Top

Published in:

2021 | OriginalPaper | Chapter

Profile-Driven Synthetic Trajectories Generation to Enhance Smart System Solutions

Authors : Radosław Klimek, Arkadiusz Olesek

Published in: Computational Science – ICCS 2021

Publisher: Springer International Publishing

Activate our intelligent search to find suitable subject content or patents.

search-config

AI-assisted search

Off

Abstract

The knowledge of the individual trajectories of citizens’ mobility in the urban space is critical for smart cities. The data concerning trajectories from the providers of mobile phone services are still difficult to be obtained in practice and one of the considerable obstacles here are legal aspects. We have designed and implemented the tourist trajectories generator for objects located in a selected but arbitrary urban area. A generation process is based on the random selection of the pre-defined profiles of tourist activeness, including mobility patterns. It is possible to generate a practically unlimited number of trajectories, if needed, and they may also be directed at the certain specific types of behaviours. Thus obtained large sets of data may be used for understanding urban behaviours, calibrating urban models, recommending systems under construction, as well as anticipating the smart city further software testing.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

über 102.000 Bücher
über 537 Zeitschriften

aus folgenden Fachgebieten:

Automobil + Motoren
Bauwesen + Immobilien
Business IT + Informatik
Elektrotechnik + Elektronik
Energie + Nachhaltigkeit
Finance + Banking
Management + Führung
Marketing + Vertrieb
Maschinenbau + Werkstoffe
Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

inform now

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

über 67.000 Bücher
über 390 Zeitschriften

aus folgenden Fachgebieten:

Automobil + Motoren
Bauwesen + Immobilien
Business IT + Informatik
Elektrotechnik + Elektronik
Energie + Nachhaltigkeit
Maschinenbau + Werkstoffe

Jetzt Wissensvorsprung sichern!

inform now

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

über 67.000 Bücher
über 340 Zeitschriften

aus folgenden Fachgebieten:

Bauwesen + Immobilien
Business IT + Informatik
Finance + Banking
Management + Führung
Marketing + Vertrieb
Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

inform now

previous chapter Dynamic Pricing and Discounts by Means of Interactive Presentation Systems in Stationary Point of Sales

next chapter Augmenting Automatic Clustering with Expert Knowledge and Explanations

Ahas, R., Aasa, A., Roose, A., Ülar Mark, Silm, S.: Evaluating passive mobile positioning data for tourism surveys: an Estonian case study. Tour. Manag. 29(3), 469–486 (2008). https://doi.org/10.1016/j.tourman.2007.05.014

Calabrese, F., Colonna, M., Lovisolo, P., Parata, D., Ratti, C.: Real-time urban monitoring using cell phones: a case study in Rome. IEEE Trans. Intell. Transp. Syst. 12(1), 141–151 (2011). https://doi.org/10.1109/TITS.2010.2074196CrossRef

Giurlanda, F., Perazzo, P., Dini, G.: HUMsim: a privacy-oriented human mobility simulator. In: Kanjo, E., Trossen, D. (eds.) S-CUBE 2014. LNICST, vol. 143, pp. 61–70. Springer, Cham (2015). https://doi.org/10.1007/978-3-319-17136-4_7CrossRef

Gonzalez, M.C., Hidalgo, C.A., Barabasi, A.L.: Understanding individual human mobility patterns. Nature 453(7196), 779–782 (2008). https://doi.org/10.1038/nature06958CrossRef

Klimek, R.: Exploration of human activities using message streaming brokers and automated logical reasoning for ambient-assisted services. IEEE Access 6, 27127–27155 (2018). https://doi.org/10.1109/ACCESS.2018.2834532CrossRef

Klimek, R.: Towards recognising individual behaviours from pervasive mobile datasets in urban spaces. Sustainability 11(6), 1–25 (2019). https://doi.org/10.3390/su11061563CrossRef

Kwan, M., Cartwright, W., Arrowsmith, C.: Tracking movements with mobile phone billing data: a case study with publicly-available data. In: Gartner, G., Ortag, F. (eds.) Advances in Location-Based Services, pp. 109–117. Springer, Berlin (2012). https://doi.org/10.1007/978-3-642-24198-7_7

Olesek, A.: Mobile phone trajectory generator using user profiles [in Polish]. Master thesis. AGH University of Science and Technology (2020). Supervisor: Radosław Klimek

Pappalardo, L., Simini, F.: Data-driven generation of spatio-temporal routines in human mobility. Data Min. Knowl. Disc. 32(3), 787–829 (2017). https://doi.org/10.1007/s10618-017-0548-4MathSciNetCrossRef

10.

Pelekis, N., Ntrigkogias, C., Tampakis, P., Sideridis, S., Theodoridis, Y.: Hermoupolis: a trajectory generator for simulating generalized mobility patterns. In: Blockeel, H., Kersting, K., Nijssen, S., Železný, F. (eds.) ECML PKDD 2013. LNCS (LNAI), vol. 8190, pp. 659–662. Springer, Heidelberg (2013). https://doi.org/10.1007/978-3-642-40994-3_49CrossRef

11.

Renso, C., et al.: Wireless network data sources: tracking and synthesizing trajectories. In: Giannotti, F., Pedreschi, D. (eds.) Mobility, Data Mining and Privacy, pp. 73–100. Springer, Berlin (2008). https://doi.org/10.1007/978-3-540-75177-9_4

12.

Uhlirz, M.: A market and user view on LBS. In: Gartner, G., Cartwright, W., Peterson, M.P. (eds.) Location Based Services and TeleCartography, pp. 47–58. Springer, Berlin (2007). https://doi.org/10.1007/978-3-540-36728-4_4

13.

Zhou, F., Yin, R., Trajcevski, G., Zhang, K., Wu, J., Khokhar, A.: Improving human mobility identification with trajectory augmentation. GeoInformatica 1–31 (2019)

Title: Profile-Driven Synthetic Trajectories Generation to Enhance Smart System Solutions
Authors: Radosław Klimek
Arkadiusz Olesek
Publisher: Springer International Publishing
Book: Computational Science – ICCS 2021
Print ISBN: 978-3-030-77969-6

Electronic ISBN: 978-3-030-77970-2

Copyright Year: 2021
DOI: https://doi.org/10.1007/978-3-030-77970-2_47

Springer Professional

Abstract

Please log in to get access to your license.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Springer Professional "Technik"

Springer Professional "Wirtschaft"

Premium Partner