书目名称 | Input Modeling with Phase-Type Distributions and Markov Models |
副标题 | Theory and Applicati |
编辑 | Peter Buchholz,Jan Kriege,Iryna Felko |
视频video | |
概述 | Contains an overview of available open source software tools for parameter fitting of PH distributions and MAPs.Presents a large number of algorithms to fit the parameters of PH distributions or MAPs |
丛书名称 | SpringerBriefs in Mathematics |
图书封面 |  |
描述 | .Containing a summary of several recent results on Markov-based input modeling in a coherent notation, this book introduces and compares algorithms for parameter fitting and gives an overview of available software tools in the area. Due to progress made in recent years with respect to new algorithms to generate PH distributions and Markovian arrival processes from measured data, the models outlined are useful alternatives to other distributions or stochastic processes used for input modeling. Graduate students and researchers in applied probability, operations research and computer science along with practitioners using simulation or analytical models for performance analysis and capacity planning will find the unified notation and up-to-date results presented useful. Input modeling is the key step in model based system analysis to adequately describe the load of a system using stochastic models. .The goal of input modeling is to find a stochastic model to describe a sequence of measurements from a real system to model for example the inter-arrival times of packets in a computer network or failure times of components in a manufacturing plant. Typical application areas are performan |
出版日期 | Book 2014 |
关键词 | Input modeling; Markov models; Markovian arrival processes; phase type distributions; stochastic simulat |
版次 | 1 |
doi | https://doi.org/10.1007/978-3-319-06674-5 |
isbn_softcover | 978-3-319-06673-8 |
isbn_ebook | 978-3-319-06674-5Series ISSN 2191-8198 Series E-ISSN 2191-8201 |
issn_series | 2191-8198 |
copyright | Peter Buchholz, Jan Kriege, Iryna Felko 2014 |