Statistical Methods for Test and Evaluation, Volume 4

Statistical Methods for Test and Evaluation, Volume 4

Experimental Design using R

ByJeffrey Strickland

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One of the key objections to testing as a form of software verification is that it is never possible to show that the system under test (SUT) works for all possible inputs. Combinatorial Test Design (CTD) is an optimal approach that helps us identify the tests that are likely to expose defects. CTD takes a systematic approach to modeling the things that need to be tested, then uses advanced mathematics to dramatically reduce the number of test cases while ensuring coverage of conditions and interactions. Used with Covering Arrays, CTD offer ways to build on existing techniques for input space partitioning, to provide more rigorous testing. The advent of computers and telecommunication systems underlined the importance of thoroughly testing software and hardware-software systems. Software engineers tried using OAs to include all pairs of test settings, but quickly realized the limitations of OA-based test suites. Often, an OA matching the required combinatorial test structure did not exist, and OA-based test suites tended to include invalid (nonexecutable) test cases. System failures often result from the interaction of conditions that might be innocuous individually, so combinatorial testing can be effective for domains with many interacting parameters, such as aerospace applications. Research suggests that in some circumstances, covering four-way to six-way combinations can be nearly as effective as testing all possible combinations, often dramatically reducing the number of test cases.

Details

Publication Date
Jun 30, 2024
Language
English
ISBN
9781304262257
Category
Computers & Technology
Copyright
Creative Commons NonCommercial, ShareAlike (CC BY-NC-SA)
Contributors
By (author): Jeffrey Strickland

Specifications

Pages
518
Binding Type
Hardcover Case Wrap
Interior Color
Color
Dimensions
US Trade (6 x 9 in / 152 x 229 mm)

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