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Design and analysis of a novel hinged boom based on cable drive 被引量:1
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作者 Kaijie DONG Duanling LI +3 位作者 Qiuhong LIN Hui QIU Qiang CONG Xiao LI 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2022年第3期592-606,共15页
Hinged booms are widely used in astrophysics missions;however,the trajectory and deployment velocity are difficult to control because they are usually driven by springs,which limits their application in narrow spaces.... Hinged booms are widely used in astrophysics missions;however,the trajectory and deployment velocity are difficult to control because they are usually driven by springs,which limits their application in narrow spaces.Thus,a novel hinged boom is highly required to achieve motion controllability.Through an equivalent substitution between the cable drive loop and the binary link in topology,a type synthesis method for the cable-driven single-degree-of-freedom chain is proposed based on the single-open-chain(SOC)adding method.According to the configuration design,a novel cable-driven hinged boom is proposed,aiming to achieve boom synchronism.Then,to preload easily,a method that preload is applied and measured at the cable ends is adopted and the relationship between the initial preload and the target preload is deduced.By analyzing the distribution of cable tension,a new stiffness model is proposed thus a stiffness equation is obtained.Finally,the dynamic simulation analysis and zero-gravity deployment experiment of the hinged boom is carried out to verify its reliability.This research provides a new way for the type synthesis of cable-driven single-degree-of-freedom chain and a new model for analyzing cable-driven stiffness.Moreover,the novel cable-driven hinged boom obtained in this study can be well-applied in the field of aerospace. 展开更多
关键词 Cable drive Deployable structure Dynamic simulation hinged boom STIFFNESS Type synthesis
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Higher mode effects in hinged wall with BRBsin base-frame structures using distributed parameter models 被引量:1
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作者 Yang Xiaoyan Wu Jing +2 位作者 Pang Xixi Wang Qiang Zhang Meng 《Journal of Southeast University(English Edition)》 EI CAS 2020年第1期56-66,共11页
To investigate the effect of higher modes on the displacement and inner forces in HWBB(hinged wall with buckling-restrained braces in base)-frame structure,distributed parameter models for both the HWBB-hinged frame s... To investigate the effect of higher modes on the displacement and inner forces in HWBB(hinged wall with buckling-restrained braces in base)-frame structure,distributed parameter models for both the HWBB-hinged frame structure and the HWBB-MRF(moment resisting frame)structure are built.The hinged wall is simplified as a flexural beam.BRBs(bucking-restrained braces)are simplified to a rotational spring.MRF is simplified to a shear beam.Vibration equations of distributed parameter models are derived.Natural periods,natural modes of vibration,inner forces and displacements of the distributed parameter models are derived based on the vibration equations using numerical methods.The effect of the relative stiffness ratio and the rotational stiffness ratio on the higher mode effects is investigated.For elastic structures,the global displacement and shear in MRF are predominantly controlled by the first mode,while the shear and bending moment in the wall are significantly affected by higher mode effects.The effect of the yielding of BRB on the inner forces distribution in the HWBB-hinged frame is investigated.The results indicate that the first mode will no longer contribute to the inner forces and the contribution from higher modes to inner forces increases after the BRBs yield.Displacement is not sensitive to higher mode effects and it is controlled by the first mode after the BRBs yield.Parameter analysis demonstrates that the displacement amplitudes are reduced with the increase in the flexural stiffness of the wall before the flexural stiffness reaches a certain value.The first three periods decrease with the increase in the rotational stiffness.With the increase in the rotational stiffness ratio,the contribution from the first mode decreases while contributions from both the second mode and third mode increase. 展开更多
关键词 hinged wall higher mode effects flexural beam rotational spring rotational stiffness ratio
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Shear performance analysis of a heavy-duty universal hinged cast steel support 被引量:1
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作者 龚超 王玉银 张素梅 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2010年第2期149-156,共8页
This paper presents the shear performance analysis of a heavy-duty universal hinged cast steel support with the largest bearing capacity. The effect of 9 parameters ( 52 specimens) ,i. e. height of the upper support,d... This paper presents the shear performance analysis of a heavy-duty universal hinged cast steel support with the largest bearing capacity. The effect of 9 parameters ( 52 specimens) ,i. e. height of the upper support,depth of the ring of the upper support,depth of the top plate of the bottom support,height of the ribs of the bottom support,depth of the ribs of the bottom support,bolt hole diameter,number of the ribs of the bowl,depth of the ribs of the bowl,and yield strength of the material,were analyzed with a 3-dimensional elastic-plastic finite element model in which the nonlinearities of geometry,material and contact were all considered. Analysis shows that height of the upper support,depth of the ring of the upper support and yield strength of the material have a great effect on the mechanical performance of the support. Height of the upper support has the largest effect on performance price ratio of the support,and the maximum effect can be up to 160% . Depth of the top plate of the bottom support,height of the ribs of the bottom support and depth of the ribs of the bottom support have a medium effect on performance price ratio of the support,and the effect is within the limit of 15% 19% . 展开更多
关键词 cast steel support universal hinged support HEAVY-DUTY finite element analysis parametric analysis
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FINITE ELEMENT MODELING AND ROBUST VIBRATION CONTROL OF TWO-HINGED PLATE USING BONDED PIEZOELECTRIC SENSORS AND ACTUATORS
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作者 Zhicheng Qiu Defang Ling 《Acta Mechanica Solida Sinica》 SCIE EI CSCD 2014年第2期146-161,共16页
Active vibration control for a kind of two-hinged plate is developed in this paper. A finite element model for the hinged plate integrated with distributed piezoelectric sensors and actuators is derived, including ben... Active vibration control for a kind of two-hinged plate is developed in this paper. A finite element model for the hinged plate integrated with distributed piezoelectric sensors and actuators is derived, including bending and torsional modes of vibration. In this model, the hinges are simplified as regular plate elements to facilitate operation. The state space representations for bending and torsional vibrations are obtained. Based on two low-order models of the bending and torsional motion, two H∞ robust controllers are designed for suppressing the vibrations of the bending and torsional modes, respectively. The simulation results indicate the effectiveness and feasibility of the designed H~~ controllers. The vibration magnitudes of the low-order modes can be reduced without affecting the high frequency modes. 展开更多
关键词 hinged plate FEM H∞ robust control bending and torsional vibration control
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THE AUTOMATIC GENERATION OF LIMIT STATE FUNCTION OF HINGED STRUCTURE
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作者 车维毅 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 1991年第12期1187-1193,共7页
In this paper, the theorem of structure continual variation of truss structure in the analysis of structure reliability is derived, and it is used to generate limit state function automatically. We can avoid repeated ... In this paper, the theorem of structure continual variation of truss structure in the analysis of structure reliability is derived, and it is used to generate limit state function automatically. We can avoid repeated assembly of global stiffness matrix and repeated inverse operations of the matrix caused by constant changes of structure topology. A new criterion of degenerate of the structure into mechanism is introduced. The calculation examples are satisfactory. 展开更多
关键词 hinged structure continual variation theorem limit state function
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Seismic Response and Stability Analysis of Single Hinged Articulated Tower
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作者 Prashant Atreya Nazrul Islam +1 位作者 Mehtab Alam Syed Danish Hasan 《Open Journal of Civil Engineering》 2013年第4期234-241,共8页
Study of dynamic stability phenomenon in transient systems has always created interest amongst the researchers because of its inherent non-linearities. Offshore structures subjected to wave, earthquake or wind loads o... Study of dynamic stability phenomenon in transient systems has always created interest amongst the researchers because of its inherent non-linearities. Offshore structures subjected to wave, earthquake or wind loads or a combination of these loads show non-linear transient behaviour. As oceanic waves are better modelled as stochastic process, there is a need to investigate the stochastic stability of flexible offshore structures as well. Present study has been carried out to determine seismic response of Single Hinged Articulated Tower (SHAT) under different categories of wave loads and earthquake followed by its dynamic stability analysis. Different phases of wave/earthquake loading on SHAT have been explored to investigate dynamic instabilities existing during each phase. Two dimensional phase plots have been used to identify phases of dynamic instability existing within the responses of SHAT under various conditions of loading. 展开更多
关键词 SINGLE hinged ARTICULATED TOWER EARTHQUAKE Time History Phase PLOT
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A supramolecular hydrogel leveraging hierarchical multi-strength hydrogen-bonds hinged strategy achieving a striking adhesive-mechanical balance
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作者 Jumin Yang Wenguang Liu Wei Wang 《Bioactive Materials》 2025年第1期32-47,共16页
To obtain high-performance tissue-adhesive hydrogel embodying excellent mechanical integrity,a supramo-lecular hydrogel patch is fabricated through in situ copolymerization of a liquid-liquid phase separation pre-curs... To obtain high-performance tissue-adhesive hydrogel embodying excellent mechanical integrity,a supramo-lecular hydrogel patch is fabricated through in situ copolymerization of a liquid-liquid phase separation pre-cursor composed of self-complementary 2-2-ureido-4-pyrimidone-based monomer and acrylic acid coupled with subsequent corporation of bioactive epigallocatechin gallate.Remarkably,the prepared supramolecular hydrogel leverages hierarchical multi-strength hydrogen-bonds hinged strategy assisted by alkyl-based hydrophobic pockets,broadening the distribution of binding strength of physical junctions,striking a canonical balance be-tween superb mechanical performance and robust adhesive capacity.Ultimately,the fabricated supramolecular hydrogel patch stands out as a high stretchability(1500%),an excellent tensile strength(2.6 MPa),a superhigh toughness(12.6 MJ m^(-3)),an instant and robust tissue adhesion strength(263.2 kPa for porcine skin),the considerable endurance under cyclic loading and reversible adhesion,a superior burst pressure tolerance(108 kPa)to those of commercially-available tissue sealants,and outstanding anti-swelling behavior.The resultant supramolecular hydrogel patch demonstrates the rapid hemorrhage control within 60 s in liver injury and efficient wound closure and healing effects with alleviated inflammation and reduced scarring in full-thickness skin incision,confirming its medical translation as a promising self-rescue tissue-adhesive patch for hemorrhage prevention and sutureless wound closure. 展开更多
关键词 Supramolecular Tissue-adhesive Hierarchical multi-strength hydrogen-bonds hinged strategy Sutureless wound closure
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A systematic method of generating hinged tessellations by adding hinged plates based on dual graphs
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作者 Hui Wang Mengman Liu +1 位作者 Chuhua Ding Yi Ding 《Frontiers of Architectural Research》 2025年第2期545-559,共15页
Kinetic facades possess aesthetic expressiveness and environmental responsiveness,aligning with the principles of low-carbon architecture.Current kinetic facades primarily rely on three-dimensional movement,which are ... Kinetic facades possess aesthetic expressiveness and environmental responsiveness,aligning with the principles of low-carbon architecture.Current kinetic facades primarily rely on three-dimensional movement,which are characterized by complex structures and distributed drives,resulting in monotonous form,low robustness,and high costs.This paper focuses on the design of two-dimensional kinetic facades,proposing a hinged tessellation generation method based on the duality principle.First,the paper discusses the value and principles of applying dual graphs in HT,and then proposes a method of generating HT by adding hinged plates.Then,the operation process for different tessellation types is elaborated upon.Finally,a conceptual design is proposed to illustrate the potential of this method on kinetic facades.The method proposed in this paper is applicable to all uniform tessellations and Voronoi tessellations,capable of generating an infinite variety of planar expandable structures with small spatial thickness,simple structures,stable movements.Additionally,these structures can be driven to expand by a single driving point,enabling continuous adjustment in response to the requirement.It has significant application value in fields such as architectural and decorative design,structural design,mechanical design,industrial product and graphic design. 展开更多
关键词 hinged tessellation Dual graph Generative design Kinetic facades
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Theoretical Investigation on an Oscillating Wave Energy Converter in Different Degrees of Freedom in Front of a Seawall
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作者 WANG Yuhan DONG Sheng 《Journal of Ocean University of China》 2025年第2期289-302,共14页
The interaction between regular waves and an oscillating wave energy converter(WEC)in front of a vertical seawall is investigated using a 2D analytical model.A three-degree of freedom(DOF)WEC and a WEC hinged to the s... The interaction between regular waves and an oscillating wave energy converter(WEC)in front of a vertical seawall is investigated using a 2D analytical model.A three-degree of freedom(DOF)WEC and a WEC hinged to the seawall(constrained to pitch mode)are considered to examine the influence of the DOF of the WEC on the wave energy extraction performance.Results show that the piston-mode water resonance in the gap and the coupled WEC and water column resonant motion significantly influence the wave energy extraction efficiency.At low frequency,the case with a 3-DOF WEC has a broader high-efficiency bandwidth than that with a heaving WEC.However,3-DOF WEC exhibits worse performance at high frequencies.The frequency response of the wave energy capture width ratio(CWR)for the pitching WEC case shows a trimodal trend under the specified conditions.It showcases the best overall wave energy extraction performance in terms of the high-efficiency bandwidth.Furthermore,a parametric study indicates that the gap distance between the WEC and the seawall has tremendous effects on the CWR of both cases.As the position of the hinge point of the pitching WEC changes,the CWR at the low and high frequencies shows opposite trends. 展开更多
关键词 analytical model wave energy converter hinge connection multiple degrees of freedom gap resonance
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Investigation of mechanical failure performance of a large-diameter shield tunnel segmental ring 被引量:2
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作者 Binyong GAO Renpeng CHEN +3 位作者 Huaina WU Chengcheng ZHANG Meng FAN Chao XIAO 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2024年第5期411-428,共18页
The control criteria for structural deformation and the evaluation of operational safety performance for large-diameter shield tunnel segments are not yet clearly defined.To address this issue,a refined 3D finite elem... The control criteria for structural deformation and the evaluation of operational safety performance for large-diameter shield tunnel segments are not yet clearly defined.To address this issue,a refined 3D finite element model was established to analyze the transverse deformation response of a large-diameter segmental ring.By analyzing the stress,deformation,and crack distribution of large-diameter segments under overload conditions,the transverse deformation of the segmental ring could be divided into four stages.The main reasons for the decrease in segmental ring stiffness were found to be the extensive development of cracks and the complete formation of four plastic hinges.The deformation control value for the large-diameter shield tunnel segment is chosen as 8%o of the segment's outer diameter,representing the transverse deformation during the formation of the first semi-plastic hinge(i.e.,the first yield point)in the structure.This control value can serve as a reinforcement standard for preventing the failure of large-diameter shield tunnel segments.The flexural bearing capacity characteristic curve of segments was used to evaluate the structural strength of a large-diameter segmental ring.It was discovered that the maximum internal force combination of the segment did not exceed the segment ultimate bearing capacity curve(SUBC).However,the combination of internal force at 9°,85°,and 161°of the joints,and their symmetrical locations about the 0°-180°axis exceeded the joint ultimate bearing capacity curve(JUBC).The results indicate that the failure of the large-diameter segment lining was mainly due to insufficient joint strength,leading to an instability failure.The findings from this study can be used to develop more effective maintenance strategies for large-diameter shield tunnel segments to ensure their long-term performance. 展开更多
关键词 Finite element model Transverse deformation response Upper overload Plastic hinges Flexural bearing capacity
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Investigation Study of Structure Real Load Spectra Acquisition and Fatigue Life Prediction Based on the Optimized E cient Hinging Hyperplane Neural Network Model 被引量:1
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作者 Lin Zhu Benao Xing +2 位作者 Xingbao Li Min Chen Minping Jia 《Chinese Journal of Mechanical Engineering》 CSCD 2024年第6期628-648,共21页
In the realm of engineering practice,various factors such as limited availability of measurement data and complex working conditions pose significant challenges to obtaining accurate load spectra.Thus,accurately predi... In the realm of engineering practice,various factors such as limited availability of measurement data and complex working conditions pose significant challenges to obtaining accurate load spectra.Thus,accurately predicting the fatigue life of structures becomes notably arduous.This paper proposed an approach to predict the fatigue life of structure based on the optimized load spectra,which is accurately estimated by an efficient hinging hyperplane neural network(EHH-NN)model.The construction of the EHH-NN model includes initial network generation and parameter optimization.Through the combination of working conditions design,multi-body dynamics analysis and structural static mechanics analysis,the simulated load spectra of the structure are obtained.The simulated load spectra are taken as the input variables for the optimized EHH-NN model,while the measurement load spectra are used as the output variables.The prediction results of case structure indicate that the optimized EHH-NN model can achieve the high-accuracy load spectra,in comparison with support vector machine(SVM),random forest(RF)model and back propagation(BP)neural network.The error rate between the prediction values and the measurement values of the optimized EHH-NN model is 4.61%.In the Cauchy-Lorentz distribution,the absolute error data of 92%with EHH-NN model appear in the intermediate range of±1.65%.Also,the fatigue life analysis is performed for the case structure,based on the accurately predicted load spectra.The fatigue life of the case structure is calculated based on the comparison between the measured and predicted load spectra,with an accuracy of 93.56%.This research proposes the optimized EHH-NN model can more accurately reflect the measurement load spectra,enabling precise calculation of fatigue life.Additionally,the optimized EHH-NN model provides reliability assessment for industrial engineering equipment. 展开更多
关键词 Efficient hinging hyperplane neural network model ANOVA decomposition Load spectra optimization Optimal parameter Fatigue life prediction
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基于可缩放hinge损失的支持向量数据描述
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作者 王余波 胡文军 王士同 《湖州师范学院学报》 2024年第8期36-46,共11页
支持向量数据描述(SVDD)极易受到异常值的影响,导致其鲁棒性不佳.利用可缩放的hinge损失函数,提出一种新的支持向量数据描述方法(RH-SVDD).将有界可缩放的hinge损失作为松弛变量构建超球模型;通过共轭函数理论将超球模型转化为凸优化问... 支持向量数据描述(SVDD)极易受到异常值的影响,导致其鲁棒性不佳.利用可缩放的hinge损失函数,提出一种新的支持向量数据描述方法(RH-SVDD).将有界可缩放的hinge损失作为松弛变量构建超球模型;通过共轭函数理论将超球模型转化为凸优化问题;利用半二次优化技术迭代求解凸优化问题,并在迭代过程中实现权重更新,从而削弱异常值的影响,提升鲁棒性.实验结果表明,提出的RH-SVDD在分类任务中具有更好的性能优势. 展开更多
关键词 支持向量数据描述 可缩放hinge损失 半二次优化 鲁棒性
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Engineering The Neck Hinge Reshapes The Processive Movement of Kinesin-3
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作者 LI Dong REN Jin-Qi +2 位作者 SONG Yin-Long LIANG Xin FENG Wei 《生物化学与生物物理进展》 SCIE CAS CSCD 北大核心 2024年第10期2730-2740,共11页
Objective In kinesin-3,the neck coil correlates with the following segments to form an extended neck that contains a characteristic hinge diverse from a proline in KIF13B to a long flexible linker in KIF1A.The functio... Objective In kinesin-3,the neck coil correlates with the following segments to form an extended neck that contains a characteristic hinge diverse from a proline in KIF13B to a long flexible linker in KIF1A.The function of this neck hinge for controlling processive movement,however,remains unclear.Methods We made a series of modifications to the neck hinges of KIF13B and KIF1A and tested their movement using a single-molecule motility assay.Results In KIF13B,the insertion of flexible residues before or after the proline differentially impacts the processivity or velocity,while the removal of this proline increases the both.In KIF1A,the deletion of entire flexible neck hinge merely enhances the processivity.The engineering of these hinge-truncated necks of kinesin-3 into kinesin-1 similarly boosts the processive movement of kinesin-1.Conclusion The neck hinge in kinesin-3 controls its processive movement and proper modifications tune the motor motility,which provides a novel strategy to reshape the processive movement of kinesin motors. 展开更多
关键词 intracellular transport molecular motor kinesin-3 neck hinge processive movement
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An efficient approach for the equivalent linearization of frame structures with plastic hinges under nonstationary seismic excitations
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作者 Huang Huan Li Yingxiong Li Yuyu 《Earthquake Engineering and Engineering Vibration》 SCIE EI CSCD 2024年第3期677-690,共14页
An efficient approach is proposed for the equivalent linearization of frame structures with plastic hinges under nonstationary seismic excitations.The concentrated plastic hinges,described by the Bouc-Wen model,are as... An efficient approach is proposed for the equivalent linearization of frame structures with plastic hinges under nonstationary seismic excitations.The concentrated plastic hinges,described by the Bouc-Wen model,are assumed to occur at the two ends of a linear-elastic beam element.The auxiliary differential equations governing the plastic rotational displacements and their corresponding hysteretic displacements are replaced with linearized differential equations.Then,the two sets of equations of motion for the original nonlinear system can be reduced to an expanded-order equivalent linearized equation of motion for equivalent linear systems.To solve the equation of motion for equivalent linear systems,the nonstationary random vibration analysis is carried out based on the explicit time-domain method with high efficiency.Finally,the proposed treatment method for initial values of equivalent parameters is investigated in conjunction with parallel computing technology,which provides a new way of obtaining the equivalent linear systems at different time instants.Based on the explicit time-domain method,the key responses of interest of the converged equivalent linear system can be calculated through dimension reduction analysis with high efficiency.Numerical examples indicate that the proposed approach has high computational efficiency,and shows good applicability to weak nonlinear and medium-intensity nonlinear systems. 展开更多
关键词 nonstationary random vibration plastic hinge equivalent linearization method explicit time-domain method parallel computation
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Influence of Confined Concrete Models on the Seismic Response of RC Frames
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作者 Hüseyin Bilgin Bredli Plaku 《Structural Durability & Health Monitoring》 EI 2024年第3期197-222,共26页
In this study, the influence of confined concrete models on the response of reinforced concrete structures is investigatedat member and global system levels. The commonly encountered concrete models such as Modified K... In this study, the influence of confined concrete models on the response of reinforced concrete structures is investigatedat member and global system levels. The commonly encountered concrete models such as Modified Kent-Park, Saatçioğlu-Razvi, and Mander are considered. Two moment-resisting frames designed according to thepre-modern code are taken into consideration to reflect the example of an RC moment-resisting frame in thecurrent building stock. The building is in an earthquake-prone zone located on Z3 Soil Type. The inelasticresponse of the building frame is modelled by considering the plastic hinges formed on each beam and columnelement for different concrete classes and stirrups spacings. The models are subjected to non-linear static analyses.The differences between confined concrete models are comparatively investigated at both reinforced concretemember and system levels. Based on the results of the comparative analysis, it is revealed that the column behaviouris mostly influenced by the choice of model, due to axial loads and confinement effects, while the beams areless affected, and also it is observed that the differences exhibited in the moment-curvature response of columncross-sections do not significantly affect the overall behaviour of the global system. This highlights the critical roleof model selection relative to the concrete strength and stirrup spacing of the member. 展开更多
关键词 Non-linear static analysis moment-curvature relationships plastic hinges concrete confinement models seismic action
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Micro-displacement amplifying mechanism driven by piezoelectric actuator 被引量:10
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作者 马浩全 胡德金 张凯 《Journal of Southeast University(English Edition)》 EI CAS 2004年第1期75-79,共5页
Piezoelectric actuator has high stiffness, high frequency and infinite control precision, but a short output displacement which is often 1/1 000 of its length. In order to meet the requirements that tools feeding shou... Piezoelectric actuator has high stiffness, high frequency and infinite control precision, but a short output displacement which is often 1/1 000 of its length. In order to meet the requirements that tools feeding should be long-travel, high-frequency and high-precision in non-circular precision turning, a new one-freedom flexure hinge structure is put forward to amplify the output displacement of piezoelectric actuator. Theoretical analysis is done on the static and dynamic characteristics of the structure, differential equations are presented, and it is also verified by the finite element method. It's proved by experiments that the output displacement of the structure is 293 μm and its resonant frequency is 312 Hz. 展开更多
关键词 piezoelectric actuator flexure hinge micro displacement amplifying structure
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基于次梯度的L1正则化Hinge损失问题求解研究 被引量:4
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作者 孔康 陶卿 +1 位作者 汪群山 储德军 《计算机研究与发展》 EI CSCD 北大核心 2012年第7期1494-1499,共6页
Hinge损失函数是支持向量机(support vector machines,SVM)成功的关键,L1正则化在稀疏学习的研究中起关键作用.鉴于两者均是不可导函数,高阶梯度信息无法使用.利用随机次梯度方法系统研究L1正则化项的Hinge损失大规模数据问题求解.首先... Hinge损失函数是支持向量机(support vector machines,SVM)成功的关键,L1正则化在稀疏学习的研究中起关键作用.鉴于两者均是不可导函数,高阶梯度信息无法使用.利用随机次梯度方法系统研究L1正则化项的Hinge损失大规模数据问题求解.首先描述了直接次梯度方法和投影次梯度方法的随机算法形式,并对算法的收敛性和收敛速度进行了理论分析.大规模真实数据集上的实验表明,投影次梯度方法对于处理大规模稀疏数据具有更快的收敛速度和更好的稀疏性.实验进一步阐明了投影阈值对算法稀疏度的影响. 展开更多
关键词 L1正则化 Hinge损失 稀疏性 大规模数据 机器学习
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平滑削边绝对偏离惩罚截断Hinge损失支持向量机的财务危机预报 被引量:2
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作者 刘遵雄 黄志强 +1 位作者 刘江伟 陈英 《计算机应用》 CSCD 北大核心 2014年第3期873-878,共6页
针对传统支持向量机(SVM)分类存在对离群点敏感、支持向量(SV)个数多和分类面参数非稀疏的问题,提出了平滑削边绝对偏离(SCAD)惩罚截断Hinge损失SVM(SCAD-TSVM)算法,并将其用于构建财务预警模型,同时就该模型的求解设计了一个迭代更新... 针对传统支持向量机(SVM)分类存在对离群点敏感、支持向量(SV)个数多和分类面参数非稀疏的问题,提出了平滑削边绝对偏离(SCAD)惩罚截断Hinge损失SVM(SCAD-TSVM)算法,并将其用于构建财务预警模型,同时就该模型的求解设计了一个迭代更新算法。结合沪深股市A股制造业上市公司的财务数据进行实证分析,同时对比L1范数惩罚SVM、SCAD惩罚SVM和截断Hinge损失SVM(TSVM)构建的T-2和T-3模型,结果发现SCAD-TSVM构建的T-2和T-3模型都具有最好的稀疏性和最高的预报精度,而且其在不同训练样本数上的平均预测准确率都要比L1范数SVM(L1-SVM)、SCAD-SVM和TSVM算法的高。 展开更多
关键词 支持向量机 平滑削边绝对偏离惩罚 截断Hinge损失支持向量机 财务预警 L1范数惩罚
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Characteristics and stability of slope movement response to underground mining of shallow coal seams away from gullies 被引量:8
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作者 Zhang Dongsheng Fan Gangwei Wang Xufeng 《International Journal of Mining Science and Technology》 2012年第1期47-50,共4页
Underground pressure is abnormal during mining of shallow coal seams under gullies. We studied gully slope movements, subject to underground mining, with physical simulation and theoretical analysis. The rules disclos... Underground pressure is abnormal during mining of shallow coal seams under gullies. We studied gully slope movements, subject to underground mining, with physical simulation and theoretical analysis. The rules disclose that the slope rock slides horizontally in response to mining in the direction of gullies and rotates reversely with the appearance of a polygon block in mining away from gullies. We focused our attention on the case of mining away from a gully. We built a mechanical model in terms of a polygon block hinged structure and investigated the variation of horizontal thrust and shear force at the hinged point in relation to the rotation angle under different fragmentations. The Sliding-Rotation instability conditions of the polygon block hinged structure are presented based on the analyses of sliding instability and rotation instability. These results can serve as a theoretical guide for roof control during mining away from gullies in a coalfield defined by gullies. 展开更多
关键词 Shallow coal seam Mining away from gullies Polygon block hinged structure Sliding instability Rotation instability
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直接优化AUC进行网络链接预测 被引量:1
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作者 戴彩艳 陈崚 《小型微型计算机系统》 CSCD 北大核心 2017年第7期1430-1435,共6页
快速扩展的互联网形成了具有高维、稀疏和冗余特性的复杂网络.因此需要有效的技术从这些复杂网络数据中提取出最为重要的信息进行链接预测,以便为用户服务.本文提出一种基于AUC(Area under Curve)优化的链接预测算法.在该算法中,将AUC... 快速扩展的互联网形成了具有高维、稀疏和冗余特性的复杂网络.因此需要有效的技术从这些复杂网络数据中提取出最为重要的信息进行链接预测,以便为用户服务.本文提出一种基于AUC(Area under Curve)优化的链接预测算法.在该算法中,将AUC作为优化的目标函数,将链接预测问题转化为二分分类问题.将顶点之间是否存在链接作为它所在的类的标号.通过优化AUC来进行二分分类,使用铰链函数按随机次梯度下降算法迭代更新权重矩阵.最后在一些来自不同领域的真实网络上对本算法进行了测试.实验结果表明,本算法与其他算法的结果相比可以实现更高质量的预测. 展开更多
关键词 链接预测 hinge函数 权重矩阵 随机次梯度
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