QR分解计算器
逐步求矩阵的 QR 分解
该计算器将求给定矩阵 $$$A$$$ 的 QR 分解,即找到满足 $$$A=QR$$$ 的正交(或半正交)矩阵 $$$Q$$$ 和上三角矩阵 $$$R$$$,并显示步骤。
相关计算器: LU分解计算器
您的输入
求$$$\left[\begin{array}{ccc}1 & 3 & 5\\1 & 3 & 1\\2 & -1 & 7\end{array}\right]$$$的QR分解。
解答
将由给定矩阵的列构成的向量组进行正交归一化:$$$\left\{\left[\begin{array}{c}\frac{\sqrt{6}}{6}\\\frac{\sqrt{6}}{6}\\\frac{\sqrt{6}}{3}\end{array}\right], \left[\begin{array}{c}\frac{\sqrt{3}}{3}\\\frac{\sqrt{3}}{3}\\- \frac{\sqrt{3}}{3}\end{array}\right], \left[\begin{array}{c}\frac{\sqrt{2}}{2}\\- \frac{\sqrt{2}}{2}\\0\end{array}\right]\right\}$$$(步骤参见格拉姆-施密特计算器)。
矩阵$$$Q$$$的列是正交归一化的向量:$$$Q = \left[\begin{array}{ccc}\frac{\sqrt{6}}{6} & \frac{\sqrt{3}}{3} & \frac{\sqrt{2}}{2}\\\frac{\sqrt{6}}{6} & \frac{\sqrt{3}}{3} & - \frac{\sqrt{2}}{2}\\\frac{\sqrt{6}}{3} & - \frac{\sqrt{3}}{3} & 0\end{array}\right]$$$。
求该矩阵的转置:$$$Q^{T} = \left[\begin{array}{ccc}\frac{\sqrt{6}}{6} & \frac{\sqrt{6}}{6} & \frac{\sqrt{6}}{3}\\\frac{\sqrt{3}}{3} & \frac{\sqrt{3}}{3} & - \frac{\sqrt{3}}{3}\\\frac{\sqrt{2}}{2} & - \frac{\sqrt{2}}{2} & 0\end{array}\right]$$$(步骤详见矩阵转置计算器)。
最后,$$$R = \left[\begin{array}{ccc}\frac{\sqrt{6}}{6} & \frac{\sqrt{6}}{6} & \frac{\sqrt{6}}{3}\\\frac{\sqrt{3}}{3} & \frac{\sqrt{3}}{3} & - \frac{\sqrt{3}}{3}\\\frac{\sqrt{2}}{2} & - \frac{\sqrt{2}}{2} & 0\end{array}\right]\left[\begin{array}{ccc}1 & 3 & 5\\1 & 3 & 1\\2 & -1 & 7\end{array}\right] = \left[\begin{array}{ccc}\sqrt{6} & \frac{2 \sqrt{6}}{3} & \frac{10 \sqrt{6}}{3}\\0 & \frac{7 \sqrt{3}}{3} & - \frac{\sqrt{3}}{3}\\0 & 0 & 2 \sqrt{2}\end{array}\right]$$$(步骤详见矩阵乘法计算器)。
答案
$$$Q = \left[\begin{array}{ccc}\frac{\sqrt{6}}{6} & \frac{\sqrt{3}}{3} & \frac{\sqrt{2}}{2}\\\frac{\sqrt{6}}{6} & \frac{\sqrt{3}}{3} & - \frac{\sqrt{2}}{2}\\\frac{\sqrt{6}}{3} & - \frac{\sqrt{3}}{3} & 0\end{array}\right]\approx \left[\begin{array}{ccc}0.408248290463863 & 0.577350269189626 & 0.707106781186548\\0.408248290463863 & 0.577350269189626 & -0.707106781186548\\0.816496580927726 & -0.577350269189626 & 0\end{array}\right]$$$A
$$$R = \left[\begin{array}{ccc}\sqrt{6} & \frac{2 \sqrt{6}}{3} & \frac{10 \sqrt{6}}{3}\\0 & \frac{7 \sqrt{3}}{3} & - \frac{\sqrt{3}}{3}\\0 & 0 & 2 \sqrt{2}\end{array}\right]\approx \left[\begin{array}{ccc}2.449489742783178 & 1.632993161855452 & 8.16496580927726\\0 & 4.04145188432738 & -0.577350269189626\\0 & 0 & 2.82842712474619\end{array}\right]$$$A