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6  •   Using ansys for finite element analysis

                                             Mathematical
                                               model

                                                        Solution
                          Physical         Complicated model   Discrete
                          problem                              solution
                                                      Verification
                                                     solution error
                                     Simulation error = Modeling + Solution error
                     Figure 1.5.  The physical FEM.


                Poisson’s  equation, realizations may be a heat conduction problem. In
                mathematical FEM, this step is unnecessary and indeed FEM discretiza-
                tions may be constructed without any reference to physics.
                    The concept of error arises when the discrete solution is substituted
                in the mathematical and discrete models. This replacement is generically
                called verification. The solution error is the amount by which the discrete
                solution  fails  to satisfy the  discrete  equations.  This error is relatively
                unimportant when using computers. More relevant is the discretization
                error, which is the amount by which the discrete solution fails to satisfy
                the mathematical model.
                    The physical FEM is depicted in Figure 1.5; in the physical FEM pro-
                cess, the centerpiece is the physical system to be modeled. The processes of
                idealization and discretization are carried out concurrently to produce the dis-
                crete model. Indeed, FEM discretizations may be constructed and adjusted
                without reference to mathematical models, simply from experimental mea-
                surements. The concept of error arises in the physical FEM in two ways,
                known as verification and validation. The verification is the same as in the
                mathematical FEM: the discrete solution is replaced into the discrete model
                to get the solution error. As noted earlier, this error is not generally important.
                    Validation tries to compare the discrete solution against observation
                by computing the simulation error, which combines modeling and solu-
                tion errors. As the latter is typically insignificant, the simulation error in
                practice can be identified with the modeling error. Comparing the discrete
                solution with the ideal physical system would in principle quantify the
                modeling errors.


                1.1.5  how does fea work?

                FEA uses a complex system of points called nodes, which make a grid
                called a mesh. Figure 1.6 shows a two-dimensional FE model for a gear
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