Computation of Second-order Design Sensitivities for Steady State Incompressible Laminar Flows Using the Extended Complex Variables Method

Authors

DOI:

https://doi.org/10.13052/ejcm2642-2085.2863

Keywords:

First and second-order sensitivities analysis, extended complex variable method (ECVM), Navier-Stokes equations, finite element method (FEM)

Abstract

In the current paper, the general procedure of the first and second-order sensitivity analysis is presented using the extended complex variables method (ECVM). In the traditional complex variables method, only the imaginary step is used for sensitivity analysis. However, in the ECVM, both of the real and imaginary parts are employed to improve the efficiency of the method. To show this, the ECVM is applied to the steady state incompressible laminar flow around a cylinder. The governing Navier-Stokes equations are solved by the finite element method and then the ECVM is employed. The results are validated through comparing with those of obtained by an analytical as well as the finite difference methods and the convergence rate is investigated. It is illustrated that the first-order sensitivity analysis is not influenced by the change of the step length for both of the traditional and extended complex variables methods. However, it is shown that unlike the traditional complex variables method, the ECVM is less dependent on the step size for calculating the second-order sensitivity. This can be considered as an enhancement in the efficiency of this method. Hence, the ECVM is suggested as an appropriate technique for calculating simultaneously the first and second-order sensitivities with high accuracy as well as low computational cost. The proposed method is applicable to a wide range of problems having simple or complex parameters.

Downloads

Download data is not yet available.

Author Biography

Mahdi Hassanzadeh, Department of Mechanical Engineering, Gorgan Branch, Islamic Azad University, Gorgan, Iran

Mahdi Hassanzadeh received his M.Sc. Eng. degree in mechanical engineering (solid mechanics) at the Isfahan University of Technology, Iran in 2010. He is currently a Ph.D. student in mechanical engineering at Shahid Beheshti University, Iran. His research focuses on linear and nonlinear finite element method, numerical sensitivity analysis in FEM, optimization and fatigue analysis.

References

T. T. M. Ta, V. C. Le, H. T. Pham, Shape optimization for Stokes flows using sensitivity analysis and finite element method, Applied Numerical Mathematics, Vol. 126, pp. 160-179, 2018. https://www.sciencedirect.com/science/article/abs/pii/S0168927417302593

Ballarin, F., Manzoni, A., Rozza, G., & Salsa, S., Shape optimization by free-form deformation: existence results and numerical solution for Stokes flows. Journal of Scientific Computing, 60(3), 537-563, 2014. https://link.springer.com/article/10.1007/s10915-013-9807-8

J. Lambert, L. Gosselin, Sensitivity analysis of heat exchanger design to uncertainties of correlations, Applied Thermal Engineering, Vol. 136, pp. 531-540, 2018. https://www.sciencedirect.com/science/article/abs/pii/S1359431117348925

I. S. Kavvadias, E. M. Papoutsis-Kiachagias, K. C. Giannakoglou, On the proper treatment of grid sensitivities in continuous adjoint methods for shape optimization, Journal of Computational Physics, Vol. 301, pp. 1-18, 2015. https://www.sciencedirect.com/science/article/pii/S0021999115005318

G. Hu, T. Kozlowski, Application of continuous adjoint method to steady-state two-phase flow simulations, Annals of Nuclear Energy, Vol. 117, pp. 202-212, 2018. https://www.sciencedirect.com/science/article/pii/S0306454918301464

G. Liu, M. Geier, Z. Liu, M. Krafczyk, T. Chen, Discrete adjoint sensitivity analysis for fluid flow topology optimization based on the generalized lattice Boltzmann method, Computers & Mathematics with Applications, Vol. 68, No. 10, pp. 1374-1392, 2014. https://www.sciencedirect.com/science/article/pii/S0898122114004507

Z. Ding, L. Li, X. Li, J. Kong, A comparative study of design sensitivity analysis based on adjoint variable method for transient response of non-viscously damped systems, Mechanical Systems and Signal Processing, Vol. 110, pp. 390-411, 2018. https://www.sciencedirect.com/science/article/abs/pii/S0888327018301626

M. Jafari, M. Jafari, Thermal stress analysis of orthotropic plate containing a rectangular hole using complex variable method, European Journal of Mechanics - A/Solids, Vol. 73, pp. 212-223, 2019. https://www.sciencedirect.com/science/article/pii/S0997753817308008

Anderson, W. K., Newman, J. C., Whitfield, D. L., & Nielsen, E. J., Sensitivity analysis for

Navier-Stokes equations on unstructured meshes using complex variables. AIAA journal, Vol. 39(1), pp. 56-63, 2001. https://arc.aiaa.org/doi/abs/10.2514/2.1270

J. N. Lyness, C. B. Moler, Numerical differentiation of analytic functions, SIAM Journal on Numerical Analysis, Vol. 4, No. 2, pp. 202-210, 1967. https://epubs.siam.org/doi/abs/10.1137/0704019

J. N. Lyness, Numerical algorithms based on the theory of complex variable, Proceedings of the 1967 22nd national conference, ACM, pp. 125-133, 1967. https://dl.acm.org/doi/abs/10.1145/800196.805983

W. Squire, G. Trapp, Using complex variables to estimate derivatives of real functions, SIAM review, Vol. 40, No. 1, pp. 110-112, 1998. https://epubs.siam.org/doi/abs/10.1137/S003614459631241X

J. R. Martins, P. Sturdza, J. J. Alonso, The complex-step derivative approximation, ACM Transactions on Mathematical Software (TOMS), Vol. 29, No. 3, pp. 245-262, 2003. https://dl.acm.org/doi/abs/10.1145/838250.838251

J. Martins, I. Kroo, J. Alonso, An automated method for sensitivity analysis using complex variables, in: 38th Aerospace Sciences Meeting and Exhibit, pp. 689, 2000. https://arc.aiaa.org/doi/abs/10.2514/6.2000-689

D. Rodriguez, A multidisciplinary optimization method for designing inlets using complex variables, in: 8th Symposium on Multidisciplinary Analysis and Optimization, pp. 4875, 2000. https://arc.aiaa.org/doi/abs/10.2514/6.2000-4875

C. Burg, J. Newman Iii, Computationally efficient, numerically exact design space derivatives via the complex Taylor's series expansion method, Computers & fluids, Vol. 32, No. 3, pp. 373-383, 2003. https://www.sciencedirect.com/science/article/abs/pii/S0045793001000445

K.-L. Lai, J. Crassidis, Extensions of the first and second complex-step derivative approximations, Journal of Computational and Applied Mathematics, Vol. 219, No. 1, pp. 276-293, 2008. https://www.sciencedirect.com/science/article/pii/S0377042707004086

J. N. Reddy, 2014, An Introduction to Nonlinear Finite Element Analysis: with applications to heat transfer, fluid mechanics, and solid mechanics, OUP Oxford.

Grove, A. S., Shair, F. H., & Petersen, E. E., An experimental investigation of the steady

separated flow past a circular cylinder, Journal of Fluid Mechanics, Vol. 19(1), pp. 60-80,1964. https://www.cambridge.org/core/journals/journal-of-fluid-mechanics/article/an-experimental-investigation-of-the-steady-separated-flow-past-a-circular-cylinder/4C4BBDCFD5E3FD1F80255FCF40998079

M. Hammache, M. Gharib, An experimental study of the parallel and oblique vortex shedding from circular cylinders, Journal of Fluid Mechanics, Vol. 232, pp. 567-590, 1991. https://www.cambridge.org/core/journals/journal-of-fluid-mechanics/article/an-experimental-study-of-the-parallel-and-oblique-vortex-shedding-from-circular-cylinders/3223391318D530849E472365D0C58FAE

Downloads

Published

2020-05-16

How to Cite

Hassanzadeh, M. (2020). Computation of Second-order Design Sensitivities for Steady State Incompressible Laminar Flows Using the Extended Complex Variables Method. European Journal of Computational Mechanics, 28(6), 605–634. https://doi.org/10.13052/ejcm2642-2085.2863

Issue

Section

Original Article