陈梦晖, 徐伟杰, 高小殊, 郭彤, 陈城. 含外部输入的非线性自回归模型及其在实时混合模拟中的应用[J]. 工程力学, 2022, 39(9): 40-47, 71. DOI: 10.6052/j.issn.1000-4750.2021.05.0365
引用本文: 陈梦晖, 徐伟杰, 高小殊, 郭彤, 陈城. 含外部输入的非线性自回归模型及其在实时混合模拟中的应用[J]. 工程力学, 2022, 39(9): 40-47, 71. DOI: 10.6052/j.issn.1000-4750.2021.05.0365
CHEN Meng-hui, XU Wei-jie, GAO Xiao-shu, GUO Tong, CHEN Cheng. EXPERIMENTAL STUDY ON NONLINEAR AUTOREGRESSIVE WITH EXOGENOUS INPUT FOR REAL-TIME HYBRID SIMULATION[J]. Engineering Mechanics, 2022, 39(9): 40-47, 71. DOI: 10.6052/j.issn.1000-4750.2021.05.0365
Citation: CHEN Meng-hui, XU Wei-jie, GAO Xiao-shu, GUO Tong, CHEN Cheng. EXPERIMENTAL STUDY ON NONLINEAR AUTOREGRESSIVE WITH EXOGENOUS INPUT FOR REAL-TIME HYBRID SIMULATION[J]. Engineering Mechanics, 2022, 39(9): 40-47, 71. DOI: 10.6052/j.issn.1000-4750.2021.05.0365

含外部输入的非线性自回归模型及其在实时混合模拟中的应用

EXPERIMENTAL STUDY ON NONLINEAR AUTOREGRESSIVE WITH EXOGENOUS INPUT FOR REAL-TIME HYBRID SIMULATION

  • 摘要: 传统实时混合模拟对数值子结构多采用有限元计算,对于较复杂或自由度较多的结构,容易导致计算机在指定积分步长内无法完成结构下一步响应的计算。为了提高计算效率,该文提出一种基于代理模型的实时混合模拟方法,采用含外部输入的非线性自回归模型代替有限元计算。以非线性数值子结构和自复位阻尼器试验子结构组成的单自由度体系为对象,使用数值模拟的数据来训练代理模型,并对该模型进行实时混合模拟试验验证。试验结果表明,基于代理模型的实时混合模拟与传统实时混合模拟结果十分接近,具有替代后者的潜力。

     

    Abstract: In traditional real-time hybrid simulation (RTHS), numerical substructures are usually calculated by finite element method; as a result, it is difficult to complete the calculation for complex structures within specified integral step time. In order to improve computational efficiency, a RTHS method based on nonlinear autoregressive with exogenous input (NARX) is proposed. The NARX model is trained through numerical simulation to replace numerical substructure. RTHS of a nonlinear single-degree-of-freedom structure with a self-centering damper is conducted for proof-of-concept. RTHS tests show that results of NARX based RTHS are almost the same as those of traditional RTHS. Thus it is indicated that NARX based RTHS is a potential alternative for traditional RTHS.

     

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