A Two-stage Calibration for Detection of Leakage Hotspots in a Real Water Distribution Network. (2017)

• Record Type: Journal Article
• Authors: Sophocleous, Sophocles; Savić, Dragan A.; Kapelan, Zoran; Giustolisi, Orazio
• Is Part Of: Procedia engineering. Volume 186(2017)
• Page Start: 168
• Page End: 176
• Publication Date: 2017
• Subjects: Calibration -- Leakage Detection -- Optimisation -- Valve Status -- Hydraulic Model; Engineering -- Congresses; Engineering -- Periodicals; Engineering; Conference proceedings; Periodicals; 620.005
• DOI: 10.1016/j.proeng.2017.03.223
• Languages: English
• ISSNs: 1877-7058

Abstract

Abstract: The paper presents a two-stage approach for solving a calibration-based problem for the ultimate purpose of detecting leakage hotspots. This is compared with a one-stage approach. A Genetic Algorithm is used to solve optimization problems of searching for calibration parameters values, while minimizing the differences between observations and model predictions. The approach takes into account suspect valves with unknown status, as well as pipes with incorrect roughness values and nodal leakage. The methodology also takes advantage of a new approach to reducing solution search space size for the optimisation problems. These problems are then solved for different leakage scenarios. Artificial calibration data are generated by means of hydraulic modelling employed to mimic planned hydrant discharges during a low demand period, combined with step tests. The case study demonstrates the improved leakage detection and model calibration of the two-stage calibration approach relative to the one-stage approach, which considers all calibration parameters together. This can result in a useful practical network operation tool.