Technical Papers
Sep 1, 2016

Stochastic Solution to the Water Hammer Equations Using Polynomial Chaos Expansion with Random Boundary and Initial Conditions

Publication: Journal of Hydraulic Engineering
Volume 143, Issue 2

Abstract

In this paper, a stochastic method of characteristics (MOC) solver is developed based on polynomial chaos expansion (PCE) to quantify the uncertainty in water-hammer equations describing transient flow in a simple reservoir-pipeline-valve system. The randomness is considered due to boundary and initial conditions. The Galerkin scheme is used for the projection of equations onto the stochastic dimension, and the governing equations are solved for the expansion coefficients. These coefficients are then used to reconstruct the mean solution of pressure wave perturbation as a result of valve closure, in addition to the calculation of other higher-order statistical moments. The computed results are in excellent agreement with those calculated by using the traditional MOC over a wide range of system parameters including steady and unsteady friction. The stochastic solution has the advantage of being robust and more efficient than other nonintrusive methods, such as Monte Carlo simulations (MCS).

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References

Afshar, M., anxd Rohani, M. (2008). “Water hammer simulation by implicit method of characteristics.” Int. J. Press. Vessels Pip., 85(12), 851–859.
Ang, H. S., and Tang, W. H. (1975). “Probability concepts in engineering planning and design.” Decision, risk and reliability, Vol. 2, Wiley, New York.
Beskok, A., and Karniadakis, G. E. (1999). “A model for flows in channels, pipes and ducts at micro- and nano-scales.” J. Microscale Thermophys. Eng., 3(1), 43–77.
Brzezniak, Z., and Peszat, S. (2009). “Hyperbolic equations with random boundary conditions.” Recent development in stochastic dynamics and stochastic analysis, J. Duan, S. Luo, and C. Wang, eds., World Scientific, 1–22.
Cameron, R. H., and Martin, W. T. (1947). “The orthogonal development of nonlinear functional in series of Fourier-Hermite functionals.” Ann. Math., 48(2), 385.
Chaudhry, M. H. (2014). Applied hydraulic transients, Springer, New York.
Chorin, A. J. (1967). “A numerical method for solving incompressible viscous flow problems.” J. Comput. Phys., 2(12), 12–26.
Duan, H., Tung, Y., and Ghidaoui, M. (2010). “Probablistic analysis of transient design for water supply systems.” J. Water Resour. Plann. Manage., 678–687.
El-Beltagy, M., Wafa, M., and Galal, O. (2012). “Upwind finite-volume solution of stochastic Burgers’ equation.” Appl. Math., 3(11), 1818–1825.
El-Beltagy, M. A., and Wafa, M. I. (2013). “Stochastic 2D incompressible navier-stokes solver using the vorticity-stream function formulation.” J. Appl. Math., 2013, 14.
El Soueidy, C., and Al Bittar, T. (2012). “Stochastic analysis of flow in porous media with sparse polynomial chaos expansion.” EGU General Assembly 2012, Vienna, Austria, 12344.
Fontaine, V., Mamode, M., and Mara, T. A. (2010). “Probabilistic collocation for efficient uncertainty analysis in groundwater flow.” 18th Conf. on Computational Methods in Water Resources (CMWR), Technical Univ. of Cataluña, Barcelona, Spain.
Ghanem, R. G., and Spanos, P. D. (2003). Stochastic finite elements: A spectral approach, Springer, New York.
Ghidaoui, M., and Mansour, S. (2002). “Efficient treatment of the Vardy-Brown unsteady shear in pipe transients.” J. Hydraul. Eng., 102–112.
Hou, T., Luo, W., Rozovskii, B., and Zhou, H. (2006). “Wiener chos expansion and numerical solutions of randomly forced equations of fluid mechanics.” J. Comput. Phys., 216(2), 687–706.
Kaplan, M., Streeter, V. L., and Wylie, E. B. (1967). “Computation of oil pipeline transients.” J. Pipeline Div. Am. Soc. Civ. Eng., 93(PL3), 59–72.
Kleiber, M., and Hien, T. D. (1992). The stochastic finite element method, Wiley, New York.
Le Maitre, O., and Knio, O. M. (2010). Spectral methods for uncertainty quantification with applications to computational fluid mechanics, Springer, New York.
Le Maitre, O., Knio, O. M., Najm, H., and Ghamed, R. (2001). “A stochastic projection method for fluid flow.” J. Comput. Phys., 173(2), 481–511.
Loeve, M. (1977). Probability theory, Springer, New York.
Owe, A. (1996). Iterative solution methods, Cambridge University Press, New York.
Perez, R. (2008). “Uncertainty analysis of computational fluid dynamics via polynomial chaos.” Ph.D. dissertation, Faculty of Virginia Polytechnic Institute and State Univ., Blacksburg, VA.
Pettersson, M. P., Laccarino, G., and Nordstorm, J. (2015). Polynomial chaos methods for hyperbolic partial differential equations: Numerical techniques for fluid dynamics problems in the presence of uncertainties, 1st Ed., Springer, SwitzerLand.
Ramalingam, D., and Lingireddy, S. (2014). “Neural network-derived heuristic framework for sizing surge vessels.” J. Water Resour. Plann. Manage., 678–692.
Sattar, A. (2014). “Gene expression models for prediction of dam breach parameters.” J. Hydroinf., 16(3), 550–571.
Sattar, A., and Chaudhry, M. (2008). “Leak detection in pipelines by frequency response.” J. Hydraul. Res., 46(Suppl. 1), 138–151.
Sattar, A., Dickerson, J., and Chaudhry, M. (2009). “A Wavelet Galerkin solution to the transient flow equations.” J. Hydraul. Eng., 283–295.
Stefanou, G. (2009). “The stochastic finite element method: Past, present and future.” Comput. Methods Appl. Mech. Eng., 198(9–12), 1031–1051.
Tung, Y. K., Yen, B. C., and Melching, C. S. (2006). Hydrosystems engineering reliability assessments and risk analysis, McGraw-Hill, New York.
Wiener, S. (1938). “The homogeneous chaos.” Am. J. Math., 60(4), 897–936.
Wood, D. J., Dorsch, R. G., and Lightner, C. (1966). “Wave-plan analysis of unsteady flow in closed conduits.” J. Hydraul. Div., 92, 83–110.
Xiu, D., and Karniadakis, G. (2001). “Modeling uncertainty in flow simulations via generalized polynomial chaos.” J. Comput. Phys., 187(1), 137–167.
Zhang, Q., Karney, B., Suo, L., and Colombo, A. (2011). “Stochastic analysis of water hammer and applications in reliability-based structural design for hydro-turbine penstocks.” J. Hydraul. Eng., 1509–1521.
Ziólko, M. (1999). “Stability of method of characteristics.” Appl. Numer. Math., 31, 463–486.

Information & Authors

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Go to Journal of Hydraulic Engineering
Journal of Hydraulic Engineering
Volume 143Issue 2February 2017

History

Received: Jul 14, 2015
Accepted: Jun 17, 2016
Published online: Sep 1, 2016
Published in print: Feb 1, 2017
Discussion open until: Feb 1, 2017

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Authors

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Ahmed M. A. Sattar [email protected]
Associate Professor, Dept. of Irrigation and Hydraulics, Faculty of Engineering, Cairo Univ., Giza 12613, Egypt (corresponding author). E-mail: [email protected]
Mohamed El-Beltagy
Associate Professor, Dept. of Mathematics, Faculty of Engineering, Cairo Univ., Giza 12613, Egypt.

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