Taking care of our drinking water: Dealing with Sensor Faults in Water Distribution Networks

Vaquet V, Artelt A, Brinkrolf J, Hammer B (Accepted)
Presented at the 31st International Conference on Artificial Neural Networks, Bristol.

Konferenzbeitrag | Angenommen | Englisch
 
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Abstract / Bemerkung
The water supply is part of the critical infrastructure as the accessibility of clean drinking water is crucial to ensure the health of the people. To guarantee the availability of fresh water, efficient and reliable water distribution networks are crucial. Monitoring these systems is necessary to avoid deterioration in water quality, deal with leakages and prevent cyber-physical attacks. While the installation of a growing amount of sensors is increasing the possibilities to monitor the system, considering the control of the senors becomes another challenge as sensor faults negatively influence the reliability of systems dealing with leakages and monitoring water quality. In this work, we aim to overcome the negative implications induced by sensor faults by using a sensor fault monitoring system based on three steps. First, established residual based fault detection is applied. We extend this method to a fault isolation technique and finally propose fault accommodation by standard imputation techniques and different types of virtual sensors.
Erscheinungsjahr
2022
Konferenz
31st International Conference on Artificial Neural Networks
Konferenzort
Bristol
Konferenzdatum
2022-09-06 – 2022-09-09
Page URI
https://pub.uni-bielefeld.de/record/2962650

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Vaquet V, Artelt A, Brinkrolf J, Hammer B. Taking care of our drinking water: Dealing with Sensor Faults in Water Distribution Networks. Presented at the 31st International Conference on Artificial Neural Networks, Bristol.
Vaquet, V., Artelt, A., Brinkrolf, J., & Hammer, B. (Accepted). Taking care of our drinking water: Dealing with Sensor Faults in Water Distribution Networks. Presented at the 31st International Conference on Artificial Neural Networks, Bristol.
Vaquet, V., Artelt, A., Brinkrolf, J., and Hammer, B. (Accepted).“Taking care of our drinking water: Dealing with Sensor Faults in Water Distribution Networks”. Presented at the 31st International Conference on Artificial Neural Networks, Bristol.
Vaquet, V., et al., Accepted. Taking care of our drinking water: Dealing with Sensor Faults in Water Distribution Networks. Presented at the 31st International Conference on Artificial Neural Networks, Bristol.
V. Vaquet, et al., “Taking care of our drinking water: Dealing with Sensor Faults in Water Distribution Networks”, Presented at the 31st International Conference on Artificial Neural Networks, Bristol, Accepted.
Vaquet, V., Artelt, A., Brinkrolf, J., Hammer, B.: Taking care of our drinking water: Dealing with Sensor Faults in Water Distribution Networks. Presented at the 31st International Conference on Artificial Neural Networks, Bristol (Accepted).
Vaquet, Valerie, Artelt, André, Brinkrolf, Johannes, and Hammer, Barbara. “Taking care of our drinking water: Dealing with Sensor Faults in Water Distribution Networks”. Presented at the 31st International Conference on Artificial Neural Networks, Bristol, Accepted.
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2022-04-29T09:37:38Z
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