18.306 Lecture 22 - Thu 2021 05 13 - Virtual % ============================================================================== Continue with Green's Functions: #S08 --- a few points left to do. xtra: Show how to obtain Green's functions by reverting integration/summation for mode expansions. Normal modes [last class proved self-adjoint theorem for matrices]. Show examples in infinite dimension. #S09 Heat fundamental solution, n > 1. TO DO next #S22 Fundamental Solutions for Laplace [this part assigned pset] Sketch BIMs Method of images and convergence issues. Probably will not have time to do. #S13 Random Walks #S14 Random Walks #S15 Green function in multi-D and methods of images. Do just for Neumann and Dirichlet SKIP #S10b SKIP #S11 Does not exist #S12 Does not exist % % ============================================================================== % % -------------------------------------------------------------------- #S08 Fundamental solution for heat equation. Dimension n = 1. u = = (1/sqrt{4*pi*D*t}} exp(-x^2/4*D*t). --- Note solution becomes non-zero everywhere for any t > 0, hence "infinite propagation speed". --- On the other hand "the bulk of the heat" stays within a region of size O(\sqrt{D\,t}). Confirms early dimensional arguments. --- Use form of the solution just obtained to show what happens with initial discontinuities, discontinuities in derivative (integrate by parts), ... etc. % % -------------------------------------------------------------------- #S09 Fundamental solution, n > 1 --- see [A] below. --- Again, as t \to 0, get delta in n-D. --- Solution initial value problem. Generally smooth for any t > 0. Derivation by similarity arguments, same as for #S08. -------- % [A] Final formula involves "area" of unit sphere S_{n-1}. ----- % [A] Derivation using tensorial nature of n-dim heat equation. ---- % [A] Get formula for "area" of unit sphere S_{n-1}, any n. ----- % [A] For [A] use the problem: --- Problem series: Point Sources and Green functions. --- problem: Nonlinear diffusion from a point seed. --- Subsection: Example: Green function for the heat equation in R^d (The area of a sphere in d-dimensions). % % -------------------------------------------------------------------- #S22c Various lecture notes for 18306. Section: Laplace and Poisson equations - harmonic functions. Subsection: The fundamental solutions. Plus [A] & [B] below. [A] ................................................................. [PTS] Point out the limitations that the slow decay (or none in 2-D) of the fundamental solutions imposes on the method of images for the Laplace operator [as opposed to the exponential decay in the heat equation, which allows good approximations to a Green's function with only a few terms --- for moderate times]. Not even convergence is guaranteed! [1] To obtain convergence in dimensions 2 and 3, the "infinities" must be subtracted. Illustrate this with f(x) = sum_{n \neq 0} 1/|x-n| (not convergent), which can be re-defined as f(x) = sum_{n \neq 0} (1/|x-n|-1/|n|) (convergent) upon subtracting the "infinity". [2] The approach in (1) can also be used to accelerate convergence, e.g.: f(x) = sum_{n \neq 0} (1/|x-n|-1/|n|-|x|/n^2) + |x| sum (1/n^2), where the second term can be done exactly. However: convergence is always slow (i.e.: no better than 1/n^p, for some p). A similar situation arises in other elliptic problems. For example, Stokes equation. This leads to serious difficulties --- e.g.: lack of good approximations for suspensions at concentrations which are not very small. % % ============================================================================== EOF