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152    S. Rathinam and R. Sengupta










                                                                      UAV
                                                                      destination
                                                                      direction of travel
                                                Fig. 4. Find an Eulerian walk












                                                                      UAV

                                                                      destination
                                                                      direction of travel
                                           Fig. 5. Find a tour from the Eulerian walk


                            5. Find the tour such that the vehicle visits the vertices of G in the order of
                               their first appearance in the Eulerian walk (Fig. 9).

                              The following theorem in [3] shows that SVP has an approximation factor
                           of 1.5.

                           Theorem 2. The algorithm 1.5-Approx solves the SVP with an approxima-
                           tion factor of 1.5 in O(n 2.5 ) steps when the costs are symmetric and satisfy
                           triangle inequality.


                           Held-Karp’s Lower Bound

                           Held and Karp [5] derived a lower bound to SVP by first noting the fact that
                           every tour is a 1-tree. A 1-tree is a tree on vertices V = {V 2 ,...V n+1 } with two
                           additional edges incident on vertex V 1 . So if the minimum cost 1-tree on the set
                           V turns out to be a tour, it also solves the SVP. The basic idea behind the
                           Held-Karp algorithm is the observation that the optimal solution of a SVP
                           does not alter by changing the costs of the edges from c ij to c ij + π i + π j ,
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