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APPROXIMATE POWER OF HETEROSCEDASTICITY TEST IN NONLINEAR MODELS WITH ARIMA(0,1,0) ERRORS 被引量:1
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作者 Lin Jinguan Wei Bocheng Zhang Nansong 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2005年第4期423-430,共8页
This paper presents an approach for estimating power of the score test, based on an asymptotic approximation to the power of the score test under contiguous alternatives. The method is applied to the problem of power ... This paper presents an approach for estimating power of the score test, based on an asymptotic approximation to the power of the score test under contiguous alternatives. The method is applied to the problem of power calculations for the score test of heteroscedasticity in European rabbit data (Ratkowsky, 1983). Simulation studies are presented which indicate that the asymptotic approximation to the finite-sample situation is good over a wide range of parameter configurations. 展开更多
关键词 ARIMA (0 1 0) errors asymptotic approximation HETEROSCEDASTICITY local power nonlinear model score test.
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Analytical exploration of γ-function explicit method for pseudodynamic testing of nonlinear systems 被引量:2
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作者 张顺益 宋裕祺 《Earthquake Engineering and Engineering Vibration》 SCIE EI CSCD 2005年第1期117-127,共11页
It has been well studied that the γ-function explicit method can be effective in providing favorable numerical dissipation for linear elastic systems. However, its performance for nonlinear systems is unclear due to ... It has been well studied that the γ-function explicit method can be effective in providing favorable numerical dissipation for linear elastic systems. However, its performance for nonlinear systems is unclear due to a lack of analytical evaluation techniques. Thus, a novel technique is proposed herein to evaluate its efficiency for application to nonlinear systems by introducing two parameters to describe the stiffness change. As a result, the numerical properties and error propagation characteristics of the γ-function explicit method for the pseudodynamic testing of a nonlinear system are analytically assessed. It is found that the upper stability limit decreases as the step degree of nonlinearity increases; and it increases as the current degree of nonlinearity increases. It is also shown that this integration method provides favorable numerical dissipation not only for linear elastic systems but also for nonlinear systems. Furthermore, error propagation analysis reveals that the numerical dissipation can effectively suppress the severe error propagation of high frequency modes while the low frequency responses are almost unaffected for both linear elastic and nonlinear systems. 展开更多
关键词 pseudodynamic test nonlinear error propagation numerical dissipation
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Optimal Budget Spending for Software Testing under the Condition of Nonlinear Constraint
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作者 韩用明 吴相林 岳超源 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2003年第3期92-97,共6页
Software testing is a very important phase of the software development process. It is a very difficult job for a software manager to allocate optimally the financial budget to a software project during testing. In thi... Software testing is a very important phase of the software development process. It is a very difficult job for a software manager to allocate optimally the financial budget to a software project during testing. In this paper the problem of optimal allocation of the software testing cost is studied. There exist several models focused on the development of software costs measuring the number of software errors remaining in the software during testing. The purpose of this paper is to use these models to formulate the optimization problems of resource allocation: Minimization of the total number of software errors remaining in the system. On the assumption that a software project consists of some independent modules, the presented approach extends previous work by defining new goal functions and extending the primary assumption and precondition. 展开更多
关键词 Software development project nonlinear programming Software testing Budget allocation Optimal control.
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Do China Mainland and SARs Constitute an Optimal Currency Area?Evidence from Nonlinearity and Stationarity Behavior Testing on Real Exchange Rates
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作者 郑晓亚 尤海波 《Journal of Shanghai Jiaotong university(Science)》 EI 2016年第3期328-334,共7页
In this article, we use the unrestricted two-regime autoregressive threshold model to test both nonlinearity and stationarity of China's real exchange rate against its Hong Kong and Macao special administrative re... In this article, we use the unrestricted two-regime autoregressive threshold model to test both nonlinearity and stationarity of China's real exchange rate against its Hong Kong and Macao special administrative regions(SARs). Our main finding is that China's real exchange rate is neither linear nor stationary, indicating that the purchasing power parity does not hold between China Mainland and its two SARs, which implies, to certain extent, the three economies may not meet the condition of constituting an optimal currency area. 展开更多
关键词 optimal CURRENCY area real exchange rate PURCHASING power PARITY threshold auto-regression model nonlinearITY unit ROOT test
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TESTING OF CORRELATION AND HETEROSCEDASTICITY IN NONLINEAR REGRESSION MODELS WITH DBL(p,q,1) RANDOM ERRORS
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作者 刘应安 韦博成 《Acta Mathematica Scientia》 SCIE CSCD 2008年第3期613-632,共20页
Chaos theory has taught us that a system which has both nonlinearity and random input will most likely produce irregular data. If random errors are irregular data, then random error process will raise nonlinearity (K... Chaos theory has taught us that a system which has both nonlinearity and random input will most likely produce irregular data. If random errors are irregular data, then random error process will raise nonlinearity (Kantz and Schreiber (1997)). Tsai (1986) introduced a composite test for autocorrelation and heteroscedasticity in linear models with AR(1) errors. Liu (2003) introduced a composite test for correlation and heteroscedasticity in nonlinear models with DBL(p, 0, 1) errors. Therefore, the important problems in regression model axe detections of bilinearity, correlation and heteroscedasticity. In this article, the authors discuss more general case of nonlinear models with DBL(p, q, 1) random errors by score test. Several statistics for the test of bilinearity, correlation, and heteroscedasticity are obtained, and expressed in simple matrix formulas. The results of regression models with linear errors are extended to those with bilinear errors. The simulation study is carried out to investigate the powers of the test statistics. All results of this article extend and develop results of Tsai (1986), Wei, et al (1995), and Liu, et al (2003). 展开更多
关键词 DBL(p Q 1) random errors nonlinear regression models score test HETEROSCEDASTICITY CORRELATION
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Nonlinear Modeling and Identification of Structural Joint by Response Control Vibration Test 被引量:2
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作者 LIU Xin WANG Lixiao +1 位作者 CHEN Qidong SUN Beibei 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2019年第6期964-976,共13页
Components of mechanical product are assembled by structural joints,such as bolting,riveting,welding,etc.Structural joints introduce nonlinearity to some engineering structures,and the nonlinearity need to be modeled ... Components of mechanical product are assembled by structural joints,such as bolting,riveting,welding,etc.Structural joints introduce nonlinearity to some engineering structures,and the nonlinearity need to be modeled precisely.To meet serious quality requirements,it is necessary to detect and identify nonlinearity of mechanical products for structural optimization.Modal test to acquire a dynamic response has been applied for decades,which provides reliable results for finite element(FE)model updating.Here response control vibration test for identification of nonlinearity is presented.A nonlinear system can be regarded as linearity for particular steady state response,and classical linear analysis tool is applicable to extract modal data for particular response.First,its applicability is illustrated by some numerical simulations.Subsequently,it is implemented on experimental setup with structural joints by shaking table.The stiffness and damping function dependent of relative displacement are fitted to describe its inherent nonlinearity.The spring and damping forces are identified by harmonic balance method(HBM)to predict output response.Based on the identified results,the procedure is recommended that it allows a reliable measurement of nonlinearity with a certain accuracy. 展开更多
关键词 nonlinear identification shaking table response control vibration test relative displacement structural joint constant response
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TESTING FOR VARYING DISPERSION OF LONGITUDINAL BINOMIAL DATA IN NONLINEAR LOGISTIC MODELS WITH RANDOM EFFECTS 被引量:2
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作者 林金官 韦博成 《Acta Mathematica Scientia》 SCIE CSCD 2004年第4期559-568,共10页
In this paper, it is discussed that two tests for varying dispersion of binomial data in the framework of nonlinear logistic models with random effects, which are widely used in analyzing longitudinal binomial data. O... In this paper, it is discussed that two tests for varying dispersion of binomial data in the framework of nonlinear logistic models with random effects, which are widely used in analyzing longitudinal binomial data. One is the individual test and power calculation for varying dispersion through testing the randomness of cluster effects, which is extensions of Dean(1992) and Commenges et al (1994). The second test is the composite test for varying dispersion through simultaneously testing the randomness of cluster effects and the equality of random-effect means. The score test statistics are constructed and expressed in simple, easy to use, matrix formulas. The authors illustrate their test methods using the insecticide data (Giltinan, Capizzi & Malani (1988)). 展开更多
关键词 Longitudinal binomial data logistic regression nonlinear models power calculation random effects score test varying dispersion
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Nonlinear flutter wind tunnel test and numerical analysis of folding fins with freeplay nonlinearities 被引量:20
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作者 Yang Ning Wang Nan +1 位作者 Zhang Xin Liu Wei 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2016年第1期144-159,共16页
The flutter characteristics of folding control fins with freeplay are investigated by numer- ical simulation and flutter wind tunnel tests. Based on the characteristics of the structures, fins with different freeplay ... The flutter characteristics of folding control fins with freeplay are investigated by numer- ical simulation and flutter wind tunnel tests. Based on the characteristics of the structures, fins with different freeplay angles are designed. For a 0° angle of attack, wind tunnel tests of these fins are conducted, and vibration is observed by accelerometers and a high-speed camera. By the expansion of the connected relationships, the governing equations of fit for the nonlinear aeroelastic analysis are established by the free-interface component mode synthesis method. Based on the results of the wind tunnel tests, the flutter characteristics of fins with different freeplay angles are analyzed. The results show that the vibration divergent speed is increased, and the divergent speed is higher than the flutter speed of the nominal linear system. The vibration divergent speed is increased along with an increase in the freeplay angle. The developed free-interface component mode synthesis method could be used to establish governing equations and to analyze the characteristics of nonlinear aeroe- lastic systems. The results of the numerical simulations and the wind tunnel tests indicate the same trends and critical velocities. 展开更多
关键词 Folding wing Freeplay nonlinearity nonlinear aeroelasticity Free-interfa componentmode synthesis method Wind tunnel test
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Nonlinear Time-varying AR-ARCH Model Based on Chaos Prediction Model and its Statistical Significance Tests
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作者 Tomoya Suzuki Hajime Onuma 《通讯和计算机(中英文版)》 2015年第2期79-84,共6页
关键词 ARCH模型 非线性时变 秩检验 预测模型 统计 混沌 学习过程 结构非线性
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Calibration of Four Nonlinear Failure Envelopes from Triaxial Test Data and Influence of Nonlinearity on Geotechnical Computations
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作者 Amaechi J. Anyaegbunam Fidelis O. Okafor 《Geomaterials》 2021年第2期42-57,共16页
It is now recognized that many geomaterials have nonlinear failure envelopes. This non-linearity is most marked at lower stress levels, the failure envelope being of quasi-parabolic shape. It is not easy to calibrate ... It is now recognized that many geomaterials have nonlinear failure envelopes. This non-linearity is most marked at lower stress levels, the failure envelope being of quasi-parabolic shape. It is not easy to calibrate these nonlinear failure envelopes from triaxial test data. Currently only the power-type failure envelope has been studied with an established formal procedure for its determination from triaxial test data. In this paper, a simplified procedure is evolved for the development of four different types of nonlinear envelopes. These are of invaluable assistance in the evaluation of true factors of safety in problems of slope stability and correct computation of lateral earth pressure and bearing capacity. The use of the Mohr-Coulomb failure envelopes leads to an overestimation of the factors of safety and other geotechnical quantities. 展开更多
关键词 Calibration of nonlinear Failure Envelope Triaxial test Data Modified Maksimovic Envelope Power-Type Envelope Polynomial-Type Envelope Hoek-Brown Envelope Standard Error of Estimate
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TESTING FOR VARYING DISPERSION IN DISCRETE EXPONENTIAL FAMILY NONLINEAR MODELS
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作者 LinJinguan WeiBocheng ZhangNansong 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2003年第3期294-302,共9页
It is necessary to test for varying dispersion in generalized nonlinear models.Wei,et al(1998) developed a likelihood ratio test,a score test and their adjustments to test for varying dispersion in continuous exponent... It is necessary to test for varying dispersion in generalized nonlinear models.Wei,et al(1998) developed a likelihood ratio test,a score test and their adjustments to test for varying dispersion in continuous exponential family nonlinear models.This type of problem in the framework of general discrete exponential family nonlinear models is discussed.Two types of varying dispersion,which are random coefficients model and random effects model,are proposed,and corresponding score test statistics are constructed and expressed in simple,easy to use,matrix formulas. 展开更多
关键词 discrete exponential family distribution generalized nonlinear model random coefficients random effects score test varying dispersion
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基于NEST模型的风电叶片断裂预警研究
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作者 常丽 王岁岁 +1 位作者 周勃 李晖 《太阳能学报》 北大核心 2025年第2期600-606,共7页
针对当前亟待解决的风电叶片断裂无损监测与预警问题,提出在监视控制与数据采集(SCADA)系统的基础上结合非线性状态估计技术(NSET)实现风电叶片断裂监测及预警的方法。首先,提出通过卡方检验及误差贡献率分析对参数进行筛选,即对SCADA... 针对当前亟待解决的风电叶片断裂无损监测与预警问题,提出在监视控制与数据采集(SCADA)系统的基础上结合非线性状态估计技术(NSET)实现风电叶片断裂监测及预警的方法。首先,提出通过卡方检验及误差贡献率分析对参数进行筛选,即对SCADA数据进行降维消冗,得到与叶片运行状态有关的SCADA参数。然后,利用NSET将筛选出的参数进行数据融合,通过建模输出的相似度曲线对叶片断裂进行判断。最后,利用某风场1.5 MW风电机组叶片断裂数据验证该方法的有效性并确定断裂预警阈值,当相似度到达0.26时进行叶片断裂预警可提前3.93 h预警。试验结果表明,所提方法可对叶片断裂进行有效无损监测,并可为风电叶片断裂预警阈值提供参考。 展开更多
关键词 卡方检验 非线性状态估计 风电叶片 断裂监测 SCADA 无损监测
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不同风攻角下双层桁架梁非线性颤振特性风洞试验研究
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作者 韩艳 宋俊 +3 位作者 李凯 胡朋 仇志雄 丁少凌 《土木工程学报》 北大核心 2025年第6期34-50,共17页
为探究初始风攻角对典型双层桁架梁非线性颤振性能的影响,以某不同垂度四主缆悬索桥的主梁为背景,开展大振幅的非线性颤振风洞试验研究。首先通过设计的可分离非风致附加气动效应的试验方案,识别节段模型弹簧悬挂系统的机械参数和无风... 为探究初始风攻角对典型双层桁架梁非线性颤振性能的影响,以某不同垂度四主缆悬索桥的主梁为背景,开展大振幅的非线性颤振风洞试验研究。首先通过设计的可分离非风致附加气动效应的试验方案,识别节段模型弹簧悬挂系统的机械参数和无风下桁架梁节段模型的非风致附加气动参数,并从这些参数随振幅变化的角度探讨它们的非线性特征。随后测试该桁架梁单自由度(SDOF)扭转系统和两自由度(2DOF)弯扭耦合系统在各风速下的大幅非线性气弹响应演化过程,发现部分攻角在颤振临界风速附近的某风速下存在4个稳定振幅的复杂非线性分岔现象。最后,综合分析不同初始风攻角下该双层桁架梁的非线性颤振特性。研究结果表明:尽管微小振幅下的竖向和扭转非风致附加气动阻尼很小,但它们会随着振幅的增加而显著增大,表现出明显的非线性特性,因此是风洞实验中观察到软颤振行为的主要原因之一;该双层桁架梁在-5°到+5°风攻角范围内均表现出扭转模态分支主导的弯扭耦合极限环颤振现象,竖向自由度的参与向系统引入了竖向耦合气动负阻尼,使得系统稳定性降低,进而导致两自由度系统的非线性颤振振幅大于单自由度系统;虽然负攻角下的颤振临界风速更高,但其非线性颤振振幅随风速的增长速率相比于正攻角却更大(即后颤振性能更差),进而导致在高风速下负攻角的振幅更大更危险,可见,稳态振幅增长速率应作为非线性颤振性能评估的重要因素;最后,桁架梁在颤振临界风速附近表现出多稳定振幅的复杂分岔行为主要是由结构阻尼和气动阻尼随振幅的非线性变化共同导致的。 展开更多
关键词 四主缆悬索桥 双层桁架梁 风洞试验 非线性颤振 亚临界Hopf分岔
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一种X构型的负刚度NES抗震性能研究 被引量:1
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作者 杨海旭 刘可宁 +1 位作者 张茂花 王海飙 《东南大学学报(自然科学版)》 北大核心 2025年第1期171-182,共12页
为拓宽非线性能量阱(NES)的控制频率范围,提出一种引入负刚度的NES,由附加质量通过X型环绕弹簧产生非线性恢复力,增加准零刚度特性,同时调整控制动力参数,降低系统固有频率,能够有效提高NES的非线性和鲁棒性。采用拟静力试验方法,对所... 为拓宽非线性能量阱(NES)的控制频率范围,提出一种引入负刚度的NES,由附加质量通过X型环绕弹簧产生非线性恢复力,增加准零刚度特性,同时调整控制动力参数,降低系统固有频率,能够有效提高NES的非线性和鲁棒性。采用拟静力试验方法,对所提出的负刚度NES模型进行低周往复加载,同时采用ABAQUS有限元软件完成负刚度NES的数值模拟,系统分析弹簧运动行程长宽比、预压缩量和刚度3种参数对负刚度NES抗震性能的影响。研究结果表明:这种X构型负刚度NES比常规NES表现出更宽的频率范围;调整弹簧刚度、长宽比和弹簧预压缩量都能拓宽NES的负刚度和频率变化范围,提高NES的耗能能力和抗震性能,有助于推广非线性结构控制技术在工程中的应用。 展开更多
关键词 结构被动控制 非线性能量阱 负刚度 拟静力试验 抗震性能
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中国新质生产力的空间关联网络结构特征及其影响因素研究 被引量:5
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作者 黄杰 陆洪阳 刘华军 《地域研究与开发》 北大核心 2025年第1期1-7,共7页
将新质生产力的“新”和“质”特征与生产力要素纳入评价指标体系,利用熵权法测算2011—2022年中国各省份的新质生产力发展水平,采用非线性Granger因果检验方法识别中国新质生产力的空间关联关系,运用社会网络分析方法和指数随机图模型... 将新质生产力的“新”和“质”特征与生产力要素纳入评价指标体系,利用熵权法测算2011—2022年中国各省份的新质生产力发展水平,采用非线性Granger因果检验方法识别中国新质生产力的空间关联关系,运用社会网络分析方法和指数随机图模型分析了中国新质生产力空间关联的网络结构特征及其影响因素。结果表明:2011—2022年中国新质生产力水平得到了快速提升,东部沿海地区的新质生产力水平相对较高。在新质生产力空间关联网络中,东部地区省份主要扮演着“发动机”的角色,而中西部地区则主要接受来自高水平地区的空间溢出。新质生产力空间关联关系以单向传导为主,省份间“互惠互利”的协同发展局面尚未形成。提升经济发展水平、第三产业比例、市场化水平和对外开放程度将有利于新质生产力空间关联关系的形成。地理距离和经济距离上的邻近关系促进了省域间新质生产力空间关联关系的传导,在新质生产力水平相近的省份间形成了内部流通子群。 展开更多
关键词 新质生产力 非线性Granger因果检验 社会网络分析 指数随机图模型
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高量级冲击试验中橡胶波形发生器动力学特性分析 被引量:2
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作者 任志强 李新明 +3 位作者 沈志强 晏廷飞 刘闯 杨艳静 《航天器环境工程》 2025年第2期181-190,共10页
针对航天器在发射、爆炸分离、着陆等关键过程中遭遇的极端冲击环境,提出一种基于达芬方程的非线性动力学模型,用于精确预测和控制高量级冲击试验中橡胶波形发生器产生的半正弦波形。研究构建波形发生器的非线性弹性力模型,并导出相应... 针对航天器在发射、爆炸分离、着陆等关键过程中遭遇的极端冲击环境,提出一种基于达芬方程的非线性动力学模型,用于精确预测和控制高量级冲击试验中橡胶波形发生器产生的半正弦波形。研究构建波形发生器的非线性弹性力模型,并导出相应的动力学方程,采用龙格-库塔法进行方程的数值求解。利用刚度等效原则,建立波形发生器的数值模型,并通过气动式冲击试验机进行半正弦波形的模拟试验。基于冲击试验数据,应用局部搜索优化算法对模型参数进行了优化。试验验证结果表明,模型预测的加速度峰值和脉宽误差分别小于10%和5%,具有较高的准确度。该模型为高量级冲击试验的波形预测与控制提供了理论依据和技术支持。 展开更多
关键词 半正弦波形发生器 非线性动力学 冲击试验 等效刚度 数值仿真 参数优化算法
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重型破冰船冰带结构极限承载能力分析方法研究
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作者 杨晓非 李昊 +2 位作者 王燕舞 曾佳 刘俊 《舰船科学技术》 北大核心 2025年第15期51-57,共7页
重型破冰船在航行时可能遭遇极端的非设计工况,为深入研究重型破冰船冰带结构在局部冰载下的极限承载能力,基于其他工程领域的极限载荷分析方法,提出冰带结构极限承载能力的定义和极限状态的判断依据。以某重型破冰船舷侧冰带结构为例,... 重型破冰船在航行时可能遭遇极端的非设计工况,为深入研究重型破冰船冰带结构在局部冰载下的极限承载能力,基于其他工程领域的极限载荷分析方法,提出冰带结构极限承载能力的定义和极限状态的判断依据。以某重型破冰船舷侧冰带结构为例,运用2种非线性分析方法求解多组工况下的极限承载能力,探究不同结构模型化方法对计算结果的影响,建立了冰带结构极限承载能力非线性直接计算方法,并对极限承载力模型试验进行了数值模拟。与试验的对比表明,模型试验和数值模拟结果高度一致,采用准静态的非线性方法能够准确可靠地预估冰带结构的极限承载能力,提出的冰带结构极限承载能力非线性直接计算方法合理有效。研究成果能够为重型破冰船的研发和冰带结构的设计及优化提供参考。 展开更多
关键词 重型破冰船 冰带结构 极限承载能力 非线性分析 模型试验
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矩形月池内流体的固有频率及波幅对2阶共振响应的影响
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作者 徐望 马宁 史琪琪 《船舶工程》 北大核心 2025年第5期12-20,共9页
[目的]针对极地深海科考船月池流固耦合共振问题,[方法]以某极地深海科考船为研究对象,通过水池模型试验和计算流体力学(CFD)数值计算,研究该船矩形月池内流体的固有频率和共振特性。对不同入射波频率下月池内流体的运动状态和频率分布... [目的]针对极地深海科考船月池流固耦合共振问题,[方法]以某极地深海科考船为研究对象,通过水池模型试验和计算流体力学(CFD)数值计算,研究该船矩形月池内流体的固有频率和共振特性。对不同入射波频率下月池内流体的运动状态和频率分布进行分析,并观察月池内波浪的线性共振和二次波激励下的共振现象。[结果]研究结果表明:CFD数值模拟结果与模型试验结果具有良好的一致性。[结论]月池内的波浪始终包含一个活塞共振分量,且在特定的入射频率范围内,波浪会表现出“拍频”模式;随着入射波幅的增加,月池内的非线性2阶响应强度逐渐增大,且与入射波波幅的平方线性相关。 展开更多
关键词 月池 月池共振 固有频率 入射波幅 非线性共振响应 水池试验
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非线性超声混频在钢轨接头螺栓松动检测中的应用
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作者 赵兵强 张伟伟 +1 位作者 杨雪霞 赵子龙 《太原科技大学学报》 2025年第5期485-490,共6页
发展了一种只需在钢轨轨顶激发和接收超声波信号的螺栓松动检测技术。由于螺栓拧紧时在钢轨与夹板之间的接触非线性,在钢轨轨顶激励两个不同频率的超声波,将会产生非线性调制现象。实验研究表明,螺栓不同的预紧程度对调制信号频幅特征... 发展了一种只需在钢轨轨顶激发和接收超声波信号的螺栓松动检测技术。由于螺栓拧紧时在钢轨与夹板之间的接触非线性,在钢轨轨顶激励两个不同频率的超声波,将会产生非线性调制现象。实验研究表明,螺栓不同的预紧程度对调制信号频幅特征有明显的影响,利用非线性混频信号的频幅值定义螺栓松动指标,随着螺栓松动程度的增加,松动指标表现出明显的三个阶段特征,当螺栓开始松动时,松动指标先近似为线性缓慢增加,当松动量约为35%~55%时,松动指标快速增加,从55%到螺栓完全松开,松动指标再次表现为线性减小,体现了螺栓松动的突变性。只需要在轨顶布置传感器,即可识别螺栓松动程度,可方便的集成在轨检小车内,具有操作简便、快捷等优点。 展开更多
关键词 钢轨 螺栓连接 非线性超声 无损检测
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基于自编码器的非线性气动力辨识及非线性颤振分析
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作者 梅瀚雨 廖海黎 王昌将 《西南交通大学学报》 北大核心 2025年第3期599-607,共9页
为实现非线性动力系统的非线性气动力辨识和非线性颤振计算,提出一种基于神经网络方法和运动方程数值求解方法的自编码器模型.以5∶1矩形断面为研究对象,通过节段模型自由振动风洞试验,详细测试系统非线性阻尼的振幅依存性和非线性颤振... 为实现非线性动力系统的非线性气动力辨识和非线性颤振计算,提出一种基于神经网络方法和运动方程数值求解方法的自编码器模型.以5∶1矩形断面为研究对象,通过节段模型自由振动风洞试验,详细测试系统非线性阻尼的振幅依存性和非线性颤振稳态振幅响应,明确该断面在不同折算风速下稳态振幅的唯一性;基于试验数据对所提出的自编码器模型进行训练,获取精准描述与位移和速度相关的非线性气动力编码器模型,实现不同动力参数下5∶1矩形断面非线性颤振运动时程分析.研究结果表明:所提出的自编码器模型能够仅依赖自由振动风洞试验而无需测力或测压试验,即可精确辨识包含奇数次高次谐波分量的非线性气动力时程;能够精确复现不同初始条件下断面非线性颤振运动时程和不同折算风速下的稳态振幅响应,扭转稳态振幅最大误差不超过5%,平均误差为1.15%;具有较高的拓展性,可为后续相关研究提供参考. 展开更多
关键词 非线性颤振 风洞试验 神经网络 编码器 解码器
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