Abstract
Digital twins are virtual representation of physical entities. They allow the physical condition of the entity to be monitored without many of the constrains the real entities have. Research on Activities of Daily Living (ADLs) has faced many challenges due to the complexity and cost associated. Many of these could have been addressed using digital twins. Following the digital twin approach and motivated by the difficulties regarding the research on ADLs, this article proposes a meta-model for building a behaviour model of an agent living in a sensorized house inside a simulator. The paper also addresses the implementation of the simulator itself. The model follows a needs-driven approach that uses needs as the main motivation for the agent to perform its actions. The simulator also supports uncertainty within sensor data to generate more realistic datasets. The tool has many possible applications both in the design of smart environments and in ADLs research areas.
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References
Jones, D., Snider, C., Nassehi, A., Yon, J., Hicks, B.: Characterising the digital twin: a systematic literature review. CIRP J. Manufact. Sci. Technol. 29, 36–52 (2020). https://doi.org/10.1016/j.cirpj.2020.02.002. ISSN: 1755-5817
Pedersen, A.N., Borup, M., Brink-Kjær, A., Christiansen, L.E., Mikkelsen, P.S.: Living and prototyping digital twins for urban water systems: towards multi-purpose value creation using models and sensors. Water 13(5), 592. Multidisciplinary Digital Publishing Institute (2021). https://doi.org/10.3390/w13050592. ISSN: 2073-4441
Synnott, J., Chen, L., Nugent, C.D., Moore. G.: The creation of simulated activity datasets using a graphical intelligent environment simulation tool. In: 2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, pp. 4143–4146 (2014). https://doi.org/10.1109/EMBC.2014.6944536. ISSN: 1558-4615
Alshammari, N., Alshammari, T., Sedky, M., Champion, J., Bauer, C.: OpenSHS: open smart home simulator. Sensors, 17(5), 1003. Multidisciplinary Digital Publishing Institute (2017). https://doi.org/10.3390/s17051003. ISSN: 1424-8220
Bouchard, K., Ajroud, A., Bouchard, B., Bouzouane, A.: SIMACT: a 3D Open source smart home simulator for activity recognition with open database and visual editor. Int. J. Hybrid Inf. Technol. (IJHIT) 5, 13–32 (2012)
Ariani, A., Redmond, S.J., Chang, D., Lovell, N.H.: Simulation of a smart home environment. In: 2013 3rd International Conference on Instrumentation, Communications, Information Technology and Biomedical Engineering (ICICI-BME), pp. 27–32 (2013). https://doi.org/10.1109/ICICI-BME.2013.6698459
Serrano, E., Botia, J.: Validating ambient intelligence based ubiquitous computing systems by means of artificial societies. Inf. Sci. 222, 3–24 (2013). https://doi.org/10.1016/j.ins.2010.11.012. Including Special Section on New Trends in Ambient Intelligence and Bio-inspired Systems, ISSN: 0020-0255
Casaccia, S., Rosati, R., Scalise, L., Revel, G.M.: Measurement of activities of daily living: a simulation tool for the optimisation of a passive infrared sensor network in a smart home environment. In: 2020 IEEE International Instrumentation and Measurement Technology Conference (I2MTC), pp. 1–6 (2020). https://doi.org/10.1109/I2MTC43012.2020.9128409. ISSN: 2642-2077
Helal, S., Lee, J.W., Hossain, S., Kim, E., Hagras, H., Cook, D.: Persim - simulator for human activities in pervasive spaces. In: 2011 Seventh International Conference on Intelligent Environments, pp. 192-199 (2011). https://doi.org/10.1109/IE.2011.34
Lee, J.W., Cho, S., Liu, S., Cho, K., Helal, S.: Persim 3D: context-driven simulation and modeling of human activities in smart spaces. IEEE Trans. Autom. Sci. Eng. 12(4), 1243–1256 (2015). https://doi.org/10.1109/TASE.2015.2467353. ISSN: 1558-3783
Linietsky, J., Manzur, A.: Godot Engine community. Godot Engine - Free and open source 2D and 3D game engine
Bertoa, M.F., Moreno, N., Perez-Vereda, A., Bandera, D., Álvarez-Palomo, J.M., Canal, C.: Digital avatars: promoting independent living for older adults. Wireless Commun. Mob. Comput. 2020, e8891002. Hindawi (2020). https://doi.org/10.1155/2020/8891002. ISSN: 1530-8669
Martin, E., Cleland, I., Nugent, C., Orr, C., McCance, T., Ryan, A., McLaughlin, J.: Connected health living lab. Proceedings 31(1), 11, Multidisciplinary Digital Publishing Institute (2019). https://doi.org/10.3390/proceedings2019031011. ISSN: 2504-3900
Funding
This work was funded by the MINISTERIO DE CIENCIA, INNOVACIÓN Y UNIVERSIDADES, grant number RTI2018-098780-B-I00 (national research project), which funds the PRE2019-089614 predoctoral contract; the PREJCCM2019/14 predoctoral contract by JUNTA DE COMUNIDADES DE CASTILLA-LA MANCHA; and the grant for secondments of Vicerrectorado de Profesorado y Desarrollo Profesional de la UCLM.
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Cabañero, L., Perez-Vereda, A., Nugent, C., Cleland, I., Hervas, R., González, I. (2023). A Software Tool and a Metamodel for Digital Twins of Inhabited Smart Environments. In: Bravo, J., Ochoa, S., Favela, J. (eds) Proceedings of the International Conference on Ubiquitous Computing & Ambient Intelligence (UCAmI 2022). UCAmI 2022. Lecture Notes in Networks and Systems, vol 594. Springer, Cham. https://doi.org/10.1007/978-3-031-21333-5_74
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DOI: https://doi.org/10.1007/978-3-031-21333-5_74
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