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Rayleigh's quotient in vibrations analysis

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The Rayleigh's quotient represents a quick method to estimate the natural frequency of a multi-degree-of-freedom vibration system, in which the mass and the stiffness matrices are known.

The eigenvalue problem for a general system of the form M q ¨ ( t ) + C q ˙ ( t ) + K q ( t ) = Q ( t ) {\displaystyle M\,{\ddot {\textbf {q}}}(t)+C\,{\dot {\textbf {q}}}(t)+K\,{\textbf {q}}(t)={\textbf {Q}}(t)} in absence of damping and external forces reduces to M q ¨ ( t ) + K q ( t ) = 0 {\displaystyle M\,{\ddot {\textbf {q}}}(t)+K\,{\textbf {q}}(t)=0}

The previous equation can be written also as the following: K u = λ M u {\displaystyle K\,{\textbf {u}}=\lambda \,M\,{\textbf {u}}} where λ = ω 2 {\displaystyle \lambda =\omega ^{2}} , in which ω {\displaystyle \omega } represents the natural frequency, M and K are the real positive symmetric mass and stiffness matrices respectively.

For an n-degree-of-freedom system the equation has n solutions λ m {\displaystyle \lambda _{m}} , u m {\displaystyle {\textbf {u}}_{m}} that satisfy the equation K u m = λ m M u m {\displaystyle K\,{\textbf {u}}_{m}=\lambda _{m}\,M\,{\textbf {u}}_{m}}

By multiplying both sides of the equation by u m T {\displaystyle {\textbf {u}}_{m}^{T}} and dividing by the scalar u m T M u m {\displaystyle {\textbf {u}}_{m}^{T}\,M\,{\textbf {u}}_{m}} , it is possible to express the eigenvalue problem as follow: λ m = ω m 2 = u m T K u m u m T M u m {\displaystyle \lambda _{m}=\omega _{m}^{2}={\frac {{\textbf {u}}_{m}^{T}\,K\,{\textbf {u}}_{m}}{{\textbf {u}}_{m}^{T}\,M\,{\textbf {u}}_{m}}}} for m = 1, 2, 3, ..., n.

In the previous equation it is also possible to observe that the numerator is proportional to the potential energy while the denominator depicts a measure of the kinetic energy. Moreover, the equation allow us to calculate the natural frequency only if the eigenvector (as well as any other displacement vector) u m {\displaystyle {\textbf {u}}_{m}} is known. For academic interests, if the modal vectors are not known, we can repeat the foregoing process but with λ = ω 2 {\displaystyle \lambda =\omega ^{2}} and u {\displaystyle {\textbf {u}}} taking the place of λ m = ω m 2 {\displaystyle \lambda _{m}=\omega _{m}^{2}} and u m {\displaystyle {\textbf {u}}_{m}} , respectively. By doing so we obtain the scalar R ( u ) {\displaystyle R({\textbf {u}})} , also known as Rayleigh's quotient: R ( u ) = λ = ω 2 = u T K u u T M u {\displaystyle R({\textbf {u}})=\lambda =\omega ^{2}={\frac {{\textbf {u}}^{T}\,K\,{\textbf {u}}}{{\textbf {u}}^{T}\,M\,{\textbf {u}}}}}

Therefore, the Rayleigh's quotient is a scalar whose value depends on the vector u {\displaystyle {\textbf {u}}} and it can be calculated with good approximation for any arbitrary vector u {\displaystyle {\textbf {u}}} as long as it lays reasonably far from the modal vectors u i {\displaystyle {\textbf {u}}_{i}} , i = 1,2,3,...,n.

Since, it is possible to state that the vector u {\displaystyle {\textbf {u}}} differs from the modal vector u m {\displaystyle {\textbf {u}}_{m}} by a small quantity of first order, the correct result of the Rayleigh's quotient will differ not sensitively from the estimated one and that's what makes this method very useful. A good way to estimate the lowest modal vector ( u 1 ) {\displaystyle (u_{1})} , that generally works well for most structures (even though is not guaranteed), is to assume ( u 1 ) {\displaystyle (u_{1})} equal to the static displacement from an applied force that has the same relative distribution of the diagonal mass matrix terms. The latter can be elucidated by the following 3-DOF example.

Example – 3DOF

As an example, we can consider a 3-degree-of-freedom system in which the mass and the stiffness matrices of them are known as follows: M = [ 1 0 0 0 1 0 0 0 3 ] , K = [ 3 1 0 1 3 2 0 2 2 ] {\displaystyle M={\begin{bmatrix}1&0&0\\0&1&0\\0&0&3\end{bmatrix}}\;,\quad K={\begin{bmatrix}3&-1&0\\-1&3&-2\\0&-2&2\end{bmatrix}}}

To get an estimation of the lowest natural frequency we choose a trial vector of static displacement obtained by loading the system with a force proportional to the masses: F = k [ m 1 m 2 m 3 ] = 1 [ 1 1 3 ] {\displaystyle {\textbf {F}}=k{\begin{bmatrix}m_{1}\\m_{2}\\m_{3}\end{bmatrix}}=1{\begin{bmatrix}1\\1\\3\end{bmatrix}}}

Thus, the trial vector will become u = K 1 F = [ 2.5 6.5 8 ] {\displaystyle {\textbf {u}}=K^{-1}{\textbf {F}}={\begin{bmatrix}2.5\\6.5\\8\end{bmatrix}}} that allow us to calculate the Rayleigh's quotient: R = u T K u u T M u = = 0.137214 {\displaystyle R={\frac {{\textbf {u}}^{T}\,K\,{\textbf {u}}}{{\textbf {u}}^{T}\,M\,{\textbf {u}}}}=\cdots =0.137214}

Thus, the lowest natural frequency, calculated by means of Rayleigh's quotient is: w Ray = 0.370424 {\displaystyle w_{\text{Ray}}=0.370424}

Using a calculation tool is pretty fast to verify how much it differs from the "real" one. In this case, using MATLAB, it has been calculated that the lowest natural frequency is: w real = 0.369308 {\displaystyle w_{\text{real}}=0.369308} that has led to an error of 0.302315 % {\displaystyle 0.302315\%} using the Rayleigh's approximation, that is a remarkable result.

The example shows how the Rayleigh's quotient is capable of getting an accurate estimation of the lowest natural frequency. The practice of using the static displacement vector as a trial vector is valid as the static displacement vector tends to resemble the lowest vibration mode.

References

  1. Meirovitch, Leonard (2003). Fundamentals of Vibration. McGraw-Hill Education. p. 806. ISBN 9780071219839.
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