Model-Driven Testing

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Author :
Publisher : Springer Science & Business Media
ISBN 13 : 3540725636
Total Pages : 176 pages
Book Rating : 4.5/5 (47 download)

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Book Synopsis Model-Driven Testing by : Paul Baker

Download or read book Model-Driven Testing written by Paul Baker and published by Springer Science & Business Media. This book was released on 2007-09-23 with total page 176 pages. Available in PDF, EPUB and Kindle. Book excerpt: Written by the original members of an industry standardization group, this book shows you how to use UML to test complex software systems. It is the definitive reference for the only UML-based test specification language, written by the creators of that language. It is supported by an Internet site that provides information on the latest tools and uses of the profile. The authors introduce UTP step-by-step, using a case study that illustrates how UTP can be used for test modeling and test specification.

Model-Based Testing Essentials - Guide to the ISTQB Certified Model-Based Tester

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Author :
Publisher : John Wiley & Sons
ISBN 13 : 1119130026
Total Pages : 300 pages
Book Rating : 4.1/5 (191 download)

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Book Synopsis Model-Based Testing Essentials - Guide to the ISTQB Certified Model-Based Tester by : Anne Kramer

Download or read book Model-Based Testing Essentials - Guide to the ISTQB Certified Model-Based Tester written by Anne Kramer and published by John Wiley & Sons. This book was released on 2016-03-29 with total page 300 pages. Available in PDF, EPUB and Kindle. Book excerpt: Provides a practical and comprehensive introduction to the key aspects of model-based testing as taught in the ISTQB® Model-Based Tester—Foundation Level Certification Syllabus This book covers the essentials of Model-Based Testing (MBT) needed to pass the ISTQB® Foundation Level Model-Based Tester Certification. The text begins with an introduction to MBT, covering both the benefits and the limitations of MBT. The authors review the various approaches to model-based testing, explaining the fundamental processes in MBT, the different modeling languages used, common good modeling practices, and the typical mistakes and pitfalls. The book explains the specifics of MBT test implementation, the dependencies on modeling and test generation activities, and the steps required to automate the generated test cases. The text discusses the introduction of MBT in a company, presenting metrics to measure success and good practices to apply. Provides case studies illustrating different approaches to Model-Based Testing Includes in-text exercises to encourage readers to practice modeling and test generation activities Contains appendices with solutions to the in-text exercises, a short quiz to test readers, along with additional information Model-Based Testing Essentials – Guide to the ISTQB® Certified Model-Based Tester – Foundation Level is written primarily for participants of the ISTQB® Certification: software engineers, test engineers, software developers, and anybody else involved in software quality assurance. This book can also be used for anyone who wants a deeper understanding of software testing and of the use of models for test generation.

Practical Model-Based Testing

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Author :
Publisher : Elsevier
ISBN 13 : 0080466486
Total Pages : 455 pages
Book Rating : 4.0/5 (84 download)

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Book Synopsis Practical Model-Based Testing by : Mark Utting

Download or read book Practical Model-Based Testing written by Mark Utting and published by Elsevier. This book was released on 2010-07-27 with total page 455 pages. Available in PDF, EPUB and Kindle. Book excerpt: Practical Model-Based Testing gives a practical introduction to model-based testing, showing how to write models for testing purposes and how to use model-based testing tools to generate test suites. It is aimed at testers and software developers who wish to use model-based testing, rather than at tool-developers or academics. The book focuses on the mainstream practice of functional black-box testing and covers different styles of models, especially transition-based models (UML state machines) and pre/post models (UML/OCL specifications and B notation). The steps of applying model-based testing are demonstrated on examples and case studies from a variety of software domains, including embedded software and information systems. From this book you will learn: - The basic principles and terminology of model-based testing - How model-based testing differs from other testing processes - How model-based testing fits into typical software lifecycles such as agile methods and the Unified Process - The benefits and limitations of model-based testing, its cost effectiveness and how it can reduce time-to-market - A step-by-step process for applying model-based testing - How to write good models for model-based testing - How to use a variety of test selection criteria to control the tests that are generated from your models - How model-based testing can connect to existing automated test execution platforms such as Mercury Test Director, Java JUnit, and proprietary test execution environments - Presents the basic principles and terminology of model-based testing - Shows how model-based testing fits into the software lifecycle, its cost-effectiveness, and how it can reduce time to market - Offers guidance on how to use different kinds of modeling techniques, useful test generation strategies, how to apply model-based testing techniques to real applications using case studies

Model-Based Testing of Reactive Systems

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Author :
Publisher : Springer Science & Business Media
ISBN 13 : 3540262784
Total Pages : 646 pages
Book Rating : 4.5/5 (42 download)

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Book Synopsis Model-Based Testing of Reactive Systems by : Manfred Broy

Download or read book Model-Based Testing of Reactive Systems written by Manfred Broy and published by Springer Science & Business Media. This book was released on 2005-06-27 with total page 646 pages. Available in PDF, EPUB and Kindle. Book excerpt: Testing is the primary hardware and software verification technique used by industry today. Usually, it is ad hoc, error prone, and very expensive. In recent years, however, many attempts have been made to develop more sophisticated formal testing methods. This coherent book provides an in-depth assessment of this emerging field, focusing on formal testing of reactive systems. This book is based on a seminar held in Dagstuhl Castle, Germany, in January 2004. It presents 19 carefully reviewed and revised lectures given at the seminar in a well-balanced way ensuring competent complementary coverage of all relevant aspects. An appendix provides a glossary for model-based testing and basics on finite state machines and on labelled transition systems. The lectures are presented in topical sections on testing of finite state machines, testing of labelled transition systems, model-based test case generation, tools and case studies, standardized test notation and execution architectures, and beyond testing.

Model-Based Testing for Embedded Systems

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Author :
Publisher : CRC Press
ISBN 13 : 135183391X
Total Pages : 690 pages
Book Rating : 4.3/5 (518 download)

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Book Synopsis Model-Based Testing for Embedded Systems by : Justyna Zander

Download or read book Model-Based Testing for Embedded Systems written by Justyna Zander and published by CRC Press. This book was released on 2017-12-19 with total page 690 pages. Available in PDF, EPUB and Kindle. Book excerpt: What the experts have to say about Model-Based Testing for Embedded Systems: "This book is exactly what is needed at the exact right time in this fast-growing area. From its beginnings over 10 years ago of deriving tests from UML statecharts, model-based testing has matured into a topic with both breadth and depth. Testing embedded systems is a natural application of MBT, and this book hits the nail exactly on the head. Numerous topics are presented clearly, thoroughly, and concisely in this cutting-edge book. The authors are world-class leading experts in this area and teach us well-used and validated techniques, along with new ideas for solving hard problems. "It is rare that a book can take recent research advances and present them in a form ready for practical use, but this book accomplishes that and more. I am anxious to recommend this in my consulting and to teach a new class to my students." —Dr. Jeff Offutt, professor of software engineering, George Mason University, Fairfax, Virginia, USA "This handbook is the best resource I am aware of on the automated testing of embedded systems. It is thorough, comprehensive, and authoritative. It covers all important technical and scientific aspects but also provides highly interesting insights into the state of practice of model-based testing for embedded systems." —Dr. Lionel C. Briand, IEEE Fellow, Simula Research Laboratory, Lysaker, Norway, and professor at the University of Oslo, Norway "As model-based testing is entering the mainstream, such a comprehensive and intelligible book is a must-read for anyone looking for more information about improved testing methods for embedded systems. Illustrated with numerous aspects of these techniques from many contributors, it gives a clear picture of what the state of the art is today." —Dr. Bruno Legeard, CTO of Smartesting, professor of Software Engineering at the University of Franche-Comté, Besançon, France, and co-author of Practical Model-Based Testing

Model-Driven Software Development

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Author :
Publisher : Springer Science & Business Media
ISBN 13 : 3540285547
Total Pages : 462 pages
Book Rating : 4.5/5 (42 download)

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Book Synopsis Model-Driven Software Development by : Sami Beydeda

Download or read book Model-Driven Software Development written by Sami Beydeda and published by Springer Science & Business Media. This book was released on 2005-11-11 with total page 462 pages. Available in PDF, EPUB and Kindle. Book excerpt: Abstraction is the most basic principle of software engineering. Abstractions are provided by models. Modeling and model transformation constitute the core of model-driven development. Models can be refined and finally be transformed into a technical implementation, i.e., a software system. The aim of this book is to give an overview of the state of the art in model-driven software development. Achievements are considered from a conceptual point of view in the first part, while the second part describes technical advances and infrastructures. Finally, the third part summarizes experiences gained in actual projects employing model-driven development. Beydeda, Book and Gruhn put together the results from leading researchers in this area, both from industry and academia. The result is a collection of papers which gives both researchers and graduate students a comprehensive overview of current research issues and industrial forefront practice, as promoted by OMG’s MDA initiative.

Formal Methods and Testing

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Publisher : Springer Science & Business Media
ISBN 13 : 3540789162
Total Pages : 378 pages
Book Rating : 4.5/5 (47 download)

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Book Synopsis Formal Methods and Testing by : Robert M. Hierons

Download or read book Formal Methods and Testing written by Robert M. Hierons and published by Springer Science & Business Media. This book was released on 2008-04-08 with total page 378 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the thoroughly refereed and peer-reviewed outcome of the Formal Methods and Testing (FORTEST) network - formed as a network established under UK EPSRC funding that investigated the relationships between formal (and semi-formal) methods and software testing - now being a subject group of two BCS Special Interest Groups: Formal Aspects of Computing Science (BCS FACS) and Special Interest Group in Software Testing (BCS SIGIST). Each of the 12 chapters in this book describes a way in which the study of formal methods and software testing can be combined in a manner that brings the benefits of formal methods (e.g., precision, clarity, provability) with the advantages of testing (e.g., scalability, generality, applicability).

Property-Based Testing with PropEr, Erlang, and Elixir

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Author :
Publisher : Pragmatic Bookshelf
ISBN 13 : 1680506544
Total Pages : 466 pages
Book Rating : 4.6/5 (85 download)

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Book Synopsis Property-Based Testing with PropEr, Erlang, and Elixir by : Fred Hebert

Download or read book Property-Based Testing with PropEr, Erlang, and Elixir written by Fred Hebert and published by Pragmatic Bookshelf. This book was released on 2019-01-17 with total page 466 pages. Available in PDF, EPUB and Kindle. Book excerpt: Property-based testing helps you create better, more solid tests with little code. By using the PropEr framework in both Erlang and Elixir, this book teaches you how to automatically generate test cases, test stateful programs, and change how you design your software for more principled and reliable approaches. You will be able to better explore the problem space, validate the assumptions you make when coming up with program behavior, and expose unexpected weaknesses in your design. PropEr will even show you how to reproduce the bugs it found. With this book, you will be writing efficient property-based tests in no time. Most tests only demonstrate that the code behaves how the developer expected it to behave, and therefore carry the same blind spots as their authors when special conditions or edge cases show up. Learn how to see things differently with property tests written in PropEr. Start with the basics of property tests, such as writing stateless properties, and using the default generators to generate test cases automatically. More importantly, learn how to think in properties. Improve your properties, write custom data generators, and discover what your code can or cannot do. Learn when to use property tests and when to stick with example tests with real-world sample projects. Explore various testing approaches to find the one that's best for your code. Shrink failing test cases to their simpler expression to highlight exactly what breaks in your code, and generate highly relevant data through targeted properties. Uncover the trickiest bugs you can think of with nearly no code at all with two special types of properties based on state transitions and finite state machines. Write Erlang and Elixir properties that generate the most effective tests you'll see, whether they are unit tests or complex integration and system tests. What You Need Basic knowledge of Erlang, optionally ElixirFor Erlang tests: Erlang/OTP >= 20.0, with Rebar >= 3.4.0For Elixir tests: Erlang/OTP >= 20.0, Elixir >= 1.5.0

Model-Driven Engineering and Software Development

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Author :
Publisher : Springer Nature
ISBN 13 : 3030674452
Total Pages : 386 pages
Book Rating : 4.0/5 (36 download)

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Book Synopsis Model-Driven Engineering and Software Development by : Slimane Hammoudi

Download or read book Model-Driven Engineering and Software Development written by Slimane Hammoudi and published by Springer Nature. This book was released on 2021-02-01 with total page 386 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes thoroughly revised and selected papers from the 8th International Conference on Model-Driven Engineering and Software Development, MODELSWARD 2020, held in Valletta, Malta, in February 2020. The 15 revised and extended papers presented in this volume were carefully reviewed and selected from 66 submissions. They present recent research results and development activities in using models and model driven engineering techniques for software development. The papers are organized in topical sections on​ methodologies, processes and platforms; applications and software development; modeling languages, tools and architectures.

Model-Driven Software Development

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Author :
Publisher : John Wiley & Sons
ISBN 13 : 111872576X
Total Pages : 414 pages
Book Rating : 4.1/5 (187 download)

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Book Synopsis Model-Driven Software Development by : Markus Völter

Download or read book Model-Driven Software Development written by Markus Völter and published by John Wiley & Sons. This book was released on 2013-06-26 with total page 414 pages. Available in PDF, EPUB and Kindle. Book excerpt: Model-Driven Software Development (MDSD) is currently a highly regarded development paradigm among developers and researchers. With the advent of OMG's MDA and Microsoft's Software Factories, the MDSD approach has moved to the centre of the programmer's attention, becoming the focus of conferences such as OOPSLA, JAOO and OOP. MDSD is about using domain-specific languages to create models that express application structure or behaviour in an efficient and domain-specific way. These models are subsequently transformed into executable code by a sequence of model transformations. This practical guide for software architects and developers is peppered with practical examples and extensive case studies. International experts deliver: * A comprehensive overview of MDSD and how it relates to industry standards such as MDA and Software Factories. * Technical details on meta modeling, DSL construction, model-to-model and model-to-code transformations, and software architecture. * Invaluable insight into the software development process, plus engineering issues such as versioning, testing and product line engineering. * Essential management knowledge covering economic and organizational topics, from a global perspective. Get started and benefit from some practical support along the way!

Component-Based Software Testing with UML

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Author :
Publisher : Springer Science & Business Media
ISBN 13 : 9783540208648
Total Pages : 340 pages
Book Rating : 4.2/5 (86 download)

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Book Synopsis Component-Based Software Testing with UML by : Hans-Gerhard Gross

Download or read book Component-Based Software Testing with UML written by Hans-Gerhard Gross and published by Springer Science & Business Media. This book was released on 2005 with total page 340 pages. Available in PDF, EPUB and Kindle. Book excerpt: Component-based software development regards software construction in terms of conventional engineering disciplines where the assembly of systems from readily-available prefabricated parts is the norm. Because both component-based systems themselves and the stakeholders in component-based development projects are different from traditional software systems, component-based testing also needs to deviate from traditional software testing approaches. Gross first describes the specific challenges related to component-based testing like the lack of internal knowledge of a component or the usage of a component in diverse contexts. He argues that only built-in contract testing, a test organization for component-based applications founded on building test artifacts directly into components, can prevent catastrophic failures like the one that caused the now famous ARIANE 5 crash in 1996. Since building testing into components has implications for component development, built-in contract testing is integrated with and made to complement a model-driven development method. Here UML models are used to derive the testing architecture for an application, the testing interfaces and the component testers. The method also provides a process and guidelines for modeling and developing these artifacts. This book is the first comprehensive treatment of the intricacies of testing component-based software systems. With its strong modeling background, it appeals to researchers and graduate students specializing in component-based software engineering. Professionals architecting and developing component-based systems will profit from the UML-based methodology and the implementation hints based on the XUnit and JUnit frameworks.

Model-Based Testing for Embedded Systems

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Author :
Publisher : CRC Press
ISBN 13 : 1439818479
Total Pages : 668 pages
Book Rating : 4.4/5 (398 download)

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Book Synopsis Model-Based Testing for Embedded Systems by : Justyna Zander

Download or read book Model-Based Testing for Embedded Systems written by Justyna Zander and published by CRC Press. This book was released on 2017-12-19 with total page 668 pages. Available in PDF, EPUB and Kindle. Book excerpt: What the experts have to say about Model-Based Testing for Embedded Systems: "This book is exactly what is needed at the exact right time in this fast-growing area. From its beginnings over 10 years ago of deriving tests from UML statecharts, model-based testing has matured into a topic with both breadth and depth. Testing embedded systems is a natural application of MBT, and this book hits the nail exactly on the head. Numerous topics are presented clearly, thoroughly, and concisely in this cutting-edge book. The authors are world-class leading experts in this area and teach us well-used and validated techniques, along with new ideas for solving hard problems. "It is rare that a book can take recent research advances and present them in a form ready for practical use, but this book accomplishes that and more. I am anxious to recommend this in my consulting and to teach a new class to my students." —Dr. Jeff Offutt, professor of software engineering, George Mason University, Fairfax, Virginia, USA "This handbook is the best resource I am aware of on the automated testing of embedded systems. It is thorough, comprehensive, and authoritative. It covers all important technical and scientific aspects but also provides highly interesting insights into the state of practice of model-based testing for embedded systems." —Dr. Lionel C. Briand, IEEE Fellow, Simula Research Laboratory, Lysaker, Norway, and professor at the University of Oslo, Norway "As model-based testing is entering the mainstream, such a comprehensive and intelligible book is a must-read for anyone looking for more information about improved testing methods for embedded systems. Illustrated with numerous aspects of these techniques from many contributors, it gives a clear picture of what the state of the art is today." —Dr. Bruno Legeard, CTO of Smartesting, professor of Software Engineering at the University of Franche-Comté, Besançon, France, and co-author of Practical Model-Based Testing

Model Driven Architecture - Foundations and Applications

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Author :
Publisher : Springer Science & Business Media
ISBN 13 : 3642026737
Total Pages : 349 pages
Book Rating : 4.6/5 (42 download)

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Book Synopsis Model Driven Architecture - Foundations and Applications by : Richard F. Paige

Download or read book Model Driven Architecture - Foundations and Applications written by Richard F. Paige and published by Springer Science & Business Media. This book was released on 2009-06-12 with total page 349 pages. Available in PDF, EPUB and Kindle. Book excerpt: The ?fth edition of the European Conference on Model-Driven Architecture Foundations and Applications (ECMDA-FA 2009) was dedicated to furthering the state of knowledge and fostering the industrialization of Model-Driven - chitecture (MDA) and Model-Driven Engineering (MDE). MDA is an initiative proposed by the Object Management Group for platform-generic systems - velopment; MDA is one of a class of approaches under the umbrella of MDE. MDE and MDA promote the use of models in the speci?cation, design, analysis, synthesis, deployment, and evolution of complex software systems. It is a pleasure to be able to introduce the proceedings of ECMDA-FA 2009. ECMDA-FA 2009 addressed various MDA areas including model transfor- tions, modelling language issues, modelling of behavior and time, traceability and scalability, model-basedembedded systems engineering,and the application of model-driven development to IT and networking systems. ECMDA-FA 2009 focused on engaging key European and international - searchers and practitioners in a dialogue which will result in a stronger, more e?cientindustry,producingmorereliablesoftwareonthebasisofstate-of-the-art research results. ECMDA-FA is a forum for exchanging information, discussing the latest results and arguing about future developments of MDA and MDE. Particularly, it is one of the few venues that engages both leading academic researchers and industry practitioners, with the intent of creating synergies.

Distributed Simulation

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Author :
Publisher : Springer
ISBN 13 : 3319030507
Total Pages : 296 pages
Book Rating : 4.3/5 (19 download)

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Book Synopsis Distributed Simulation by : Okan Topçu

Download or read book Distributed Simulation written by Okan Topçu and published by Springer. This book was released on 2016-01-27 with total page 296 pages. Available in PDF, EPUB and Kindle. Book excerpt: This unique text/reference provides a comprehensive review of distributed simulation (DS) from the perspective of Model Driven Engineering (MDE), illustrating how MDE affects the overall lifecycle of the simulation development process. Numerous practical case studies are included to demonstrate the utility and applicability of the methodology, many of which are developed from tools available to download from the public domain. Topics and features: Provides a thorough introduction to the fundamental concepts, principles and processes of modeling and simulation, MDE and high-level architecture Describes a road map for building a DS system in accordance with the MDE perspective, and a technical framework for the development of conceptual models Presents a focus on federate (simulation environment) architectures, detailing a practical approach to the design of federations (i.e., simulation member design) Discusses the main activities related to scenario management in DS, and explores the process of MDE-based implementation, integration and testing Reviews approaches to simulation evolution and modernization, including architecture-driven modernization for simulation modernization Examines the potential synergies between the agent, DS, and MDE methodologies, suggesting avenues for future research at the intersection of these three fields Distributed Simulation – A Model Driven Engineering Approach is an important resource for all researchers and practitioners involved in modeling and simulation, and software engineering, who may be interested in adopting MDE principles when developing complex DS systems.

Testing Object-oriented Systems

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Author :
Publisher : Addison-Wesley Professional
ISBN 13 : 9780201809381
Total Pages : 1256 pages
Book Rating : 4.8/5 (93 download)

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Book Synopsis Testing Object-oriented Systems by : Robert Binder

Download or read book Testing Object-oriented Systems written by Robert Binder and published by Addison-Wesley Professional. This book was released on 2000 with total page 1256 pages. Available in PDF, EPUB and Kindle. Book excerpt: More than ever, mission-critical and business-critical applications depend on object-oriented (OO) software. Testing techniques tailored to the unique challenges of OO technology are necessary to achieve high reliability and quality. "Testing Object-Oriented Systems: Models, Patterns, and Tools" is an authoritative guide to designing and automating test suites for OO applications. This comprehensive book explains why testing must be model-based and provides in-depth coverage of techniques to develop testable models from state machines, combinational logic, and the Unified Modeling Language (UML). It introduces the test design pattern and presents 37 patterns that explain how to design responsibility-based test suites, how to tailor integration and regression testing for OO code, how to test reusable components and frameworks, and how to develop highly effective test suites from use cases. Effective testing must be automated and must leverage object technology. The author describes how to design and code specification-based assertions to offset testability losses due to inheritance and polymorphism. Fifteen micro-patterns present oracle strategies--practical solutions for one of the hardest problems in test design. Seventeen design patterns explain how to automate your test suites with a coherent OO test harness framework. The author provides thorough coverage of testing issues such as: The bug hazards of OO programming and differences from testing procedural code How to design responsibility-based tests for classes, clusters, and subsystems using class invariants, interface data flow models, hierarchic state machines, class associations, and scenario analysis How to support reuse by effective testing of abstract classes, generic classes, components, and frameworks How to choose an integration strategy that supports iterative and incremental development How to achieve comprehensive system testing with testable use cases How to choose a regression test approach How to develop expected test results and evaluate the post-test state of an object How to automate testing with assertions, OO test drivers, stubs, and test frameworks Real-world experience, world-class best practices, and the latest research in object-oriented testing are included. Practical examples illustrate test design and test automation for Ada 95, C++, Eiffel, Java, Objective-C, and Smalltalk. The UML is used throughout, but the test design patterns apply to systems developed with any OO language or methodology. 0201809389B04062001

Domain-Specific Model-Driven Testing

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Author :
Publisher : Springer Science & Business Media
ISBN 13 : 3834896241
Total Pages : 247 pages
Book Rating : 4.8/5 (348 download)

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Book Synopsis Domain-Specific Model-Driven Testing by : Stefan Bärisch

Download or read book Domain-Specific Model-Driven Testing written by Stefan Bärisch and published by Springer Science & Business Media. This book was released on 2010-04-03 with total page 247 pages. Available in PDF, EPUB and Kindle. Book excerpt: Stefan Baerisch applies a combination of feature modelling and code generation, for which he uses a model-driven approach, in order to facilitate the design of tests by non-programmers. This combination of modelling and code generation allows for a more integrated and more efficient testing process.

Data-Driven and Model-Based Methods for Fault Detection and Diagnosis

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Author :
Publisher : Elsevier
ISBN 13 : 0128191651
Total Pages : 324 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis Data-Driven and Model-Based Methods for Fault Detection and Diagnosis by : Majdi Mansouri

Download or read book Data-Driven and Model-Based Methods for Fault Detection and Diagnosis written by Majdi Mansouri and published by Elsevier. This book was released on 2020-02-05 with total page 324 pages. Available in PDF, EPUB and Kindle. Book excerpt: Data-Driven and Model-Based Methods for Fault Detection and Diagnosis covers techniques that improve the quality of fault detection and enhance monitoring through chemical and environmental processes. The book provides both the theoretical framework and technical solutions. It starts with a review of relevant literature, proceeds with a detailed description of developed methodologies, and then discusses the results of developed methodologies, and ends with major conclusions reached from the analysis of simulation and experimental studies. The book is an indispensable resource for researchers in academia and industry and practitioners working in chemical and environmental engineering to do their work safely. - Outlines latent variable based hypothesis testing fault detection techniques to enhance monitoring processes represented by linear or nonlinear input-space models (such as PCA) or input-output models (such as PLS) - Explains multiscale latent variable based hypothesis testing fault detection techniques using multiscale representation to help deal with uncertainty in the data and minimize its effect on fault detection - Includes interval PCA (IPCA) and interval PLS (IPLS) fault detection methods to enhance the quality of fault detection - Provides model-based detection techniques for the improvement of monitoring processes using state estimation-based fault detection approaches - Demonstrates the effectiveness of the proposed strategies by conducting simulation and experimental studies on synthetic data