Development of a data driven FDD approach for building water networks: Water distribution system performance assessment rules

2020 ◽  
pp. 101773
Author(s):  
Sean Mulligan ◽  
Louise Hannon ◽  
Paraic Ryan ◽  
Sudeep Nair ◽  
Eoghan Clifford
Author(s):  
Adam Nowicki ◽  
Michał Grochowski ◽  
Kazimierz Duzinkiewicz

Kernel Principal Component Analysis (KPCA), an example of machine learning, can be considered a non-linear extension of the PCA method. While various applications of KPCA are known, this paper explores the possibility to use it for building a data-driven model of a non-linear system-the water distribution system of the Chojnice town (Poland). This model is utilised for fault detection with the emphasis on water leakage detection. A systematic description of the system’s framework is followed by evaluation of its performance. Simulations prove that the presented approach is both flexible and efficient.


Water ◽  
2019 ◽  
Vol 11 (5) ◽  
pp. 974 ◽  
Author(s):  
Donghwi Jung ◽  
Seungyub Lee ◽  
Joong Hoon Kim

The resilience of a water distribution system (WDS) is defined as its ability to prepare, respond to, and recover from a catastrophic failure event such as an earthquake or intentional contamination. Robustness (ROB), one of the components of resilience, is the ability to maintain functionality to meet customer demands. Recently, the traditional probability-based system performance perspective has begun to shift toward the ROB and system performance variation point of view. This paper provides a state-of-the-art review of WDS ROB-based approaches proposed in three research categories: Design, operation, and management. While few pioneering works have been published in the latter two areas, an ROB indicator was proposed and thoroughly investigated for WDS design. Then, some future works are recommended in each of the three domains to promote developments in WDS ROB. Finally, a brief summary of this paper is presented, from which the final conclusions of the state-of-the-art review and recommendations are drawn. The new paradigm of WDS ROB-based design, operation, and management is in its infant stage and should be carved out in future studies.


2019 ◽  
Vol 34 (1) ◽  
pp. 231-244
Author(s):  
Mouna Doghri ◽  
Sophie Duchesne ◽  
Annie Poulin ◽  
Jean-Pierre Villeneuve

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