In addition, the pairing of the virtual and physical worlds will enable a great stepchange towards preventive medicine in a personalized approach. Indeed, the tracking of real-time data, the possibility of analysis and monitoring of responses to
treatments in a virtual modeling twin, as well as tracking of the results of behavior
and lifestyle modification, will allow the personalized prevention of any type of
disease prior to their occurrence. And this is going to be a key breakthrough for
science and humanity.
References
1. Chhetri SR, Al Faruque MA (2020) IoT-enabled living digital twin modeling. In: Data-driven
modeling of cyber-physical systems using side-channel analysis. Springer, Cham, pp 155–182.
https://doi.org/10.1007/978-3-030-37,962-9_8
2. Cheng J et al (2018) Industrial IoT in 5G environment towards smart manufacturing. J Indus
Information Integr 10:10–19
3. Tao F, Zhang M (2017) Digital twin shop-floor: a new shop-floor paradigm towards smart
manufacturing. IEEE Access 5:20418–20,427. https://doi.org/10.1109/ACCESS.2017.2756069
4. Marucci L, Barberis M, Karr J, Ray O, Race P, Andrade M, Grierson C, Hoffmann SA,
Landon S, Rech EL, Rees-Garbutt J, Seabrook R, Shaw W, Woods C (2020) Computer-aided
whole-cell design: taking a holistic approach by integrating synthetic with systems biology. Front
Bioeng Biotechnol:8. https://doi.org/10.3389/fbioe.2020.00942
5. Weyer S, Meyer T, Ohmer M, Gorecky D, Zühlke D (2016) Future modeling and simulation of
CPS-based factories: an example from the automotive industry. IFAC-PapersOnLine 49
(31):97–102
6. Dahmen U, Rossmann J (2018) Experimentable digital twins for a modeling and simulationbased engineering approach. In: 2018 IEEE international systems engineering symposium
(ISSE). IEEE, Piscataway, pp 1–8. https://doi.org/10.1109/SysEng.2018.8544383
7. Steinmetz C, Rettberg A, Ribeiro F, Schroeder G, Pereira C (2018) Internet of things ontology for
digital twin in cyber physical systems. In: 2018 VIII Brazilian symposium on computing systems
engineering (SBESC). IEEE, Piscataway, pp 154–159. https://doi.org/10.1109/SBESC.2018.
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treatments in a virtual modeling twin, as well as tracking of the results of behavior
and lifestyle modification, will allow the personalized prevention of any type of
disease prior to their occurrence. And this is going to be a key breakthrough for
science and humanity.
References
1. Chhetri SR, Al Faruque MA (2020) IoT-enabled living digital twin modeling. In: Data-driven
modeling of cyber-physical systems using side-channel analysis. Springer, Cham, pp 155–182.
https://doi.org/10.1007/978-3-030-37,962-9_8
2. Cheng J et al (2018) Industrial IoT in 5G environment towards smart manufacturing. J Indus
Information Integr 10:10–19
3. Tao F, Zhang M (2017) Digital twin shop-floor: a new shop-floor paradigm towards smart
manufacturing. IEEE Access 5:20418–20,427. https://doi.org/10.1109/ACCESS.2017.2756069
4. Marucci L, Barberis M, Karr J, Ray O, Race P, Andrade M, Grierson C, Hoffmann SA,
Landon S, Rech EL, Rees-Garbutt J, Seabrook R, Shaw W, Woods C (2020) Computer-aided
whole-cell design: taking a holistic approach by integrating synthetic with systems biology. Front
Bioeng Biotechnol:8. https://doi.org/10.3389/fbioe.2020.00942
5. Weyer S, Meyer T, Ohmer M, Gorecky D, Zühlke D (2016) Future modeling and simulation of
CPS-based factories: an example from the automotive industry. IFAC-PapersOnLine 49
(31):97–102
6. Dahmen U, Rossmann J (2018) Experimentable digital twins for a modeling and simulationbased engineering approach. In: 2018 IEEE international systems engineering symposium
(ISSE). IEEE, Piscataway, pp 1–8. https://doi.org/10.1109/SysEng.2018.8544383
7. Steinmetz C, Rettberg A, Ribeiro F, Schroeder G, Pereira C (2018) Internet of things ontology for
digital twin in cyber physical systems. In: 2018 VIII Brazilian symposium on computing systems
engineering (SBESC). IEEE, Piscataway, pp 154–159. https://doi.org/10.1109/SBESC.2018.
00030
184
M. Canzoneri et al.