teeth thickness and tooth socket. 展开更多
关键词 six-axis GRINDER spiral bevel gear error model ANALYSIS
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Modeling, identification and compensation for geometric errors of laser annealing table 被引量:1
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作者 李殿新 张建富 +1 位作者 张云亮 冯平法 《Journal of Central South University》 SCIE EI CAS 2014年第3期904-911,共8页
In order to improve the process precision of an XY laser annealing table, a geometric error modeling, and an identification and compensation method were proposed. Based on multi-body system theory, a geometric error m... In order to improve the process precision of an XY laser annealing table, a geometric error modeling, and an identification and compensation method were proposed. Based on multi-body system theory, a geometric error model for the laser annealing table was established. It supports the identification of 7 geometric errors affecting the annealing accuracy. An original identification method was presented to recognize these geometric errors. Positioning errors of 5 lines in the workspace were measured by a laser interferometer, and the 7 geometric errors were identified by the proposed algorithm. Finally, a software-based error compensation method was adopted, and a compensation mechanism was developed in a postprocessor based on LabVIEW. The identified geometric errors can be compensated by converting ideal NC codes to actual NC codes. A validation experiment has been conducted on the laser annealing table, and the results indicate that positioning errors of two validation lines decreased from ±37 μm and ±33 μm to ±5 μm and ±4.5 μm, respectively. The geometric error modeling, identification and compensation method presented in this work can be straightforwardly extended to any configurations of 2-dimensional worktable. 展开更多
关键词 geometric error error modeling error measurement error identification error compensation laser annealing table
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Recursive weighted least squares estimation algorithm based on minimum model error principle 被引量:2
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作者 雷晓云 张志安 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2021年第2期545-558,共14页
Kalman filter is commonly used in data filtering and parameters estimation of nonlinear system,such as projectile's trajectory estimation and control.While there is a drawback that the prior error covariance matri... Kalman filter is commonly used in data filtering and parameters estimation of nonlinear system,such as projectile's trajectory estimation and control.While there is a drawback that the prior error covariance matrix and filter parameters are difficult to be determined,which may result in filtering divergence.As to the problem that the accuracy of state estimation for nonlinear ballistic model strongly depends on its mathematical model,we improve the weighted least squares method(WLSM)with minimum model error principle.Invariant embedding method is adopted to solve the cost function including the model error.With the knowledge of measurement data and measurement error covariance matrix,we use gradient descent algorithm to determine the weighting matrix of model error.The uncertainty and linearization error of model are recursively estimated by the proposed method,thus achieving an online filtering estimation of the observations.Simulation results indicate that the proposed recursive estimation algorithm is insensitive to initial conditions and of good robustness. 展开更多
关键词 Minimum model error Weighted least squares method State estimation Invariant embedding method Nonlinear recursive estimate
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Modeling and verification of comprehensive errors of real-time wear-depth detecting for spherical plain bearing tester 被引量:1
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作者 LI Wei HU Zhan-qi +2 位作者 YANG Vu-lin FAN Bing-li ZHOU Hai-li 《Journal of Central South University》 SCIE EI CAS CSCD 2017年第3期533-545,共13页
Because of various error factors,the detecting errors in the real-time experimental data of the wear depth affect the accuracy of the detecting data.The self-made spherical plain bearing tester was studied,and its tes... Because of various error factors,the detecting errors in the real-time experimental data of the wear depth affect the accuracy of the detecting data.The self-made spherical plain bearing tester was studied,and its testing principle of the wear depth of the spherical plain bearing was introduced.Meanwhile,the error factors affecting the wear-depth detecting precision were analyzed.Then,the comprehensive error model of the wear-depth detecting system of the spherical plain bearing was built by the multi-body system theory(MBS).In addition,the thermal deformation of the wear-depth detecting system caused by varying the environmental temperature was detected.Finally,according to the above experimental parameters,the thermal errors of the related parts of the comprehensive error model were calculated by FEM.The results show that the difference between the simulation value and the experimental value is less than 0.005 mm,and the two values are close.The correctness of the comprehensive error model is verified under the thermal error experimental conditions. 展开更多
关键词 spherical plain bearing tester self-lubricating spherical plain bearing wear depth multi-body system theory comprehensive error model thermal error
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基于Modelica-LSTM双驱动的数字孪生机床热误差补偿模型构建
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作者 孙丽 王诗灏 +3 位作者 姜锋 关咏臻 徐家淳 刘荣玺 《制造技术与机床》 北大核心 2025年第10期205-213,共9页
针对数控机床在高速、高负载运行中因热变形导致的热误差问题,提出一种基于Modelica多领域建模与长短期记忆网络(long short-term memory,LSTM)联合驱动的热误差补偿方法。通过Modelica构建机床机械、电气、热力学多物理场耦合的高保真... 针对数控机床在高速、高负载运行中因热变形导致的热误差问题,提出一种基于Modelica多领域建模与长短期记忆网络(long short-term memory,LSTM)联合驱动的热误差补偿方法。通过Modelica构建机床机械、电气、热力学多物理场耦合的高保真数字孪生模型,结合LSTM对机理模型未覆盖的非线性动态误差进行数据驱动补偿。实验以五轴数控加工中心DMG MORI DMU 50为对象,在预热、阶梯加载及扰动工况下采集温度、振动和热误差数据,验证模型性能。结果表明,Modelica-LSTM双驱动模型相较于单一Modelica机理模型,均方根误差降低51.2%,补偿后误差波动幅度减少72%,在高温及动态工况下显著提升预测精度。该方法为高精密机床热误差补偿提供了物理与数据协同驱动的有效解决方案。 展开更多
关键词 数控机床 热误差补偿 modelICA 长短期记忆网络 多领域建模 数字孪生
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Some of Advances on the Error Analysis in the Frequency Domain for a Digital Simulation Model
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作者 Fei, Jinggao 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 1994年第3期2-19,共18页
This paper surveys a number of recent advances in the error analysis in the frequency domain for a digital simulation model. It is emphasized to discuss the errors in characteristic roots and transfer funcnon of the d... This paper surveys a number of recent advances in the error analysis in the frequency domain for a digital simulation model. It is emphasized to discuss the errors in characteristic roots and transfer funcnon of the digital simulation model, the frequency domain errors of the data transfers between thesimulation submodels, and some compensation methods for the errors. Some of the questions to be answered are also presented. 展开更多
关键词 Digital simulation model Frequency domain error analysis.
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Relationship Between Agricultural Credits and Agricultural Economy Based on Error Correct Model in Heilongjiang Province
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作者 XIN Liqiu LI Yanqiu 《Journal of Northeast Agricultural University(English Edition)》 CAS 2011年第1期75-78,共4页
Heilongjiang is a large agriculture province.Problems of agriculture,rural areas and farmers are urgent to be solved.The development of agriculture needs the support of agricultural credits,because finance is the cent... Heilongjiang is a large agriculture province.Problems of agriculture,rural areas and farmers are urgent to be solved.The development of agriculture needs the support of agricultural credits,because finance is the center of agriculture economy.However,the low comparative advantage in agriculture and pursuit of the capital interests which aggravate the conflicts of supply and demand of agricultural funds.Lacking of fund is the main factor that constrains the development of agricultural economy.In order to analyze the economic effect of agricultural credits on agricultural economy,an error correction model was set up to research the relationship between them,which based on the least square methods.Through the study of the contribution from agricultural credits to total value of agricultural out-put,the empirical evidence for developing the rural financial vigorously was provided,in order to promote the agricultura leconomic development. 展开更多
关键词 agricultural credit agricultural economy STATIONARY CO-INTEGRATION error correction model
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Resolution performance analysis of cumulants-based rank reduction estimator in presence of unexpected modeling errors
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作者 王鼎 吴瑛 《Journal of Central South University》 SCIE EI CAS 2013年第11期3116-3130,共15页
Compared to the rank reduction estimator (RARE) based on second-order statistics (called SOS-RARE), the RARE employing fourth-order cumulants (referred to as FOC-RARE) is capable of dealing with more sources and... Compared to the rank reduction estimator (RARE) based on second-order statistics (called SOS-RARE), the RARE employing fourth-order cumulants (referred to as FOC-RARE) is capable of dealing with more sources and mitigating the negative influences of the Gaussian colored noise. However, in the presence of unexpected modeling errors, the resolution behavior of the FOC-RARE also deteriorate significantly as SOS-RARE, even for a known array covariance matrix. For this reason, the angle resolution capability of the FOC-RARE was theoretically analyzed. Firstly, the explicit formula for the mathematical expectation of the FOC-RARE spatial spectrum was derived through the second-order perturbation analysis method. Then, with the assumption that the unexpected modeling errors were drawn from complex circular Gaussian distribution, the theoretical formulas for the angle resolution probability of the FOC-RARE were presented. Numerical experiments validate our analytical results and demonstrate that the FOC-RARE has higher robustness to the unexpected modeling en'ors than that of the SOS-RARE from the resolution point of view. 展开更多
关键词 performance analysis rank reduction estimator (RARE) fourth-order cumulants (FOC) spatial spectrum angle resolution probability unexpected modeling errors
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Performance of cumulant-based rank reduction estimator in presence of unexpected modeling errors
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作者 王鼎 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第3期992-1001,共10页
Compared with the rank reduction estimator(RARE) based on second-order statistics(called SOS-RARE), the RARE based on fourth-order cumulants(referred to as FOC-RARE) can handle more sources and restrain the negative i... Compared with the rank reduction estimator(RARE) based on second-order statistics(called SOS-RARE), the RARE based on fourth-order cumulants(referred to as FOC-RARE) can handle more sources and restrain the negative impacts of the Gaussian colored noise. However, the unexpected modeling errors appearing in practice are known to significantly degrade the performance of the RARE. Therefore, the direction-of-arrival(DOA) estimation performance of the FOC-RARE is quantitatively derived. The explicit expression for direction-finding(DF) error is derived via the first-order perturbation analysis, and then the theoretical formula for the mean square error(MSE) is given. Simulation results demonstrate the validation of the theoretical analysis and reveal that the FOC-RARE is more robust to the unexpected modeling errors than the SOS-RARE. 展开更多
关键词 fourth-order cumulants(FOC) rank reduction estimator(RARE) modeling error mean square error(MSE)
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Communication error prevention model in industrial organization
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作者 SHI Gui-rong 《西安科技大学学报》 CAS 北大核心 2016年第5期732-736,共5页
In this study,the communication error generation mechanism was analyzed from the view of human's psychological trait and organizational behavior,based on the basic process of communication,and the individual facto... In this study,the communication error generation mechanism was analyzed from the view of human's psychological trait and organizational behavior,based on the basic process of communication,and the individual factors and organizational factors which cause communication errors were examined.Communication error doesn't just say that there was just a slip in transport of information(misinformation),the behavior which information wasn't conveyed or which couldn't be transported is also included(non-information). To prevent communication error,it's necessary to consider from the individual personal level and the organizational level based on a process of communication. The model to prevent communication error in the industrial organization was tried to propose by this consideration. In recent years,the trouble and accident by nonverbal communication which doesn't depend on language often generate at a work site. It should be considered as future's problem how to prevent such communication error,based on the environment of the work site and the situation. 展开更多
关键词 组织行为学 通信行业 人际交流 通信错误
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考虑参数不确定性的地下水数值模型误差补偿校正方法
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作者 胡立堂 甘霖 +3 位作者 孙建冲 刘宏博 田蕾 沈琦 《地学前缘》 北大核心 2026年第1期432-443,共12页
模型结构和参数取值的不确定性是制约地下水模型仿真精度和实现高精度管理应用的关键因素。针对这一问题,本文提出了一种基于观测井观测数据的地下水水头模拟误差补偿校正方法。该方法首先对观测井的模拟水位进行误差校正,再利用反距离... 模型结构和参数取值的不确定性是制约地下水模型仿真精度和实现高精度管理应用的关键因素。针对这一问题,本文提出了一种基于观测井观测数据的地下水水头模拟误差补偿校正方法。该方法首先对观测井的模拟水位进行误差校正,再利用反距离插值技术估计误差的空间分布,最后将误差补偿应用于模型中其他网格点,实现整体模拟精度的提升。研究基于自主研发的地下水流数值模拟软件,设计了三种真实非均质介质、定流量和变流量抽注水、不同开采井和观测井数量组合的多种模拟情景,系统评估了均质水文地质模型误差补偿校正方法对水头模拟的效果。结果表明,误差补偿校正后的观测井水头模拟精度显著提高,且精度提升程度与渗透系数的平均值成反比、与其方差成正比。在多井抽水注水及强非均质变流量条件下,均方根误差由1.5 m降至0.25 m。通过对多种校正点数量情景的比较分析发现,所提出的方法在校正点位置的模拟效果显著提升,但对空间范围内地下水水头的整体模拟效果提升较为有限。研究方法可提升已识别地下水数值模型的模拟精度,具有较好的推广应用价值。 展开更多
关键词 地下水数值模型 非均质 误差校正补偿 参数不确定性 模型仿真性
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空间面板数据模型BootstrapLM-Error检验研究 被引量:5
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作者 任通先 龙志和 陈青青 《统计研究》 CSSCI 北大核心 2015年第5期91-96,共6页
在误差项不服从经典分布的情形下,面板数据模型常用的空间相关性检验存在较大的偏差。本文将FDB方法引入空间面板数据模型的空间相关性检验,构建Bootstrap LM检验统计量,并通过Monte Carlo模拟实验,从水平扭曲和功效两个方面研究误差项... 在误差项不服从经典分布的情形下,面板数据模型常用的空间相关性检验存在较大的偏差。本文将FDB方法引入空间面板数据模型的空间相关性检验,构建Bootstrap LM检验统计量,并通过Monte Carlo模拟实验,从水平扭曲和功效两个方面研究误差项存在正态分布、异方差、时间序列相关等情形下,空间面板数据模型Bootstrap LM检验的有效性。Monte Carlo模拟实验结果表明,空间面板数据模型渐近LM-Error检验在误差项不服从经典正态分布时,存在较大的水平扭曲,FDB LM-Error检验则在基本不损失检验功效的前提下,有效矫正渐近检验的水平扭曲,是空间面板数据模型空间相关性LM检验更为有效的方法。 展开更多
关键词 空间面板数据模型 BOOTSTRAP方法 LM—error检验 MONTE CARLO模拟
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