Optimal Scheduling of Water Distribution Systems

With dynamic electricity pricing, the operation of water distribution systems (WDS) is expected to become more variable. The pumps moving water from reservoirs to tanks and consumers can serve as energy storage alternatives if properly operated. Nevertheless, optimal WDS scheduling is challenged by the hydraulic law, according to which the pressure along a pipe drops proportionally to its squared water flow (WF). The optimal water flow (OWF) task is formulated here as a mixed-integer nonconvex problem incorporating flow and pressure constraints, critical for the operation of fixed-speed pumps, tanks, reservoirs, and pipes. The hydraulic constraints of the OWF problem are subsequently relaxed to second-order cone constraints. To restore feasibility of the original nonconvex constraints, a penalty term is appended to the objective of the relaxed OWF. The modified problem can be solved as a mixed-integer second-order cone program, which is analytically shown to yield WDS-feasible minimizers under certain sufficient conditions. Under these conditions, by suitably weighting the penalty term, the minimizers of the relaxed problem can attain arbitrarily small optimality gaps, thus providing OWF solutions. Numerical tests using real-world demands and prices on benchmark WDS demonstrate the relaxation to be exact even for setups where the sufficient conditions are not met.

[1]  Zoran Kapelan,et al.  Real-Time Multiobjective Optimization of Operation of Water Supply Systems , 2015 .

[2]  Bradley Eck,et al.  Valve Placement in Water Networks: Mixed-Integer Non-Linear Optimization with Quadratic Pipe Friction , 2012 .

[3]  Hanif D. Sherali,et al.  Enhanced lower bounds for the global optimization of water distribution networks , 1998 .

[4]  Z. Geem Optimal Design of Water Distribution Networks Using Harmony Search , 2009 .

[5]  El-Houssaine Aghezzaf,et al.  Optimising production and distribution operations in large water supply networks: A piecewise linear optimisation approach , 2013 .

[6]  Changhong Zhao,et al.  Optimal Water–Power Flow-Problem: Formulation and Distributed Optimal Solution , 2017, IEEE Transactions on Control of Network Systems.

[7]  Vassilis Kekatos,et al.  On the Flow Problem in Water Distribution Networks: Uniqueness and Solvers , 2019, IEEE Transactions on Control of Network Systems.

[8]  Gordon F. Royle,et al.  Algebraic Graph Theory , 2001, Graduate texts in mathematics.

[9]  J. Lofberg,et al.  YALMIP : a toolbox for modeling and optimization in MATLAB , 2004, 2004 IEEE International Conference on Robotics and Automation (IEEE Cat. No.04CH37508).

[10]  Walid Saad,et al.  Game theory for secure critical interdependent gas-power-water infrastructure , 2017, 2017 Resilience Week (RWS).

[11]  Johan Löfberg,et al.  YALMIP : a toolbox for modeling and optimization in MATLAB , 2004 .

[12]  Bogumil Ulanicki,et al.  Modeling the Efficiency and Power Characteristics of a Pump Group , 2008 .

[13]  Edo Abraham,et al.  Extending the Envelope of Demand Response Provision though Variable Speed Pumps , 2017 .

[14]  Satoshi Tamura,et al.  Optimized operation of water distribution system using multipurpose fuzzy LP model , 2012 .

[15]  Z. Geem Optimal cost design of water distribution networks using harmony search , 2006 .

[16]  Masood Parvania,et al.  Optimal Coordination of Water Distribution Energy Flexibility With Power Systems Operation , 2019, IEEE Transactions on Smart Grid.

[17]  Helena Mala-Jetmarova,et al.  Lost in optimisation of water distribution systems? A literature review of system operation , 2017, Environ. Model. Softw..

[18]  Jakobus E. van Zyl,et al.  Operational Optimization of Water Distribution Systems using a Hybrid Genetic Algorithm , 2004 .

[19]  Andrea Lodi,et al.  Mathematical programming techniques in water network optimization , 2015, Eur. J. Oper. Res..

[20]  Zoran Kapelan,et al.  Fast Hybrid Optimization Method for Effective Pump Scheduling , 2013 .

[21]  Robert M. Clark,et al.  Modeling Chlorine Residuals in Drinking‐Water Distribution Systems , 1994 .

[22]  Gideon Sinai,et al.  OPTIMAL OPERATION OF MULTI-QUALITY WATER SUPPLY SYSTEMS-II: THE Q-H MODEL , 2000 .

[23]  Hanif D. Sherali,et al.  Effective Relaxations and Partitioning Schemes for Solving Water Distribution Network Design Problems to Global Optimality , 2001, J. Glob. Optim..

[24]  Roohallah Khatami,et al.  Optimal Demand Response Scheduling for Water Distribution Systems , 2018, IEEE Transactions on Industrial Informatics.

[25]  Holger R. Maier,et al.  Optimal operation of complex water distribution systems using metamodels. , 2010 .

[26]  Joshua A. Taylor,et al.  Optimal pump scheduling and water flow in water distribution networks , 2015, 2015 54th IEEE Conference on Decision and Control (CDC).

[27]  Masood Parvania,et al.  Integrating water distribution energy flexibility in power systems operation , 2017, 2017 IEEE Power & Energy Society General Meeting.

[28]  Stephen P. Boyd,et al.  Convex Optimization , 2004, Algorithms and Theory of Computation Handbook.

[29]  Massoud Tabesh,et al.  Ant-colony optimization of pumping schedule to minimize the energy cost using variable-speed pumps in water distribution networks , 2014 .

[30]  Akihiro Kishimoto,et al.  A Lagrangian decomposition approach for the pump scheduling problem in water networks , 2015, Eur. J. Oper. Res..

[31]  Joshua A. Taylor,et al.  Energy-Optimal Pump Scheduling and Water Flow , 2018, IEEE Transactions on Control of Network Systems.