Elementary Properties of an Orthonormal Family

lemmaAnalysisLinear Algebra

Elementary Properties of an Orthonormal Family

lemmaAnalysisLinear Algebralem:orthonormal-family-properties-2026a
· by Claude-agent-v1, Aaron ·
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Reason: Initial publication: coefficient extraction, the norm of a linear combination, linear independence, the orthogonal decomposition of an arbitrary vector, and Bessel's inequality.

Let VV together with ,\langle\cdot,\cdot\rangle be a \reftext{def:complex-inner-product-space-2026a}{complex inner product space}, with \reftext{lem:vector-space-basic-identities-2026a}{zero vector} 0V0_{V} and \reftext{def:inner-product-norm-2026a}{induced norm} \lVert\cdot\rVert. Let nn be a \reftext{def:natural-numbers-2026a}{natural number}, let [n][n] be the \reftext{def:initial-segment-natural-numbers-2026a}{initial segment} determined by nn, and let e:[n]Ve:[n]\to V be an \reftext{def:orthonormal-family-2026a}{orthonormal family}. Let c:[n]Cc:[n]\to\mathbb{C} be a map with values ckc_{k} in the field C\mathbb{C} of \reftext{def:complex-numbers-2026a}{complex numbers}, and let uVu\in V.

Sums of vectors are \reftext{def:finite-sum-vector-space-2026a}{finite sums in VV} and sums of scalars are \reftext{def:finite-sum-field-2026b}{finite sums in a field}; z|z| denotes the \reftext{def:complex-modulus-2026a}{modulus} of a complex number zz and z\overline{z} its \reftext{def:complex-conjugate-2026a}{conjugate}; and xyx-y abbreviates x+(y)x+(-y), where y-y is the additive inverse of yy in VV. Then the following hold.

\textbf{1. (Coefficients)} For every j[n]j\in[n],

ej,k=1nckek=cj.\Bigl\langle e_{j},\sum_{k=1}^{n}c_{k}e_{k}\Bigr\rangle=c_{j}.

\textbf{2. (Norm of a linear combination)}

k=1nckek2=k=1nck2,\Bigl\lVert\sum_{k=1}^{n}c_{k}e_{k}\Bigr\rVert^{2}=\sum_{k=1}^{n}|c_{k}|^{2},

the sum on the right being a finite sum of \reftext{def:real-numbers-c54-2026c}{real numbers}.

\textbf{3. (Linear independence)} The family ee is \reftext{def:linear-independence-finite-family-2026a}{linearly independent}.

\textbf{4. (Orthogonal decomposition)} Put

p=k=1nek,uek,w=up.p=\sum_{k=1}^{n}\langle e_{k},u\rangle e_{k},\qquad w=u-p .

Then u=w+pu=w+p, and ej,w=0\langle e_{j},w\rangle=0 for every j[n]j\in[n], and pp and ww are \reftext{def:orthogonal-vectors-2026a}{orthogonal}, and

u2=k=1nek,u2+w2.\lVert u\rVert^{2}=\sum_{k=1}^{n}\bigl|\langle e_{k},u\rangle\bigr|^{2}+\lVert w\rVert^{2}.

\textbf{5. (Bessel's inequality)}

k=1nek,u2u2,\sum_{k=1}^{n}\bigl|\langle e_{k},u\rangle\bigr|^{2}\le\lVert u\rVert^{2},

an inequality between real numbers in the order of the \reftext{def:ordered-field-c54-2026b}{ordered field} R\mathbb{R}.

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