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newton(4rheolef) rheolef-6.7 newton(4rheolef)


newton -- Newton nonlinear algorithm


Nonlinear Newton algorithm for the resolution of the following problem: F(u) = 0 A simple call to the algorithm writes: my_problem P; field uh (Vh); newton (P, uh, tol, max_iter); The my_problem class may contains methods for the evaluation of F (aka residue) and its derivative: class my_problem { public: my_problem(); field residue (const field& uh) const; Float dual_space_norm (const field& mrh) const; void update_derivative (const field& uh) const; field derivative_solve (const field& mrh) const; }; The dual_space_norm returns a scalar from the weighted residual field term mrh returned by the residue function: this scalar is used as stopping criteria for the algorithm. The update_derivative and derivative_solver members are called at each step of the Newton algorithm. See the example p_laplacian.h in the user's documentation for more.


template <class Problem, class Field> int newton (Problem P, Field& uh, Float& tol, size_t& max_iter, odiststream *p_derr = 0) { if (p_derr) *p_derr << "# Newton:" << std::endl << "# n r" << std::endl << std::flush; for (size_t n = 0; true; n++) { Field rh = P.residue(uh); Float r = P.dual_space_norm(rh); if (p_derr) *p_derr << n << " " << r << std::endl << std::flush; if (r <= tol) { tol = r; max_iter = n; return 0; } if (n == max_iter) { tol = r; return 1; } P.update_derivative (uh); Field delta_uh = P.derivative_solve (-rh); uh += delta_uh; } }
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