posted on 2013-11-15, 16:47authored bySaeed Hajebi, Stephen Barrett, Aidan Clarke, Siobhán Clarke
In managing water supply, engineers often need to divide a
water distribution network (WDN) into smaller clusters.
Commonly, they work with District Meter Areas (DMA), a
discrete part of the system in which the quantities of water
entering and leaving the area are metered. The division of a
WDN into a collection of DMAs can be considered a graph
partitioning problem which is NP-Hard. Additionally, this
problem is constrained by the physical nature of the WDN
including the geographic location of the elements in the
network, the hydraulic features of the network, the
topography of the area, the demand patterns of the
consumers, and other factors. This research shows how to
solve this factoring problem by using a two-step algorithm. It
uses a k-means graph clustering algorithm to partition the
network geographically into a predefined number of clusters.
It then applies a multi-agent system negotiation mechanism
to adjust graph nodes on the boundary of all clusters to
account for the hydrological constraints. Despite the fact that
we do not consider all the necessary hydraulic factors, the
application of our method on a case study shows promising
results.
History
Publication
In 27th European Simulation and Modelling Conference - ESM’2013;