Get Path Problems in Networks (Synthesis Lectures on PDF

By John Baras, George Theodorakopoulos, Jean Walrand

ISBN-10: 1598299239

ISBN-13: 9781598299236

The algebraic course challenge is a generalization of the shortest direction challenge in graphs. quite a few situations of this summary challenge have seemed within the literature, and related strategies were independently found and rediscovered. The repeated visual appeal of an issue is proof of its relevance. This ebook goals to aid present and destiny researchers upload this robust instrument to their arsenal, so one can simply determine and use it of their personal paintings. direction difficulties in networks might be conceptually divided into elements: A distillation of the large idea at the back of the algebraic course challenge, and an exposition of a wide variety of purposes. to begin with, the shortest course challenge is gifted that allows you to repair terminology and ideas: lifestyles and strong point of strategies, robustness to parameter adjustments, and centralized and disbursed computation algorithms. Then, those suggestions are generalized to the algebraic context of semirings. equipment for developing new semirings, important for modeling new difficulties, are supplied. a wide a part of the ebook is then dedicated to a number of functions of the algebraic course challenge, starting from cellular community routing to BGP routing to social networks. those functions convey what sort of difficulties might be modeled as algebraic course difficulties; in addition they function examples on tips to move approximately modeling new difficulties. This monograph might be helpful to community researchers, engineers, and graduate scholars. it may be used both as an advent to the subject, or as a brief connection with the theoretical evidence, algorithms, and alertness examples. The theoretical historical past assumed for the reader is that of a graduate or complex undergraduate scholar in desktop technology or engineering. a few familiarity with algebra and algorithms is beneficial, yet now not important. Algebra, specifically, is used as a handy and concise language to explain difficulties which are basically combinatorial. desk of Contents: Classical Shortest direction / The Algebraic course challenge / homes and Computation of strategies / functions / similar parts / checklist of Semirings and purposes

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Extra resources for Path Problems in Networks (Synthesis Lectures on Communication Networks)

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The semiring operations are defined as follows: 1 log e−μa + e−μb μ a ⊗ b = a + b. 47) We create the weighted adjacency matrix A = [aij ], where aij is equal to average delay of edge (i, j ). We can then compute the closure matrix A∗ . 13. APPLICATIONS OF SENSITIVITY ANALYSIS 47 and so to compute the total amount of traffic on edge (i, j ) we have to sum over all traffic demands, weighted by the probability that they use edge (i, j ): tij = pstij tst . 49) st Since the semiring is not a dioid, we have issues of convergence of the closure computation.

This semiring is a dioid, where the canonical order relation is defined as w1 w2 ⇔ w1 ⊕ w2 = w2 . 20) The order is consistent with the usual order of the real numbers, in the sense that w1 w2 ⇔ w1 ≤ w2 for any polynomials w1 , w2 ∈ S and any numerical values of xei . Shier [46] discusses this semiring and its application to reliability calculations at greater length. There is a multiplier μuv > 0 associated with each edge (u, v) ∈ E, with the meaning that for each unit of the product that enters edge (u, v), μuv units exit.

The Bellman-Ford iteration can also be seen as a matrix iteration of the previous equation: (d k+1 )T = (d k )T A ⊕ 1 Ts . 7) contains the shortest path weights from i to j , for all i, j ∈ V , and I = 0 1 ··· 0 ⎝ . . ⎠. .. . 7) we get D = DA ⊕ I = (DA ⊕ I )A ⊕ I = DA2 ⊕ A ⊕ I = (DA ⊕ I )A2 ⊕ A ⊕ I = DA3 ⊕ A2 ⊕ A ⊕ I = ... = DAk+1 ⊕ Ak ⊕ . . ⊕ A2 ⊕ A ⊕ I. 12) If the series converges, the limit matrix is A∗ : A∗ = lim I ⊕ A ⊕ A2 ⊕ . . ⊕ Ak . 7). For each matrix Ak , the element Akij is equal to the sum of the weights of all k-edge paths from i to j .

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Path Problems in Networks (Synthesis Lectures on Communication Networks) by John Baras, George Theodorakopoulos, Jean Walrand


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