• DocumentCode
    1783799
  • Title

    Optimal sensor placement for bacteria detection in water distribution networks

  • Author

    Bertoldi, Antonio ; Athanasiou, Georgia ; Fischione, Carlo

  • Author_Institution
    Autom. Control Dept., KTH R. Institue of Technol., Stockholm, Sweden
  • fYear
    2014
  • fDate
    21-23 May 2014
  • Firstpage
    248
  • Lastpage
    253
  • Abstract
    The real-time detection of bacteria and other bio-pollutants in water distribution networks and the real-time control of the water quality is made possible by new biosensors. However, the limited communication capabilities of these sensors, which are placed underground, and their limited number, due to their high cost, pose significant challenges in the deployment and the reliable monitoring. This paper presents a preliminary study concerning the problem of the static optimal sensor placement of a wireless biosensor network in a water distribution network for real-time detection of bacterial contamination. An optimal sensor placement strategy is proposed, which maximizes the probability of detection considering a limited number of sensors while ensuring a connected communication topology. A lightweight algorithm that solves the optimal placement problem is developed. The performance of the proposed algorithm is evaluated through simulations, considering different network topologies using a water pipelines emulator. The results indicate that the proposed optimization outperforms more traditional approaches in terms of detection probability. It is concluded that the availability of a dynamic model of the bacterial propagation along with a spatio-temporal correlation of the process could lead to a more advanced real-time control of the water distribution networks.
  • Keywords
    biosensors; contamination; microorganisms; pipelines; probability; reliability; sensor placement; water pollution control; water quality; water supply; wireless sensor networks; bacterial contamination detection; bacterial propagation; biopollutant detection; connected communication network topology; lightweight algorithm; probability; spatiotemporal correlation; static optimal sensor placement; water distribution network; water pipeline emulator; water quality control; wireless biosensor network; Contamination; Microorganisms; Network topology; Optimization; Topology; Vectors; Water pollution; Real-time detection of bacteria; biosensors; optimal sensor placement; wireless sensor networks;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Communications, Control and Signal Processing (ISCCSP), 2014 6th International Symposium on
  • Conference_Location
    Athens
  • Type

    conf

  • DOI
    10.1109/ISCCSP.2014.6877861
  • Filename
    6877861