Origin of Gradient Expansion Series

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SUMMARY

The discussion centers on the origin of the Gradient Expansion Series, specifically the series expansion forms: f(x) = A_i ∂_i f(x) + B_{ij} ∂_i ∂_j f(x) + C_i [∂_i f(x)]^2 and f(x) = A ∇ f(x) + B ∇² f(x) + C |∇ f(x)|². The C term is highlighted as particularly confusing, with participants noting that the series resembles a Taylor or Maclaurin polynomial approximation for functions of multiple variables. The conversation emphasizes that the series is not exact but rather an approximation, and the significance of the C term warrants further exploration in literature.

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"Gradient Expansion"

Hi,

I'm having trouble finding the origin of a series expansion of the form:

[tex]f(x)= A_i \partial_i f(x) + B_{ij} \partial_{i} \partial_j f(x) + C_i [\partial_i f(x)]^2 + \ldots[/tex]

or the similar expansion

[tex]f(x)= A \nabla f(x) + B \nabla^2 f(x) + C \vert \nabla f(x) \vert^2[/tex]

The C term is especially confusing to me. Could someone point me to a book (or simply explain) how such a series is obtained and its exact meaning (as well as what the higher order terms are)? Any help is greatly appreciated.
 
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That looks like a Taylor's polynomial (or perhaps more accurately a MacLaurin polynomial) approximation to a function of several variables. The equation you write is not exact- f is not equal to that, only approximately equal.
 


I forgot the ellipsis on the second equation but that's not any taylor series I've seen. Where does the C term (which is actually the most important term) come from? Could you possibly send me a link or refer me to a specific book if you know where this comes from.
 

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