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Workload Modeling for Computer Systems Performance Evaluation

Workload Modeling for Computer Systems Performance Evaluation PDF Author: Dror G. Feitelson
Publisher: Cambridge University Press
ISBN: 1316240762
Category : Computers
Languages : en
Pages : 843

Book Description
Reliable performance evaluations require the use of representative workloads. This is no easy task since modern computer systems and their workloads are complex, with many interrelated attributes and complicated structures. Experts often use sophisticated mathematics to analyze and describe workload models, making these models difficult for practitioners to grasp. This book aims to close this gap by emphasizing the intuition and the reasoning behind the definitions and derivations related to the workload models. It provides numerous examples from real production systems, with hundreds of graphs. Using this book, readers will be able to analyze collected workload data and clean it if necessary, derive statistical models that include skewed marginal distributions and correlations, and consider the need for generative models and feedback from the system. The descriptive statistics techniques covered are also useful for other domains.

Workload Modeling for Computer Systems Performance Evaluation

Workload Modeling for Computer Systems Performance Evaluation PDF Author: Dror G. Feitelson
Publisher: Cambridge University Press
ISBN: 1316240762
Category : Computers
Languages : en
Pages : 843

Book Description
Reliable performance evaluations require the use of representative workloads. This is no easy task since modern computer systems and their workloads are complex, with many interrelated attributes and complicated structures. Experts often use sophisticated mathematics to analyze and describe workload models, making these models difficult for practitioners to grasp. This book aims to close this gap by emphasizing the intuition and the reasoning behind the definitions and derivations related to the workload models. It provides numerous examples from real production systems, with hundreds of graphs. Using this book, readers will be able to analyze collected workload data and clean it if necessary, derive statistical models that include skewed marginal distributions and correlations, and consider the need for generative models and feedback from the system. The descriptive statistics techniques covered are also useful for other domains.

Workload Modeling for Computer Systems Performance Evaluation

Workload Modeling for Computer Systems Performance Evaluation PDF Author: Dror G. Feitelson
Publisher: Cambridge University Press
ISBN: 1107078237
Category : Computers
Languages : en
Pages : 569

Book Description
A book for experts and practitioners, emphasizing the intuition and reasoning behind definitions and derivations related to evaluating computer systems performance.

Performance Modeling and Design of Computer Systems

Performance Modeling and Design of Computer Systems PDF Author: Mor Harchol-Balter
Publisher: Cambridge University Press
ISBN: 1107027500
Category : Computers
Languages : en
Pages : 574

Book Description
Written with computer scientists and engineers in mind, this book brings queueing theory decisively back to computer science.

Computer Systems Performance Evaluation and Prediction

Computer Systems Performance Evaluation and Prediction PDF Author: Paul J. Fortier
Publisher: Digital Press
ISBN: 1555582605
Category : Computers
Languages : en
Pages : 541

Book Description
Table of contents

The Art of Computer Systems Performance Analysis

The Art of Computer Systems Performance Analysis PDF Author: Raj Jain
Publisher: John Wiley & Sons
ISBN:
Category : Computers
Languages : en
Pages : 722

Book Description
The Art of Computer Systems Performance Analysis "At last, a welcome and needed text for computer professionals who require practical, ready-to-apply techniques for performance analysis. Highly recommended!" -Dr. Leonard Kleinrock University of California, Los Angeles "An entirely refreshing text which has just the right mixture of theory and real world practice. The book is ideal for both classroom instruction and self-study." -Dr. Raymond L. Pickholtz President, IEEE Communications Society "An extraordinarily comprehensive treatment of both theoretical and practical issues." -Dr. Jeffrey P. Buzen Internationally recognized performance analysis expert ". it is the most thorough book available to date" -Dr. Erol Gelenbe Université René Descartes, Paris ". an extraordinary book.. A worthy addition to the bookshelf of any practicing computer or communications engineer" -Dr. Vinton G. Cer??? Chairman, ACM SIGCOMM "This is an unusual object, a textbook that one wants to sit down and peruse. The prose is clear and fluent, but more important, it is witty." -Allison Mankin The Mitre Washington Networking Center Newsletter

Computer Systems Performance Evaluation

Computer Systems Performance Evaluation PDF Author: Domenico Ferrari
Publisher: Prentice Hall
ISBN:
Category : Computers
Languages : en
Pages : 584

Book Description
Computer Systems Organization -- Performance of Systems.

Fundamentals of Performance Evaluation of Computer and Telecommunication Systems

Fundamentals of Performance Evaluation of Computer and Telecommunication Systems PDF Author: Mohammed S. Obaidat
Publisher: John Wiley & Sons
ISBN: 0470567198
Category : Computers
Languages : en
Pages : 477

Book Description
The only singular, all-encompassing textbook on state-of-the-art technical performance evaluation Fundamentals of Performance Evaluation of Computer and Telecommunication Systems uniquely presents all techniques of performance evaluation of computers systems, communication networks, and telecommunications in a balanced manner. Written by the renowned Professor Mohammad S. Obaidat and his coauthor Professor Noureddine Boudriga, it is also the only resource to treat computer and telecommunication systems as inseparable issues. The authors explain the basic concepts of performance evaluation, applications, performance evaluation metrics, workload types, benchmarking, and characterization of workload. This is followed by a review of the basics of probability theory, and then, the main techniques for performance evaluation namely measurement, simulation, and analytic modeling with case studies and examples. Contains the practical and applicable knowledge necessary for a successful performance evaluation in a balanced approach Reviews measurement tools, benchmark programs, design of experiments, traffic models, basics of queueing theory, and operational and mean value analysis Covers the techniques for validation and verification of simulation as well as random number generation, random variate generation, and testing with examples Features numerous examples and case studies, as well as exercises and problems for use as homework or programming assignments Fundamentals of Performance Evaluation of Computer and Telecommunication Systems is an ideal textbook for graduate students in computer science, electrical engineering, computer engineering, and information sciences, technology, and systems. It is also an excellent reference for practicing engineers and scientists.

Introduction to Computer System Performance Evaluation

Introduction to Computer System Performance Evaluation PDF Author: Krishna Kant
Publisher: McGraw-Hill Companies
ISBN:
Category : Computers
Languages : en
Pages : 648

Book Description
In this book, Krishna Kant provides a completely up-to-date treatment of the fundamental techniques of computer system performance modeling and evaluation. He discusses measurement, simulation, and analysis, and places a strong emphasis on analysis by including such topics as basic and advanced queuing theory, product form networks, aggregation, decomposition, performance bounds, and various forms of approximations. Applications involving synchronization between various activities are presented in a chapter on Petri net-based performance modeling, and a final chapter covers a wide range of problems involving steady state analysis, transient analysis, and optimization.

Computer Systems Performance Evaluation and Prediction

Computer Systems Performance Evaluation and Prediction PDF Author: Paul Fortier
Publisher: Elsevier
ISBN: 0080502601
Category : Computers
Languages : en
Pages : 544

Book Description
Computer Systems Performance Evaluation and Prediction bridges the gap from academic to professional analysis of computer performance. This book makes analytic, simulation and instrumentation based modeling and performance evaluation of computer systems components understandable to a wide audience of computer systems designers, developers, administrators, managers and users. The book assumes familiarity with computer systems architecture, computer systems software, computer networks and mathematics including calculus and linear algebra. · Fills the void between engineering practice and the academic domain's treatment of computer systems performance evaluation and assessment · Provides a single source where the professional or student can learn how to perform computer systems engineering tradeoff analysis · Allows managers to realize cost effective yet optimal computer systems tuned to a specific application

Computer Architecture Performance Evaluation Methods

Computer Architecture Performance Evaluation Methods PDF Author: Lieven Eeckhout
Publisher: Morgan & Claypool Publishers
ISBN: 1608454673
Category : Computers
Languages : en
Pages : 129

Book Description
The goal of this book is to present an overview of the current state-of-the-art in computer architecture performance evaluation. The book covers various aspects that relate to performance evaluation, ranging from performance metrics, to workload selection, to various modeling approaches such as analytical modeling and simulation. And because simulation is by far the most prevalent modeling technique in computer architecture evaluation, the book spends more than half its content on simulation, covering an overview of the various simulation techniques in the computer designer's toolbox, followed by various simulation acceleration techniques such as sampled simulation, statistical simulation, and parallel and hardware-accelerated simulation. The evaluation methods described in this book have a primary focus on performance. Although performance remains to be a key design target, it no longer is the sole design target. Power consumption and reliability have quickly become primary design concerns, and today they probably are as important as performance. Other important design constraints relate to cost, thermal issues, yield, etc. This book focuses on performance evaluation methods only. This does not compromise on the importance and general applicability of the techniques described in this book because power and reliability models are typically integrated into existing performance models. These integrated models pose similar challenges to the ones handled in this book. The book also focuses on presenting fundamental concepts and ideas. The book does not provide much quantitative data. Although quantitative data is crucial to performance evaluation, to understand the fundamentals of performance evaluation methods it is not. Moreover, quantitative data from different sources may be hard to compare, and may even be misleading, because the contexts in which the results were obtained may be very different - a comparison based on these numbe