On the efficient generation of taylor expansions for DAE solutions by automatic differentiation

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Abstract

Under certain conditions the signature method suggested by Pantiledes and Pryce facilitates the local expansion of DAE solutions by Taylor polynomials of arbitrary order. The successive calculation of Taylor coefficients involves the solution of nonlinear algebraic equations by some variant of the Gauss-Newton method. Hence, one needs to evaluate certain Jacobians and several right hand sides. Without advocating a particular solver we discuss how this information can be efficiently obtained using ADOL-C or similar automatic differentiation packages. © Springer-Verlag Berlin Heidelberg 2006.

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Griewank, A., & Walther, A. (2006). On the efficient generation of taylor expansions for DAE solutions by automatic differentiation. In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) (Vol. 3732 LNCS, pp. 1089–1098). https://doi.org/10.1007/11558958_131

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