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Search-based Automated Program Repair of CPS Controllers Modeled in Simulink-Stateflow

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arxiv 2404.04688 v1 pith:CDL5YTFT submitted 2024-04-06 cs.SE

Search-based Automated Program Repair of CPS Controllers Modeled in Simulink-Stateflow

classification cs.SE
keywords modelsrepairstateflowflowrepairautomatedcpssprogramapproach
verification ladder T0 review T1 audit T2 compute T3 formal T4 reserved
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Stateflow models are widely used in the industry to model the high-level control logic of Cyber-Physical Systems (CPSs) in Simulink--the defacto CPS simulator. Many approaches exist to test Simulink models, but once a fault is detected, the process to repair it remains manual. Such a manual process increases the software development cost, making it paramount to develop novel techniques that reduce this cost. Automated Program Repair (APR) techniques can significantly reduce the time for fixing bugs by automatically generating patches. However, current approaches face scalability issues to be applicable in the CPS context. To deal with this problem, we propose an automated search-based approach called FlowRepair, explicitly designed to repair Stateflow models. The novelty of FlowRepair includes, (1) a new algorithm that combines global and local search for patch generation; (2) a definition of novel repair objectives (e.g., the time a fault remained active) specifically designed for repairing CPSs; and (3) a set of mutation operators to repair Stateflow models automatically. We evaluated FlowRepair with three different case study systems and a total of nine faulty stateflow models. Our experiments suggest that (1) Flo wRepaircan fix bugs in stateflow models, including models with multiple faults; (2) FlowRepair surpasses or performs similarly to a baseline APR technique inspired by a well-known CPS program repair approach. Besides, we provide both a replication package and a live repository, paving the way towards the APR of CPSs modeled in Simulink.

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Cited by 1 Pith paper

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  1. Automated Repair of Requirements for Cyber-Physical Systems in Simulink Requirements Tables

    cs.SE 2026-06 unverdicted novelty 5.0

    A framework repairs CPS requirements in Simulink by leveraging system execution data and is evaluated as effective on six real-world case studies covering 12 requirements.