학술논문

Adaptive MPC for Burst Incident Management in Water Distribution Networks
Document Type
Periodical
Source
IEEE Transactions on Control of Network Systems IEEE Trans. Control Netw. Syst. Control of Network Systems, IEEE Transactions on. 10(4):2060-2071 Dec, 2023
Subject
Communication, Networking and Broadcast Technologies
Robotics and Control Systems
Signal Processing and Analysis
Components, Circuits, Devices and Systems
Computing and Processing
Valves
Maintenance engineering
Costs
Hydraulic systems
Adaptive control
Optimal control
Burst switching
Nonlinear systems
Scheduling algorithms
Water resources
Pumps
Burst management
model predictive control (MPC)
nonlinear programming
pressure-induced leakage
pump scheduling
water networks
Language
ISSN
2325-5870
2372-2533
Abstract
This article investigates an adaptive control strategy which takes advantage of remotely actuated pumps and valves to improve the performance of water distribution networks (WDN) during burst incidents. The proposed strategy relies on a model predictive control to switch between problem formulations corresponding to normal operating conditions and burst conditions. The optimal control problems are formulated as nonconvex nonlinear programs, where the action of fixed-speed pumps and control valves (nonreturn and bidirectional) is modeled exactly and burst remedial interventions are represented using time-dependent connectivity matrices. We propose an efficient solution method based on reformulations and approximations of the nonconvex objectives and constraints and apply the proposed strategy to the adaptive control of an operational WDN during a burst incident. The numerical experiments show that the computed burst control settings allow to partially or completely restore customer supply following the detection of a burst while maintaining minimum water levels in the network tanks and without increasing the cost of pumping operations. The results suggest that the proposed adaptive control strategy can be implemented alone, to mitigate the impact of bursts incidents in WDNs at minimum cost, or to complement traditional remedial interventions.