Performance, Reliability, and Availability Evaluation of Computational Systems, Volume I: Performance and Background
暫譯: 計算系統的性能、可靠性與可用性評估,第一卷:性能與背景
Maciel, Paulo Romero Martins
- 出版商: CRC
- 出版日期: 2023-04-06
- 售價: $5,280
- 貴賓價: 9.5 折 $5,016
- 語言: 英文
- 頁數: 880
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 1032295376
- ISBN-13: 9781032295374
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相關主題
商品描述
This textbook intends to be a comprehensive and substantially self-contained two-volume book covering performance, reliability, and availability evaluation subjects. The volumes focus on computing systems, although the methods may also be applied to other systems. The first volume covers Chapter 1 to Chapter 14, whose subtitle is Performance Modeling and Background. The second volume encompasses Chapter 15 to Chapter 25 and has the subtitle Reliability and Availability Modeling, Measuring and Workload, and Lifetime Data Analysis.
This text is helpful for computer performance professionals for supporting planning, design, configuring, and tuning the performance, reliability, and availability of computing systems. Such professionals may use these volumes to get acquainted with specific subjects by looking at the particular chapters. Many examples in the textbook on computing systems will help them understand the concepts covered in each chapter. The text may also be helpful for the instructor who teaches performance, reliability, and availability evaluation subjects. Many possible threads could be configured according to the interest of the audience and the duration of the course. Chapter 1 presents a good number of possible courses programs that could be organized using this text.
Volume I is composed of the first two parts, besides Chapter 1. Part I gives the knowledge required for the subsequent parts of the text. This part includes six chapters. It covers an introduction to probability, descriptive statistics and exploratory data analysis, random variables, moments, covariance, some helpful discrete and continuous random variables, Taylor series, inference methods, distribution fitting, regression, interpolation, data scaling, distance measures, and some clustering methods. Part II presents methods for performance evaluation modeling, such as operational analysis, Discrete-Time Markov Chains (DTMC), and Continuous Time Markov Chains (CTMC), Markovian queues, Stochastic Petri nets (SPN), and discrete event simulation.
商品描述(中文翻譯)
這本教科書旨在成為一本全面且基本自足的兩卷本書籍,涵蓋性能、可靠性和可用性評估的主題。這兩卷的重點是計算系統,儘管這些方法也可以應用於其他系統。第一卷涵蓋第1章到第14章,其副標題為性能建模與背景。第二卷則包含第15章到第25章,副標題為可靠性與可用性建模、測量與工作負載,以及壽命數據分析。
這本書對於計算性能專業人士非常有幫助,支持他們在計劃、設計、配置和調整計算系統的性能、可靠性和可用性方面的工作。這些專業人士可以通過查看特定章節來熟悉特定主題。教科書中關於計算系統的許多例子將幫助他們理解每章所涵蓋的概念。這本書對於教授性能、可靠性和可用性評估主題的講師也可能有幫助。根據受眾的興趣和課程的持續時間,可以配置許多可能的課程主題。第1章提供了許多可能的課程計劃,這些計劃可以使用這本書來組織。
第一卷由前兩個部分組成,除了第1章。第一部分提供了後續部分所需的知識。這部分包括六章,涵蓋了概率介紹、描述性統計和探索性數據分析、隨機變量、矩、協方差、一些有用的離散和連續隨機變量、泰勒級數、推斷方法、分佈擬合、回歸、插值、數據縮放、距離度量以及一些聚類方法。第二部分介紹了性能評估建模的方法,例如操作分析、離散時間馬可夫鏈(DTMC)、連續時間馬可夫鏈(CTMC)、馬可夫排隊、隨機佩特里網(SPN)和離散事件模擬。
作者簡介
作者簡介(中文翻譯)
保羅·羅梅羅·馬丁斯·馬西爾是巴西佩魯南聯邦大學(UFPE)資訊中心的正教授。