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264 THE 2-D CHEBYSHEV SPECTRAL ELEMENT METHOD

                                                                        (9.18)

            with U(0)=U , (0)=  as initial conditions, where the unknown vector U contains
                      0
                            0
            the values of the discrete solution ũ at all Chebyshev points , for i, j=0,…, N and
            for all e=0,…, n . A dot above a variable denotes differentiation with respect to
                         e
            time. In equation (9.18), M is the mass matrix, K is the stiffness matrix, and F is
            the force vector obtained after a global nodal renumbering and assembly of all
            the elemental matrices and force vector contributions. They can be computed by
            using the following expressions:


                                                                        (9.19)

                                                                           (e)
            where Σ≥ denotes the matrix element summation over all the elements, and M ,
            K (e)  and  F (e)  are  the  elemental  matrices  and  force  vector,  respectively.  The
            contributions from nodes that are common to an element pair are summed—this
            approach  is  called  stiff  summation  (Hughes,  1987)—to  enforce  the  continuity
            requirement of the solution on the element boundaries. The elemental matrices
            and force vector are given by

                                                                        (9.20)



                                                                        (9.21)



                                                                        (9.22)


            where and are the nodal submatrices and vector respectively.
              The global matrices M, K and F are sparse, symmetric and positive-definite.
            Equation  (9.18)  is  a  linear,  second-order  ordinary  differential  equation  with
            constant  coefficients,  which  must  be  integrated  over  the  time  interval  [0,  T].
            Time  integration  is  performed  using  the  “three-point-recurrence  weighted
            residual”  scheme  (Zienkiewicz  and  Wood,  1987),  which  is  a  two-step  finite
            difference  scheme  belonging  to  the  Newmark  family.  This  scheme  is  implicit,
            unconditionally  stable  and  accurate  to  the  second  order.  The  solution  u  is
            computed solving a symmetric positive-definite sparse linear system at each time
            step.
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