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Random vibration analysis of FGM plates subjected to moving load using a refined stochastic finite element method
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作者 Ngoc-Tu Do Trung Thanh Tran 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2024年第4期42-56,共15页
The article introduces a finite element procedure using the bilinear quadrilateral element or four-node rectangular element(namely Q4 element) based on a refined first-order shear deformation theory(rFSDT) and Monte C... The article introduces a finite element procedure using the bilinear quadrilateral element or four-node rectangular element(namely Q4 element) based on a refined first-order shear deformation theory(rFSDT) and Monte Carlo simulation(MCS), so-called refined stochastic finite element method to investigate the random vibration of functionally graded material(FGM) plates subjected to the moving load.The advantage of the proposed method is to use r-FSDT to improve the accuracy of classical FSDT, satisfy the stress-free condition at the plate boundaries, and combine with MCS to analyze the vibration of the FGM plate when the parameter inputs are random quantities following a normal distribution. The obtained results show that the distribution characteristics of the vibration response of the FGM plate depend on the standard deviation of the input parameters and the velocity of the moving load.Furthermore, the numerical results in this study are expected to contribute to improving the understanding of FGM plates subjected to moving loads with uncertain input parameters. 展开更多
关键词 FGM Moving load R-FSDT Q4 element Monte Carlo simulation random vibration
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PREDICTION OF FATIGUE LIVES OF RC BEAMS STRENGTHENED WITH CFL UNDER RANDOM LOADING 被引量:4
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作者 Rongwei Lin Peiyan Huang Chen Zhao Xinyan Guo Xiaohong Zheng 《Acta Mechanica Solida Sinica》 SCIE EI 2008年第4期359-363,共5页
The investigation on fatigue lives of reinforced concrete (RC) structures strength- ened with fiber laminate under random loading is important for the repairing or the strengthening of bridges and the safety of the ... The investigation on fatigue lives of reinforced concrete (RC) structures strength- ened with fiber laminate under random loading is important for the repairing or the strengthening of bridges and the safety of the traffic. In this paper, two methods are developed for predicting the fatigue lives of RC structures strengthened with carbon fiber [aminate (CFL) under random loading based on a residual life and a residual strength model. To discuss the efficiency of the model, 12 RC beams strengthened with CFL are tested under random loading by the MTS810 testing system. The predicted residual strength approximately agrees with test results. 展开更多
关键词 carbon fiber laminate predicted method fatigue life random load RC structure
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Oblique and Multi-Directional Random Wave Loads on Vertical Breakwaters 被引量:3
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作者 俞聿修 李本霞 张宁川 《海洋工程:英文版》 2003年第2期189-202,共14页
Extensive 3-D model tests have been performed to study the effects of wave obliquity and multi-directionality on the wave loads acting on vertical breakwaters. The variation of horizontal and uplift forces acting on a... Extensive 3-D model tests have been performed to study the effects of wave obliquity and multi-directionality on the wave loads acting on vertical breakwaters. The variation of horizontal and uplift forces acting on an unit length of a breakwater with wave direction, the longitudinal distribution of wave forces, as well as the longitudinal load reduction are analyzed. Some empirical formulae of the longitudinal distribution coefficient and the longitudinal load reduction factor are presented for practical use. 展开更多
关键词 vertical breakwaters oblique wave multi-directional random wave longitudinal distribution wave forces longitudinal load reduction
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STOCHASTIC OPTIMAL CONTROL OF STRONGLY NONLINEAR SYSTEMS UNDER WIDE-BAND RANDOM EXCITATION WITH ACTUATOR SATURATION 被引量:3
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作者 Changshui Feng Weiqiu Zhu 《Acta Mechanica Solida Sinica》 SCIE EI 2008年第2期116-126,共11页
A bounded optimal control strategy for strongly non-linear systems under non-white wide-band random excitation with actuator saturation is proposed. First, the stochastic averaging method is introduced for controlled ... A bounded optimal control strategy for strongly non-linear systems under non-white wide-band random excitation with actuator saturation is proposed. First, the stochastic averaging method is introduced for controlled strongly non-linear systems under wide-band random excitation using generalized harmonic functions. Then, the dynamical programming equation for the saturated control problem is formulated from the partially averaged Itō equation based on the dynamical programming principle. The optimal control consisting of the unbounded optimal control and the bounded bang-bang control is determined by solving the dynamical programming equation. Finally, the response of the optimally controlled system is predicted by solving the reduced Fokker-Planck-Kolmogorov (FPK) equation associated with the completed averaged Itō equation. An example is given to illustrate the proposed control strategy. Numerical results show that the proposed control strategy has high control effectiveness and efficiency and the chattering is reduced significantly comparing with the bang-bang control strategy. 展开更多
关键词 nonlinear system optimal control actuator saturation stochastic averaging wide-band random excitation
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Nonlinear Random Motion Analysis of Coupled Heave-Pitch Motions of a Spar Platform Considering lst-Order and 2nd-Order Wave Loads 被引量:6
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作者 Shuxiao Liu YougangTang Wei Li 《Journal of Marine Science and Application》 CSCD 2016年第2期166-174,共9页
In this study, the coupled heave-pitch motion equations of a spar platform were established by considering lst-order and 2nd-order random wave loads and the effects of time-varying displacement volume and transient wa... In this study, the coupled heave-pitch motion equations of a spar platform were established by considering lst-order and 2nd-order random wave loads and the effects of time-varying displacement volume and transient wave elevation. We generated random wave loads based on frequency-domain wave load transfer functions and the Joint North Sea Wave Project (JONSWAP) wave spectrum, designed program codes to solve the motion equations, and then simulated the coupled heave-pitch motion responses of the platform in the time domain. We then calculated and compared the motion responses in different sea conditions and separately investigated the effects of 2nd-order random wave loads and transient wave elevation. The results show that the coupled heave-pitch motion responses of the platform are primarily dominated by wave height and the characteristic wave period, the latter of which has a greater impact. 2nd-order mean wave loads mainly affect the average heave value. The platform's pitch increases after the 2nd-order low frequency wave loads are taken into account. The platform's heave is underestimated if the transient wave elevation term in the motion equations is neglected. 展开更多
关键词 spar platform coupled heave-pitch random waves 2nd-order wave loads transient wave elevation time domain analysis
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Combined approach for analysing evolutionary power spectra of a track-soil system under moving random loads 被引量:3
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作者 Y.Zhao L.T.Si H.Ouyang 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2019年第3期674-690,共17页
The pseudo-excitation method combined with the integral transform method (PEM-ITM) is presented to investigate the ground vibration of a coupled track-soil system induced by moving random loads. Commonly in the track ... The pseudo-excitation method combined with the integral transform method (PEM-ITM) is presented to investigate the ground vibration of a coupled track-soil system induced by moving random loads. Commonly in the track model, the rail, sleepers, rail pads, and ballast are modelled as an infinite Euler beam, discretely distributed masses, discretely distributed vertical springs, and a viscoelastic layer, respectively. The soil is regarded as a homogenous isotropic half-space coupled with the track using the boundary condition at the surface of the ground. By introducing a pseudo-excitation, the random vibration analysis of the coupled system is converted into a harmonic analysis. The analytical form of evolutionary power spectral density responses of the simplified coupled track-soil system under a random moving load is derived in the frequency/wavenumber domain by PEM-ITM. In the numerical examples, the effects of different parameters, such as the moving speed, the soil properties, and the coherence of moving loads, on the ground response are investigated. 展开更多
关键词 Track-soil system MOVING random loads EVOLUTIONARY POWER spectrum Pseudo-excitation METHOD Integral transform METHOD Vibration transmission
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Four-week pegylated interferon a-2a monotherapy for chronic hepatitis C with genotype 2 and low viral load:A pilot,randomized study 被引量:3
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作者 Akihito Tsubota Ken-ichi Satoh +5 位作者 Mashu Aizawa Seishi Takamatsu Yoshihisa Namiki Toshifumi Ohkusa Kiyotaka Fujise Hisao Tajiri 《World Journal of Gastroenterology》 SCIE CAS CSCD 2008年第47期7220-7224,共5页
AIM:To assess the efficacy and advantages of 4-wk pegylated interferon a-2a(peg-IFN-a2a) monotherapy for chronic hepatitis C patients with strong predictors of sustained virologic response(SVR).METHODS:Patients(n = 33... AIM:To assess the efficacy and advantages of 4-wk pegylated interferon a-2a(peg-IFN-a2a) monotherapy for chronic hepatitis C patients with strong predictors of sustained virologic response(SVR).METHODS:Patients(n = 33) with genotype 2 and low viral load(< 100 KIU/mL),who became HCV RNA negative after 1 wk of IFN treatment,were randomly allocated to receive a 4-or 12-wk treatment course at a ratio of 2:1,respectively,with a subsequent 24-wk follow-up period.Peg-IFN-a2a was administered subcutaneously at a dose of 180 μg or 90 μg once weekly.SVR was defined as absence of serum HCV RNA at the end of the follow-up period.RESULTS:All patients completed the treatment schedule,and more than half were symptom-free during the treatment.In the 4-wk treatment group,20 of 22(91%) patients achieved SVR.Two patients relapsed,but achieved SVR following re-treatment with peg-IFN-a2a alone.In the 12-wk treatment group,11 of 11(100%) patients attained SVR.CONCLUSION:Our results show that a 4-wk course of peg-IFN-a2a monotherapy can achieve a high SVR rate in "IFN-sensitive" patients,without negatively affecting outcome. 展开更多
关键词 Chronic hepatitis C Pegylated interferonalpha-2a monotherapy Genotype 2 Low viral load randomized pilot study
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ESTIMATION OF FATIGUE LIFE UNDER RANDOM LOADING WITH PLASTIC HYSTERESIS ENERGY THEOREM 被引量:1
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作者 Wu Fumin(Northwestern Polytechnical University, Xi’an, China, 710072)ian Dingshuan(Chinese Flitrht Test Establishment, Xi’an, China, 710089) 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 1994年第4期289-294,共6页
Fatigue damage of materials includes static damage and cyclic damage.Static damage is a ratio of the plastic energy in first static loading to the statictoughness, while cyclic damage is the ratio of the cyclic plasti... Fatigue damage of materials includes static damage and cyclic damage.Static damage is a ratio of the plastic energy in first static loading to the statictoughness, while cyclic damage is the ratio of the cyclic plastic hysteresis energy to thefatigue toughness. In the calculation, cyclic hardening (or softening) of a material istaken into account, which results in the increase (or decrease) of the yield stress. Forsimplification, it is assumed that stress and strain in cyclic loading vary in accordancewith the hysteresis loop. Fatigue toughness of a material can be detennined bysymmetric cyclic stress controlled fatigue test. A method, rational and convenient forengineering, is proposed to estimate the fatigue life under random loading based onplastic hysteresis energy theorem. Preliminary verification by test is satisfactory. 展开更多
关键词 plastic deforniation static characteristics fatigue tests fatigue life random loads
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Treatment of Hydrodynamic Loading for Random Sea State
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作者 Anjan Sarkar , Suhail Ahmad and T. K. Datta M. Tech. StudentAssistant Professor, Department of Applied Mechanics Professor, Department of Civil Engineering, Indian Institute of Technology - Delhi, New Delhi-110 016, Indian 《China Ocean Engineering》 SCIE EI 1996年第3期307-322,共16页
In order to employ cost effective frequency domain analysis for off-shore structures treatment of hydrodynamic loading is essential. Drag and inertia dominated, resonating and antiresonating cases under random sea sta... In order to employ cost effective frequency domain analysis for off-shore structures treatment of hydrodynamic loading is essential. Drag and inertia dominated, resonating and antiresonating cases under random sea states are analyzed to highlight the implications and relative merits of four salient linearization techniques. 展开更多
关键词 random sea hydrodynamic load drag linearisation
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The Random Distribution of the Loading and Unloading Response Ratio Under the Assumptions of Poisson Models
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作者 Zhuang Jiancang and Yin XiangchuCentre for Analysis and Prediction,CSB,Beijing 100036,China Research Center of Exploration Geophysics,CSB,Zhengzhou 450002,China Laboratory of Nonlinear Mechanics, Institute of Mechanics,Chinese Academy of Sciences,Beijing 100080,China 《Earthquake Research in China》 2000年第1期42-52,共11页
This paper discussed the random distribution of the loading and unloading response ratio(LURR) of different definitions(Y<sub>1</sub>~Y<sub>5</sub>)using the assumptions that the earthquak... This paper discussed the random distribution of the loading and unloading response ratio(LURR) of different definitions(Y<sub>1</sub>~Y<sub>5</sub>)using the assumptions that the earthquakes occurfollowing the Poisson process and their magnitudes obey the Gutenberg-Richter law.Theresults show that Y<sub>1</sub>~Y<sub>5</sub> are quite stable or concentrated when the expected number of eventsin the calculation time window is relatively large(】40);but when this occurrence ratebecomes very small,Y<sub>2</sub>~Y<sub>5</sub> become quite variable or unstable.That is to say,a high value ofthe LURR can be produced not only from seismicity before a large earthquake,but also from arandom sequence of earthquakes that obeys a Poisson process when the expected number ofevents in the window is too small.To check the influence of randomness in the catalogue tothe LURR,the random distribution of the LURR under Poisson models has been calculated bysimulation.90%,95% and 99% confidence ranges of Y<sub>1</sub> and Y<sub>3</sub> are given in this paper,which is helpful to quantify the random 展开更多
关键词 loading and UNloadING response ratio POISSON Model Gutenberg-Richter LAW random distribution CONFIDENCE BAND
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Reliability Simulation for a Missile Tank Under Random Loading
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作者 JIANG Hong kai, TIAN Hong bo, ZHANG Shi yang, CHEN Jia zhao The Second Artillery Engineering College, Xi’an 710025, P.R.China 《International Journal of Plant Engineering and Management》 2001年第3期130-135,共6页
This paper presents a Monte-Carlo simulation method to calculate intensity reliability for a missile tank under random loading. The cumulative damage mathematical model is established , and it adopts a direct simulati... This paper presents a Monte-Carlo simulation method to calculate intensity reliability for a missile tank under random loading. The cumulative damage mathematical model is established , and it adopts a direct simulation method to present random loading and o-riginal intensity for a missile tank. It can effectively predict intensity reliability for a missile tank in the environment of transport and flight. 展开更多
关键词 random loading missile tank cumulative damage RELIABILITY
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Uncertainty Analysis of the Residual Strength of Non-Uniformly Loaded Casingsin Deep Wells
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作者 Jingpeng Wang Wei Zhang +8 位作者 Zhiwei Lin Lin Song Shiyuan Xie Qi Liu Wei Wang Tao Yang Kai Xu Meng Li Yuqiang Xu 《Fluid Dynamics & Materials Processing》 EI 2023年第1期105-116,共12页
An uncertainty analysis method is proposed for the assessment of the residual strength of a casing subjected to wear and non-uniform load in a deep well.The influence of casing residual stress,out-of-roundness and non... An uncertainty analysis method is proposed for the assessment of the residual strength of a casing subjected to wear and non-uniform load in a deep well.The influence of casing residual stress,out-of-roundness and non-uniform load is considered.The distribution of multi-source parameters related to the residual anti extrusion strength and residual anti internal pressure strength of the casing after wear are determined using the probability theory.Considering the technical casing of X101 well in Xinjiang Oilfield as an example,it is shown that the randomness of casing wear depth,formation elastic modulus and formation Poisson’s ratio are the main factors that affect the uncertainty of residual strength.The wider the confidence interval is,the greater the uncertainty range is.Compared with the calculations resulting from the proposed uncertainty analysis method,the residual strength obtained by means of traditional single value calculation method is either larger or smaller,which leads to the conclusion that the residual strength should be considered in terms of a range of probabilities rather than a single value. 展开更多
关键词 Casing wear randomNESS UNCERTAINTY non uniform load deep well
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Performance evaluation of NeuMoDx 96 system for hepatitis B and C viral load
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作者 Gagan Chooramani Jasmine Samal +6 位作者 Nitiksha Rani Gaurav Singh Reshu Agarwal Meenu Bajpai Manoj Kumar Manya Prasad Ekta Gupta 《World Journal of Virology》 2023年第4期233-241,共9页
BACKGROUND Hepatitis B virus(HBV)and hepatitis C virus(HCV)viral load(VL)estimation is essential for the management of both HBV and HCV infections.Due to a longer turnaround time for VL estimation,many patients drop o... BACKGROUND Hepatitis B virus(HBV)and hepatitis C virus(HCV)viral load(VL)estimation is essential for the management of both HBV and HCV infections.Due to a longer turnaround time for VL estimation,many patients drop out from the cascade of care.To achieve the global goals of reducing morbidity and mortality due to HBV/HCV and moving towards their elimination by 2030,molecular diagnostic platforms with faster and random(i.e.single sample)access are needed.AIM To evaluate the performance of the recently launched NeuMoDx 96 random access system with the conventional COBAS^(■)AmpliPrep/COBAS TaqMan system for HBV and HCV VL estimation.METHODS Archived once-thawed plasma samples were retrieved and tested on both platforms.Correlation between the assays was determined by linear regression and Bland-Altman analysis.The study included samples from 186 patients,99 for HBV of which 49 were true infected HBV cases(hepatitis B surface antigen,antihepatitis B core antibody,and HBV DNA-positive)and 87 for HCV assay in which 39 were true positives for HCV infection(anti-HCV and HCV RNA-positive).RESULTS The median VL detected by NeuMoDx for HBV was 2.9(interquartile range[IQR]:2.0-4.3)log_(10)IU/mL and by COBAS it was 3.70(IQR:2.28-4.56)log_(10)IU/mL,with excellent correlation(R2=0.98).In HCV,the median VL detected by NeuMoDx was 4.9(IQR:4.2-5.4)log_(10)IU/mL and by COBAS it was 5.10(IQR:4.07-5.80)log_(10)IU/mL with good correlation(R2=0.96).CONCLUSION The overall concordance between both the systems was 100%for both HBV and HCV VL estimation.Moreover,no genotype-specific bias for HBV/HCV VL quantification was seen in both the systems.Our findings reveal that NeuMoDx HBV and HCV quantitative assays have shown overall good clinical performance and provide faster results with 100%sensitivity and specificity compared to the COBAS AmpliPrep/COBAS TaqMan system. 展开更多
关键词 Hepatitis B Hepatitis C NeuMoDx random access Viral load COBAS AmpliPrep
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再生粗骨料混凝土应力-应变关系 被引量:4
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作者 肖建庄 唐宇翔 +1 位作者 张凯建 杨海峰 《工程力学》 EI CSCD 北大核心 2024年第2期43-55,共13页
再生粗骨料混凝土应力-应变关系是实现其材料到结构力学分析的桥梁纽带,成为再生粗骨料混凝土结构基础理论的基石。介绍了作者团队多年来在再生粗骨料混凝土应力-应变关系方面取得的研究进展:采用模型化再生粗骨料方法,研究了复杂界面... 再生粗骨料混凝土应力-应变关系是实现其材料到结构力学分析的桥梁纽带,成为再生粗骨料混凝土结构基础理论的基石。介绍了作者团队多年来在再生粗骨料混凝土应力-应变关系方面取得的研究进展:采用模型化再生粗骨料方法,研究了复杂界面过渡区对再生粗骨料混凝土破坏行为的影响,揭示了再生粗骨料混凝土细观损伤本质与演化机理;从静力作用到动力作用,系统地开展了不同工况下再生粗骨料混凝土应力-应变行为试验研究,探明了载荷条件对再生粗骨料混凝土应力与变形的影响规律并建立了相适应的力学与数学模型;进一步考虑再生粗骨料性能时空变异性,发现了再生粗骨料混凝土力学响应的概率分布特征,提出了再生粗骨料混凝土随机损伤本构关系;基于获得的本构模型,完成了再生粗骨料混凝土构件时变可靠度分析和结构动力非线性分析,为再生粗骨料混凝土在实际工程中的安全应用提供了理论支撑;提炼了相关研究结论并对未来研究工作进行了展望。 展开更多
关键词 再生粗骨料混凝土 应力-应变关系 多工况受力 随机性 时变可靠度 非线性分析
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深厚软土区桩柱式桥墩临界荷载简化计算方法 被引量:1
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作者 刘晓明 李曦 +3 位作者 刘齐建 刘涛 殷悦 曾磊 《湖南大学学报(自然科学版)》 EI CAS CSCD 北大核心 2024年第3期92-98,共7页
现有桩柱式桥墩临界荷载简化计算方法在大多数情况下计算误差较大,适用性有限.在利用软土区现场桩基屈曲实验结果标定的基础上,采用基于特征值屈曲分析的有限元方法对有典型桩柱式桥墩的临界荷载进行了计算并与现有简化计算方法结果进... 现有桩柱式桥墩临界荷载简化计算方法在大多数情况下计算误差较大,适用性有限.在利用软土区现场桩基屈曲实验结果标定的基础上,采用基于特征值屈曲分析的有限元方法对有典型桩柱式桥墩的临界荷载进行了计算并与现有简化计算方法结果进行了对比,指出了现有简化计算方法的适用范围,发现现有简化方法不适用于软土区桩柱式桥墩计算.在大量桩柱式桥墩有限元特征值屈曲分析数据的基础上,采用随机森林算法对计算结果进行分析,得到可以计算桩柱式桥墩计算长度的随机森林模型以及各影响参数重要性指数分析结果.最后以现常用简化公式为基本形式,纳入随机森林算法给出的重要参数,通过回归分析,提出了深厚软土区桩柱式桥墩临界荷载的简化计算方法. 展开更多
关键词 桩柱式桥墩 临界荷载 有限元 随机森林
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考虑节点刚度随机性的焊接钢筋部品变形计算方法研究 被引量:1
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作者 郑和晖 沈惠军 +1 位作者 厉勇辉 张峰 《桥梁建设》 EI CSCD 北大核心 2024年第1期125-132,共8页
为量化钢筋部品刚度,从受力机理角度出发,基于试验和理论分析,提出考虑刚度随机性的焊接钢筋部品变形计算方法。从受力机理的角度提出三向转动刚度独立力学求解模型,考虑钢筋直径的影响,设计了105组T形焊接钢筋试件及两类加载固定试验装... 为量化钢筋部品刚度,从受力机理角度出发,基于试验和理论分析,提出考虑刚度随机性的焊接钢筋部品变形计算方法。从受力机理的角度提出三向转动刚度独立力学求解模型,考虑钢筋直径的影响,设计了105组T形焊接钢筋试件及两类加载固定试验装置,开展分级加载试验;在此基础上,考虑焊接节点转动刚度随机性,提出基于蒙特卡洛随机抽样的焊接钢筋部品变形计算方法,并分别开展了6个焊接钢筋网片和6个钢筋块体试验进行验证。结果表明:钢筋焊接节点刚度与钢筋直径有关,当焊接条件相同时,钢筋直径越大,焊接节点刚度越大;同一钢筋直径组合的焊接节点转动刚度基本符合正态分布,3个方向的转动刚度R x>R z>R y;钢筋焊接节点刚度与焊接节点断面面积基本呈线性关系;竖筋和横筋连接节点刚度对钢筋部品变形影响显著,所采用的节点刚度取值方法计算的焊接钢筋部品变形偏差均在10%以内,与传统刚接和铰接方法相比,变形计算精度大幅提高,变形计算方法合理。 展开更多
关键词 桥梁工程 钢筋部品 焊接 节点刚度 随机性 变形 加载试验 计算方法
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卷积神经网络与随机场分析桩梁基础承载力
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作者 邓友生 张克钦 +3 位作者 李文杰 李龙 彭程谱 姚志刚 《哈尔滨工业大学学报》 EI CAS CSCD 北大核心 2024年第9期124-130,共7页
岩土体的参数在空间上随机分布,为能更好地反应实际工程地质条件,在桩基础承载力研究中考虑土体的不确定性,并建立具有重要工程价值的承载力预测模型,将基于随机场理论的岩土参数空间变异性引入桩梁基础的研究中,采用数值方法建立桩梁... 岩土体的参数在空间上随机分布,为能更好地反应实际工程地质条件,在桩基础承载力研究中考虑土体的不确定性,并建立具有重要工程价值的承载力预测模型,将基于随机场理论的岩土参数空间变异性引入桩梁基础的研究中,采用数值方法建立桩梁基础与群桩基础的二维随机有限元模型分析承载能力,并与模型试验结果验证。随后通过卷积神经网络建立土体参数随机场图像与基础极限承载力之间的模型进行承载力预测,并基于预测模型研究不同参数的影响。结果表明:考虑土体空间变异性的基础承载力与试验结果基本吻合,随机结果均高于确定性分析;随机场下桩梁基础与群桩基础的承载力均为正态分布;采用卷积神经网络建立的基础承载力预测模型精度较高,且可以用于参数分析,基础承载力随着土体参数的增加而增加,随变异系数的增加而下降。随机条件下,桩梁基础的承载力高于群桩基础,可以充分发挥土体强度并抵御参数不确定性带来的承载力损失。 展开更多
关键词 桩梁基础 空间变异性 随机场理论 卷积神经网络 承载力
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基于K_means++聚类与RF_GRU组合模型的电力负荷预测方法研究
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作者 刘明 尚尚 《计算机与数字工程》 2024年第6期1662-1667,1702,共7页
短期负荷预测是电力系统对负荷进行规划的重要依据之一,为了进一步提升短期负荷预测的精度,提出一种基于K_means++聚类与RF_GRU组合模型的电力负荷预测方法。首先,采用K_means++聚类算法将负荷群体分成负荷特性相近的群体,然后利用改进... 短期负荷预测是电力系统对负荷进行规划的重要依据之一,为了进一步提升短期负荷预测的精度,提出一种基于K_means++聚类与RF_GRU组合模型的电力负荷预测方法。首先,采用K_means++聚类算法将负荷群体分成负荷特性相近的群体,然后利用改进后的CSO算法优化随机森林中的相关参数使其性能最优,接着根据聚类情况采用随机森林选择结构不同的多层GRU网络分别对各组负荷群体进行预测,最后将所有组的预测结果相加得出最终预测值。算例结果表明,聚类算法的归纳整理功能为预测方法节省了预测时间,而采用组合模型又进一步提高了预测精度。 展开更多
关键词 短期负荷预测 K_means++ GRU 随机森林算法
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基于未知风荷载作用下拉索振动位移的拉索MR阻尼器失效破坏的原位识别方法
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作者 雷鹰 杨雄骏 +1 位作者 朱宏平 沈文爱 《土木工程学报》 EI CSCD 北大核心 2024年第6期180-189,共10页
MR阻尼器在长期服役过程中可能由于各种因素导致阻尼器失效破坏。现有的对MR阻尼器的性能识别多为离线方法,需将阻尼器从斜拉索上拆卸下来后进行人工检测。该文提出一种基于斜拉索在未知风荷载作用下振动位移,对在役失效无模型的MR阻尼... MR阻尼器在长期服役过程中可能由于各种因素导致阻尼器失效破坏。现有的对MR阻尼器的性能识别多为离线方法,需将阻尼器从斜拉索上拆卸下来后进行人工检测。该文提出一种基于斜拉索在未知风荷载作用下振动位移,对在役失效无模型的MR阻尼器作用力进行原位在线识别的方法。首先,建立模态坐标下斜拉索-阻尼器系统运动方程及观测方程,并进行模态截断以减少未知变量的数量。然后,将模态风荷载建模为随机游走过程并加入系统的增广状态中,并视MR阻尼器的作用力视为作用在斜拉索上的‘附加未知输入’,采用最近提出的无直接反馈的平滑最小方差无偏Bayesian滤波,对结构增广状态和MR阻尼器作用力进行识别。通过识别数值模拟的MR阻尼器三种典型的失效破坏模式,验证所提方法的有效性。 展开更多
关键词 斜拉索减振 MR阻尼器失效 未知风荷载 随机游走过程 平滑最小方差无偏滤波
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人行桥在行人荷载激励下的非平稳随机响应
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作者 朱前坤 曾新 《兰州理工大学学报》 CAS 北大核心 2024年第1期110-115,共6页
采用虚拟激励法和微分求积法相结合的DQ-PEM法研究在行人荷载激励下人行桥的非平稳随机响应.与以往的虚拟激励法不同的是该方法以简单谱模型为基础,建立行人强迫函数的谱密度,求得多自由度体系人行荷载下的多模态.通过工程算例验证该方... 采用虚拟激励法和微分求积法相结合的DQ-PEM法研究在行人荷载激励下人行桥的非平稳随机响应.与以往的虚拟激励法不同的是该方法以简单谱模型为基础,建立行人强迫函数的谱密度,求得多自由度体系人行荷载下的多模态.通过工程算例验证该方法的准确性与有效性,并进一步讨论不同速度和不同约束条件下梁式结构受行人荷载作用的随机振动问题. 展开更多
关键词 谱模型 行人荷载 虚拟激励 非平稳随机响应 DQ-PEM方法
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