Optimization of Computer Networks: Modeling and Algorithms: A Hands-On Approach (Hardcover)
暫譯: 計算機網絡優化:建模與算法:實作方法 (精裝版)

Pablo Pavón Mariño

  • 出版商: Wiley
  • 出版日期: 2016-05-02
  • 定價: $2,980
  • 售價: 8.0$2,384
  • 語言: 英文
  • 頁數: 420
  • 裝訂: Hardcover
  • ISBN: 1119013356
  • ISBN-13: 9781119013358
  • 相關分類: Algorithms-data-structuresComputer-networks
  • 立即出貨 (庫存 < 3)

商品描述

This book covers the design and optimization of computer networks applying a rigorous optimization methodology, applicable to any network technology.  It is organized into two parts. In Part 1 the reader will learn how to model network problems appearing in computer networks as optimization programs, and use optimization theory to give insights on them.  Four problem types are addressed systematically – traffic routing, capacity dimensioning, congestion control and topology design.

Part 2 targets the design of algorithms that solve network problems like the ones modeled in Part 1.  Two main approaches are addressed – gradient-like algorithms inspiring distributed network protocols that dynamically adapt to the network, or cross-layer schemes that coordinate the cooperation among protocols; and those focusing on the design of heuristic algorithms for long term static network design and planning problems.

Following a hands-on approach, the reader will have access to a large set of examples in real-life technologies like IP, wireless and optical networks.  Implementations of models and algorithms will be available in the open-source Net2Plan tool from which the user will be able to see how the lessons learned take real form in algorithms, and reuse or execute them to obtain numerical solutions. 

An accompanying link to the author’s own Net2plan software enables readers to produce numerical solutions to a multitude of real-life problems in computer networks (www.net2plan.com).  

商品描述(中文翻譯)

這本書涵蓋了計算機網絡的設計與優化,應用嚴謹的優化方法論,適用於任何網絡技術。全書分為兩個部分。在第一部分,讀者將學習如何將出現在計算機網絡中的網絡問題建模為優化程序,並利用優化理論對其進行深入分析。系統性地探討了四種問題類型——流量路由、容量規劃、擁塞控制和拓撲設計。

第二部分針對解決第一部分中建模的網絡問題的算法設計。主要探討兩種方法——啟發式的梯度類算法,靈感來自於動態適應網絡的分散式網絡協議,或是協調協議之間合作的跨層方案;以及專注於長期靜態網絡設計和規劃問題的啟發式算法設計。

採用實作導向的方法,讀者將能夠接觸到大量真實技術的範例,如IP、無線和光纖網絡。模型和算法的實作將在開源的Net2Plan工具中提供,使用者將能夠看到所學的課程如何在算法中具體化,並重用或執行它們以獲得數值解。

附帶的連結到作者自己的Net2plan軟體,讓讀者能夠針對計算機網絡中的多種真實問題產生數值解(www.net2plan.com)。