Why should I “believe in” weak solutions to PDEs?

This is a sort of soft-question to which I can’t find any satisfactory answer. At heart, I feel I have some need for a robust and well-motivated formalism in mathematics, and my work in geometry requires me to learn some analysis, and so I am confronted with the task of understanding weak solutions to PDEs. I have no problems understanding the formal definitions, and I don’t need any clarification as to how they work or why they produce generalized solutions. What I don’t understand is why I should “believe” in these guys, other than that they are a convenience.

Another way of trying to attack the issue I feel is that I don’t see any reason to invent weak solutions, other than a a sort of (and I’m dreadfully sorry if this is offensive to any analysts) mathematical laziness. So what if classical solutions don’t exist? My tongue-in-cheek instinct is just to say that that is the price one has to pay for working with bad objects! In other words, I do not find the justification of, “well, it makes it possible to find solutions” a very convincing one.

A justification I might accept, is if there was a good mathematical reason for us to a priori expect there to be solutions, and for some reason, they could not be found in classical function spaces like $C^k(\Omega)$, and so we had to look at various enlargements in order to find solutions. If this is the case, what is the heuristic argument that tells me whether or not I should expect a PDE (subject to whatever conditions you want in order to make your argument clear) to have solutions, and what function space(s) are appropriate to look at to actually find these solutions?

Another justification that I would accept is if there was some good analytic reason to discard the classical notion of differentiability all together. Perhaps the correct thing to do is to just think of weak derivatives as simply the ‘correct’ notion of differentiability in the first place. My instinct is to say that maybe weak solutions are a sort of ‘almost-everywhere’ type generalization of differentiability, similar to the Lebesgue integral being a replacement for the Riemann integral which is more adept at dealing with phenomena only occurring in sets of measure $0$.

Or maybe both of these hunches are just completely wrong. I am basically brand new to these ideas, and wrestling with my skepticism about these ideas. So can somebody make me a believer?

Worth noting is that there is already a question on this site here, but the answer in this link is essentially that there exist a bunch of nice theorems if you do this, or that physically we don’t care very much about what happens pointwise, only in terms of integrals over small regions. It should be clear why I don’t like the first reason, and the second reason I may accept if it could be turned into something that looks like my proposed justification #2 – if integrals over small regions of derivatives are the ‘right’ mathematical formalism for PDEs. I just don’t understand how to make that leap. In other words, I would like a reason to find weak solutions interesting for their own sake.

Answer

First, you should not believe in anything in mathematics, in particular weak solutions of PDEs. They are sometimes a useful tool, as others have pointed out, but they are often not unique. For example, one needs an additional entropy condition to obtain uniqueness of weak solutions for scalar conservation laws, like Burger’s equation. Also note that there are compactly supported weak solutions of the Euler equations, which is absurd (a fluid that starts at rest, no force is applied, and then it does something crazy and comes back to rest). They are a useful tool, connected to physics sometimes, but that is it.

In general, it is naive to ignore applications when studying or looking for motivations for theoretical objects in PDEs. Nearly all applications of PDEs are in physical sciences, engineering, materials science, image processing, computer vision, etc. These are the motivations for studying particular types of PDEs, and without these applications, there would be almost zero mathematical interest in many of the PDEs we study. For instance, why do we spend so much time studying parabolic and elliptic equations, instead of focusing effort on bizarre fourth order equations like $u_{xxxx}^\pi = u_y^2e^{u_z}$? (hint: there are physical applications of elliptic and parabolic equations). We study an extremely small sliver of all possible PDEs, and without a mind towards applications, there is no reason to study these PDEs instead of others.

You say you do not know anything about physics; well I would encourage you to learn about some physics and connections to PDEs (e.g., heat equation or wave equation) before learning about theoretical properties of PDEs, like weak solutions.

PDEs are only models of the physical phenomenon we care about. For example, consider conserved quantities. If $u(x,t)$ denotes the density (say heat content, or density of traffic along a highway) of some quantity along a line at position $x$ and time $t$, then if the quantity is truly conserved, it satisfies (trivially) a conservation law like
$$\frac{d}{dt} \int_a^b u(x,t) \, dx = F(a,t) – F(b,t), \ \ \ \ \ (*)$$
where $F(x,t)$ denotes the flux of the density $u$, that is, the amount of heat/traffic/etc flowing to the right per unit time at position $x$ and time $t$. The equation simply says that the only way the amount of the substance in the interval $[a,b]$ can change is by the substance moving into the interval at $x=a$ or moving out at $x=b$.

The function $u$ need not be differentiable in order to satisfy the equation above. However, it is often more convenient to assume $u$ and $F$ are differentiable, set $b = a+h$ and send $h\to 0$ to obtain (formally) a differential equation
$$\frac{\partial u}{\partial t} + \frac{\partial F}{\partial x} = 0. \ \ \ \ \ (+)$$
This is called a conservation law, and we can obtain a closed PDE by taking some physical modeling assumption on the flux $F$. For instance, in heat flow, Newton’s law of cooling says $F=-k\frac{\partial u}{\partial x}$ (or for diffusion, Fick’s law of diffusion is identical). For traffic flow, a common flux is $F(u)=u(1-u)$, which gives a scalar conservation law.

Whatever physical model you choose, you have to understand that (*) is the real equation you care about, and (+) is just a convenient way to write the equation. It would seem absurd to say that if one cannot find a classical solution of (+), then we should throw up our hands and admit defeat.

Most applications of PDEs, such as optimal control, differential games, fluid flow, etc., have a similar flavor. One writes down a function, like a value function in optimal control, and the function is in general just Lipschitz continuous. Then one wants to explore more properties of this function and finds that it satisfies a PDE (the Hamilton-Jacobi-Bellman equation), but since the function is not differentiable we look for a weak notion of solution (here, the viscosity solution) that makes our Lipschitz function the unique solution of the PDE. This point is that without a mind towards applications, one is shooting in the dark and you will not find elegant answers to such questions.

Attribution
Source : Link , Question Author : A. Thomas Yerger , Answer Author : Jeff

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