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Simulation of Electromagnetic Fields  Chapter | 4    87


             l  there is functional α(u, δ) such that for any ε > 0 there exists δ(ε) ≤ δ , such
                                                                       0
                that if ρ  (u, u ) ≤ δ(ε), then ρ  (z , z ) ≤ ε, where z  = R(u, α(u, δ)).
                                           α
                                                          α
                                              T
                                        F
                           T
                      u
                Solution z  is said to be a regularised solution of equation Az = u and the
                        α
             numerical parameter α is said to be a regularisation parameter. From the op-
             erator definition it follows that at δ ≤ δ  one can take a regularised solution
                                              0
             as an approximate one, if α is consistent with the given input error δ. The
             regulariser dictates a robust method for constructing approximate solutions
             to Eq. (4.11), converging to the exact solution z , that is, ρ  (z  (u ), z ) → 0
                                                                α
                                                                   δ
                                                    t
                                                                       T
                                                             F
             at δ → 0.
                The variational regularisation method applied requires the introduction of a
             smoothing regularising functional:
                                                2
                                            −
                                  zu ]
                                 [,  δ  = Az u δ E  + α z  2 E         (4.17)                                       [z,uδ]=Az−uδE2+αzE2
                Note  that  the  choice  of  functional  (4.17)  is  dictated  by  a  mathematical
             statement of the synthesis problem for magnet systems. The solution z  is an
                                                                       α
             extremum of the functional
                                              α
                                α
                              M [,   δ u ]  = min  M [,  δ u ],  z  ∈U.  (4.18)                                     Mα[za,uδ]=min Mα[z,uδ],  z∈U.
                                                z
                                  z
                                  a
                Hence, z  may be considered as a result of the application of an α-dependent
                       α
             operator R, and therefore z  = R (u , α).
                                         δ
                                  α
                For the Euclidean norm of vectors  ⋅  and α > 0, functional (4.17) has a                               ⋅
             single minimum point z . A regularised solution of (4.11) can be also found by
                                α
             solving a respective Euler equation
                                                   *
                                      *
                                    ( AA +  αEZ α  = Au δ              (4.19)                                        (A*A+αE)Zα=A*uδ
                                            )
                The stability of the minimisation problem (4.17) is achieved due to a stabi-
             lising functional  z  2 E  . This functional determines a set of stable solutions for                     zE2
             Eq. (4.11).
                We denote
                                                       ψ α = z
                       m()     α  α zu,  δ ], ϕ α = AZ a  − u δ E 2  ,(  )  α E 2  (4.20)                            m(α)=Mα[zα,uδ],(α)=AZa−uδE
                         α = M [
                                        ()
                                                                                                                                     2,ψ(α)=zαE2
                It is important that functions m (α),  (α) and ψ (α) are strictly monoto-
             nous, with m (α) and  (α) being increasing functions and ψ (α) a decreasing
             one.
                Particular attention should be paid to an adequate choice of the regularisa-
             tion parameter. In practice, a mathematical statement for design optimisation,
             as well as the optimisation methods, depends upon the feasibility of magnet
             system construction.
                First, physical conditions crucial for the design implementation include the
             smoothness of a spatial field distribution in a domain of regularity, where the
             medium and magnetic field characteristics are finite, continuous and have con-
             tinuous derivatives. Second, relevant design constraints should be taken into
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