首页> 外文会议>AIAA fluid dynamics conference and exhibit >Nonlinear Modeling by Assembling Piecewise Linear Models
【24h】

Nonlinear Modeling by Assembling Piecewise Linear Models

机译:通过组装分段线性模型进行非线性建模

获取原文

摘要

To preserve nonlinearity of a full order system over a range of parameters of interest, we propose a simple modeling approach by assembling a set of piecewise linear local solutions, viz. the first-order Taylor series terms expanded about some sampling states. The work by Rewienski and White inspired our use of piecewise linear local solutions. The assembly of these local approximations is accomplished by assigning nonlinear weights, through radial basis functions in this study. The efficacy of the proposed procedure is validated for a two-dimensional airfoil moving with different Mach numbers and pitching motions, under which the flow exhibits prominent nonlinear behaviors. All results confirm that our nonlinear model is accurate and stable for predicting not only aerodynamic forces but also detailed flowfields. Moreover, the model is robust for inputs considerably different from the base trajectory in form and magnitude. This modeling preserves nonlinearity of the problems considered in a rather simple and accurate manner.
机译:为了在感兴趣的参数范围内保持全序系统的非线性,我们通过组装一组分段线性局部解来提出一种简单的建模方法。一阶泰勒级数项扩展了一些采样状态。 Rewienski和White的工作启发了我们使用分段线性局部解的方法。这些局部近似值的组装是通过在本研究中通过径向基函数分配非线性权重来完成的。对于具有不同马赫数和俯仰运动的二维翼型运动,所提出的程序的有效性得到了验证,在这种情况下,气流表现出显着的非线性行为。所有结果都证明,我们的非线性模型不仅可以准确,稳定地预测空气动力,而且可以预测详细的流场。此外,该模型对于形式和大小与基础轨迹明显不同的输入具有鲁棒性。该模型以相当简单和准确的方式保留了所考虑问题的非线性。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号