Assessing the integrity of industrial and civil appliances has become a priority worldwide. Noteworthy, this goal requires a strong synergy between multiple tools, disciplines, and approaches to be attained via a joint hardware-software co-design of the different Structural Health Monitoring (SHM) system components. This work proposes the MAC4PRO architecture, a sensor-to-cloud monitoring platform that seamlessly integrates sensing and software technologies for accurate data measurement, transmission, and analysis. The developed solution stands out for its interoperability and versatility, making it a promising candidate for integration in the next generation of smart structures. Our platform was validated during extensive experimental campaigns targeted at various industrial scenarios. The results show that the MAC4PRO architecture can identify subtle changes, such as 1mm size leakage events in pipeline circuits, or less than 1% frequency drifts in civil buildings after seismic excitation, while ensuring more than 90% reduction in the edge-to-cloud data transfer process.

Gigli, L., Zyrianoff, I., Zonzini, F., Bogomolov, D., Testoni, N., Felice, M.D., et al. (2024). Next Generation Edge-Cloud Continuum Architecture for Structural Health Monitoring. IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 20(4), 5874-5887 [10.1109/TII.2023.3337391].

Next Generation Edge-Cloud Continuum Architecture for Structural Health Monitoring

Gigli, Lorenzo
Co-primo
;
Zyrianoff, Ivan
Co-primo
;
Zonzini, Federica
Secondo
;
Bogomolov, Denis;Testoni, Nicola;Felice, Marco Di;De Marchi, Luca;Marzani, Alessandro
2024

Abstract

Assessing the integrity of industrial and civil appliances has become a priority worldwide. Noteworthy, this goal requires a strong synergy between multiple tools, disciplines, and approaches to be attained via a joint hardware-software co-design of the different Structural Health Monitoring (SHM) system components. This work proposes the MAC4PRO architecture, a sensor-to-cloud monitoring platform that seamlessly integrates sensing and software technologies for accurate data measurement, transmission, and analysis. The developed solution stands out for its interoperability and versatility, making it a promising candidate for integration in the next generation of smart structures. Our platform was validated during extensive experimental campaigns targeted at various industrial scenarios. The results show that the MAC4PRO architecture can identify subtle changes, such as 1mm size leakage events in pipeline circuits, or less than 1% frequency drifts in civil buildings after seismic excitation, while ensuring more than 90% reduction in the edge-to-cloud data transfer process.
2024
Gigli, L., Zyrianoff, I., Zonzini, F., Bogomolov, D., Testoni, N., Felice, M.D., et al. (2024). Next Generation Edge-Cloud Continuum Architecture for Structural Health Monitoring. IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 20(4), 5874-5887 [10.1109/TII.2023.3337391].
Gigli, Lorenzo; Zyrianoff, Ivan; Zonzini, Federica; Bogomolov, Denis; Testoni, Nicola; Felice, Marco Di; De Marchi, Luca; Augugliaro, Giuseppe; Mennut...espandi
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11585/954119
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