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Physics-informed neural networks for predicting velocity and pressure fields from wave elevation based on Boussinesq model
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作者 Yao Hong Zhaoxin Gong Hua Liu 《Acta Mechanica Sinica》 2025年第9期61-72,共12页
The task of achieving high-accuracy full-field reconstruction in the realm of water waves is widely acknowledged as a challenge,primarily due to the sparsity and incompleteness of data measurement in both temporal and... The task of achieving high-accuracy full-field reconstruction in the realm of water waves is widely acknowledged as a challenge,primarily due to the sparsity and incompleteness of data measurement in both temporal and spatial dimensions.We develop a full-field velocity and pressure reconstruction approach for non-linear water waves based on physics-informed neural networks from the free surface measurement.The fully non-linear highly dispersive Boussinesq model is integrated to reduce the training cost by representing the three dimensional water wave problems in the horizontal two-dimensional plane with the inherent veloc-ity distribution along water depth.A series of test cases,including the solitary waves,fifth-order Stokes waves,standing waves,and superimposed waves,are employed to evaluate the performance of the algorithm.The proposed novel neural networks are capable of accurately reconstructing the flow fields even when assimilating the limited and sparse free surface deformation data,which facilitates the development of detecting the flow characteristics in real ocean waves. 展开更多
关键词 Physics informed neural netw ork Water wave Flow field reconstructlon
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基于SolidWorks码垛机器人结构部件有限元分析 被引量:1
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作者 黄海峰 《装备制造技术》 2017年第8期40-42,共3页
以码垛机器人虚拟样机作为研究对象,分析机器人在静态下的受力情况,运用Solid W orks的sim ulation模块对机器人进行静力学分析。在此基础上,校核和优化设计机器人的机构,使机器人在满足结构强度和刚度的前提下,能够减轻整体的重量,降... 以码垛机器人虚拟样机作为研究对象,分析机器人在静态下的受力情况,运用Solid W orks的sim ulation模块对机器人进行静力学分析。在此基础上,校核和优化设计机器人的机构,使机器人在满足结构强度和刚度的前提下,能够减轻整体的重量,降低生产成本。 展开更多
关键词 SOLID W orks 码垛机器人 有限元分析
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角膜波面像差引导的准分子激光个体化屈光手术与LASEK术后干眼症发病率的的对比研究 被引量:7
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作者 刘黎明 王绍飞 《临床眼科杂志》 2010年第2期164-166,共3页
目的探讨角膜波面像差引导的准分子激光个体化屈光手术(ORK)与准分子激光上皮下角膜磨镶术(LASEK)术后干眼症的差异。方法患者术前均排除干眼症。随机行ORK手术200只眼,LASEK手术200只眼,分别于术后1d、10d、1个月测定记录泪液分泌(Schi... 目的探讨角膜波面像差引导的准分子激光个体化屈光手术(ORK)与准分子激光上皮下角膜磨镶术(LASEK)术后干眼症的差异。方法患者术前均排除干眼症。随机行ORK手术200只眼,LASEK手术200只眼,分别于术后1d、10d、1个月测定记录泪液分泌(Schirmer1)和泪膜破裂时间(BUT)。结果术后1d,两组Schirmer1实验和BUT无明显差异(P>0.05),术后1周和术后1个月两组Schirmer1实验和BUT结果均有明显差异(P<0.05)。ORK术后10d和1个月分别有52只眼(26%)和74只眼(37%)符合干眼症的诊断,而LASEK术后10d和1个月分别有14只眼(7%)和28只眼(14%)符合干眼症的诊断。结论ORK术后干眼症发生率高于LASEK术后干眼症发生率。 展开更多
关键词 LASEK ORK 干眼症
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担架电梯轿架的有限元分析及结构优化 被引量:1
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作者 丁纺纺 李勋 《机械工程师》 2014年第12期218-219,共2页
通过在三维制图软件Solid W orks中对担架梯轿架进行实体建模,并运用有限元分析软件A N SY S对轿架的结构模型进行偏载工况下刚度和强度的静力学性能分析,在有限元分析结果的基础上对轿架模型提出更改建议,改进后的轿架结构满足担架梯... 通过在三维制图软件Solid W orks中对担架梯轿架进行实体建模,并运用有限元分析软件A N SY S对轿架的结构模型进行偏载工况下刚度和强度的静力学性能分析,在有限元分析结果的基础上对轿架模型提出更改建议,改进后的轿架结构满足担架梯设计要求。 展开更多
关键词 SOLID W orks 轿架 有限元 A N SY S
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Research on network integration technology of observation stations 被引量:15
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作者 ZHAN Yanjun MA Shangchang +1 位作者 ZHUANG Ting ZHANG Sujuan 《Instrumentation》 2015年第3期35-42,共8页
According to the phenomenon of "four more"and"four low "problems in the observation stations,the surface-based meteorological observing system can't adapt to the change of the adaptive observat... According to the phenomenon of "four more"and"four low "problems in the observation stations,the surface-based meteorological observing system can't adapt to the change of the adaptive observation equipment and reduce of business intensification. A station integrated system is proposed,w hich can be configured,connected and extended to all kinds of observation equipment. And the integrated processor is designed,supporting a variety of communication interface standards. Flexible configuration,connection and expansion betw een conventional and new type of meteorological observation equipment are supported. It is capable for online calibration and maintenance of observation equipment. The effectiveness of automatic observation equipment is totally achieved to provide basic information support for disaster prevention and mitigation and national economic development. 展开更多
关键词 STATION netw ORK integration SERIAL DEVICE SEVER quality contro data COMMUNICATION linux
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APPLICATION OF GENETIC NEURAL NETWORK IN Zn-27 % Al-Mg ALLOY
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作者 L. S. Yang1) . H. T. Sun2) and A. N. Zhand2)1) Department of Materials Engineering , Luoyang Institute of Technology , Luoyang 471039 , China2) Department of Electric Engineering , Luoyang Institute of Technology , Luoyang 471039 , Ch 《Acta Metallurgica Sinica(English Letters)》 SCIE EI CAS CSCD 1999年第5期1212-1216,共5页
A genetic neural net work m odel about design of Mg content in the alloy , based on tested databetw een Mg and tensile intensity or elongation in Zn 27 % Al alloy , has been established . Theresult has sho w n th... A genetic neural net work m odel about design of Mg content in the alloy , based on tested databetw een Mg and tensile intensity or elongation in Zn 27 % Al alloy , has been established . Theresult has sho w n that the genetic neural netw ork is a better an d m ore applied method for m a terials design than the regress analysis . 展开更多
关键词 neural netw ork genetic algorith m zinc base alloy m aterials design
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Security Framew ork of Mobile Internet
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作者 Wei Liang 《ZTE Communications》 2009年第4期31-34,共4页
The article describes the layered model of physical network and information security,and the establishment of the mobile Internet’s security framework based on its network architecture.The mobile Internet has three p... The article describes the layered model of physical network and information security,and the establishment of the mobile Internet’s security framework based on its network architecture.The mobile Internet has three parts,i.e.terminal,network and service system,each of which can be studied in four layers of the network and information security,namely,the equipment/environment security layer,the service and application security layer,the information security layer and the information content security layer. 展开更多
关键词 Security Framew ork of Mobile Internet WORK MODE
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Effects of carbon,sulphur,phosphorus,and nickel compositions and hot working on thermal fatigue properties of H13 steel
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作者 TIAN Yuxin 《Baosteel Technical Research》 CAS 2015年第4期57-62,共6页
For precise composition control and the selection of hot-w orking operation,effects of carbon( C),sulphur( S),phosphorus( P),and nickel( Ni) compositions and hot working on thermal fatigue properties of H13 st... For precise composition control and the selection of hot-w orking operation,effects of carbon( C),sulphur( S),phosphorus( P),and nickel( Ni) compositions and hot working on thermal fatigue properties of H13 steel under thermal cycling conditions w ere studied by a self-restraint thermal fatigue test. Results show ed that the control of the C content at about 0. 35%,Ni content at about 0. 50%,and S and P contents as low as possible and the forging operation used lead to an improvement of the thermal fatigue resistance of the steel. 展开更多
关键词 H13 steel chemical composition hot w orking thermal fatigue
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