Solvability v.s. the existance of a solution for nonlinear ODE's

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In discussions about nonlinear ordinary differential equations (ODEs), it is noted that while analytical solutions are often deemed impossible, this does not imply that no analytical solutions exist at all. The difficulty lies in the fact that most functions encountered in practice are part of a limited subset with closed-form representations, which only satisfy a small number of equations. Consequently, many nonlinear ODEs lack closed-form solutions, leading to reliance on numerical methods for resolution. The distinction between solvability and the existence of a solution is crucial, as it raises questions about the potential for discovering well-defined functions that could satisfy these equations. Ultimately, the existence of analytical solutions remains an open question, despite the challenges in finding them.
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In physics we're told often that there is no analytical way to solve most nonlinear differential equations (I don't know if this can be proven or not, or it's just assumed because no one has found a way to do it), so we use a computer to solve them numerically.

I'm wondering though, assuming it is impossible to solve a differential equation by analytical means, does that mean that there is no analytical solution which exists? That is, could you somehow guess some well-defined function that satisfies the nonlinear equation, even if there's no way of directly solving the equation for it?
 
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In many cases (most, actually) there just doesn't exist a solution in closed form. The functions you're used to (i.e. functions that have closed form representations) are only a very small subset of all the possible functions; it's natural that they would satisfy only a small subset of PDE's and ODE's.
 
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