Top

Published in:

2021 | OriginalPaper | Chapter

A Real-Time Integration of Semantic Annotations into Air Quality Monitoring Sensor Data

Authors : Besmir Sejdiu, Florije Ismaili, Lule Ahmedi

Published in: Software Technologies

Publisher: Springer International Publishing

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

search-config

AI-assisted search

Off

Abstract

Nowadays, air pollution is one of the most serious problems in the world, therefore the real-time monitoring air quality is considered as necessity. Internet of Things (IoT) devices, such as sensors, enable real-time air quality monitoring, which produce sensed data continuously in the stream data, and transmit these data to a centralized server. Raw sensor stream data is useless unless properly annotated. Hence, the researchers proposed Semantic Sensor Web (SSW), which is a combination of Sensor Web and technologies of Semantic Web. However, how to advance techniques for integration of the semantic annotations in real-time is still an open issue that should be addressed. This research focuses on real-time integration of semantics into heterogeneous sensor stream data with context in the IoT. In this context, an IoT real-time air quality monitoring system and different semantic annotations are developed for sensor stream data in the format of Sensor Observation Service (SOS).

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 MLCA: A Model-Learning-Checking Approach for IoT Systems

next chapter On Improvement of Formal Verification of Reconfigurable Real-Time Systems Using TCTL and CTL-Based Properties on IaaS Cloud Environment

http://spark.apache.org.

https://kafka.apache.org.

http://cassandra.apache.org.

http://ihmk-rks.net/.

https://www.epa.gov.

Aggarwal, C.C., Ashish, N., Sheth, A.: The internet of things: a survey from the data-centric perspective. In: Aggarwal, C.C. (ed.) Managing and Mining Sensor Data, pp. 383–428. Springer, Boston (2013). https://doi.org/10.1007/978-1-4614-6309-2_12CrossRef

Aqicn: API – Air Quality Programmatic APIs. https://aqicn.org/api. Accessed 20 Feb 2020

Barnaghi, P., Wang, W., Henson, C., Taylor, K.: Semantics for the Internet of Things: early progress and back to the future. Int. J. Semant. Web Inf. Syst. (IJSWIS) 8(1), 1–21 (2012)CrossRef

Bröring, A., Stasch, C., Echterhoff, J.: OGC sensor observation service interface standard. Open Geospatial Consortium Interface Standard, 12-006 (2012)

Elnahrawy, E.: Research directions in sensor data streams: solutions and challenges. Rutgers University, Technical report. DCIS-TR-527 (2003)

Gorasiya, D.V.: Comparison of open-source data stream processing engines: spark streaming, flink and storm. Technical report (2019). https://doi.org/10.13140/RG.2.2.16747.49440

Henson, C.A., Pschorr, J.K., Sheth, A.P., Thirunarayan, K.: SemSOS: semantic sensor observation service. In: International Symposium on Collaborative Technologies and Systems, CTS 2009, pp. 44–53. IEEE (2009)

Jirka, S., Stasch, Ch., Bröring, A.: OGC Best Practice for Sensor Web Enablement, Lightweight SOS Profile for Stationary In-Situ Sensors. Open Geospatial Consortium. Version 1.0, ref. no. 11-169r1 (2014)

Kafka Apache: Kafka Apache – A distributed streaming platform. https://kafka.apache.org. Accessed 15 Feb 2020

10.

Karimov, J., Rabl, T., Katsifodimos, A., Samarev, R., Heiskanen, H., Markl, V.: Benchmarking distributed stream data processing systems. In: Proceedings of the IEEE 34th International Conference on Data Engineering (ICDE), Paris, France (2018)

11.

Lee, Y.J., Trevathan, J., Atkinson, I., Read, W.: The integration, analysis and visualization of sensor data from dispersed wireless sensor network systems using the SWE framework. J. Telecommun. Inf. Technol. 4, 86 (2015)

12.

OGC Standards: Open Geospatial Consortium (OGC). https://www.ogc.org/docs/is/. Accessed 05 Jan 2020

13.

Pradilla, J., Palau, C., Esteve, M.: SOSLITE: Lightweight Sensor Observation Service (SOS) for the Internet of Things (IOT). ITU Kaleidoscope: Trust in the Information Society, Barcelona (2016)

14.

Sejdiu, B., Ismaili, F., Ahmedi, L.: Integration of semantics into sensor data for the IoT - a systematic literature review. Int. J. Semant. Web Inf. Syst. (IJSWIS) 16(4), Article 1 (2020)

15.

Sejdiu, B., Ismaili, F., Ahmedi, L.: A real-time integration of semantics into heterogeneous sensor stream data with context in the Internet of Things. In: The 15th International Conference on Software Technologies (ICSOFT 2020), Lieusaint - Paris, France, 07–09 July 2020 (2020)

16.

Sejdiu, B., Ismaili, F., Ahmedi, L.: A management model of real-time integrated semantic annotations to the sensor stream data for the IoT. In: The 16th International Conference on Web Information Systems and Technologies (WEBIST 2020), Budapest, Hungary, 03–05 November 2020 (2020)

17.

Sheth, A., Henson, C., Sahoo, S.: Semantic sensor web. IEEE Internet Comput. 12(4), 78–83 (2008). https://doi.org/10.1109/MIC.2008.87CrossRef

18.

W3C Semantic Sensor Network Incubator Group (SSN-XG): Semantic Sensor Network Ontology. https://www.w3.org/2005/Incubator/ssn/ssnx/ssn. Accessed 25 Feb 2020

Title: A Real-Time Integration of Semantic Annotations into Air Quality Monitoring Sensor Data
Authors: Besmir Sejdiu
Florije Ismaili
Lule Ahmedi
Publisher: Springer International Publishing
Book: Software Technologies
Print ISBN: 978-3-030-83006-9

Electronic ISBN: 978-3-030-83007-6

Copyright Year: 2021
DOI: https://doi.org/10.1007/978-3-030-83007-6_5

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