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December 2, 2022 10:25
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Exact integral of a polynomial over a simplex, with Julia
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using TypedPolynomials | |
using LinearAlgebra | |
function integratePolynomialOnSimplex(P, S) | |
gens = variables(P) | |
n = length(gens) | |
v = S[end] | |
B = Array{Float64}(undef, n, 0) | |
for i in 1:n | |
B = hcat(B, S[i] - v) | |
end | |
Q = P(gens => v + B * vec(gens)) | |
s = 0.0 | |
for t in terms(Q) | |
coef = TypedPolynomials.coefficient(t) | |
powers = TypedPolynomials.exponents(t) | |
j = sum(powers) | |
if j == 0 | |
s = s + coef | |
continue | |
end | |
coef = coef * prod(factorial.(powers)) | |
s = s + coef / prod((n+1):(n+j)) | |
end | |
return abs(LinearAlgebra.det(B)) / factorial(n) * s | |
end | |
#### --- EXAMPLE --- #### | |
# define the polynomial to be integrated | |
@polyvar x y z | |
P = x^4 + y + 2*x*y^2 - 3*z | |
#= be careful | |
if your polynomial does not involve one of the variables, | |
e.g. P(x,y,z) = x⁴ + 2xy², it must be defined as a | |
polynomial in x, y, and z; you can do: | |
@polyvar x y z | |
P = x^4 + 2*x*y^2 + 0.0*z | |
then check that variables(P) returns (x, y, z) | |
=# | |
# simplex vertices | |
v1 = [1.0, 1.0, 1.0] | |
v2 = [2.0, 2.0, 3.0] | |
v3 = [3.0, 4.0, 5.0] | |
v4 = [3.0, 2.0, 1.0] | |
# simplex | |
S = [v1, v2, v3, v4] | |
# integral | |
integratePolynomialOnSimplex(P, S) |
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