Skip to main content

Convert polynomial to Chebyshev


I want to convert a polynomial in "standard form" to Chebyshev form. Here's one way to do it:


(* My polynomial *) 

pa = Sum[a[i]*t^i, {i, 0, 5}]

(* "standard form" coefficients of Chebyshev polynomial of same degree *)

pb = CoefficientList[Sum[b[i]*ChebyshevT[i, t], {i, 0, 5}], t]


(* helper variable *)

bs = Table[b[i], {i, 0, 5}]

Solve[Table[a[i - 1] == pb[[i]], {i, 1, 6}], bs]

This works, but is there a better (more efficient, more Mathematica-ish) way to do it?



Answer



Let's say you have a polynomial:


f[x_] := 1 - x + 2 x^2 - 5 x^4

n = 5; (* Polynomial order + 1 *)

Now you have to solve a system of linear equations:


a = Transpose @ PadRight @ Table[CoefficientList[ChebyshevT[k - 1, x], x], {k, n}];
c = LinearSolve[a, CoefficientList[f[x], x]]
(* {1/8, -1, -3/2, 0, -5/8} *)

Sum[c[[k]] ChebyshevT[k - 1, x], {k, n}] // Expand
(* 1 - x + 2 x^2 - 5 x^4 *)


If getting the numerical values of coefficients is sufficient, you can use the discrete Fourier transform, which is an extremely fast method.


$\qquad T_n(x) = \cos(n \arccos x)$


c = 2 MapAt[#/2 &, #, 1]/Sqrt[n] & @ FourierDCT @ f @ Cos[Ï€ Range[.5, n]/n]
(* {0.125, -1., -1.5, -9.93014*10^-17, -0.625} *)

Sum[c[[k]] ChebyshevT[k - 1, x], {k, n}] // Expand // Chop
(* 1. - 1. x + 2. x^2 - 5. x^4 *)

P.S. The last method can be used for the Chebyshev expansion of an arbitrary function (there can be a problem with Gibbs oscillations, but that is another story).


Comments

Popular posts from this blog

mathematical optimization - Minimizing using indices, error: Part::pkspec1: The expression cannot be used as a part specification

I want to use Minimize where the variables to minimize are indices pointing into an array. Here a MWE that hopefully shows what my problem is. vars = u@# & /@ Range[3]; cons = Flatten@ { Table[(u[j] != #) & /@ vars[[j + 1 ;; -1]], {j, 1, 3 - 1}], 1 vec1 = {1, 2, 3}; vec2 = {1, 2, 3}; Minimize[{Total@((vec1[[#]] - vec2[[u[#]]])^2 & /@ Range[1, 3]), cons}, vars, Integers] The error I get: Part::pkspec1: The expression u[1] cannot be used as a part specification. >> Answer Ok, it seems that one can get around Mathematica trying to evaluate vec2[[u[1]]] too early by using the function Indexed[vec2,u[1]] . The working MWE would then look like the following: vars = u@# & /@ Range[3]; cons = Flatten@{ Table[(u[j] != #) & /@ vars[[j + 1 ;; -1]], {j, 1, 3 - 1}], 1 vec1 = {1, 2, 3}; vec2 = {1, 2, 3}; NMinimize[ {Total@((vec1[[#]] - Indexed[vec2, u[#]])^2 & /@ R...

functions - Get leading series expansion term?

Given a function f[x] , I would like to have a function leadingSeries that returns just the leading term in the series around x=0 . For example: leadingSeries[(1/x + 2)/(4 + 1/x^2 + x)] x and leadingSeries[(1/x + 2 + (1 - 1/x^3)/4)/(4 + x)] -(1/(16 x^3)) Is there such a function in Mathematica? Or maybe one can implement it efficiently? EDIT I finally went with the following implementation, based on Carl Woll 's answer: lds[ex_,x_]:=( (ex/.x->(x+O[x]^2))/.SeriesData[U_,Z_,L_List,Mi_,Ma_,De_]:>SeriesData[U,Z,{L[[1]]},Mi,Mi+1,De]//Quiet//Normal) The advantage is, that this one also properly works with functions whose leading term is a constant: lds[Exp[x],x] 1 Answer Update 1 Updated to eliminate SeriesData and to not return additional terms Perhaps you could use: leadingSeries[expr_, x_] := Normal[expr /. x->(x+O[x]^2) /. a_List :> Take[a, 1]] Then for your examples: leadingSeries[(1/x + 2)/(4 + 1/x^2 + x), x] leadingSeries[Exp[x], x] leadingSeries[(1/x + 2 + (1 - 1/x...

What is and isn't a valid variable specification for Manipulate?

I have an expression whose terms have arguments (representing subscripts), like this: myExpr = A[0] + V[1,T] I would like to put it inside a Manipulate to see its value as I move around the parameters. (The goal is eventually to plot it wrt one of the variables inside.) However, Mathematica complains when I set V[1,T] as a manipulated variable: Manipulate[Evaluate[myExpr], {A[0], 0, 1}, {V[1, T], 0, 1}] (*Manipulate::vsform: Manipulate argument {V[1,T],0,1} does not have the correct form for a variable specification. >> *) As a workaround, if I get rid of the symbol T inside the argument, it works fine: Manipulate[ Evaluate[myExpr /. T -> 15], {A[0], 0, 1}, {V[1, 15], 0, 1}] Why this behavior? Can anyone point me to the documentation that says what counts as a valid variable? And is there a way to get Manpiulate to accept an expression with a symbolic argument as a variable? Investigations I've done so far: I tried using variableQ from this answer , but it says V[1...