A model-based approach to automated test generation and error localization for Simulink/Stateflow

dc.contributor.advisor Ratnesh Kumar
dc.contributor.author Li, Meng
dc.contributor.department Electrical and Computer Engineering
dc.date 2018-08-11T10:18:14.000
dc.date.accessioned 2020-06-30T03:08:38Z
dc.date.available 2020-06-30T03:08:38Z
dc.date.copyright Tue Jan 01 00:00:00 UTC 2013
dc.date.embargo 2014-05-20
dc.date.issued 2013-01-01
dc.description.abstract <p>Simulink/Stateflow is a popular commercial model-based development tool for many industrial domains. For safety and security concerns, verification and testing must be performed on the Simulink/Stateflow designs and the generated code. We present an automatic test generation approach for Simulink/Stateflow based on its translation to a formal model, called Input/Output Extended Finite Automata (I/O-EFA), that is amenable to formal analysis such as test generation. The approach automatically identifies a set of input-output sequences to activate all executable computations in the Simulink/Stateflow diagram by applying three different techniques, model checking, constraint solving and reachability reduction & resolution. These tests (input-output sequences) are then used for validation purposes, and the failed versus passed tests are used to localize the fault to plausible Simulink/Stateflow blocks. The translation and test generation approaches are automated and implemented in a toolbox that can be executed in Matlab that interfaces with NuSMV.</p> <br/> This work has been submitted to a journal for a possible publication. Copyright may be transferred without notice, after which this version may no longer be accessible.
dc.format.mimetype application/pdf
dc.identifier archive/lib.dr.iastate.edu/etd/16090/
dc.identifier.articleid 7097
dc.identifier.contextkey 11413674
dc.identifier.doi https://doi.org/10.31274/etd-180810-5719
dc.identifier.s3bucket isulib-bepress-aws-west
dc.identifier.submissionpath etd/16090
dc.identifier.uri https://dr.lib.iastate.edu/handle/20.500.12876/30273
dc.language.iso en
dc.source.bitstream archive/lib.dr.iastate.edu/etd/16090/Li_iastate_0097E_13893.pdf|||Fri Jan 14 20:54:50 UTC 2022
dc.subject.disciplines Computer Engineering
dc.subject.disciplines Computer Sciences
dc.subject.disciplines Electrical and Electronics
dc.subject.keywords Automata
dc.subject.keywords Automated Testing
dc.subject.keywords Error Localization
dc.subject.keywords Reachability Analysis
dc.subject.keywords Simulink
dc.subject.keywords Stateflow
dc.title A model-based approach to automated test generation and error localization for Simulink/Stateflow
dc.type article
dc.type.genre dissertation
dspace.entity.type Publication
relation.isOrgUnitOfPublication a75a044c-d11e-44cd-af4f-dab1d83339ff
thesis.degree.discipline Computer Engineering
thesis.degree.level dissertation
thesis.degree.name Doctor of Philosophy
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