Subjects linear algebra

Orthonormal Basis R4 E6Ead0

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Question: find an orthonormal basis for the subspace of $\mathbb{R}^4$ generated by the vectors $(1,1,1,0)$, $(1,-1,1,1)$ and $(-1,0,2,1)$
1. **State the problem:** Find an orthonormal basis for the subspace of $\mathbb{R}^4$ generated by the vectors $\mathbf{v}_1 = (1,1,1,0)$, $\mathbf{v}_2 = (1,-1,1,1)$, and $\mathbf{v}_3 = (-1,0,2,1)$. 2. **Method:** Use the Gram-Schmidt process to orthogonalize the vectors, then normalize each to get an orthonormal basis. 3. **Step 1: Set $\mathbf{u}_1 = \mathbf{v}_1$** $$\mathbf{u}_1 = (1,1,1,0)$$ 4. **Step 2: Compute $\mathbf{u}_2 = \mathbf{v}_2 - \mathrm{proj}_{\mathbf{u}_1}(\mathbf{v}_2)$** Projection formula: $$\mathrm{proj}_{\mathbf{u}_1}(\mathbf{v}_2) = \frac{\mathbf{v}_2 \cdot \mathbf{u}_1}{\mathbf{u}_1 \cdot \mathbf{u}_1} \mathbf{u}_1$$ Calculate dot products: $$\mathbf{v}_2 \cdot \mathbf{u}_1 = 1\cdot1 + (-1)\cdot1 + 1\cdot1 + 1\cdot0 = 1 -1 +1 +0 = 1$$ $$\mathbf{u}_1 \cdot \mathbf{u}_1 = 1^2 + 1^2 + 1^2 + 0^2 = 3$$ Projection: $$\mathrm{proj}_{\mathbf{u}_1}(\mathbf{v}_2) = \frac{1}{3}(1,1,1,0) = \left(\frac{1}{3}, \frac{1}{3}, \frac{1}{3}, 0\right)$$ Subtract: $$\mathbf{u}_2 = (1,-1,1,1) - \left(\frac{1}{3}, \frac{1}{3}, \frac{1}{3}, 0\right) = \left(1 - \frac{1}{3}, -1 - \frac{1}{3}, 1 - \frac{1}{3}, 1 - 0\right) = \left(\frac{2}{3}, -\frac{4}{3}, \frac{2}{3}, 1\right)$$ 5. **Step 3: Compute $\mathbf{u}_3 = \mathbf{v}_3 - \mathrm{proj}_{\mathbf{u}_1}(\mathbf{v}_3) - \mathrm{proj}_{\mathbf{u}_2}(\mathbf{v}_3)$** Calculate projections: $$\mathbf{v}_3 \cdot \mathbf{u}_1 = (-1)\cdot1 + 0\cdot1 + 2\cdot1 + 1\cdot0 = -1 + 0 + 2 + 0 = 1$$ $$\mathrm{proj}_{\mathbf{u}_1}(\mathbf{v}_3) = \frac{1}{3}(1,1,1,0) = \left(\frac{1}{3}, \frac{1}{3}, \frac{1}{3}, 0\right)$$ Calculate $\mathbf{v}_3 \cdot \mathbf{u}_2$: $$\mathbf{v}_3 \cdot \mathbf{u}_2 = (-1)\cdot\frac{2}{3} + 0\cdot\left(-\frac{4}{3}\right) + 2\cdot\frac{2}{3} + 1\cdot1 = -\frac{2}{3} + 0 + \frac{4}{3} + 1 = \frac{2}{3} + 1 = \frac{5}{3}$$ Calculate $\mathbf{u}_2 \cdot \mathbf{u}_2$: $$\left(\frac{2}{3}\right)^2 + \left(-\frac{4}{3}\right)^2 + \left(\frac{2}{3}\right)^2 + 1^2 = \frac{4}{9} + \frac{16}{9} + \frac{4}{9} + 1 = \frac{24}{9} + 1 = \frac{24}{9} + \frac{9}{9} = \frac{33}{9} = \frac{11}{3}$$ Projection: $$\mathrm{proj}_{\mathbf{u}_2}(\mathbf{v}_3) = \frac{\frac{5}{3}}{\frac{11}{3}} \mathbf{u}_2 = \frac{5}{3} \times \frac{3}{11} \mathbf{u}_2 = \frac{5}{11} \mathbf{u}_2 = \frac{5}{11} \left(\frac{2}{3}, -\frac{4}{3}, \frac{2}{3}, 1\right) = \left(\frac{10}{33}, -\frac{20}{33}, \frac{10}{33}, \frac{5}{11}\right)$$ Subtract projections: $$\mathbf{u}_3 = (-1,0,2,1) - \left(\frac{1}{3}, \frac{1}{3}, \frac{1}{3}, 0\right) - \left(\frac{10}{33}, -\frac{20}{33}, \frac{10}{33}, \frac{5}{11}\right)$$ Calculate stepwise: $$(-1,0,2,1) - \left(\frac{1}{3}, \frac{1}{3}, \frac{1}{3}, 0\right) = \left(-1 - \frac{1}{3}, 0 - \frac{1}{3}, 2 - \frac{1}{3}, 1 - 0\right) = \left(-\frac{4}{3}, -\frac{1}{3}, \frac{5}{3}, 1\right)$$ Then subtract $\left(\frac{10}{33}, -\frac{20}{33}, \frac{10}{33}, \frac{5}{11}\right)$: $$\mathbf{u}_3 = \left(-\frac{4}{3} - \frac{10}{33}, -\frac{1}{3} + \frac{20}{33}, \frac{5}{3} - \frac{10}{33}, 1 - \frac{5}{11}\right)$$ Find common denominators (33): $$-\frac{4}{3} = -\frac{44}{33}, \quad -\frac{1}{3} = -\frac{11}{33}, \quad \frac{5}{3} = \frac{55}{33}, \quad 1 = \frac{33}{33}$$ Calculate each coordinate: $$-\frac{44}{33} - \frac{10}{33} = -\frac{54}{33} = -\frac{18}{11}$$ $$-\frac{11}{33} + \frac{20}{33} = \frac{9}{33} = \frac{3}{11}$$ $$\frac{55}{33} - \frac{10}{33} = \frac{45}{33} = \frac{15}{11}$$ $$\frac{33}{33} - \frac{15}{33} = \frac{18}{33} = \frac{6}{11}$$ So $$\mathbf{u}_3 = \left(-\frac{18}{11}, \frac{3}{11}, \frac{15}{11}, \frac{6}{11}\right)$$ 6. **Step 4: Normalize $\mathbf{u}_1$, $\mathbf{u}_2$, and $\mathbf{u}_3$ to get orthonormal vectors $\mathbf{e}_1$, $\mathbf{e}_2$, $\mathbf{e}_3$** Calculate norms: $$\|\mathbf{u}_1\| = \sqrt{1^2 + 1^2 + 1^2 + 0^2} = \sqrt{3}$$ $$\|\mathbf{u}_2\| = \sqrt{\left(\frac{2}{3}\right)^2 + \left(-\frac{4}{3}\right)^2 + \left(\frac{2}{3}\right)^2 + 1^2} = \sqrt{\frac{4}{9} + \frac{16}{9} + \frac{4}{9} + 1} = \sqrt{\frac{24}{9} + 1} = \sqrt{\frac{24}{9} + \frac{9}{9}} = \sqrt{\frac{33}{9}} = \sqrt{\frac{11}{3}}$$ $$\|\mathbf{u}_3\| = \sqrt{\left(-\frac{18}{11}\right)^2 + \left(\frac{3}{11}\right)^2 + \left(\frac{15}{11}\right)^2 + \left(\frac{6}{11}\right)^2} = \frac{1}{11} \sqrt{18^2 + 3^2 + 15^2 + 6^2} = \frac{1}{11} \sqrt{324 + 9 + 225 + 36} = \frac{1}{11} \sqrt{594} = \frac{\sqrt{594}}{11}$$ Simplify $\sqrt{594}$: $$594 = 9 \times 66 = 9 \times 6 \times 11 = 3^2 \times 6 \times 11$$ So $$\sqrt{594} = 3 \sqrt{66}$$ Therefore $$\|\mathbf{u}_3\| = \frac{3 \sqrt{66}}{11}$$ Normalize: $$\mathbf{e}_1 = \frac{1}{\sqrt{3}} (1,1,1,0) = \left(\frac{1}{\sqrt{3}}, \frac{1}{\sqrt{3}}, \frac{1}{\sqrt{3}}, 0\right)$$ $$\mathbf{e}_2 = \frac{1}{\sqrt{\frac{11}{3}}} \left(\frac{2}{3}, -\frac{4}{3}, \frac{2}{3}, 1\right) = \sqrt{\frac{3}{11}} \left(\frac{2}{3}, -\frac{4}{3}, \frac{2}{3}, 1\right) = \left(\frac{2}{3} \sqrt{\frac{3}{11}}, -\frac{4}{3} \sqrt{\frac{3}{11}}, \frac{2}{3} \sqrt{\frac{3}{11}}, \sqrt{\frac{3}{11}}\right)$$ $$\mathbf{e}_3 = \frac{1}{\frac{3 \sqrt{66}}{11}} \left(-\frac{18}{11}, \frac{3}{11}, \frac{15}{11}, \frac{6}{11}\right) = \frac{11}{3 \sqrt{66}} \left(-\frac{18}{11}, \frac{3}{11}, \frac{15}{11}, \frac{6}{11}\right) = \frac{1}{3 \sqrt{66}} (-18, 3, 15, 6) = \left(-\frac{18}{3 \sqrt{66}}, \frac{3}{3 \sqrt{66}}, \frac{15}{3 \sqrt{66}}, \frac{6}{3 \sqrt{66}}\right) = \left(-\frac{6}{\sqrt{66}}, \frac{1}{\sqrt{66}}, \frac{5}{\sqrt{66}}, \frac{2}{\sqrt{66}}\right)$$ 7. **Final answer:** The orthonormal basis is $$\mathbf{e}_1 = \left(\frac{1}{\sqrt{3}}, \frac{1}{\sqrt{3}}, \frac{1}{\sqrt{3}}, 0\right), \quad \mathbf{e}_2 = \left(\frac{2}{3} \sqrt{\frac{3}{11}}, -\frac{4}{3} \sqrt{\frac{3}{11}}, \frac{2}{3} \sqrt{\frac{3}{11}}, \sqrt{\frac{3}{11}}\right), \quad \mathbf{e}_3 = \left(-\frac{6}{\sqrt{66}}, \frac{1}{\sqrt{66}}, \frac{5}{\sqrt{66}}, \frac{2}{\sqrt{66}}\right)$$