The integrated stochastic differential equation readsThe Gaussian white noise has zero expected value, soIts Dirac delta covariance givesThus , which is also the variance because the displacement has zero expected value. More generally its covariance is . Equivalently for standard Brownian motion, and the diffusion coefficient is .
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