How can one develop intuition for solving PDEs?

In summary, there are various methods for solving PDEs, including the method of characteristics for first order PDEs and classic techniques such as variation of parameters, Fourier series, and transforms for higher order linear PDEs. Nonlinear PDEs require case by case treatment and may not always have a mathematical solution, but there is a lot of theory and advanced methods available for them. The field of nonlinear PDEs is constantly evolving and there are many books available for studying them. Additionally, Lie's notion of symmetry is important in the study of PDEs.
  • #1
pivoxa15
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Is it possible to develop intuitition for solving PDEs? If so how? At the moment they seem foreign to me and I don't really see the big picture which isn't helpful and limits my problem solving skills with regards to PDEs.
 
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  • #2
If you enjoy numerical computing, then pde experimentation can be a lot of fun.

Pde environments like Freefem++ are very useful to allow insights that typical mathematical techniques don't often show easily.

desA
 
  • #3
You can solve a great deal of PDE's with a lot of methods. For first order PDE's, there is the method of characteristics, which roughly writes such PDE's as directional derivatives orthogonal to the field given by the coefficients, and switches the PDE for a system of ODE's. Gladly enough, this method works for all nonlinear first order PDE's and some of second order (mostly linear), so the solution can be found given that you can solve the ODE's associated with the PDE.

For higher order linear PDE's, techniques vary from equation to equation, but mostly you will use the classics, i.e. variation of parameters, Fourier series, Fourier and Laplace transforms, etc. For nonlinear PDE's, as in the case of ODE's, you treat them by case, and generally they won't be solvable (from the "mathematical expression" point of view). But there is great deal of theory around them and a lot of useful and interesting things can be said about them.

If you have finished your Calc and ODE courses, you can start reading books on PDE's. Lots of them are very friendly and focus on techniques, like the one of Haberman, others are more focused on theory, like the classic (which you must read eventually) of Fritz John.

Finally, the field of nonlinear PDE's is very much alive, and there are several advanced methods, ranging from algebraic topology to functional analysis, aimed to answer the problems derived from such PDE's.
 
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  • #4
It should be said that when we get into really complex PDE's, like Navier-Stokes, the procedures are almost, but not quite, ad hoc procedures.

A typical subset of this can be found in turbulence modelling, in which the modelling of, say, the Reynolds stress tensor might be tailor-suited to solve a particular problem, but fails miserably with a slight parameter change.
 
  • #5
It strikes me how much more difficult it is to solve PDEs than ODEs. Did the inventors of these methods all had to use trial and error?

The method of characteristics seem to be a popular method.
 
  • #6
fourier analysis also turns up a lot of good solutions, anit its not very ad hoc.
 
  • #7
More books for PDEs

And don't forget Lie's notion of symmetry of a system of differential equations! (Partial or ordinary, but the theories develop in different directions for ordinary versus partial.) See the books listed under "Symmetries of Differential Equations"at http://math.ucr.edu/home/baez/RelWWW/HTML/reading.html#mathrich

BTW, to the books I'd just mentioned which are valuable for overviews, I'd add Partial Differential Equations of Mathematical Physics and Integral Equations by Ronald B. Guenther and John W. Lee, which I think exhibits impeccable taste in choice of topics.
 
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1. What is intuition for solving PDEs?

Intuition for solving PDEs refers to the ability to understand and solve partial differential equations (PDEs) without relying solely on rigorous mathematical techniques. It involves using one's understanding of the underlying physical or geometric concepts to guide the problem-solving process.

2. How can one develop intuition for solving PDEs?

Intuition for solving PDEs can be developed through practice and exposure to a variety of problems. It is also helpful to develop a strong understanding of the underlying mathematical concepts and to study the behavior of PDEs in different scenarios.

3. Can intuition be used as a substitute for rigorous mathematical techniques in solving PDEs?

No, intuition should not be used as a substitute for rigorous mathematical techniques in solving PDEs. While intuition can be a helpful tool, it is important to use it in conjunction with mathematical methods to ensure accurate and precise solutions.

4. Are there any tips for improving intuition for solving PDEs?

Yes, some tips for improving intuition for solving PDEs include breaking down complex problems into simpler parts, visualizing the problem and its solution, and practicing with a variety of problems to build familiarity and understanding.

5. Is intuition for solving PDEs necessary for all scientists?

While it may not be necessary for all scientists, intuition for solving PDEs can be a valuable skill for those working in fields such as physics, engineering, and mathematics, where PDEs are commonly used to model and understand complex systems.

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