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.
Next Generation Edge-Cloud Continuum Architecture for Structural Health Monitoring / Gigli, Lorenzo; Zyrianoff, Ivan; Zonzini, Federica; Bogomolov, Denis; Testoni, Nicola; Felice, Marco Di; De Marchi, Luca; Augugliaro, Giuseppe; Mennuti, Canio; Marzani, Alessandro. - In: IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS. - ISSN 1551-3203. - ELETTRONICO. - Articolo depositato in IEEEXplore in attesa di pubblicazione ufficiale:(2023), pp. 10373409.1-10373409.14. [10.1109/TII.2023.3337391]
Next Generation Edge-Cloud Continuum Architecture for Structural Health Monitoring
Gigli, LorenzoCo-primo
;Zyrianoff, Ivan
Co-primo
;Zonzini, FedericaSecondo
;Bogomolov, Denis;Testoni, Nicola;Felice, Marco Di;De Marchi, Luca;Marzani, Alessandro
2023
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.I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.