模型减少了在时间域中的结构机械反应
Xin Yan1, Xinyu Guo2, Ningya He2
1FAW Jiefang Auto Co., Ltd., Changchun, 130011, China. vsma1@126.com.
Scientific reports
|March 26, 2025
概括
一种新方法使用道路测试数据和机器学习来创建精确的缩减顺序模型用于汽车结构分析. 这种方法可以加强对机械反应的监测和对车辆损坏的评估.
科学领域:
- 机械工程 机械工程
- 计算力学 计算力学 计算力学
- 机器学习 机器学习
背景情况:
- 分析汽车系统中的结构机械响应状态对于安全性和性能至关重要.
- 传统的方法可能是计算密集型,需要高效的模型缩小技术.
研究的目的:
- 引入一种新的模型减小方法,用于分析汽车系统中的结构机械响应状态.
- 为了提高模型准确性,利用道路测试中的时间域信号数据.
主要方法:
- 有限元建模和分析以确定峰值压力区域.
- 测试道路负载频谱信号,以提取振动和应变数据.
- 机器学习技术,包括响应表面和高斯过程模型,用于模型缩小.
- 对神经网络模型进行超参数调整和优化.
主要成果:
- 在验证集中达到98.6%的高保真度指数,在测试集中达到95.2%.
- 证明了减少顺序模型在捕捉结构机械响应状态方面的有效性.
- 确定了神经网络模型的最佳超参数配置.
结论:
- 开发的减少顺序模型适合用于监测局部结构机械响应状态和评估损伤.
- 模型缩小技术,特别是具有优化的超参数的神经网络,为汽车结构分析提供了强大的工具.
- 我们了解了神经网络架构 (细胞数,隐藏层) 对模型性能和概括性的影响.
相关概念视频
Bending of Members Made of Several Materials
133
In analyzing a structural member composed of two different materials with identical cross-sectional areas, it is crucial to understand how their distinct elastic properties affect the member's response under load. The analysis involves assessing stress and strain distributions using the transformed section concept, which accounts for variations in material properties.
Hooke's Law determines stress in each material, stating that stress is proportional to strain but varies due to each...
Hooke's Law determines stress in each material, stating that stress is proportional to strain but varies due to each...
133
System of Forces and Couples
390
In the analysis of structural systems, it is common to encounter members subjected to various forces and couple moments. Simplifying these systems can make the analysis more manageable and easier to understand. One approach to achieve this simplification is by moving a force to a point O that does not lie on its line of action and adding a couple with a moment equal to the moment of the force about point O.
The principle of transmissibility plays a crucial role in this process. According to...
The principle of transmissibility plays a crucial role in this process. According to...
390
Mechanical Systems
160
Mechanical systems are analogous to to electrical networks where springs and masses play similar roles to inductors and capacitors, respectively. A viscous damper in mechanical systems functions similarly to a resistor in electrical networks, dissipating energy. The forces acting on a mass in such systems include an applied force in the direction of motion, counteracted by forces from the spring, a viscous damper, and the mass's acceleration. This interplay of forces is mathematically...
160
Transformation of Plane Stress
177
Studying stress transformation is essential in understanding how stress components within a material, like a cube under plane stress, change with rotation. This change is analyzed by considering a prismatic element within the cube. As the element rotates, the stress components acting on it—both normal and shearing stresses—change in magnitude and orientation. This change is quantified using trigonometric functions of the rotation angle, relating the forces acting on the rotated...
177
Simplification of a Force and Couple System I
519
The concept of reducing a system of forces and couple moments to an equivalent system is essential in simplifying the analysis of rigid bodies. This reduction allows for more straightforward computation and understanding of the external effects produced by the system. In particular, systems with an equivalent resultant force and a resultant couple moment having perpendicular lines of action can be further reduced to a single equivalent resultant force acting along a new line of action. There...
519
Linear Approximation in Time Domain
59
Nonlinear systems often require sophisticated approaches for accurate modeling and analysis, with state-space representation being particularly effective. This method is especially useful for systems where variables and parameters vary with time or operating conditions, such as in a simple pendulum or a translational mechanical system with nonlinear springs.
For a simple pendulum with a mass evenly distributed along its length and the center of mass located at half the pendulum's length,...
For a simple pendulum with a mass evenly distributed along its length and the center of mass located at half the pendulum's length,...
59


