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Category: Technology & Engineering The author of the book: Gang Sun Format files: PDF, EPUB, TXT, DOCX The size of the: 696 KB Language: English ISBN-13: 9783639131796 Edition: VDM Verlag Date of issue: 25 November 2009 |
Description of the book "Perturbation Analysis and On-Line Control":
The application area that motivates this dissertation Is e¬cient resource allocation and control in communication networks with Quality of service (QoS) requirements.Though a natural modelling framework of packet-based networks is provided through discrete-event systems, classical queueing theory becomes impractical to deal with the huge volume of events of high-speed networks with di¬erent levels of service. In this dissertation,we use Stochastic Fluid Models(SFM)for control and optimization (rather than performance analysis)of communication networks nodes, ,focusing on problems of bu¬er control.Solving such problems can often make use of gradient information.Perturbation PDF Analysis(PA) methods are therefore suitable if appropriately adapted to SFMs.In this dissertation we show that In¬nitesimal Perturbation Analysis (IPA) yields simple sensitivity estimators for packet loss and workload related performance metrics with respect to various control parameters.These estimator are shown to be unbiased and directly observable from a sample path without any knowledge of underlying stochastic characteristics of the traffic process.
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