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From Simulation to Digital Twins, the Case of Internet of Things Research and Tools

Published: 09 May 2023 Publication History

Abstract

The digitalisation of the environment surrounding human beings in their daily life is a major challenge facing today’s technological progress. Building digital replicas of humans and systems help us to understand our environment, to anticipate its variations and to better explain its behaviour. Research in digital twins is continuously developing due to the various benefits it offers. This paper describes how the simulation and modelling community is switching towards digital twins using smart cities as a use case scenario. It also reviews the common digital twin-enabling tools used in today’s research. Finally, the key research trends, challenges and future directions are given.

References

[1]
Abdelrahman Abuarqoub, Mohammad Hammoudeh, Fayez Alfayez, Omar Aldabbas, and SY Yurish. 2016. A survey on wireless sensor networks simulation tools and testbeds. Sensors, transducers, signal condi-tioning and wireless sensors networks advances in sensors: reviews 3, 14 (2016), 283–302.
[2]
Steve Agland. 2002. Crowd Simulation: A Distributed Cognitive Model. Crowd Simulation (2002), 37.
[3]
Bounceur Ahcène, Marc Olivier, Lounis Massinissa, Soler Julien, Clavier Laurent, Combeau Pierre, Vauzelle Rodolphe, Lagadec Loic, Euler Reinhardt, Madanin Bezoui, and Manzoni Pietro. 2018. Cupcarbon-lab: An iot emulator. In 15th IEEE Annual Consumer Communications & Networking Conference (CCNC). IEEE, Las Vegas, NV, 1–4. https://doi.org/10.1109/CCNC.2018.8319313
[4]
A. R. Al-Ali, Ragini Gupta, Tasneem Zaman Batool, Taha Landolsi, Fadi Aloul, and Ahmad Al Nabulsi. 2020. Digital Twin Conceptual Model within the Context of Internet of Things. Future Internet 12, 10 (Sept. 2020), 163. https://doi.org/10.3390/fi12100163
[5]
Shadi Al-Sarawi, Mohammed Anbar, Kamal Alieyan, and Mahmood Alzubaidi. 2017. Internet of Things (IoT) Communication Protocols: Review. In 2017 8th International Conference on Information Technology (ICIT). IEEE, Amman, Jordan, 685–690. https://doi.org/10.1109/ICITECH.2017.8079928
[6]
Mohammad Al-Zinati and Rym Z Wenkstern. [n. d.]. An Agent-Based Self-Organizing Traffic Environment for Urban Evacuations (Extended Abstract). ([n. d.]), 3.
[7]
T Alsbouí, Mohammad Hammoudeh, Zuhair Bandar, and Andy Nisbet. 2011. An overview and classification of approaches to information extraction in wireless sensor networks. In Proceedings of the 5th International Conference on Sensor Technologies and Applications (SENSORCOMM’11), Vol. 255.
[8]
Di An and YangQuan Chen. 2021. Digital Twin Enabled Methane Emission Abatement Using Networked Mobile Sensing and Mobile Actuation. In 2021 IEEE 1st International Conference on Digital Twins and Parallel Intelligence (DTPI). IEEE, Beijing, China, 354–357. https://doi.org/10.1109/DTPI52967.2021.9540133
[9]
Kakali Basak, Seth N. Hetu, ZheminLi, Carlos Lima Azevedo, Harish Loganathan, Tomer Toledo, RunminXu, YanXu, Li-ShiuanPeh, and Moshe Ben-Akiva. 2013. Modeling Reaction Time within a Traffic Simulation Model. In 16th International IEEE Conference on Intelligent Transportation Systems (ITSC 2013). IEEE, The Hague, Netherlands, 302–309. https://doi.org/10.1109/ITSC.2013.6728249
[10]
Michael Behrisch, Laura Bieker, Jakob Erdmann, and Daniel Krajzewicz. [n. d.]. SUMO – Simulation of Urban MObility. ([n. d.]), 6.
[11]
Moshe Ben-Akiva, Haris N. Koutsopoulos, Tomer Toledo, Qi Yang, Charisma F. Choudhury, Constantinos Antoniou, and Ramachandran Balakrishna. 2010. Traffic Simulation with MITSIMLab. In Fundamentals of Traffic Simulation, Jaume Barceló (Ed.). Vol. 145. Springer New York, New York, NY, 233–268. https://doi.org/10.1007/978-1-4419-6142-6_6
[12]
Benjamin Boisson, Guillaume Combette, Dimitri Lajou, Victor Lutfalla, Octave Mariotti, Raphaël Monat, Etienne Moutot, Johanna Seif, and Pijus Simonaitis. [n. d.]. Final Report, Blend’it pro Ject. ([n. d.]), 17.
[13]
Ahcene Bounceur, Laurent Clavier, Pierre Combeau, Olivier Marc, Rodolphe Vauzelle, Arnaud Masserann, Julien Soler, Reinhardt Euler, Taha Alwajeeh, Vyas Devendra, Umber Noreen, Emilie Soret, and Massinissa Lounis. 2018. CupCarbon: A New Platform for the Design, Simulation and 2D/3D Visualization of Radio Propagation and Interferences in IoT Networks. In 2018 15th IEEE Annual Consumer Communications & Networking Conference (CCNC). IEEE, Las Vegas, NV, 1–4. https://doi.org/10.1109/CCNC.2018.8319179
[14]
Gordon D. B. Cameron and Gordon I. D. Duncan. 1996. PARAMICS?Parallel Microscopic Simulation of Road Traffic. The Journal of Supercomputing 10, 1 (1996), 25–53. https://doi.org/10.1007/BF00128098
[15]
P. Centorrino, A. Corbetta, E. Cristiani, and E. Onofri. 2021. Managing Crowded Museums: Visitors Flow Measurement, Analysis, Modeling, and Optimization. Journal of Computational Science 53 (July 2021), 101357. https://doi.org/10.1016/j.jocs.2021.101357
[16]
Chiara Colombaroni, Gaetano Fusco, and Andrea Gemma. [n. d.]. Optimization of Traffic Signals on Urban Arteries through a Platoon- Based Simulation Model. Modelling and Simulation ([n. d.]), 7.
[17]
Davide Conzon, Thomas Bolognesi, Paolo Brizzi, Antonio Lotito, Riccardo Tomasi, and Maurizio A. Spirito. 2012. The VIRTUS Middleware: An XMPP Based Architecture for Secure IoT Communications. In 2012 21st International Conference on Computer Communications and Networks (ICCCN). IEEE, Munich, Germany, 1–6. https://doi.org/10.1109/ICCCN.2012.6289309
[18]
Riddhi Dave, Siddhi Dave, and Hemal Thakkar. 2020. Digital Twins: Current Problems in Smart City and Recommendations for Future Technology. 07, 05 (2020), 12.
[19]
Denise de Oliveira, Ana L C Bazzan, Luis Nunes, Rosaldo Rossetti, and Eugenio de Oliveira. [n. d.]. Reinforcement Learning-based Control of Traffic Lights in Non-stationary Environments: A Case Study in a Microscopic Simulator. ([n. d.]), 13.
[20]
Felipe de Souza, Omer Verbas, and Joshua Auld. 2019. Mesoscopic Traffic Flow Model for Agent-Based Simulation. Procedia Computer Science 151 (2019), 858–863. https://doi.org/10.1016/j.procs.2019.04.118
[21]
H. Dimitrov and D. Petrova-Antonova. 2021. 3D CITY MODEL AS A FIRST STEP TOWARDS DIGITAL TWIN OF SOFIA CITY. The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences XLIII-B4-2021 (June 2021), 23–30. https://doi.org/10.5194/isprs-archives-XLIII-B4-2021-23-2021
[22]
Özgür Doğan, Oğuzhan Şahi̇n, and Enis Karaarslan. 2021. Digital Twin Based Disaster Management System Proposal: DT-DMS. Journal of Emerging Computer Technologies 1, 2 (Dec. 2021), 25–30.
[23]
Taner Eşme. [n. d.]. Delivering Smart City Experience. ([n. d.]), 6.
[24]
Bo Fan, Yuan Wu, Zhengbing He, Yanyan Chen, Tony Q.S. Quek, and Cheng-Zhong Xu. 2021. Digital Twin Empowered Mobile Edge Computing for Intelligent Vehicular Lane-Changing. IEEE Network 35, 6 (Nov. 2021), 194–201. https://doi.org/10.1109/MNET.201.2000768
[25]
Laith Farhan, Laith Alzubaidi, Mohamed Abdulsalam, Ali J Abboud, Mohammad Hammoudeh, and Rupak Kharel. 2018. An efficient data packet scheduling scheme for Internet of Things networks. In 2018 1st International Scientific Conference of Engineering Sciences-3rd Scientific Conference of Engineering Science (ISCES). IEEE, 1–6.
[26]
David N. Ford and Charles M. Wolf. 2020. Smart Cities with Digital Twin Systems for Disaster Management. Journal of Management in Engineering 36, 4 (July 2020), 04020027. https://doi.org/10.1061/(ASCE)ME.1943-5479.0000779
[27]
Aidan Fuller, Zhong Fan, Charles Day, and Chris Barlow. 2020. Digital Twin: Enabling Technologies, Challenges and Open Research. IEEE Access 8 (2020), 108952–108971. https://doi.org/10.1109/ACCESS.2020.2998358
[28]
Mark A. Gromski and Kai Matthes. 2011. Simulation in Advanced Endoscopy: State of the Art and the next Generation. Techniques in Gastrointestinal Endoscopy 13, 3 (July 2011), 203–208. https://doi.org/10.1016/j.tgie.2011.06.002
[29]
Maxime Gueriau, Romain Billot, Salima Hassas, Frederic Armetta, and Nour-Eddin El Faouzi. 2014. An Extension of MovSim for Multi-Agent Cooperative Vehicles Modeling. In 2014 International Conference on Connected Vehicles and Expo (ICCVE). IEEE, Vienna, Austria, 859–860. https://doi.org/10.1109/ICCVE.2014.7297673
[30]
I. Alihan Hadimlioglu and Scott A. King. 2019. City Maker: Reconstruction of Cities from OpenStreetMap Data for Environmental Visualization and Simulations. ISPRS International Journal of Geo-Information 8, 7 (July 2019), 298. https://doi.org/10.3390/ijgi8070298
[31]
Mohammad Hammoudeh and Mounir Arioua. 2018. Sensors and actuators in Smart Cities., 8 pages.
[32]
Mohammad Hammoudeh, Gregory Epiphaniou, Sana Belguith, Devrim Unal, Bamidele Adebisi, Thar Baker, ASM Kayes, and Paul Watters. 2020. A service-oriented approach for sensing in the Internet of Things: intelligent transportation systems and privacy use cases. IEEE Sensors Journal 21, 14 (2020), 15753–15761.
[33]
Manuel Herrera, Sukumar Natarajan, David A Coley, Tristan Kershaw, Alfonso P Ramallo-González, Matthew Eames, Daniel Fosas, and Michael Wood. 2017. A Review of Current and Future Weather Data for Building Simulation. Building Services Engineering Research and Technology 38, 5 (Sept. 2017), 602–627. https://doi.org/10.1177/0143624417705937
[34]
Michal Jakob and Matthew P Johnson. [n. d.]. AgentPolis: Towards a Platform for Fully Agent-based Modeling of Multi-Modal Transportation. ([n. d.]), 2.
[35]
Jan Kyselý and Martin Dubrovský. 2005. Simulation of Extreme Temperature Events by a Stochastic Weather Generator: Effects of Interdiurnal and Interannual Variability Reproduction: SIMULATION OF EXTREME TEMPERATURE EVENTS BY STOCHASTIC WEATHER GENERATORS. International Journal of Climatology 25, 2 (Feb. 2005), 251–269. https://doi.org/10.1002/joc.1120
[36]
Mads Lauridsen, Istvan Z. Kovacs, Preben Mogensen, Mads Sorensen, and Steffen Holst. 2016. Coverage and Capacity Analysis of LTE-M and NB-IoT in a Rural Area. In 2016 IEEE 84th Vehicular Technology Conference (VTC-Fall). IEEE, Montreal, QC, Canada, 1–5. https://doi.org/10.1109/VTCFall.2016.7880946
[37]
Cristina Lopez-Pavon, Sandra Sendra, and Juan F. Valenzuela-Valdes. 2018. Evaluation of CupCarbon Network Simulator for Wireless Sensor Networks. Network Protocols and Algorithms 10, 2 (June 2018), 1. https://doi.org/10.5296/npa.v10i2.13201
[38]
Mohamed Marzouk and Ismail Al Daour. 2018. Planning Labor Evacuation for Construction Sites Using BIM and Agent-Based Simulation. Safety Science 109 (Nov. 2018), 174–185. https://doi.org/10.1016/j.ssci.2018.04.023
[39]
Balmer Michael, Meister Konrad, Rieser Marcel, Nagel Kai, and Axhausen W, Kay. 2008. Agent-Based Simulation of Travel Demand: Structure and Computational Performance of MATSim-T. (July 2008), 37 p.https://doi.org/10.3929/ETHZ-A-005626451
[40]
Roberto Minerva, Gyu Myoung Lee, and Noel Crespi. 2020. Digital Twin in the IoT Context: A Survey on Technical Features, Scenarios, and Architectural Models. Proc. IEEE 108, 10 (Oct. 2020), 1785–1824. https://doi.org/10.1109/JPROC.2020.2998530
[41]
Steve Moffat, Mohammad Hammoudeh, and Robert Hegarty. 2017. A survey on ciphertext-policy attribute-based encryption (CP-ABE) approaches to data security on mobile devices and its application to IoT. In Proceedings of the International Conference on Future Networks and Distributed Systems.
[42]
Neda Mohammadi, Ambuz Vimal, and John E Taylor. [n. d.]. Knowledge Discovery in Smart City Digital Twins. ([n. d.]), 9.
[43]
H. Mroue, A. Nasser, S. Hamrioui, B. Parrein, E. Motta-Cruz, and G. Rouyer. 2018. MAC Layer-Based Evaluation of IoT Technologies: LoRa, SigFox and NB-IoT. In 2018 IEEE Middle East and North Africa Communications Conference (MENACOMM). IEEE, Jounieh, 1–5. https://doi.org/10.1109/MENACOMM.2018.8371016
[44]
Kai Nagel, Paula Stretz, Martin Pieck, Rick Donnelly, and Christopher L. Barrett. 1997. TRANSIMS Traffic Flow Characteristics. arxiv:adap-org/9710003
[45]
Johannes Nguyen, Simon T. Powers, Neil Urquhart, Thomas Farrenkopf, and Michael Guckert. 2021. An Overview of Agent-Based Traffic Simulators. Transportation Research Interdisciplinary Perspectives 12 (Dec. 2021), 100486. https://doi.org/10.1016/j.trip.2021.100486
[46]
Jan Remund and Stefan Müller. 2011. Solar Radiation and Uncertainty Information of Meteonorm 7. In Proceedings of the ISES Solar World Congress 2011. International Solar Energy Society, Kassel, Germany, 1–5. https://doi.org/10.18086/swc.2011.24.25
[47]
Vincent Rialle. [n. d.]. Villes intelligentes sources d’inspiration. ([n. d.]), 10.
[48]
Mohammad Safeeq and Ali Fares. 2011. Accuracy Evaluation of ClimGen Weather Generator and Daily to Hourly Disaggregation Methods in Tropical Conditions. Theoretical and Applied Climatology 106, 3-4 (Dec. 2011), 321–341. https://doi.org/10.1007/s00704-011-0438-4
[49]
Mustapha Saidallah, Abdeslam El Fergougui, and Abdelbaki Elbelrhiti Elalaoui. 2016. A Comparative Study of Urban Road Traffic Simulators. MATEC Web of Conferences 81 (2016), 05002. https://doi.org/10.1051/matecconf/20168105002
[50]
Khaled Shaaban and Inhi Kim. 2015. Comparison of SimTraffic and VISSIM Microscopic Traffic Simulation Tools in Modeling Roundabouts. Procedia Computer Science 52 (2015), 43–50. https://doi.org/10.1016/j.procs.2015.05.016
[51]
Souhila Silmi, Zouina Doukha, Rebiha Kemcha, and Samira Moussaoui. 2020. Wireless Sensor Networks Simulators and Testbeds. In Computer Science & Information Technology. AIRCC Publishing Corporation, 141–159. https://doi.org/10.5121/csit.2020.100912
[52]
Amir Sinaeepourfard, Jordi Garcia, Xavier Masip-Bruin, and Eva Marin-Tordera. [n. d.]. Fog-to-Cloud (F2C) Data Management for Smart Cities. ([n. d.]), 8.
[53]
Seungyoub Ssin, Hochul Cho, and Woontack Woo. [n. d.]. GeoVCM: Virtual Urban Digital Twin System Augmenting Virtual and Real Geo-spacial Data. ([n. d.]), 5.
[54]
M A Stoddard, L Etienne, M Fournier, R Pelot, and L Beveridge. 2016. Making Sense of Arctic Maritime Traffic Using the Polar Operational Limits Assessment Risk Indexing System (POLARIS). IOP Conference Series: Earth and Environmental Science 34 (April 2016), 012034. https://doi.org/10.1088/1755-1315/34/1/012034
[55]
Daniel(Jian) Sun, Lihui Zhang, and Fangxi Chen. 2013. Comparative Study on Simulation Performances of CORSIM and VISSIM for Urban Street Network. Simulation Modelling Practice and Theory 37 (Sept. 2013), 18–29. https://doi.org/10.1016/j.simpat.2013.05.007
[56]
Dinesh Thangavel, Xiaoping Ma, Alvin Valera, Hwee-Xian Tan, and Colin Keng-Yan Tan. 2014. Performance Evaluation of MQTT and CoAP via a Common Middleware. In 2014 IEEE Ninth International Conference on Intelligent Sensors, Sensor Networks and Information Processing (ISSNIP). IEEE, Singapore, 1–6. https://doi.org/10.1109/ISSNIP.2014.6827678
[57]
Nguyen Quoc Uy and Vu Hoai Nam. 2019. A Comparison of AMQP and MQTT Protocols for Internet of Things. In 2019 6th NAFOSTED Conference on Information and Computer Science (NICS). IEEE, Hanoi, Vietnam, 292–297. https://doi.org/10.1109/NICS48868.2019.9023812
[58]
Chenyu Wang, Zhipeng Cai, and Yingshu Li. 2022. Sustainable Blockchain-based Digital Twin Management Architecture for IoT Devices. IEEE Internet of Things Journal (2022), 1–1. https://doi.org/10.1109/JIOT.2022.3153653
[59]
Xiaoyong Wang, Haifeng Song, Wei Zha, Jing Li, and Hairong Dong. 2021. Digital Twin Based Validation Platform for Smart Metro Scenarios. In 2021 IEEE 1st International Conference on Digital Twins and Parallel Intelligence (DTPI). IEEE, Beijing, China, 386–389. https://doi.org/10.1109/DTPI52967.2021.9540161
[60]
Yutong Wang, Yansong Cao, and Fei-Yue Wang. 2021. Anomaly Detection in Digital Twin Model. In 2021 IEEE 1st International Conference on Digital Twins and Parallel Intelligence (DTPI). IEEE, Beijing, China, 208–211. https://doi.org/10.1109/DTPI52967.2021.9540116
[61]
Michael Weigelt. [n. d.]. Crowd Simulation. ([n. d.]), 30.
[62]
Xiaodong Xian, Weiren Shi, and He Huang. 2008. Comparison of OMNET++ and Other Simulator for WSN Simulation. In 2008 3rd IEEE Conference on Industrial Electronics and Applications. IEEE, Singapore, 1439–1443. https://doi.org/10.1109/ICIEA.2008.4582757
[63]
Andrea Zanella, Nicola Bui, Angelo Castellani, Lorenzo Vangelista, and Michele Zorzi. 2014. Internet of Things for Smart Cities. IEEE Internet of Things Journal 1, 1 (Feb. 2014), 22–32. https://doi.org/10.1109/JIOT.2014.2306328
[64]
Guobin Zhang and Xinying Wang. 2021. Digital Twin Modeling for Photovoltaic Panels Based on Hybrid Neural Network. In 2021 IEEE 1st International Conference on Digital Twins and Parallel Intelligence (DTPI). IEEE, Beijing, China, 90–93. https://doi.org/10.1109/DTPI52967.2021.9540210
[65]
Jun Zhang, Lin Li, Guanjun Lin, Da Fang, Yonghang Tai, and Jiechun Huang. 2020. Cyber Resilience in Healthcare Digital Twin on Lung Cancer. IEEE Access 8 (2020), 201900–201913. https://doi.org/10.1109/ACCESS.2020.3034324
[66]
Tan Yan Zhi, Cheu Ruey Long, and Lee Der Horng. 2005. COMPARISON OF PARAMICS AND GETRAM/AIMSUN FOR ITS SIMULATIONS. 45, 2 (2005), 19.
[67]
Peng Zhou, Siwei Jiang, Athirai Irissappane, Jie Zhang, Jianying Zhou, and Joseph Chee Ming Teo. 2015. Toward Energy-Efficient Trust System Through Watchdog Optimization for WSNs. IEEE Transactions on Information Forensics and Security 10, 3 (March 2015), 613–625. https://doi.org/10.1109/TIFS.2015.2389145

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ICFNDS '22: Proceedings of the 6th International Conference on Future Networks & Distributed Systems
December 2022
734 pages
ISBN:9781450399050
DOI:10.1145/3584202
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Published: 09 May 2023

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Author Tags

  1. Digital Twin
  2. Digital Twin simulator
  3. IoT
  4. data management
  5. smart cities
  6. user experience

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