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The Jacobi polynomials on the simplex are orthogonal polynomials with respect to the weight function $W_\bg(x) = x_1^{\g_1} … x_d^{\g_d} (1- |x|)^{\g_{d+1}}\g_i > -1$ and they are eigenfunctions of a second order partial differential operator . The singular cases that some, or all, are -1 are studied in this paper. Firstly a complete basis of polynomials that are eigenfunctions of in each singular case is found. Secondly, these polynomials are shown to be orthogonal with respect to an inner product which is explicitly determined. This inner product involves derivatives of the functions, hence the name Sobolev orthogonal polynomials.

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