This work is devoted to computing the centralizer of an ordinary differential operator (ODO) in the ring of differential operators. Non-trivial centralizers are known to be coordinate rings of spectral curves and contain the ring of polynomials , with coefficients in the field of constants of . We give an algorithm to compute a basis of as a -module. Our approach combines results by K. Goodearl in 1985 with solving the systems of equations of the stationary Gelfand-Dickey (GD) hierarchy, which after substituting the coefficients of become linear, and whose solution sets form a flag of constants. We are assuming that the coefficients of belong to a differential algebraic extension of . In addition, by considering parametric coefficients we develop an algorithm to generate families of ODOs with non trivial centralizer, in particular algebro-geometric, whose coefficients are solutions in of systems of the stationary GD hierarchy.

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