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      An IoT Based Architecture for Enhancing the Effectiveness of Prototype Medical Instruments Applied to Neurodegenerative Disease Diagnosis

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          Abstract

          Human errors are probably the most critical cause of the large amount of medical accidents. Medical cyber-physical systems (MCPS) have been suggested as a possible approach for detecting and limiting the impact of errors and wrong procedures. However, during the initial development phase of medical instruments, regular MCPS systems are not a viable approach, because of the high costs of repeating complex validation procedures, due to modifications of the prototype instrument. In this work, a communication architecture, inspired by recent Internet of Things (IoT) advances, is proposed for connecting prototype instruments to the cloud, to allow direct and real-time interaction between developers and instrument operators. Without loss of generality, a real-world use case is addressed, dealing with the use of transcranial magnetic stimulation (TMS) for neurodegenerative disease diagnosis. The proposed infrastructure leverages on a message-oriented middleware, complemented by historical database for further data processing. Two of the most diffused protocols for cloud data exchange (MQTT and AMQP) have been investigated. The experimental setup has been focused on the real-time performance, which are the most challenging requirements. Time-related metrics confirm the feasibility of the proposed approach, resulting in an end-to-end delay on the order of few tens of milliseconds for local networks and up to few hundreds of milliseconds for geographical scale networks.

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          Most cited references38

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          Internet of Things: A Survey on Enabling Technologies, Protocols, and Applications

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            Design Techniques and Applications of Cyberphysical Systems: A Survey

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              Transcranial magnetic stimulation distinguishes Alzheimer disease from frontotemporal dementia

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                Author and article information

                Journal
                Sensors (Basel)
                Sensors (Basel)
                sensors
                Sensors (Basel, Switzerland)
                MDPI
                1424-8220
                31 March 2019
                April 2019
                : 19
                : 7
                : 1564
                Affiliations
                [1 ]Department Information Engineering, University of Brescia, 25123 Brescia, Italy; alessandro.depari@ 123456unibs.it (A.D.); d.fernandescarva@ 123456unibs.it (D.F.C.); paolo.bellagente@ 123456unibs.it (P.B.); paolo.ferrari@ 123456unibs.it (P.F.); alessandra.flammini@ 123456unibs.it (A.F.)
                [2 ]Neurology Unit, Department of Clinical and Experimental Sciences, University of Brescia, 25123 Brescia, Italy; alessandro.padovani@ 123456unibs.it
                Author notes
                [* ]Correspondence: emiliano.sisinni@ 123456unibs.it ; Tel.: +39-030-371-5445
                Author information
                https://orcid.org/0000-0001-7665-7031
                https://orcid.org/0000-0002-3446-2604
                https://orcid.org/0000-0002-6349-4410
                https://orcid.org/0000-0001-5012-443X
                Article
                sensors-19-01564
                10.3390/s19071564
                6479792
                30935157
                84643790-0378-482e-8732-b3eb2015cc45
                © 2019 by the authors.

                Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license ( http://creativecommons.org/licenses/by/4.0/).

                History
                : 28 January 2019
                : 25 March 2019
                Categories
                Article

                Biomedical engineering
                mqtt,amqp,medical cps,publisher/subscriber,cloud services
                Biomedical engineering
                mqtt, amqp, medical cps, publisher/subscriber, cloud services

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