Smooth periodic functions form a vector space on which gradient and Laplacian are linear; their gradients form a subspace whose closure, the torus tangent space, is a closed subspace; and a linear functional on smooth periodic functions bounded by the norm of the gradient is represented by exactly one tangent vector.
In the setting of Optimal Transport on the Flat Torus: Standing Notation, let , with , and as in Optimal Transport on the Flat Torus: Standing Notation §fields, gradients and Laplacians as in Optimal Transport on the Flat Torus: Standing Notation §calculus, and and as in The Tangent Space of the Torus Wasserstein Space at a Probability Measure §gradients and The Tangent Space of the Torus Wasserstein Space at a Probability Measure §tangent. Then the following hold.
1. (Linearity of the periodic calculus) For and real , the function belongs to , and .
2. (Subspaces) is a linear subspace of , and is a closed linear subspace of .
3. (Representation) Let satisfy for all and real , and let be a real number with for every . Then there is exactly one with for every , and it satisfies .
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