TheoremBase

Square-Integrable Vector-Valued Functions: Components, Dot Products and Almost-Everywhere Equality

A function into ℝⁿ is square-integrable exactly when its components are, with the integral of |f|² the sum of the squared component seminorms; dot products of square-integrable functions are integrable; linear combinations stay square-integrable; and almost-everywhere equality is an equivalence relation compatible with the operations and the integral of the dot product.

Statement

In the setting of Measurable Functions and the Lebesgue Integral: Standing Notation, let (X,F,μ)(X,\mathcal{F},\mu) be a measure space and let n∈Nn\in\mathbb{N}. For measurable f:X→Rnf:X\to\mathbb{R}^{n}, ∣f∣2|f|^{2} is the function of Square-Integrable Vector-Valued Functions (i), and L2(μ;Rn)\mathcal{L}^{2}(\mu;\mathbb{R}^{n}) is the set of square-integrable functions from XX to Rn\mathbb{R}^{n}. L2(μ)\mathcal{L}^{2}(\mu) is the set of 22-integrable functions X→RX\to\mathbb{R}, and ∥g∥2\|g\|_{2}, for g∈L2(μ)g\in\mathcal{L}^{2}(\mu), is the 22-seminorm. For functions f,g:X→Rnf,g:X\to\mathbb{R}^{n} and a,b∈Ra,b\in\mathbb{R}, af+bgaf+bg, f+gf+g, afaf, −f-f and f−gf-g are the functions x↦af(x)+bg(x)x\mapsto af(x)+bg(x), x↦f(x)+g(x)x\mapsto f(x)+g(x), x↦af(x)x\mapsto af(x), x↦−f(x)x\mapsto-f(x) and x↦f(x)−g(x)x\mapsto f(x)-g(x), and f⋅gf\cdot g is the function x↦f(x)⋅g(x)x\mapsto f(x)\cdot g(x), with the dot product; integrals of f⋅gf\cdot g and of fkgkf_{k}g_{k} are taken in L1(μ)\mathcal{L}^{1}(\mu). For f,g∈L2(μ;Rn)f,g\in\mathcal{L}^{2}(\mu;\mathbb{R}^{n}), f∼gf\sim g means that f(x)=g(x)f(x)=g(x) for μ\mu-almost every x∈Xx\in X; ∼\sim is this relation on L2(μ;Rn)\mathcal{L}^{2}(\mu;\mathbb{R}^{n}).

Components. A function f:X→Rnf:X\to\mathbb{R}^{n} belongs to L2(μ;Rn)\mathcal{L}^{2}(\mu;\mathbb{R}^{n}) if and only if its component fkf_{k} belongs to L2(μ)\mathcal{L}^{2}(\mu) for every k∈[n]k\in[n]. In that case

∫∣f∣2 dμ=∑k=1n∥fk∥22.\int|f|^{2}\,d\mu=\sum_{k=1}^{n}\|f_{k}\|_{2}^{2}.

Dot products. Let f,g∈L2(μ;Rn)f,g\in\mathcal{L}^{2}(\mu;\mathbb{R}^{n}). Then f⋅g∈L1(μ)f\cdot g\in\mathcal{L}^{1}(\mu) and

∫f⋅g dμ=∑k=1n∫fkgk dμ.\int f\cdot g\,d\mu=\sum_{k=1}^{n}\int f_{k}g_{k}\,d\mu .

Linear combinations. Let f,g∈L2(μ;Rn)f,g\in\mathcal{L}^{2}(\mu;\mathbb{R}^{n}) and a,b∈Ra,b\in\mathbb{R}. Then af+bg∈L2(μ;Rn)af+bg\in\mathcal{L}^{2}(\mu;\mathbb{R}^{n}); in particular f+gf+g, afaf, −f-f and f−gf-g belong to L2(μ;Rn)\mathcal{L}^{2}(\mu;\mathbb{R}^{n}).

Almost-everywhere equality. ∼\sim is an equivalence relation on L2(μ;Rn)\mathcal{L}^{2}(\mu;\mathbb{R}^{n}). For f,g∈L2(μ;Rn)f,g\in\mathcal{L}^{2}(\mu;\mathbb{R}^{n}), f∼gf\sim g if and only if, for every k∈[n]k\in[n], fk(x)=gk(x)f_{k}(x)=g_{k}(x) for μ\mu-almost every x∈Xx\in X.

Compatibility. Let f,f′,g,g′∈L2(μ;Rn)f,f',g,g'\in\mathcal{L}^{2}(\mu;\mathbb{R}^{n}) with f∼f′f\sim f' and g∼g′g\sim g', and let a∈Ra\in\mathbb{R}. Then f+g∼f′+g′f+g\sim f'+g', af∼af′af\sim af' and

∫f⋅g dμ=∫f′⋅g′ dμ.\int f\cdot g\,d\mu=\int f'\cdot g'\,d\mu .

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