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Search-based Test Case Selection for PLC Systems using Functional Block Diagram Programs.pdf (747.1Kb)
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Izenburua
Search-based Test Case Selection for PLC Systems using Functional Block Diagram Programs
Egilea
Ugarte Querejeta, Miriam
Valle Entrena, Pablo
Arrieta, Aitor
Illarramendi, Miren
Egilea (beste erakunde batekoa)
Jee, Eunkyoung
Liu, Lingjun
Ikerketa taldea
Ingeniería del software y sistemas
Beste instituzio
KAIST
Bertsioa
Postprinta
Eskubideak
© 2023 IEEE
Sarbidea
Sarbide bahitua
URI
https://hdl.handle.net/20.500.11984/6290
Argitaratzailearen bertsioa
https://doi.org/10.1109/ISSRE59848.2023.00040
Non argitaratua
IEEE 34th International Symposium on Software Reliability Engineering (ISSRE)  09-12 October 2023. Florence, Italy
Argitaratzailea
IEEE
Gako-hitzak
measurement
Production systems
Programmable logic devices
Process control ... [+]
measurement
Production systems
Programmable logic devices
Process control
Programming
Software
Software reliability [-]
Laburpena
Programmable Logic Controllers (PLCs) are the core unit of the production system, which frequently need to implement new processes to address customer needs. These changes must be fully tested to ensu ... [+]
Programmable Logic Controllers (PLCs) are the core unit of the production system, which frequently need to implement new processes to address customer needs. These changes must be fully tested to ensure the reliability of the PLC code, which is commonly programmed through Functional Block Diagrams (FBDs). This is a tedious task that requires considerable time and effort given the manual nature of the process involved in PLC testing. Hence, we present a cost-effective test selection approach to test FBD programs in dynamic environments. The proposed method uses a search-based multi-objective test case selection algorithm as a regression technique to test recently modified FBD programs. Specifically, we derived a total of 7 fitness function combinations, by combining different cost and quality-based fitness functions. We carried out an empirical evaluation, by employing fitness metrics in the wellknown NSGA-II algorithm to determine the best configuration setup for testing FBD programs. Furthermore, we benchmarked the performance of the NSGA-II with the baseline Random Search (RS). The study was carried out with three case studies of a reactor protection system, and evaluated with two sets of mutants. The results demonstrated that the proposed approach significantly reduces time, while keeping high the overall fault detection capability. [-]
Projectu ID
Ikertalde Convocatoria 2022-2023. IT1519-22. Ingeniería de Software y Sistemas
Finantzatzailea
Eusko Jaurlaritza = Gobierno Vasco
European Commission
Gobierno de Korea
Programa
Ikertalde Convocatoria 2022-2023
H2020
Basic Science Research Program
Zenbakia
IT1519-22
814078
NRF-2022R1I1A1A01072004
Laguntzaren URIa
Sin información
https://doi.org/10.3030/814078
Sin información
Proiektua
Ingeniería de Software y Sistemas
Digital Manufacturing and Design Training Network (DiManD)
Sin información
Bildumak
  • Kongresuak - Ingeniaritza [423]

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