Mostafa Hadadian
- DiTEC: Digital Twin for Evolutionary Changes in Water Distribution Networks ( ), In , 2024.
BibTeX
- DiTEC: Digital Twin for Evolutionary Changes in Water Distribution Networks ( ), In Leveraging Applications of Formal Methods, Verification and Validation. Application Areas, Springer Nature Switzerland, 2024.
Abstract
Conventional digital twins (DT) for critical infrastructures are widely used to model and simulate the system's state. But fundamental environment changes bring challenges for DT adaptation to new conditions, leading to a progressively decreasing correspondence of the DT to its physical counterpart. This paper introduces the DiTEC system, a Digital Twin for Evolutionary Changes in Water Distribution Networks (WDN). This framework combines novel techniques, including semantic rule learning, graph neural network-based state estimation, and adaptive model selection, to ensure that changes are adequately detected, processed and the DT is updated to the new state. The DiTEC system is tested on the Dutch Oosterbeek region WDN, with results showing the superiority of the approach compared to traditional methods.
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urldoi - Self-adaptive service selection for machine learning continuous delivery ( ), In 2024 IEEE International Conference on Web Services (ICWS), 2024.
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- Empowering Machine Learning Development with Service-Oriented Computing Principles ( ), In Symposium and Summer School on Service-Oriented Computing, 2023.
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- SVNN: an efficient PacBio-specific pipeline for structural variations calling using neural networks ( ), In BMC bioinformatics, BioMed Central London, volume 22, 2021.
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- Adaptive on-the-fly changes in distributed processing pipelines ( ), In Frontiers in big Data, Frontiers Media SA, volume 4, 2021.
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- Workload Scheduling on heterogeneous Mobile Edge Cloud in 5G networks to Minimize SLA Violation ( ), In arXiv e-prints, 2020.
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- IMOS: improved meta-aligner and Minimap2 on spark ( ), In BMC bioinformatics, BioMed Central, volume 20, 2019.
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- A task-based greedy scheduling algorithm for minimizing energy of mapreduce jobs ( ), In Journal of grid computing, Springer NetherlandsHadadianNejadYousefi, volume 16, 2018.
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