人工神经网络在轨道振动分析中的应用
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摘要
综述了人工神经网络在轨道振动分析中的应用 .介绍了轨道振动分析中人工神经网络常用的模型和基本性能 ;讨论了人工神经网络在该领域及相关领域的应用情况 ;最后展望了其发展趋势和应用前景
The application of artificial neural network in the analysis of railway vibration is surveyed. The normal model and basic characteristics of artificial neural network in the field of railway vibration are introduced, and also the application in this and correlative field is discussed. At last, its development trend and application prospect are viewed.
The application of artificial neural network in the analysis of railway vibration is surveyed. The normal model and basic characteristics of artificial neural network in the field of railway vibration are introduced, and also the application in this and correlative field is discussed. At last, its development trend and application prospect are viewed.
引文
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[2] 王成华,张 薇.人工神经网络在桩基工程中的应用[J].岩土力学,2002,23(2):173-178.
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[5] Ju-TaeKim,etal.Optimal structural control usingneural networks[J].Journal ofEngineeringMe-chanics,2000,126(2):201-205.
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[14] 张 方,朱德懋.基于神经网络模型的动荷载识别[J].振动工程学报,1997,10(2):156-162.
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[18] 翟东武,朱 唏.基于输出响应的识别结构参数的神经网络方法[J].北方交通大学学报,2001,25(1):26-30.
[19] 熊沈蜀,周兆英.单层神经网络在参数识别中的应用[J].清华大学学报(自然科学版),1996,34(4):1-6.
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[21] M Cevik,et al.Natural frequencies of suspensionbridges:an artificial neuralnetwork approach[J].Journal ofSound andVibration.2002,257(3):596-604.
[22] GladwellG M L ,GladwellA H.Examples of re-construction of anEuler-Bernonlli beam fromspectral date[J].Journal ofSound andVibration,1987,119(1):81-94
[23] BekirKarlik.Vibrations of a beam-mass systemsusing artificial neural network approach[J].Jour-nal ofSound andVibration.2002,257(3):596-604.
[24] S F Masri,et al.Neural network approach to de-tection of changes in structural parameters[J].Journal ofEngineeringMechanics,1996,122(4):350-360.
[25] H M Chen,et al.Neural network for structuraldynamic model identification[J].Journal ofEngi-neeringMechanics,1995,121(12):1377-1381.
[26] R LeRiche.Neural identification of non-linear dy-namic structures[J].Journal ofSound andVibra-tion.2001,248(2):247-265.
[27] SV Barai,P C Pandey.Vibration signature analy-sis using artificial neural networks[J].Journal ofComputing inCivilEngineering,1995,9(4):259-265.
[28] 孙 钧,汪炳鉴.地下结构[M].上海:同济大学出版社,1987.
[29] 王云剑.振动反问题在工程中的应用[J].地震工程与工程振动,1995,15(3):59-68.
[30] 高 峰,李德武.运用振动反分析法计算振动荷载[J].工程力学,1998,16(4):91-96.
[31] SahinYildirim,IbrahimUzmay.Neural networkapplication to vehicle' s vibration analysis[J].Mechanism andMachineTheory.2003,38:27-41.
[32] 赵永辉,等.基于RBF网络的非线性动力系统辨识方法的改进[J].哈尔滨工业大学学报,1999,31(6):22-39.
[33] M JAtalla,D JInman.On model updating usingneural networks[J].MechanicalSystems andSig-nalProcessing,1998,12(1):135-161.
[34] 何玉敖,吴建军.应用自递归神经网络(SRNN)预测结构的响应[J].土木工程学报,1998,2:46-51.
[35] 邹承明.轨道交通引起地面振动的智能分析方法[M].武汉:武汉理工大学出版社,2003.
[36] 冯夏庭,等.位移反分析的进化神经网络方法研究[J].岩石力学与工程学报,1999,18(5):497-502
[2] 王成华,张 薇.人工神经网络在桩基工程中的应用[J].岩土力学,2002,23(2):173-178.
[3] 郝大为,王秉纲.路面结构动力响应仿真与参数分析研究[J].中国公路学报,2001,14(4):1-4.
[4] 孙全胜,等.路面结构参数同时反算的人工神经网络法[J].东北公路,2002,25(4):6-9.
[5] Ju-TaeKim,etal.Optimal structural control usingneural networks[J].Journal ofEngineeringMe-chanics,2000,126(2):201-205.
[6] 王耀南.智能控制系统[M].长沙:湖南大学出版社,1996.
[7] 焦李成.神经网络系统理论[M].西安:西安电子科技大学出版社,1996.
[8] 宝音贺喜格,等.神经网络在轨道动力学的应用[J].振动与冲击,1999,18(3):67-70.
[9] 朱长春,张景绘.基于LM方法的神经网络用于线性时不变系统的广义状态转移矩阵的识别[J].土木工程学报,2000,33(2):40-45.
[10] TadanobuSato,MakotoSato.Structural identi-fication using neural network and kalman filteral-gorithms[J].StructuralEng.,EarthquakeEng.,JSCE.1997,14(1):1-10.
[11] TshilidziMarwala.Damage identification usingcommittee of neural networks[J].Journal ofEn-gineeringMechanics.2000,126(1):43-50.
[12] 吴大宏,赵人达.基于神经网络的混凝土桥梁荷载识别方法研究[J].中国铁道科学,2002,23(1):25-28.
[13] 高宝成,等.神经网络用于结构动荷载识别的研究[J].郑州工学院学报,1996,17(2):91-94.
[14] 张 方,朱德懋.基于神经网络模型的动荷载识别[J].振动工程学报,1997,10(2):156-162.
[15] 杨建刚,戴德成.振动系统非线性特性的神经网络识别法[J].东南大学学报,1995,25(5):40-46.
[16] M Nagai,et al.Identification and control of non-linear active pneumatic suspension for railway ve-hicles using neural networks[J].ControlEng.1997,5(8):1137-1144.
[17] S F Masri,et al.Identification of nonlinear dy-namic systems using neural networks[J].JournalofAppliedMechanics,1993,60:123-133.
[18] 翟东武,朱 唏.基于输出响应的识别结构参数的神经网络方法[J].北方交通大学学报,2001,25(1):26-30.
[19] 熊沈蜀,周兆英.单层神经网络在参数识别中的应用[J].清华大学学报(自然科学版),1996,34(4):1-6.
[20] 于德介,雷 慧.一种基于神经网络的结构参数识别方法[J].湖南大学学报(自然科学版),1999,26(4):39-52.
[21] M Cevik,et al.Natural frequencies of suspensionbridges:an artificial neuralnetwork approach[J].Journal ofSound andVibration.2002,257(3):596-604.
[22] GladwellG M L ,GladwellA H.Examples of re-construction of anEuler-Bernonlli beam fromspectral date[J].Journal ofSound andVibration,1987,119(1):81-94
[23] BekirKarlik.Vibrations of a beam-mass systemsusing artificial neural network approach[J].Jour-nal ofSound andVibration.2002,257(3):596-604.
[24] S F Masri,et al.Neural network approach to de-tection of changes in structural parameters[J].Journal ofEngineeringMechanics,1996,122(4):350-360.
[25] H M Chen,et al.Neural network for structuraldynamic model identification[J].Journal ofEngi-neeringMechanics,1995,121(12):1377-1381.
[26] R LeRiche.Neural identification of non-linear dy-namic structures[J].Journal ofSound andVibra-tion.2001,248(2):247-265.
[27] SV Barai,P C Pandey.Vibration signature analy-sis using artificial neural networks[J].Journal ofComputing inCivilEngineering,1995,9(4):259-265.
[28] 孙 钧,汪炳鉴.地下结构[M].上海:同济大学出版社,1987.
[29] 王云剑.振动反问题在工程中的应用[J].地震工程与工程振动,1995,15(3):59-68.
[30] 高 峰,李德武.运用振动反分析法计算振动荷载[J].工程力学,1998,16(4):91-96.
[31] SahinYildirim,IbrahimUzmay.Neural networkapplication to vehicle' s vibration analysis[J].Mechanism andMachineTheory.2003,38:27-41.
[32] 赵永辉,等.基于RBF网络的非线性动力系统辨识方法的改进[J].哈尔滨工业大学学报,1999,31(6):22-39.
[33] M JAtalla,D JInman.On model updating usingneural networks[J].MechanicalSystems andSig-nalProcessing,1998,12(1):135-161.
[34] 何玉敖,吴建军.应用自递归神经网络(SRNN)预测结构的响应[J].土木工程学报,1998,2:46-51.
[35] 邹承明.轨道交通引起地面振动的智能分析方法[M].武汉:武汉理工大学出版社,2003.
[36] 冯夏庭,等.位移反分析的进化神经网络方法研究[J].岩石力学与工程学报,1999,18(5):497-502
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