`Just One More Sensor is Enough' -- Iterative Water Leak Localization with Physical Simulation and a Small Number of Pressure Sensors
<|reference_start|>`Just One More Sensor is Enough' -- Iterative Water Leak Localization with Physical Simulation and a Small Number of Pressure Sensors: In this article, we propose an approach to leak localisation in a complex water delivery grid with the use of data from physical simulation (e.g. EPANET software). This task is usually achieved by a network of multiple water pressure sensors and analysis of the so-called sensitivity matrix of pressure differences between the network's simulated data and actual data of the network affected by the leak. However, most algorithms using this approach require a significant number of pressure sensors -- a condition that is not easy to fulfil in the case of many less equipped networks. Therefore, we answer the question of whether leak localisation is possible by utilising very few sensors but having the ability to relocate one of them. Our algorithm is based on physical simulations (EPANET software) and an iterative scheme for mobile sensor relocation. The experiments show that the proposed system can equalise the low number of sensors with adjustments made for their positioning, giving a very good approximation of leak's position both in simulated cases and real-life example taken from BattLeDIM competition L-Town data.<|reference_end|>
@article{cholewa2024`just,
    title={`Just One More Sensor is Enough' -- Iterative Water Leak Localization
  with Physical Simulation and a Small Number of Pressure Sensors},
    author={Micha{l} Cholewa, Micha{l} Romaszewski, Przemys{l}aw G{l}omb,
  Katarzyna Ko{l}odziej, Micha{l} Gorawski, Jakub Koral, Wojciech Koral,
  Andrzej Madej, Kryspin Musio{l}},
    journal={arXiv preprint arXiv:2406.19900},
    year={2024},
    archivePrefix={arXiv},
    eprint={2406.19900},
    primaryClass={eess.SY cs.LG cs.SY}
}