Metamorphic Testing for Verification and Fault Localization in Industrial Control Systems
Year of publication
2023
Authors
Gaadha Chariyarupadannayil Sudheerbabu; Tanwir Ahmad; Dragos Truscan; Juri Vain
Abstract
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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Publication type
Publication format
Article
Parent publication type
Compilation
Article type
Other article
Audience
ScientificPeer-reviewed
Peer-ReviewedMINEDU's publication type classification code
A3 Book section, Chapters in research booksPublication channel information
Journal/Series
Parent publication name
Publisher
Pages
127-159
ISBN
Publication forum
Publication forum level
2
Open access
Open access in the publisher’s service
No
Self-archived
Yes
Other information
Fields of science
Computer and information sciences
Keywords
[object Object],[object Object],[object Object],[object Object]
Internationality of the publisher
International
Language
English
International co-publication
Yes
Co-publication with a company
No
DOI
10.1007/978-3-031-42212-6
The publication is included in the Ministry of Education and Culture’s Publication data collection
Yes