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Numerical Integration

Newton-Cotes Formulas (Quadrature)

Lagrangian interpolation

\[ l_j(x) = \prod_{k=0, k \neq j}^n \frac{x - x_k}{x_j - x_k} \]

Newton-Cotes formulas

\[ \int_a^b f(x) \, \mathrm{d} x \approx \sum_{j=0}^n C_j f(x_j), \quad C_j = \int_a^b l_j(x) \, \mathrm{d} x \]

Gaussian Quadrature

\[ 2n - 1 \geq 2(p - 1) \implies n \geq \frac{2p - 1}{2} \]

Reduc

Hourglass Mode

Spurious zero-energy modes that can arise in under-integrated elements, leading to non-physical deformations.

👉 Use full integration schemes or apply hourglass control techniques to mitigate this issue.

Accuracy of Stress and Strain

  1. 应变和应力的精确度比位移低
  2. 应力和应变在高斯点上的精确度更高

不光滑的应变区域边界 \(\longrightarrow\) 光滑化