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Graph neural link predictor based on cycle structure
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作者 Yanlin Yang Zhonglin Ye +2 位作者 Lei Meng Mingyuan Li Haixing Zhao 《CAAI Transactions on Intelligence Technology》 2025年第2期615-632,共18页
Currently,the link prediction algorithms primarily focus on studying the interaction between nodes based on chain structure and star structure,which predominantly rely on low-order structural information and do not ex... Currently,the link prediction algorithms primarily focus on studying the interaction between nodes based on chain structure and star structure,which predominantly rely on low-order structural information and do not explore the multivariate interactions between nodes from the perspective of higher-order structural information present in the network.The cycle structure is a higher-order structure that lies between the star and clique structures,where all nodes within the same cycle can interact with each other,even in the absence of direct edges.If a node is encompassed by multiple cycles,it indicates that the node interacts and associates with a greater number of nodes in the network,and it means the node is more important in the network to some extent.Furthermore,if two nodes are included in multiple cycles,it signifies the two nodes are more likely to be connected.Therefore,firstly,a multi-information fusion node importance algorithm based on the cycle structure information is proposed,which integrates both high-order and low-order structural information.Secondly,the obtained integrated structure information and node feature information is regarded as the input features,a two-channel graph neural network model is designed to learn the cycle structure information.Then,the cycle structure information is utilised for the task of link prediction,and a graph neural link predictor with multi-information interactions based on the cycle structure is developed.Finally,extensive experimental validation and analysis show that the node ranking result of the proposed node importance index is more consistent with the actual situation,the proposed graph neural network model can effectively learn the cycle structure information,and using higher-order structural information—cycle information proves to significantly enhance the overall link prediction performance. 展开更多
关键词 cycle structure higher-order structure link prediction multi-information interactions neural network
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Study on the seismic performance of buckling-restrained SPSW structure with butterfly-shaped links on the lateral sides
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作者 ZHOU Guangru LIU Han +3 位作者 LI Xiangmin CUI Shaoxian LENG Yubing HAN Chongqing 《Journal of Southeast University(English Edition)》 2025年第2期190-198,共9页
A buckling-restrained steel plate shear wall(BRSPSW)structure with butterfly-shaped links on the lateral sides is introduced to improve the cooperative perfor-mance between the BRSPSW and the boundary frames.A one-spa... A buckling-restrained steel plate shear wall(BRSPSW)structure with butterfly-shaped links on the lateral sides is introduced to improve the cooperative perfor-mance between the BRSPSW and the boundary frames.A one-span two-story concrete-filled steel tube(CFT)column frame specimen equipped with lateral-side butterfly-shaped linked BRSPSWs(LBL-BRSPSWs)is evaluated under low-cycle reversed loading.A finite element(FE)model is developed and validated based on the test results.This FE model accurately simulates the failure modes and load-dis-placement curves.Parametric analyses are conducted on the butterfly-shaped links.The results show that the interactions between the CFT column frame and LBL-BRSPSWs are sig-nificantly influenced by the width ratio of the butterfly-shaped links,while the taper ratio and aspect ratio have relatively minor influences.Compared with traditional steel shear walls with four-sided connections,LBL-BRSPSWs reduce the additional axial forces and bending moments in the frame columns by 28%to 73%and 17%to 87%,respectively,with only a 9%to 30%decrease in the lateral resistance.The experimental and parametric analysis results indicate that setting butterfly-shaped links on the lateral sides of BRSPSWs can significantly enhance their cooperative performance with the boundary frame.The butterfly-shaped link width ratio has a linear relationship with the lateral-resistance performance of the specimens and the additional internal forces in the frame columns.To ensure that LBL-BRSPSW fails prior to the column frames,the link width ratio should be optimized. 展开更多
关键词 steel plate shear wall structure seismic performance performance cooperative performance buckling-restrained steel plate shear wall butterfly-shaped link
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Studies on Structure and Properties of Water Soluble Polysaccharide from Fruiting Body of Cordyceps Militarvs(L.) Link 被引量:2
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作者 WANG Bai Jing WEI Min ZHANG Li Ping 《Chemical Research in Chinese Universities》 SCIE CAS CSCD 2003年第1期37-40,共4页
A water soluble crude polysaccharide has been isolated from the fruiting body of cultivated Cordyceps militarvs(L.) Link. The GC analysis indicated that it contained the monosaccharides of Gal, Man, Glc and GlcA. Thei... A water soluble crude polysaccharide has been isolated from the fruiting body of cultivated Cordyceps militarvs(L.) Link. The GC analysis indicated that it contained the monosaccharides of Gal, Man, Glc and GlcA. Their molar ratio is 1 00∶1 58∶7 89∶0 19. The crude polysaccharide was fractionated with ethanol to get three fractions, which were CM Ⅰ, CM Ⅱ and CM Ⅲ. CM Ⅱ was further purified to get one homogeneous fraction named CMB. The molecular weight was estimated to be 60000 by means of gel filtration. CMB is a greyish white powder. The GC analysis indicated that it was composed of Gal, Man, Glc and the molar ratio is 1 00∶1 38∶5 10. Partial hydrolysis with an acid, periodate oxidation, Smith degradation, IR, GC and methylation analyses, GC/MS analyses were used for the structure analyses of CMB. The results reveal that CMB is of a lower branched structure. The main chain is composed of (1→6) linked Man, (1→6) linked Glc, (1→4) linked Glc and (1→4) linked Gal. Some of (1→4) linked Glc and all (1→4) linked Gal residues are substituted at 3 O and 6 O respectively. (1→4) Linked Glc residues without branch probably exist with other monosaccharides alternately. On an average, there is one branch every ten hexose residues. The side chain is composed of major (1→4) linked Glc and minor (1→6) linked Glc. The nonreduced end is composed of Gal and Glc. The main glycosidic link of CMB is α configuration. 展开更多
关键词 Cordyceps militarvs(L.) link POLYSACCHARIDE structure PROPERTY
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DYNAMIC SUBSTRUCTURING ANALYSISOF COMPOSITE STRUCTURES WITHNONLINEAR LINKS 被引量:1
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作者 Hu Haiyan, Li Yuefeng and Zhang AzhouNanjing Aeronautical Institute 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 1990年第3期168-177,共10页
The paper deals with the dynamic response prediction of the composite structure,which consists of two linear components coupled by some nonlinear vibration isolators. Based on the measured impulse response functions o... The paper deals with the dynamic response prediction of the composite structure,which consists of two linear components coupled by some nonlinear vibration isolators. Based on the measured impulse response functions of the linear components, three kinds of dynamic equations of interfacial integration are proposed and a procedure to transform the dynamic equations of integral type into a set of ordinary differential equations is suggested. Computer simulations and a real test are given to verify the effectiveness of the theoretical results. 展开更多
关键词 DYNAMIC SUBstructurING ANALYSISOF COMPOSITE structureS WITHNONLINEAR linkS MODE link
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Study on the Structure of Peroxide Cross-Linked Polyethylene Pipes with Several Stabilizers 被引量:5
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作者 Hideo Hirabayashi Akinori Iguchi +3 位作者 Kazushi Yamada Hiroyuki Nishimura Kazuhisa Ikawa Hidekazu Honma 《Materials Sciences and Applications》 2013年第9期497-503,共7页
Cross-linked polyethylene (PEX) pipes used in hot water supply are required for high mechanical strength and high creep resistance at high temperature. Especially PEX-a pipes which are made by peroxide cross-linking h... Cross-linked polyethylene (PEX) pipes used in hot water supply are required for high mechanical strength and high creep resistance at high temperature. Especially PEX-a pipes which are made by peroxide cross-linking have better performance, such as creep resistance and thermal shock resistance than the pipes made by the other cross-linking method. Because the PEX-a pipes indicate the higher cross-link degree as compared with the other PEX pipes. In this study, the PEX-a pipes which were mixed with several stabilizers were tested to evaluate the effects on cross-link degree and the oxygen induction time. And also they are evaluated with the chlorine aqueous solution by the performance of the long-term hydrostatic pressure test and the long-term hydro dynamic pressure test. As a result, it was found that the combination of antioxidants for PEX-a pipes plays an important role to prolong the oxygen induction time without inhibiting the cross-linking. From the results of the 1H pulsed NMR measurement over the melting point of polyethylene, it was found that each peroxide PEX pipe with different antioxidant combinations indicated the different proportion and crosslink density of cross-linked region, in addition, that these pipes had the effective structure of cross-linking for the hydrostatic and hydrodynamic pressure test with the chlorine aqueous solution. Therefore, it was considered to be useful results for studies of the stricture of cross-linking of polyethylene. 展开更多
关键词 CROSS-linkED Polyethylene PEX-a PEROXIDE structure of Cross-linking
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Molecular and Crystal Structure of Hexacobalt Carbonyl Cluster Containg Twin Co_3S(CO)_7 Fragments Linked by a Novel Phosphido-Thiolato Ligand as Backbone
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作者 Zhi Rong ZHAO Xiang HU Shu Tang LIU and Qi Wang LIU(Department of Chedristry, Inner Mongolia University, Huhhot 010021) 《Chinese Chemical Letters》 SCIE CAS CSCD 1997年第5期461-464,共4页
Reaction of dimers of (R) thionophosphine sulfide (R = P - C6H4OMe,SMe ) with Co, (CO), yields the novel hexacobalt cluster [Co'(μ3, -S)2, (CO) 14 (μ4 -μ4- and the trinuclear clusterPSCH,)J 2' In 1, tw0 Co3... Reaction of dimers of (R) thionophosphine sulfide (R = P - C6H4OMe,SMe ) with Co, (CO), yields the novel hexacobalt cluster [Co'(μ3, -S)2, (CO) 14 (μ4 -μ4- and the trinuclear clusterPSCH,)J 2' In 1, tw0 Co3S(C0)7 units linked by a novel phosphido-thio1ato bifunc-tiona1 bridging p'-SPR ligand as backbone. 展开更多
关键词 TWIN CO CO Fragments linked by a Novel Phosphido-Thiolato Ligand as Backbone Molecular and Crystal structure of Hexacobalt Carbonyl Cluster Containg Twin Co3S
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Seismic analysis of diagrid structural frames with shear-link fuse devices 被引量:5
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作者 Nasim S. Moghaddasi B. Yunfeng Zhang 《Earthquake Engineering and Engineering Vibration》 SCIE EI CSCD 2013年第3期463-472,共10页
This paper presents a new concept for enhancing the seismic ductility and damping capacity of diagrid structural frames by using shear-link fuse devices and its seismic performance is assessed through nonlinear static... This paper presents a new concept for enhancing the seismic ductility and damping capacity of diagrid structural frames by using shear-link fuse devices and its seismic performance is assessed through nonlinear static and dynamic analysis. The architectural elegancy of the diagrid structure attributed to its triangular leaning member configuration and high structural redundancy make this system a desirable choice for tall building design. However, forming a stable energy dissipation mechanism in diagrid framing remains to be investigated to expand its use in regions with high seismicity. To address this issue, a diagrid framing design is proposed here which provides a competitive design option in highly seismic regions through its increased ductility and improved energy dissipation capacity provided by replaceable shear links interconnecting the diagonal members at their ends.The structural characteristics and seismic behavior (capacity, stiffness, energy dissipation, ductility) of the diagrid structural frame are demonstrated with a 21-story building diagrid frame subjected to nonlinear static and dynamic analysis. The findings from the nonfinear time history analysis verify that satisfactory seismic performance can be achieved by the proposed diagrid frame subjected to design basis earthquakes in California. In particular, one appealing feature of the proposed diagrid building is its reduced residual displacement after strong earthquakes. 展开更多
关键词 diagrid structure nonlinear analysis seismic behavior shear link steel structure
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REDUCTION APPROACHES FOR VIBRATION CONTROL OF REPETITIVE STRUCTURES
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作者 陈伟民 孙东昌 +3 位作者 王大钧 魏建萍 仝力勇 王泉 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2006年第5期637-644,共8页
The reduction approaches are presented for vibration control of symmetric, cyclic periodic and linking structures. The condensation of generalized coordinates, the locations of sensors and actuators, and the relation ... The reduction approaches are presented for vibration control of symmetric, cyclic periodic and linking structures. The condensation of generalized coordinates, the locations of sensors and actuators, and the relation between system inputs and control forces are assumed to be set in a symmetric way so that the control system posses the same repetition as the structure considered. By employing proper transformations of condensed generalized coordinates and the system inputs, the vibration control of an entire system can be implemented by carrying out the control of a number of sub-structures, and thus the dimension of the control problem can be significantly reduced. 展开更多
关键词 vibration control of structures repetitive structure symmetric structure cyclic periodic structure linking structure
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Organelle Structures: Bridging Strategy and Technological Processes
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作者 Rob Dekkers 《厦门大学学报(自然科学版)》 CAS CSCD 北大核心 2002年第S1期249-251,共3页
The shifting requirements as imposed on operations ma nagement require adjusting and tailoring the organisational structure to meet ma rket demands. However, translating these requirements directly into hierarchical s... The shifting requirements as imposed on operations ma nagement require adjusting and tailoring the organisational structure to meet ma rket demands. However, translating these requirements directly into hierarchical structure will not ensure the integration of processes across organisational un its and guarantee desirable performance. Therefore, management and management li terature wonders: · How should we connect processes to the external environment within a strategi c framework · Which organisational structures do meet performance requirements · Which choices and freedom do we have within organisational structures · How and when do we implement organisational structures That the hierarchical structure does not meet as such the performance requiremen ts nor did it relate to these became already clear during case studies performed in the ’70s. The conclusion was drawn that organisational changes should affect working processes before they proof to be viable. This required the development of new approach through empirical studies and base d on literature. This led to the development of the organelle structure. The org anelle structure should connect to the strategy and the product flow. Thereto, a decision model has been developed for revealing these relations and the practic al implication. During a number of case studies this methodology has been refined and includes t he strategic choice between variants for the organelle structure with their own performance capabilities; we distinguish about 20 variants ranging between the f unctional organisation and the product flow organisation. These ranges of choice s however can be connected to different order entry points, stemming from logist ic concepts. This extends the performance to improved lead-times and improved c ontrol. Strategic choices relate the organelle structure to external performance criteria dictated by product/market-combinations: · lead-time · quality · costs and internal choices for performance criteria: · flexibility · productivity · resource utilisation · innovative performance. Case studies reveal the drastic improvements of the performance of operations an d manufacturing. The paper will discuss a few of these implementations to demons trate the impact. They also show how one derives the hierarchical structure from the choice for the organelle structure. Organelle structures do bridge the link of an industrial company to its environm ent and the internal possibilities, dictated by characteristics of product flow and process execution. The link to the environment results in a strategic framew ork for assessment of alternatives and possibilities. Choices for organelle stru ctures depend strongly on choices on the order entry points of the hardware flow and the specification flow. The evaluation of the characteristics takes place a gainst the strategic framework ensuring competitive advantage as well as a high probability of factual implementation and performance improvement. 展开更多
关键词 link Bridging Strategy and Technological Processes Organelle structures
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An Overview of Recently Developed Coupled Simulation Optimization Approaches for Reliability Based Minimum Cost Design of Water Retaining Structures
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作者 Muqdad Al-Juboori Bithin Datta 《Open Journal of Optimization》 2018年第4期79-112,共34页
This paper reviews several recently-developed techniques for the minimum-cost optimal design of water-retaining structures (WRSs), which integrate the effects of seepage. These include the incorporation of uncertainty... This paper reviews several recently-developed techniques for the minimum-cost optimal design of water-retaining structures (WRSs), which integrate the effects of seepage. These include the incorporation of uncertainty in heterogeneous soil parameter estimates and quantification of reliability. This review is limited to methods based on coupled simulation-optimization (S-O) models. In this context, the design of WRSs is mainly affected by hydraulic design variables such as seepage quantities, which are difficult to determine from closed-form solutions or approximation theories. An S-O model is built by integrating numerical seepage modeling responses to an optimization algorithm based on efficient surrogate models. The surrogate models (meta-models) are trained on simulated data obtained from finite element numerical code solutions. The proposed methodology is applied using several machine learning techniques and optimization solvers to optimize the design of WRS by incorporating different design variables and boundary conditions. Additionally, the effects of several scenarios of flow domain hydraulic conductivity are integrated into the S-O model. Also, reliability based optimum design concepts are incorporated in the S-O model to quantify uncertainty in seepage quantities due to uncertainty in hydraulic conductivity estimates. We can conclude that the S-O model can efficiently optimize WRS designs. The ANN, SVM, and GPR machine learning technique-based surrogate models are efficiently and expeditiously incorporated into the S-O models to imitate the numerical responses of simulations of various problems. 展开更多
关键词 linked Simulation-Optimization Water-Retaining structures Machine Learning Technique RELIABILITY BASED Optimum Design Multi-Realization OPTIMIZATION Model Heterogeneous Hydraulic CONDUCTIVITY
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Synthesis and Crystal Structure of a Mixed Cu - Cd Bim etallic Com plex {〔 Cu Cd(pba)( H_2 O)_3〕·2 H_2 O} _n
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作者 朱志成 黄小荥 《Chinese Journal of Structural Chemistry》 SCIE CAS CSCD 1999年第5期340-343,共4页
A one dimensional bimetallic compound {〔CuCd(pba)(H 2O) 3〕·2H 2O} n in which pba was propylenebis (oxamic acid), was prepared. Crystal structure of the title compound was determined. It belongs to orthorhombi... A one dimensional bimetallic compound {〔CuCd(pba)(H 2O) 3〕·2H 2O} n in which pba was propylenebis (oxamic acid), was prepared. Crystal structure of the title compound was determined. It belongs to orthorhombic system, molecular formula CuCdC 7H 16 N 2O 11 , M r =480.17, space group Pnma(#62), a=12.953(2), b=21 626(6), c=5.253(3), V=1471(2) 3 and D x =2.17g/cm 3 for Z =4. The structure was solved by direct methods with final R =0.052 and R w =0.063 for 1055 observed reflections with I>3σ(I ). Two nitrogen atoms and two oxygen atoms from the oxamide and a water molecule coordinated to the Cu II ion forming a square pyramidal geometry. Four oxygen atoms from the oxamide and two water molecules coordinated to the Cd II ion forming an elongated octahedral geometry. 展开更多
关键词 one dimensional complex X ray structure bimetallic link complex
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A Generic Description Model for the Structure of Atomic Nucleus with New Interpretation of the Strong Forces
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作者 Hongguang Yang Weidong Yang 《Journal of Modern Physics》 2020年第8期1132-1156,共25页
The present investigation is motivated by finding and developing an easily understandable solution in the context of unified quantum and gravitational theories. Model-based methods are applied, with emphasis on struct... The present investigation is motivated by finding and developing an easily understandable solution in the context of unified quantum and gravitational theories. Model-based methods are applied, with emphasis on structural descriptions by introducing some strong hypotheses. A subset of the introduced hypotheses led to a surprising understanding of the internal structure and construction of quarks, neutrons, protons and more complex atomic nuclei. The research work therefore focused mainly on the model-based interpretation of subatomic processes. The results obtained so far and presented in this paper are new. They consist of a generic description model for the structure of atomic nuclei. This model contains two important structural links that originate from the initial phase of the cosmological big bang. They hold atomic parts together and are involved in many known nuclear fusion and fission processes. Modifications of them, including the electron-positron annihilation process, are necessary and will be described. A new interpretation of the strong forces from the Standard Model is possible and will be given. In addition, the formation processes for electron and positron particles are considered. Based on the structural relationships, a deeper understanding of matter transformations (transmutations), early cosmological processes and dark matter has been achieved. All challenges of this work are the logical conclusions from the used hypotheses on two structural links. They need to be further investigated and verified by theoretical and experimental works. The postulated particle in this paper, as accompanying product in the electron-positron annihilation, will play a major role for the future investigations. 展开更多
关键词 Atomic Kernel structure Reinterpretation of Strong Forces Kernel structure of Hydrogen and Its Isotopes Kernel structure of Helium and Its Isotope Stellar Nuclear Fusion Nuclear Fission Double Space link Triple Space link Matter Lifecycle in the Context of Cosmology
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TOPOLOGICAL STRUCTURES OF VORTEX AND HELICITY ANALYSIS 被引量:1
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作者 黄永念 苏卫东 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 1998年第3期208-214,共7页
The topological structures of the vortex filaments and vortex tubes with an exact solution of a straight spiral vortex tube are discussed. It is found that there are some confusions about the calculation of the helic... The topological structures of the vortex filaments and vortex tubes with an exact solution of a straight spiral vortex tube are discussed. It is found that there are some confusions about the calculation of the helicity of a knotted vortex filament and some linked vortex filaments by using different methods. How to unify these methods is explained and the right results are given. (Edited author abstract) 5 Refs. 展开更多
关键词 topological structure vortex filament HELICITY knot and link
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基于CC-Link网络的PLC控制系统 被引量:5
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作者 方清城 华路光 罗中良 《现代电子技术》 2009年第3期143-145,共3页
阐述一种用CC-Link开放式现场总线构成的PLC控制系统。着重介绍该总线的网络特点、功能、通信原理及通信方法,进行了深入的研究,并设计了现场总线应用的控制系统——炉窖网络控制系统。应用结果表明,利用该总线设计的控制系统具有保护... 阐述一种用CC-Link开放式现场总线构成的PLC控制系统。着重介绍该总线的网络特点、功能、通信原理及通信方法,进行了深入的研究,并设计了现场总线应用的控制系统——炉窖网络控制系统。应用结果表明,利用该总线设计的控制系统具有保护功能齐全、通信速率快、实时性好、可靠性高、布线方便等优点,基于CC-Link网络控制系统具有较高的实用价值。 展开更多
关键词 网络控制系统 PLC CC—link总线 网络结构 实时控制
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基于模型的立体仓库CC-Link总线控制系统 被引量:5
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作者 龚志远 《机床与液压》 北大核心 2013年第11期108-111,共4页
针对三排九仓位立体仓库模型,构建了由FX2N-PLC作为主站和从站的现场总线结构,介绍本地站单排立体仓库控制方法,详细分析了CC-Link对3个本地站总线信号传输原理、工作方式和技术要点,对各站对应的缓存地址进行了分配,阐明了数据链接的... 针对三排九仓位立体仓库模型,构建了由FX2N-PLC作为主站和从站的现场总线结构,介绍本地站单排立体仓库控制方法,详细分析了CC-Link对3个本地站总线信号传输原理、工作方式和技术要点,对各站对应的缓存地址进行了分配,阐明了数据链接的的关键要点,通过举例给出了数据传输格式以及数据链接的关键程序。系统根据PC机的指令,由主站PLC在总线上下发数据链接信号,自动控制立体仓库存取货物。 展开更多
关键词 CC-link 总线结构 数据链接 编程方法
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基于LINK的结构系统建模方法研究
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作者 王聪 陈立平 屠良尧 《哈尔滨商业大学学报(自然科学版)》 CAS 2002年第4期390-393,398,共5页
针对有限元和试验模态分析的局限性 ,探讨了一种有限元分析与动态试验相结合的模型修正方法 ,即基于LINK的结构系统建模方法。将计算与试验结果进行数据融合 ,以给定模态置信度准则为基础 ,进行模型的迭代修正分析 ,进而构造精确的结构... 针对有限元和试验模态分析的局限性 ,探讨了一种有限元分析与动态试验相结合的模型修正方法 ,即基于LINK的结构系统建模方法。将计算与试验结果进行数据融合 ,以给定模态置信度准则为基础 ,进行模型的迭代修正分析 ,进而构造精确的结构系统动力模型。最后基于LINK方法 ,对梁结构进行了计算与试验相结合的建模分析 ,取得了良好的效果。 展开更多
关键词 结构系统 建模 link 模型修正
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Pro/E软件中J-Link接口的探讨分析 被引量:3
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作者 李雄祥 孙延明 郑时雄 《机床与液压》 北大核心 2003年第6期120-122,291,共4页
通过对Pro/E软件中J -Link二次开发接口的分析 ,阐述了J-Link的编程结构及其特点与优点。
关键词 J-link接口 同步模式 类结构 注册应用程序 PRO/E软件 CAD
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A novel similarity measure for mining missing links in long-path networks 被引量:1
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作者 Yijun Ran Tianyu Liu +1 位作者 Tao Jia Xiao-Ke Xu 《Chinese Physics B》 SCIE EI CAS CSCD 2022年第6期56-64,共9页
Network information mining is the study of the network topology,which may answer a large number of applicationbased questions towards the structural evolution and the function of a real system.The question can be rela... Network information mining is the study of the network topology,which may answer a large number of applicationbased questions towards the structural evolution and the function of a real system.The question can be related to how the real system evolves or how individuals interact with each other in social networks.Although the evolution of the real system may seem to be found regularly,capturing patterns on the whole process of evolution is not trivial.Link prediction is one of the most important technologies in network information mining,which can help us understand the evolution mechanism of real-life network.Link prediction aims to uncover missing links or quantify the likelihood of the emergence of nonexistent links from known network structures.Currently,widely existing methods of link prediction almost focus on short-path networks that usually have a myriad of close triangular structures.However,these algorithms on highly sparse or longpath networks have poor performance.Here,we propose a new index that is associated with the principles of structural equivalence and shortest path length(SESPL)to estimate the likelihood of link existence in long-path networks.Through a test of 548 real networks,we find that SESPL is more effective and efficient than other similarity-based predictors in long-path networks.Meanwhile,we also exploit the performance of SESPL predictor and of embedding-based approaches via machine learning techniques.The results show that the performance of SESPL can achieve a gain of 44.09%over GraphWave and 7.93%over Node2vec.Finally,according to the matrix of maximal information coefficient(MIC)between all the similarity-based predictors,SESPL is a new independent feature in the space of traditional similarity features. 展开更多
关键词 structural equivalence shortest path length long-path networks missing links
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Preparation and characterization of genipin-cross-linked chitosan microparticles by water-in-oil emulsion solvent diffusion method 被引量:1
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作者 Jesada Karnchanajindanun Mangkorn Srisa-ard +1 位作者 Prasong Srihanam Yodthong Baimark 《Natural Science》 2010年第10期1061-1065,共5页
Chitosan (CS) microparticles with and without cross-linking were prepared by a water-in-oil emulsion solvent diffusion method without any surfactants. Aqueous CS solution and ethyl ace- tate were used as water and oil... Chitosan (CS) microparticles with and without cross-linking were prepared by a water-in-oil emulsion solvent diffusion method without any surfactants. Aqueous CS solution and ethyl ace- tate were used as water and oil phases, respectively. Genipin was used as a cross-linker. Influ- ences of genipin ratios and cross-linking times on CS microparticle characteristics were investigated. Non-cross-linked and cross-linked CS microparticles were spherical in shape and rough in surface. Microparticle matrices showed porous structures. Surface roughness, mean par- ticle sizes and bulk density of CS microparticles increased and their dissolutions in acetic acid solution decreased when genipin ratio and cross- linking time increased. 展开更多
关键词 CHITOSAN MICROPARTICLES POROUS structure GENIPIN Cross-linking MORPHOLOGY
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Synthesis and Characterization of Linked Clusters Capped by Alkylidyne
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作者 ZHANG Yu-Hua CHI Wei-Guang +2 位作者 YIN Yuan-Qi HUANG Zi-Xiang WU Qiang-Jin 《Chinese Journal of Structural Chemistry》 SCIE CAS CSCD 北大核心 2002年第1期17-21,共5页
The lsolobal displacement reaction between the dianion {M(CO)3[(h5-C5H4) C(O)C6H4C(O)(h5-C5H4)](CO)3M}2- and two molecules of [(m3-C)CO2Et]Co3(CO)9 gave rise to the formation of terephthaloyl(biscyclopentadienyl)-brid... The lsolobal displacement reaction between the dianion {M(CO)3[(h5-C5H4) C(O)C6H4C(O)(h5-C5H4)](CO)3M}2- and two molecules of [(m3-C)CO2Et]Co3(CO)9 gave rise to the formation of terephthaloyl(biscyclopentadienyl)-bridged double cluster complexes [(h5-C5H4)C(O)C6H4C(O)(h5-C5H4)]{[(m3-C)CO2Et]Co2M(CO)8}2 (M = Mo 1, M = W, 2). In the reaction, single cluster complexes[(m3-C)CO2Et]-Co2M(CO)8[h5-C5H4C(O)C6H4CO2CH3] ( M = Mo 3, M = W, 4) were yielded as by-products. All the cluster complexes were characterized by C/H analysis, IR and 1H NMR spectroscopy, and the structure of 3 has been determined by single-crystal X-ray diffraction method. Crystal data: Mr = 750.19, monoclinic, space group P21/c, a = 22.652(5), b = 8.954 (2), c = 14.530(3) ? b = 104.00(3), V = 2859.6(10) 懦, Z = 4, Dc = 1.743 mg/m? F(000) = 1488, m = 1.644 mm-1, the final R = 0.0555 and wR = 0.1353 for 5519 observations with I > 2s(I). 展开更多
关键词 transition metal linked cluster crystal structure COBALT
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