Skip to main content

2018 | OriginalPaper | Buchkapitel

Building a Data Pipeline for the Management and Processing of Urban Data Streams

verfasst von : Elarbi Badidi, Nouf El Neyadi, Meera Al Saeedi, Fatima Al Kaabi, Muthucumaru Maheswaran

Erschienen in: Handbook of Smart Cities

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Urban data streams (UDS) originate from various sensors and Internet of Things (IoT) devices deployed in smart cities as well as social media sources such as Twitter and Facebook. The large volumes of urban data need to be harnessed to help smart city stakeholders and applications make informed decisions on the fly. Furthermore, effective management and governance of smart city components relies on the ability to integrate and federate their data, process urban data streams locally, and use big data analytics. Data integration and interoperability is a challenging problem that smart cities are facing today. Successful data integration is crucial for improved services and governance. This chapter describes a framework that aims to serve in building a data pipeline for the acquisition and processing of urban data streams, urban data analytics, and creation of value-added services. The framework relies on latest technologies for data processing including IoT, edge computing, data integration techniques, cloud computing, and data analytics. The proposed platform will facilitate real-time event detection, notification of alerts, mining the opinions of citizens regarding the governance of their city, and building monitoring dashboards. A prototype of the platform is being implemented using the Kafka messaging platform.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

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!

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!

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!

Literatur
1.
Zurück zum Zitat Anastasi G et al. (2013) Urban and social sensing for sustainable mobility in smart cities. in Proc. IFIP/IEEE Int. Conf. Sustainable Internet ICT Sustainability, Palermo, Italy, pp. 1–4. Anastasi G et al. (2013) Urban and social sensing for sustainable mobility in smart cities. in Proc. IFIP/IEEE Int. Conf. Sustainable Internet ICT Sustainability, Palermo, Italy, pp. 1–4.
2.
Zurück zum Zitat Ciuccarelli P, Lupi G, Simeone L (2014) Visualizing the Data City: Social Media as a Source of Knowledge for Urban Planning and Management. Springer, Heidelberg.CrossRef Ciuccarelli P, Lupi G, Simeone L (2014) Visualizing the Data City: Social Media as a Source of Knowledge for Urban Planning and Management. Springer, Heidelberg.CrossRef
3.
Zurück zum Zitat Cugola G. and Margara A (2012) Processing flows of information: from data stream to complex event processing. ACM Comput. Surv. 44 (3) 15:1–15:62.CrossRef Cugola G. and Margara A (2012) Processing flows of information: from data stream to complex event processing. ACM Comput. Surv. 44 (3) 15:1–15:62.CrossRef
5.
Zurück zum Zitat Hashem I A T, Chang V, Anuar N B, Adewole K, Yaqoob I, Gani A, Ahmed E, and Chiroma H (2016) The role of big data in smart city. International Journal of Information Management, vol. 36, no. 5, pp. 748–758.CrossRef Hashem I A T, Chang V, Anuar N B, Adewole K, Yaqoob I, Gani A, Ahmed E, and Chiroma H (2016) The role of big data in smart city. International Journal of Information Management, vol. 36, no. 5, pp. 748–758.CrossRef
6.
Zurück zum Zitat Jugel U, Jerzak Z, Hackenbroich G, and Markl V (2014) M4 - A Visualization-Oriented Time Series Data Aggregation. PVLDB, Volume 7 Issue 10, pp. 797–808. Jugel U, Jerzak Z, Hackenbroich G, and Markl V (2014) M4 - A Visualization-Oriented Time Series Data Aggregation. PVLDB, Volume 7 Issue 10, pp. 797–808.
7.
Zurück zum Zitat Margara A, Urbani J, van Harmelen F, and Bal H (2014) Streaming the Web: Reasoning over dynamic data. Web Semantics: Science, Services and Agents on the World Wide Web, vol. 25, pp. 24–44.CrossRef Margara A, Urbani J, van Harmelen F, and Bal H (2014) Streaming the Web: Reasoning over dynamic data. Web Semantics: Science, Services and Agents on the World Wide Web, vol. 25, pp. 24–44.CrossRef
8.
Zurück zum Zitat Ramparany F and Cao Q H (2016) A semantic approach to IoT data aggregation and interpretation applied to home automation. Internationl Conference on Internet of Things and Applications (IOTA), pp. 23–28. Ramparany F and Cao Q H (2016) A semantic approach to IoT data aggregation and interpretation applied to home automation. Internationl Conference on Internet of Things and Applications (IOTA), pp. 23–28.
9.
Zurück zum Zitat Rosi A et al. (2011) Social sensors and pervasive services: Approaches and perspectives. Proc. IEEE Int. Conf. PERCOM Workshops, Seattle, WA, USA, pp. 525–530. Rosi A et al. (2011) Social sensors and pervasive services: Approaches and perspectives. Proc. IEEE Int. Conf. PERCOM Workshops, Seattle, WA, USA, pp. 525–530.
10.
Zurück zum Zitat Tim L M V, Birte U, Vignesh S, Maria E. N (2014) Analyzing Tweets to Aid Situational Awareness. Advances in Information Retrieval, Vol. 8416, Lecture Notes in Computer Science, pp. 700–705.CrossRef Tim L M V, Birte U, Vignesh S, Maria E. N (2014) Analyzing Tweets to Aid Situational Awareness. Advances in Information Retrieval, Vol. 8416, Lecture Notes in Computer Science, pp. 700–705.CrossRef
11.
Zurück zum Zitat Vaccari A, Liu L, Biderman A, Ratti C, Pereira F, Oliveirinha J, Gerber A (2009) A holistic framework for the study of urban traces and the profiling of urban processes and dynamics. Proc. 12th International IEEE Conference on Intelligent Transportation Systems, IEEE Press, New York, pp. 273–278. Vaccari A, Liu L, Biderman A, Ratti C, Pereira F, Oliveirinha J, Gerber A (2009) A holistic framework for the study of urban traces and the profiling of urban processes and dynamics. Proc. 12th International IEEE Conference on Intelligent Transportation Systems, IEEE Press, New York, pp. 273–278.
13.
Zurück zum Zitat Barnaghi P, Tönjes R, Höller J, Hauswirth M, Sheth A T, Anantharam P. (2015) Citypulse: Real-time iot stream processing and large-scale data analytics for smart city applications. ict-citypulse.eu Deliverable D.3.2: Data Federation and Aggregation in Large-Scale Urban Data Streams. Barnaghi P, Tönjes R, Höller J, Hauswirth M, Sheth A T, Anantharam P. (2015) Citypulse: Real-time iot stream processing and large-scale data analytics for smart city applications. ict-citypulse.eu Deliverable D.3.2: Data Federation and Aggregation in Large-Scale Urban Data Streams.
17.
Zurück zum Zitat Gyrard A and Serrano M (2016) Connected Smart Cities - Interoperability with SEG 3.0 for the Internet of Things. Advanced Information Networking and Applications(AINA 2016) Workshops. Gyrard A and Serrano M (2016) Connected Smart Cities - Interoperability with SEG 3.0 for the Internet of Things. Advanced Information Networking and Applications(AINA 2016) Workshops.
18.
Zurück zum Zitat Haas L M, Lin E T, and Roth M T (2002) Data integration through database federation. IBM Systems Journal, 41(4), pp. 578–596.CrossRef Haas L M, Lin E T, and Roth M T (2002) Data integration through database federation. IBM Systems Journal, 41(4), pp. 578–596.CrossRef
20.
Zurück zum Zitat Loshin D (2009) Data Consolidation and Integration. Master Data Management, Elsevier, pp. 177–199. Loshin D (2009) Data Consolidation and Integration. Master Data Management, Elsevier, pp. 177–199.
21.
Zurück zum Zitat Trilles S, Calia A, Belmonte Ó, Torres-Sospedra J, Montoliu R, and Huerta J (2016) Deployment of an open sensorized platform in a smart city context. Future Generation Computer Systems, vol. 76, pp. 221–233.CrossRef Trilles S, Calia A, Belmonte Ó, Torres-Sospedra J, Montoliu R, and Huerta J (2016) Deployment of an open sensorized platform in a smart city context. Future Generation Computer Systems, vol. 76, pp. 221–233.CrossRef
23.
Zurück zum Zitat Aloi G et al. (2016) A Mobile Multi-Technology Gateway to Enable IoT Interoperability. Proc. IEEE First International Conference on Internet-of-Things Design and Implementation (IoTDI), pp. 259–264. Aloi G et al. (2016) A Mobile Multi-Technology Gateway to Enable IoT Interoperability. Proc. IEEE First International Conference on Internet-of-Things Design and Implementation (IoTDI), pp. 259–264.
24.
Zurück zum Zitat Aloi G, Caliciuri G, Fortino G, Gravina R, Pace P, Russo W, Savaglio C (2017) Enabling IoT interoperability through opportunistic smartphone-based mobile gateways. J.Netw.Comput.Appl. 81, pp. 73–83.CrossRef Aloi G, Caliciuri G, Fortino G, Gravina R, Pace P, Russo W, Savaglio C (2017) Enabling IoT interoperability through opportunistic smartphone-based mobile gateways. J.Netw.Comput.Appl. 81, pp. 73–83.CrossRef
25.
Zurück zum Zitat Blackstock M and Lea R (2014) IoT interoperability: A hub-based approach. Proc. IEEE International Conference on the Internet of Things (IOT), pp. 79–84. Blackstock M and Lea R (2014) IoT interoperability: A hub-based approach. Proc. IEEE International Conference on the Internet of Things (IOT), pp. 79–84.
26.
Zurück zum Zitat Asensio A, Marco A, Blasco R, Casas R (2014) Protocol and Architecture to Bring Things into Internet of Things. International Journal of Distributed Sensor Networks, Article ID 158252. Asensio A, Marco A, Blasco R, Casas R (2014) Protocol and Architecture to Bring Things into Internet of Things. International Journal of Distributed Sensor Networks, Article ID 158252.
27.
Zurück zum Zitat Blackstock M, Kaviani N, Lea R, and Friday A (2010) MAGIC Broker 2: An open and extensible platform for the Internet of Things. Proc. the 2010 Internet of Things (IOT), pp. 1–8. Blackstock M, Kaviani N, Lea R, and Friday A (2010) MAGIC Broker 2: An open and extensible platform for the Internet of Things. Proc. the 2010 Internet of Things (IOT), pp. 1–8.
28.
Zurück zum Zitat Perera C, Jayaraman P P, Zaslavsky A, Christen P and Georgakopoulos D (2014) MOSDEN: An Internet of Things Middleware for Resource Constrained Mobile Devices. 47th Hawaii International Conference on System Sciences, Waikoloa, HI, pp. 1053–1062. Perera C, Jayaraman P P, Zaslavsky A, Christen P and Georgakopoulos D (2014) MOSDEN: An Internet of Things Middleware for Resource Constrained Mobile Devices. 47th Hawaii International Conference on System Sciences, Waikoloa, HI, pp. 1053–1062.
29.
Zurück zum Zitat Feng G, Intizar Ali M, Curry E, and Mileo A (2017) Semantic Discovery and Integration of Urban Data Streams, Future Generation Computer Systems, Volume 76 Issue C, pp. 561–58. Feng G, Intizar Ali M, Curry E, and Mileo A (2017) Semantic Discovery and Integration of Urban Data Streams, Future Generation Computer Systems, Volume 76 Issue C, pp. 561–58.
30.
Zurück zum Zitat Kettouch M, Luca C, Khorief O, Rui Wu and Dascalu S (2017) Semantic data management in Smart Cities. International Conference on Optimization of Electrical and Electronic Equipment (OPTIM 2017) & Intl Aegean Conference on Electrical Machines and Power Electronics (ACEMP 2017), pp. 1126–1131. Kettouch M, Luca C, Khorief O, Rui Wu and Dascalu S (2017) Semantic data management in Smart Cities. International Conference on Optimization of Electrical and Electronic Equipment (OPTIM 2017) & Intl Aegean Conference on Electrical Machines and Power Electronics (ACEMP 2017), pp. 1126–1131.
Metadaten
Titel
Building a Data Pipeline for the Management and Processing of Urban Data Streams
verfasst von
Elarbi Badidi
Nouf El Neyadi
Meera Al Saeedi
Fatima Al Kaabi
Muthucumaru Maheswaran
Copyright-Jahr
2018
DOI
https://doi.org/10.1007/978-3-319-97271-8_15