Skip to main content

2017 | OriginalPaper | Buchkapitel

Cost-Precision Tradeoffs in 3D Air Pollution Mapping Using WSN

verfasst von : Ahmed Boubrima, Walid Bechkit, Hervé Rivano, Lionel Soulhac

Erschienen in: Advances in Ubiquitous Networking 2

Verlag: Springer Nature Singapore

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

search-config
loading …

Abstract

Air pollution has become a major issue of modern megalopolis, where the majority of world population lives. Measuring air pollution levels is an important step in designing and assessing air quality related public policies. Unfortunately, existing solutions are inadequate to get insights on the real exposition of citizens. In particular, high quality sensors deployed today are too large and too costly to envision a three dimensional deployment at the scale of a street. In this paper, we investigate the deployment of wireless sensor networks (WSN) used for building a three-dimensional mapping of pollution concentrations. We consider in our simulations a 3D model of air pollution dispersion based on real experiments performed in wind tunnels emulating the pollution emitted by a steady state traffic flow in a typical street canyon. Our contribution is to analyze the performances of different 3D WSN topologies in terms of the trade-off between the economical cost of the infrastructure and the quality of the reconstructed air pollution mapping.

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 Boubrima, A., Bechkit, W., Rivano, H.: Optimal deployment of dense wsn for error bounded air pollution mapping. In: International Conference on Distributed Computing in Sensor Systems (DCOSS 2016). IEEE (2016) Boubrima, A., Bechkit, W., Rivano, H.: Optimal deployment of dense wsn for error bounded air pollution mapping. In: International Conference on Distributed Computing in Sensor Systems (DCOSS 2016). IEEE (2016)
2.
Zurück zum Zitat Chakrabarty, K., Iyengar, S.S., Qi, H., Cho, E.: Grid coverage for surveillance and target location in distributed sensor networks. IEEE Trans. Comput. 51(12), 1448–1453 (2002)MathSciNetCrossRefMATH Chakrabarty, K., Iyengar, S.S., Qi, H., Cho, E.: Grid coverage for surveillance and target location in distributed sensor networks. IEEE Trans. Comput. 51(12), 1448–1453 (2002)MathSciNetCrossRefMATH
3.
Zurück zum Zitat Devarakonda, S., Sevusu, P., Liu, H., Liu, R., Iftode, L., Nath, B.: Real-time air quality monitoring through mobile sensing in metropolitan areas. In: Proceedings of the 2nd ACM SIGKDD International Workshop on Urban Computing. p. 15. ACM (2013) Devarakonda, S., Sevusu, P., Liu, H., Liu, R., Iftode, L., Nath, B.: Real-time air quality monitoring through mobile sensing in metropolitan areas. In: Proceedings of the 2nd ACM SIGKDD International Workshop on Urban Computing. p. 15. ACM (2013)
4.
Zurück zum Zitat Hasenfratz, D., Saukh, O., Walser, C., Hueglin, C., Fierz, M., Thiele, L.: Pushing the spatio-temporal resolution limit of urban air pollution maps. In: 2014 IEEE International Conference on Pervasive Computing and Communications (PerCom), pp. 69–77. IEEE (2014) Hasenfratz, D., Saukh, O., Walser, C., Hueglin, C., Fierz, M., Thiele, L.: Pushing the spatio-temporal resolution limit of urban air pollution maps. In: 2014 IEEE International Conference on Pervasive Computing and Communications (PerCom), pp. 69–77. IEEE (2014)
5.
Zurück zum Zitat Hoek, G., Beelen, R., De Hoogh, K., Vienneau, D., Gulliver, J., Fischer, P., Briggs, D.: A review of land-use regression models to assess spatial variation of outdoor air pollution. Atmos. Environ. 42(33), 7561–7578 (2008)CrossRef Hoek, G., Beelen, R., De Hoogh, K., Vienneau, D., Gulliver, J., Fischer, P., Briggs, D.: A review of land-use regression models to assess spatial variation of outdoor air pollution. Atmos. Environ. 42(33), 7561–7578 (2008)CrossRef
6.
Zurück zum Zitat Jerrett, M., Arain, A., Kanaroglou, P., Beckerman, B., Potoglou, D., Sahsuvaroglu, T., Morrison, J., Giovis, C.: A review and evaluation of intraurban air pollution exposure models. J. Exposure Sci. Environ. Epidemiol. 15(2), 185–204 (2005)CrossRef Jerrett, M., Arain, A., Kanaroglou, P., Beckerman, B., Potoglou, D., Sahsuvaroglu, T., Morrison, J., Giovis, C.: A review and evaluation of intraurban air pollution exposure models. J. Exposure Sci. Environ. Epidemiol. 15(2), 185–204 (2005)CrossRef
7.
Zurück zum Zitat Kumar, A., Kim, H., Hancke, G.P.: Environmental monitoring systems: a review. Sens. J. IEEE 13(4), 1329–1339 (2013)CrossRef Kumar, A., Kim, H., Hancke, G.P.: Environmental monitoring systems: a review. Sens. J. IEEE 13(4), 1329–1339 (2013)CrossRef
8.
Zurück zum Zitat Marjovi, A., Arfire, A., Martinoli, A.: High resolution air pollution maps in urban environments using mobile sensor networks. In: 2015 International Conference on Distributed Computing in Sensor Systems (DCOSS), pp. 11–20. IEEE (2015) Marjovi, A., Arfire, A., Martinoli, A.: High resolution air pollution maps in urban environments using mobile sensor networks. In: 2015 International Conference on Distributed Computing in Sensor Systems (DCOSS), pp. 11–20. IEEE (2015)
9.
Zurück zum Zitat Marshall, J.D., Nethery, E., Brauer, M.: Within-urban variability in ambient air pollution: comparison of estimation methods. Atmos. Environ. 42(6), 1359–1369 (2008)CrossRef Marshall, J.D., Nethery, E., Brauer, M.: Within-urban variability in ambient air pollution: comparison of estimation methods. Atmos. Environ. 42(6), 1359–1369 (2008)CrossRef
10.
Zurück zum Zitat Mead, M., Popoola, O., Stewart, G., Landshoff, P., Calleja, M., Hayes, M., Baldovi, J., McLeod, M., Hodgson, T., Dicks, J., et al.: The use of electrochemical sensors for monitoring urban air quality in low-cost, high-density networks. Atmos. Environ. 70, 186–203 (2013)CrossRef Mead, M., Popoola, O., Stewart, G., Landshoff, P., Calleja, M., Hayes, M., Baldovi, J., McLeod, M., Hodgson, T., Dicks, J., et al.: The use of electrochemical sensors for monitoring urban air quality in low-cost, high-density networks. Atmos. Environ. 70, 186–203 (2013)CrossRef
11.
Zurück zum Zitat Rajasegarar, S., Havens, T.C., Karunasekera, S., Leckie, C., Bezdek, J.C., Jamriska, M., Gunatilaka, A., Skvortsov, A., Palaniswami, M.: High-resolution monitoring of atmospheric pollutants using a system of low-cost sensors. IEEE Trans. Geosci. Remote Sens. 52(7), 3823–3832 (2014)CrossRef Rajasegarar, S., Havens, T.C., Karunasekera, S., Leckie, C., Bezdek, J.C., Jamriska, M., Gunatilaka, A., Skvortsov, A., Palaniswami, M.: High-resolution monitoring of atmospheric pollutants using a system of low-cost sensors. IEEE Trans. Geosci. Remote Sens. 52(7), 3823–3832 (2014)CrossRef
12.
Zurück zum Zitat Salizzoni, P., Soulhac, L., Mejean, P.: Street canyon ventilation and atmospheric turbulence. Atmos. Environ. 43 (2009) Salizzoni, P., Soulhac, L., Mejean, P.: Street canyon ventilation and atmospheric turbulence. Atmos. Environ. 43 (2009)
16.
Zurück zum Zitat Wong, D.W., Yuan, L., Perlin, S.A.: Comparison of spatial interpolation methods for the estimation of air quality data. J. Exposure Sci. Environ. Epidemiol. 14(5), 404–415 (2004)CrossRef Wong, D.W., Yuan, L., Perlin, S.A.: Comparison of spatial interpolation methods for the estimation of air quality data. J. Exposure Sci. Environ. Epidemiol. 14(5), 404–415 (2004)CrossRef
17.
Zurück zum Zitat Yick, J., Mukherjee, B., Ghosal, D.: Wireless sensor network survey. Comput. Netw. 52(12), 2292–2330 (2008)CrossRef Yick, J., Mukherjee, B., Ghosal, D.: Wireless sensor network survey. Comput. Netw. 52(12), 2292–2330 (2008)CrossRef
18.
Zurück zum Zitat Younis, M., Akkaya, K.: Strategies and techniques for node placement in wireless sensor networks: a survey. Ad Hoc Netw. 6(4), 621–655 (2008)CrossRef Younis, M., Akkaya, K.: Strategies and techniques for node placement in wireless sensor networks: a survey. Ad Hoc Netw. 6(4), 621–655 (2008)CrossRef
19.
Zurück zum Zitat Zhu, C., Zheng, C., Shu, L., Han, G.: A survey on coverage and connectivity issues in wireless sensor networks. J. Netw. Comput. Appl. 35(2), 619–632 (2012)CrossRef Zhu, C., Zheng, C., Shu, L., Han, G.: A survey on coverage and connectivity issues in wireless sensor networks. J. Netw. Comput. Appl. 35(2), 619–632 (2012)CrossRef
Metadaten
Titel
Cost-Precision Tradeoffs in 3D Air Pollution Mapping Using WSN
verfasst von
Ahmed Boubrima
Walid Bechkit
Hervé Rivano
Lionel Soulhac
Copyright-Jahr
2017
Verlag
Springer Nature Singapore
DOI
https://doi.org/10.1007/978-981-10-1627-1_15

Neuer Inhalt