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Four-Beam Model for Vibration Analysis of a Cantilever Beam with an Embedded Horizontal Crack 被引量:2
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作者 LIU Jing ZHU Weidong +4 位作者 CHARALAMBIDES Panos G SHAO Yimin XU Yongfeng WU Kai XIAO Huifang 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2016年第1期163-179,共17页
As one of the main failure modes, embedded cracks occur in beam structures due to periodic loads. Hence it is useful to investigate the dynamic characteristics of a beam structure with an embedded crack for early crac... As one of the main failure modes, embedded cracks occur in beam structures due to periodic loads. Hence it is useful to investigate the dynamic characteristics of a beam structure with an embedded crack for early crack detection and diagnosis. A new four-beam model with local flexibilities at crack tips is developed to investigate the transverse vibration of a cantilever beam with an embedded horizontal crack; two separate beam segments are used to model the crack region to allow opening of crack surfaces. Each beam segment is considered as an Euler-Bernoulli beam. The governing equations and the matching and boundary conditions of the four-beam model are derived using Hamilton's principle. The natural frequencies and mode shapes of the four-beam model are calculated using the transfer matrix method. The effects of the crack length, depth, and location on the first three natural frequencies and mode shapes of the cracked cantilever beam are investigated. A continuous wavelet transform method is used to analyze the mode shapes of the cracked cantilever beam. It is shown that sudden changes in spatial variations of the wavelet coefficients of the mode shapes can be used to identify the length and location of an embedded horizontal crack. The first three natural frequencies and mode shapes of a cantilever beam with an embedded crack from the finite element method and an experimental investigation are used to validate the proposed model. Local deformations in the vicinity of the crack tips can be described by the proposed four-beam model, which cannot be captured by previous methods. 展开更多
关键词 cracked cantilever beam embedded horizontal crack transverse vibration four-beam model continuous wavelet transform
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Four-level model of ion-ion laser-induced collisional energy transfer and numerical calculations for Ca^+-Sr^+ system
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作者 陈德应 张洪英 樊荣伟 《Chinese Physics B》 SCIE EI CAS CSCD 2010年第5期233-240,共8页
The four-level model of laser-induced collisional energy transfer (LICET) for the ion-ion collision system is established based on the time-dependent SchrSdinger equation for the electron dynamics, through which the... The four-level model of laser-induced collisional energy transfer (LICET) for the ion-ion collision system is established based on the time-dependent SchrSdinger equation for the electron dynamics, through which the equations of motion of the probability amplitudes and cross section of the collision system are obtained. Numerical calculations are performed for the Ca+ Sr+ system, with the results showing that the peak of the LICET spectrum appears at a resonant frequency of the transfer laser. The magnitude of the obtained collision cross section is in the order of 10-16 cm2, and is comparable to that obtained in atomic systems, which indicates the validity of the established four-level model. 展开更多
关键词 laser-induced collisional energy transfer four-level model Ca+-Sr+ system
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Testing a Four-Dimensional Variational Data Assimilation Method Using an Improved Intermediate Coupled Model for ENSO Analysis and Prediction 被引量:12
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作者 Chuan GAO Xinrong WU Rong-Hua ZHANG 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2016年第7期875-888,共14页
A four-dimensional variational (4D-Var) data assimilation method is implemented in an improved intermediate coupled model (ICM) of the tropical Pacific. A twin experiment is designed to evaluate the impact of the ... A four-dimensional variational (4D-Var) data assimilation method is implemented in an improved intermediate coupled model (ICM) of the tropical Pacific. A twin experiment is designed to evaluate the impact of the 4D-Var data assimilation algorithm on ENSO analysis and prediction based on the ICM. The model error is assumed to arise only from the parameter uncertainty. The "observation" of the SST anomaly, which is sampled from a "truth" model simulation that takes default parameter values and has Gaussian noise added, is directly assimilated into the assimilation model with its parameters set erroneously. Results show that 4D-Var effectively reduces the error of ENSO analysis and therefore improves the prediction skill of ENSO events compared with the non-assimilation case. These results provide a promising way for the ICM to achieve better real-time ENSO prediction. 展开更多
关键词 four-dimensional variational data assimilation intermediate coupled model twin experiment ENSO prediction
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Four-Level Decay Model of^6P_(7/2) Excited State of Eu^(2+) Ion in KMgF_3
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作者 Hai Quan SU, Xian Ming ZHANG, ChunYu ZANG, Chun Shan SHI( Key Laboratory of Rare Earth Chemistry and Physics, Changchun Institute of Applied Chemistry, Chinese Academy of Sciences, Changchun 130022 《Chinese Chemical Letters》 SCIE CAS CSCD 2001年第2期175-178,共4页
A four-level decay model of ~6P_(7/2) excited state of Eu^(2+_ ion in KMgF_3: Eu^(2+) has been proposed. The decay profiles of the ~6P_(7/2) excited state of Eu^(2+) are two exponential and the physical implication o... A four-level decay model of ~6P_(7/2) excited state of Eu^(2+_ ion in KMgF_3: Eu^(2+) has been proposed. The decay profiles of the ~6P_(7/2) excited state of Eu^(2+) are two exponential and the physical implication of each term in the fit equation responsible for the model is interpreted. The data obtained spectroscopically are in good agreement with the fit results. 展开更多
关键词 four-level decay model divalent europium ~6P_(7/2) excited state KMgF_3.
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Speed prediction models for car and sports utility vehicleat locations along four-lane median divided horizontal curves
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作者 Avijit Maji Ayush Tyagi 《Journal of Modern Transportation》 2018年第4期278-284,共7页
Sites with varying geometric features were analyzed to develop the 85 th percentile speed prediction models for car and sports utility vehicle(SUV) at 50 m prior to the point of curvature(PC), PC, midpoint of a curve(... Sites with varying geometric features were analyzed to develop the 85 th percentile speed prediction models for car and sports utility vehicle(SUV) at 50 m prior to the point of curvature(PC), PC, midpoint of a curve(MC), point of tangent(PT) and 50 m beyond PT on four-lane median divided rural highways. The car and SUV speed data were combined in the analysis as they were found to be normally distributed and not significantly different. Independent parameters representing geometric features and speed at the preceding section were logically selected in stepwise regression analyses to develop the models. Speeds at various locations were found to be dependent on some combinations of curve length, curvature and speed in the immediately preceding section of the highway. Curve length had a significant effect on the speed at locations 50 m prior to PC, PC and MC. The effect of curvature on speed was observed only at MC. The curve geometry did not have a significant effect on speed from PT onwards. The speed at 50 m prior to PC and curvature is the most significant parameter that affects the speed at PC and MC, respectively. Before entering a horizontal curve, drivers possibly perceive the curve based on its length. Longer curve encourages drivers to maintain higher speed in the preceding tangent section. Further, drivers start experiencing the effect of curvature only after entering the curve and adjust speed accordingly. Practitioners can use these findings in designing consistent horizontal curve for vehicle speed harmony. 展开更多
关键词 Vehicle speed prediction model four-lane median divided highway Horizontal curve Regression analysis The 85th percentile speed
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Effective way of alleviating poverty against poverty control: Based on the model of "Three Drives, Four Joints" in Zhen'an County
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作者 HE De-gui ZHONG Xiao-rong 《Ecological Economy》 2017年第2期150-164,共15页
Based on the survey research of poverty controlling model of "Three Drives, Four Joints" in Zhen'an County, its forming motives, implementing mechanism, and constraint factors have been explored to testi... Based on the survey research of poverty controlling model of "Three Drives, Four Joints" in Zhen'an County, its forming motives, implementing mechanism, and constraint factors have been explored to testify its enlightenment and applicability, establishing a promotable, applicable, and effective poverty alleviation model. "Three Drives, Four Joints" model is linked to the poor who lacks ability of self-development. Relying on the drives from key leading companies, the capable and the rich, a community with shared interests by the poor and the subjects of the "three drives" could be formed through "Joint Production, Joint Resources, Joint Community of Stock, and Joint Operation". The linked poverty alleviation development model of "the influential and the rich bring along the poor" and "A rich household would help the others" come into being. It is found out that the model of "Three Drives, Four Joints" is in essence a poverty alleviation method focusing on the increase of the income and diversified ways of increasing the earnings. Problems of poverty alleviation carrier and joint mechanism have been solved in the poverty alleviation process. The model is innovative in activating the resource elements, helping to move the poor out of poverty. A referential, copyable, and applicable model is offered to advance the poverty alleviation in mountainous areas in China. 展开更多
关键词 poverty control poverty alleviation effective way model of "Three Drives four Joints"
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Spectra of the Energy Operator of Four-Electron Systems in the Impurity Hubbard Model. Triplet State 被引量:1
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作者 S. M. Tashpulatov R. T. Parmanova 《Journal of Applied Mathematics and Physics》 2021年第11期2776-2795,共20页
We consider the energy operator of four-electron systems in an impurity Hubbard model and investigated the structure of essential spectra and discrete spectrum of the system in the first triplet state in a one-dimensi... We consider the energy operator of four-electron systems in an impurity Hubbard model and investigated the structure of essential spectra and discrete spectrum of the system in the first triplet state in a one-dimensional lattice. For investigation the structure of essential spectra and discrete spectrum of the energy operator of four-electron systems in an impurity Hubbard model, for which the momentum representation is convenient. In addition, we used the tensor products of Hilbert spaces and tensor products of operators in Hilbert spaces and described the structure of essential spectrum and discrete spectrum of the energy operator of four-electron systems in an impurity Hubbard model. The investigations show that there are such cases: 1) the essential spectrum of the system consists of the union of no more than eight segments, and the discrete spectrum of the system consists of no more than three eigenvalues;2) the essential spectrum of the system consists of the union of no more than sixteen segments, and the discrete spectrum of the system consists of no more than eleven eigenvalues;3) the essential spectrum of the system consists of the union of no more than three segments, and the discrete spectrum of the system is the empty set. Consequently, the essential spectrum of the system consists of the union of no more than sixteen segments, and the discrete spectrum of the system consists of no more than eleven eigenvalues. 展开更多
关键词 Hubbard model Essential Spectrum Discrete Spectrum four Electron Systems Quintet State Triplet State Singlet State SPECTRA
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The Unified Gauge Model of Four Interactions
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作者 Bin Liang 《Journal of Modern Physics》 2018年第5期997-1006,共10页
We have reestablished the SU (5) grand unified model according to new research results in order to clarify some misunderstandings to the model. On this basis the unified gauge model describing four interactions contai... We have reestablished the SU (5) grand unified model according to new research results in order to clarify some misunderstandings to the model. On this basis the unified gauge model describing four interactions containing gravity has been established, and its results are consistent with experiments. 展开更多
关键词 four INTERACTIONS SU (5) GRAND UNIFIED model GRAND UNIFIED Point Gravity UNIFIED GAUGE model
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Position Adaptive Measurement Model for Double-four Quadrant Photoelectric Detector
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作者 党丽萍 刘君华 +1 位作者 唐树刚 刘洪飞 《Defence Technology(防务技术)》 SCIE EI CAS 2006年第2期106-111,共6页
A modeling method of the support vector machine combined with matrix optics is considered; a complete new measurement model for double-four quadrant photoelectric detector is built. According to the analysis of the re... A modeling method of the support vector machine combined with matrix optics is considered; a complete new measurement model for double-four quadrant photoelectric detector is built. According to the analysis of the received light spot size and its motion with the changes of the defocusing amount of detector photosensitive surface and the detector position attitude in the optical path, a mathematic expression of photoelectrical conversion is given, which can be applicable to random setting position of the detector at any time. Based on least square support vector machine (LS SVM), the mapping relationship among the output signal linear characteristic parameters (zero neighborhood gradient and intercept), the defocusing amount of the detector and the installation position attitude angle is established. Thus, the multiple dimensional high accuracy measuring and adjusting control system can be left out, and adaptive measurement of the detector parameters can be realized. Compared with existed measurement model and method, the presented model has the advantages of more clear physical meaning, closer to work mechanism of detector, acquiring more complete sample data and wiping out the dead spots or bad spots in measurement. And the accuracy of displacement measurement is increased to 3?μm. At the same time, this measurement mode provides a technical shortcut for three-dimensional small angle measurement. 展开更多
关键词 光电探测器 位置适应管理 管理模型 无线电导引 线性参数
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Four Types of Percolation Transitions in the Cluster Aggregation Network Model
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作者 Wen-Chen Han Jun-Zhong Yang 《Chinese Physics Letters》 SCIE CAS CSCD 2018年第1期59-62,共4页
We study the percolation transition in a one-species cluster aggregation network model, in which the parameter α describes the suppression on the cluster sizes. It is found that the model can exhibit four types of pe... We study the percolation transition in a one-species cluster aggregation network model, in which the parameter α describes the suppression on the cluster sizes. It is found that the model can exhibit four types of percolation transitions, two continuous percolation transitions and two discontinuous ones. Continuous and discontinuous percolation transitions can be distinguished from each other by the largest single jump. Two types of continuous percolation transitions show different behaviors in the time gap. Two types of discontinuous percolation transitions are different in the time evolution of the cluster size distribution. Moreover, we also find that the time gap may also be a measure to distinguish different discontinuous percolations in this model. 展开更多
关键词 four Types of Percolation Transitions in the Cluster Aggregation Network model
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Estimation of Daily Global Solar Radiation with Different Sunshine-Based Models for Some Burundian Stations
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作者 Mathias Bashahu Gratien Ndacayisaba 《Energy and Power Engineering》 2024年第1期1-20,共20页
Sunshine duration (S) based empirical equations have been employed in this study to estimate the daily global solar radiation on a horizontal surface (G) for six meteorological stations in Burundi. Those equations inc... Sunshine duration (S) based empirical equations have been employed in this study to estimate the daily global solar radiation on a horizontal surface (G) for six meteorological stations in Burundi. Those equations include the Ångström-Prescott linear model and four amongst its derivatives, i.e. logarithmic, exponential, power and quadratic functions. Monthly mean values of daily global solar radiation and sunshine duration data for a period of 20 to 23 years, from the Geographical Institute of Burundi (IGEBU), have been used. For any of the six stations, ten single or double linear regressions have been developed from the above-said five functions, to relate in terms of monthly mean values, the daily clearness index () to each of the next two kinds of relative sunshine duration (RSD): and . In those ratios, G<sub>0</sub>, S<sub>0 </sub>and stand for the extraterrestrial daily solar radiation on a horizontal surface, the day length and the modified day length taking into account the natural site’s horizon, respectively. According to the calculated mean values of the clearness index and the RSD, each station experiences a high number of fairly clear (or partially cloudy) days. Estimated values of the dependent variable (y) in each developed linear regression, have been compared to measured values in terms of the coefficients of correlation (R) and of determination (R<sub>2</sub>), the mean bias error (MBE), the root mean square error (RMSE) and the t-statistics. Mean values of these statistical indicators have been used to rank, according to decreasing performance level, firstly the ten developed equations per station on account of the overall six stations, secondly the six stations on account of the overall ten equations. Nevertheless, the obtained values of those indicators lay in the next ranges for all the developed sixty equations:;;;, with . These results lead to assert that any of the sixty developed linear regressions (and thus equations in terms of and ), fits very adequately measured data, and should be used to estimate monthly average daily global solar radiation with sunshine duration for the relevant station. It is also found that using as RSD, is slightly more advantageous than using for estimating the monthly average daily clearness index, . Moreover, values of statistical indicators of this study match adequately data from other works on the same kinds of empirical equations. 展开更多
关键词 Clearness Index Two Kinds of Relative Sunshine Duration Ångström-Prescott Linear model and four Derivatives Statistical Tests Six Burundian Stations
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新课标视域下中学历史课程“四维融合”教学模式的探索
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作者 马建堂 《四川文理学院学报》 2025年第1期109-115,共7页
在中学历史教学中,把握历史课程的特征,树立“述史、释史、论史、评史”四个维度的学习方式极为重要,有助于历史知识的有效掌握。述史是对基本历史知识、历史过程的叙述;释史是对知识重难点的深入阐释;论史是引导学生“以史为据”“论... 在中学历史教学中,把握历史课程的特征,树立“述史、释史、论史、评史”四个维度的学习方式极为重要,有助于历史知识的有效掌握。述史是对基本历史知识、历史过程的叙述;释史是对知识重难点的深入阐释;论史是引导学生“以史为据”“论从史出”,参与历史讨论;评史是使用唯物史观对基本历史现象、事件和人物的客观评价。通过“四维融合”的模式,引导授课对象全过程的参与课堂学习,从而通过深度学习,促进学生形成正确的历史观,实现学生对历史知识的深度学习与掌握,实现中学历史课程教学目标的深度达成。 展开更多
关键词 历史课程 四维融合 教学模式
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Four-Electron Systems in the Impurity Hubbard Model. Second Triplet State. Spectra of the System in the ν-Dimensional Lattice Zν
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作者 S. M. Tashpulatov R. T. Parmanova 《Journal of Applied Mathematics and Physics》 2023年第11期3393-3427,共35页
We consider an energy operator of four-electron system in the Impurity Hubbard model with a coupling between nearest-neighbors. The spectrum of the systems in the second triplet state in a ν-dimensional lattice is in... We consider an energy operator of four-electron system in the Impurity Hubbard model with a coupling between nearest-neighbors. The spectrum of the systems in the second triplet state in a ν-dimensional lattice is investigated. For investigation the structure of essential spectra and discrete spectrum of the energy operator of four-electron systems in an impurity Hubbard model, for which the momentum representation is convenient. In addition, we used the tensor products of Hilbert spaces and tensor products of operators in Hilbert spaces and described the structure of essential spectrum and discrete spectrum of the energy operator of four-electron systems in an impurity Hubbard model for the second triplet state of the system. The investigations show that the essential spectrum of the system consists of the union of no more than sixteen segments, and the discrete spectrum of the system consists of no more than eleven eigenvalues. 展开更多
关键词 Spectra of four-Electron System Bound State Anti-Bound State Impurity Hubbard model Quintet State Singlet State Triplet State
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基于Working Model 2D运动仿真的机构设计 被引量:2
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作者 顾艳红 蔡晓君 +1 位作者 徐林林 窦艳涛 《实验技术与管理》 CAS 2008年第2期82-87,共6页
介绍了基于Working Model 2D运动仿真的机构设计。该文利用该软件对四杆机构进行运动仿真和运动分析,结合Excel实现凸轮机构的凸轮轮廓线的设计并作运动仿真。此软件简单易学,仿真过程形象直观,为机构设计提供了一个极好的工具。
关键词 运动仿真 Working model 2D EXCEL 四杆机构 凸轮轮廓
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被试作答失误现象及稳健性估计方法的测验模拟分析
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作者 简小珠 戴步云 《考试研究》 2025年第1期46-54,共9页
在测验中被试往往由于各种原因会出现作答失误现象,以往研究者已提出用睡眠现象、失误现象两个测量概念来描述被试作答失误现象。本文提出测验中失误现象的新测量模型,针对睡眠现象、失误现象的测量模型,分为存在或不存在失误现象(睡眠... 在测验中被试往往由于各种原因会出现作答失误现象,以往研究者已提出用睡眠现象、失误现象两个测量概念来描述被试作答失误现象。本文提出测验中失误现象的新测量模型,针对睡眠现象、失误现象的测量模型,分为存在或不存在失误现象(睡眠现象)两类情境分别进行模拟,并使用多种稳健性估计方法进行能力估计。由测验模拟结果可知,四参数Logistic模型稳健性估计方法在多种测验情境下都能够实现稳健性估计,有效纠正失误现象(睡眠现象)造成的能力低估问题。失误现象所描述的对象是全体被试,更能有效代表测验中的被试作答失误现象。 展开更多
关键词 睡眠现象 失误现象 四参数Logistic模型 稳健性估计
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“一中心双轨道三联线四驱动”网络育人模式构建
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作者 朱平 刘靖 《科教文汇》 2025年第2期51-54,共4页
随着信息技术的飞速发展,网络已成为现代育人的重要平台。该文提出“一中心双轨道三联线四驱动”网络育人模式,旨在通过明确思政教育目标、优化思政教育环境、加强思政教育实践和提升思政教育效果,实现全面、系统、高效的网络育人工作... 随着信息技术的飞速发展,网络已成为现代育人的重要平台。该文提出“一中心双轨道三联线四驱动”网络育人模式,旨在通过明确思政教育目标、优化思政教育环境、加强思政教育实践和提升思政教育效果,实现全面、系统、高效的网络育人工作。该模式以立德树人为中心,通过线上线下双轨道并行,结合“两微一抖”(微博、微信、抖音)三联线,同时借助新媒体中心网评员、二级学院宣传员、班级宣传委员、寝室信息员参与四驱动力,共同推动思政教育工作的深入开展。 展开更多
关键词 网络育人 一中心 双轨道 三联线 四驱动 育人模式
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Spatial prediction of landslide susceptibility using GIS-based statistical and machine learning models in Wanzhou County,Three Gorges Reservoir, China 被引量:10
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作者 Ting Xiao Kunlong Yin +1 位作者 Tianlu Yao Shuhao Liu 《Acta Geochimica》 EI CAS CSCD 2019年第5期654-669,共16页
Landslide susceptibility mapping is vital for landslide risk management and urban planning.In this study,we used three statistical models[frequency ratio,certainty factor and index of entropy(IOE)]and a machine learni... Landslide susceptibility mapping is vital for landslide risk management and urban planning.In this study,we used three statistical models[frequency ratio,certainty factor and index of entropy(IOE)]and a machine learning model[random forest(RF)]for landslide susceptibility mapping in Wanzhou County,China.First,a landslide inventory map was prepared using earlier geotechnical investigation reports,aerial images,and field surveys.Then,the redundant factors were excluded from the initial fourteen landslide causal factors via factor correlation analysis.To determine the most effective causal factors,landslide susceptibility evaluations were performed based on four cases with different combinations of factors("cases").In the analysis,465(70%)landslide locations were randomly selected for model training,and 200(30%)landslide locations were selected for verification.The results showed that case 3 produced the best performance for the statistical models and that case 2 produced the best performance for the RF model.Finally,the receiver operating characteristic(ROC)curve was used to verify the accuracy of each model's results for its respective optimal case.The ROC curve analysis showed that the machine learning model performed better than the other three models,and among the three statistical models,the IOE model with weight coefficients was superior. 展开更多
关键词 LANDSLIDE SUSCEPTIBILITY mapping STATISTICAL model Machine learning model four cases
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基于Modelica的液压支架多领域运动仿真分析
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作者 朱凌云 朱强 +1 位作者 武红霞 秦东晨 《煤矿机械》 北大核心 2013年第1期56-57,共2页
系统仿真软件Dymola完全支持建模语言Modelica,能够实现多领域协同建模仿真。利用基于Modelica语言开发的机械领域库和电气库,对某一型号的掩护式液压支架四连杆部分进行了运动学仿真。仿真结果验证了该液压支架设计的合理性,为支架的... 系统仿真软件Dymola完全支持建模语言Modelica,能够实现多领域协同建模仿真。利用基于Modelica语言开发的机械领域库和电气库,对某一型号的掩护式液压支架四连杆部分进行了运动学仿真。仿真结果验证了该液压支架设计的合理性,为支架的其他运动性能多领域分析和进一步优化提供了参考。 展开更多
关键词 modelICA 掩护式液压支架 四连杆 多领域建模仿真
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基于“一中心四平台”的公立医院后勤运营管理实践研究 被引量:2
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作者 石苗 吴永仁 +4 位作者 邵军 管德赛 王俊 孙鹏 郭诚刚 《现代医院》 2024年第2期271-274,279,共5页
目的探讨基于“一中心四平台”的医院后勤运营管理模式成效。方法以医院智慧管理分级评估标准为依据,依托大数据、物联网、互联网+、人工智能等技术运用,打造后勤智慧运维管理中心以及设备管控信息化平台、安全防范信息化平台、能耗监... 目的探讨基于“一中心四平台”的医院后勤运营管理模式成效。方法以医院智慧管理分级评估标准为依据,依托大数据、物联网、互联网+、人工智能等技术运用,打造后勤智慧运维管理中心以及设备管控信息化平台、安全防范信息化平台、能耗监测信息化平台、运营管理信息化平台的“一中心四平台”运营管理模式。结果经过样本医院的管理实践证明:基于“智慧联动”的设备故障处置能力得到显著提升,2022年故障报警次数同比2021年下降28.63%,其中高级、普通报警次数同比2021年分别下降69.53%、33.15%;基于“一站式”的后勤服务保障能力得到显著提升,2022年同比2021年维修次数下降2.92%,维修质量有所提高,反复维修频次降低;基于“数据挖掘”的能耗管控能力得到显著提升,2022年万元收入能耗支出同比2021年下降8.71%。结论“一中心四平台”可以显著提高后勤运维管理水平。 展开更多
关键词 一中心四平台 智慧运维 后勤信息化 运营管理
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基于“Four-hot”编码和Transformer-LSTM模型的船型识别方法 被引量:1
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作者 王哲 张静 +1 位作者 李磊 蒋俊 《信息工程大学学报》 2021年第6期756-763,共8页
为克服依靠图像数据进行识别的局限,使用航迹数据和深度学习方法是当前船型识别的热门方案。针对船型识别任务中常用的长短时记忆(Long Short Term Memory,LSTM)网络对航迹数据特征提取的性能饱和问题,提出了一种基于“Four-hot”编码和... 为克服依靠图像数据进行识别的局限,使用航迹数据和深度学习方法是当前船型识别的热门方案。针对船型识别任务中常用的长短时记忆(Long Short Term Memory,LSTM)网络对航迹数据特征提取的性能饱和问题,提出了一种基于“Four-hot”编码和Transformer-LSTM神经网络模型的船型识别方法。首先将航迹数据编码为“Four-hot”向量形式;然后构建由Transformer编码模块和LSTM网络级联的Transformer-LSTM神经网络模型,用LSTM网络对Transformer输出的高层表示进行二次学习。在船舶自动识别系统(Automatic Identification System,AIS)数据集上的实验结果显示,所提出的方法在测试集上的加权平均F1分数(Weighted Average F1,WAF1)比未编码航迹数据经5类实验模型直接训练和测试得到的值高3.09百分点以上。 展开更多
关键词 four-hot”编码 船型识别 Transformer模型 长短时记忆(LSTM)
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