Metamorphic Testing for Verification and Fault Localization in Industrial Control Systems
Publiceringsår
2023
Upphovspersoner
Gaadha Chariyarupadannayil Sudheerbabu; Tanwir Ahmad; Dragos Truscan; Juri Vain
Abstrakt
Security verification of software systems is vital to ensure they are resilient against targeted attacks. Any vulnerability in the software should be discovered, classified, and resolved promptly to ensure the system’s operational correctness and functional safety. However, testing and program debugging of complex industrial control systems are often challenging due to the test oracle problem. In this work, we discuss an integrated method for test generation and fault localization using metamorphic testing. Our method extracts metamorphic relation from the system specification and uses it as the derived test oracle to distinguish the successful and failed tests for spectrum-based fault localization. The proposed approach consists of two phases: a test generation phase using metamorphic testing and a fault localization phase to assist with the root cause analysis and failure diagnosis. The method is exemplified on a load position system without explicit specifications of the test oracle, and the results show that it is effective in discovering vulnerabilities in the application and significantly assists the developers with root cause analysis of identified faults that reduces the overall failure diagnosis effort.
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Publikationstyp
Publikationsform
Artikel
Moderpublikationens typ
Samlingsverk
Artikelstyp
Annan artikel
Målgrupp
VetenskapligKollegialt utvärderad
Kollegialt utvärderadUKM:s publikationstyp
A3 Del av bok eller annat samlingsverkPublikationskanalens uppgifter
Journal/Serie
Moderpublikationens namn
Förläggare
Sidor
127-159
ISBN
Publikationsforum
Publikationsforumsnivå
2
Öppen tillgång
Öppen tillgänglighet i förläggarens tjänst
Nej
Parallellsparad
Ja
Övriga uppgifter
Vetenskapsområden
Data- och informationsvetenskap
Nyckelord
[object Object],[object Object],[object Object],[object Object]
Förlagets internationalitet
Internationell
Språk
engelska
Internationell sampublikation
Ja
Sampublikation med ett företag
Nej
DOI
10.1007/978-3-031-42212-6
Publikationen ingår i undervisnings- och kulturministeriets datainsamling
Ja