THERMAL SCIENCE
International Scientific Journal
ASSESSMENT RESULTS OF FLUID-STRUCTURE INTERACTION NUMERICAL SIMULATION USING FUZZY LOGIC
ABSTRACT
A fuzzy approximation concept is applied in order to predict results of coupled computational structure mechanics and computational fluid dynamics while solving a problem of steady incompressible gas flow through thermally loaded rectangular thin-walled channel. Channel wall deforms into wave - type shapes depending on thermal load and fluid inlet velocity inducing the changes of fluid flow accordingly. A set of fluid - structure interaction (FSI) numerical tests have been defined by varying the values of fluid inlet velocity, temperature of inner and outer surface of the channel wall and numerical grid density. The unsteady Navier-Stokes equations are numerically solved using an element-based finite volume method and second order backward Euler discretization scheme. The structural model is solved by finite element method including geometric and material nonlinearities. The implicit two-way iterative code coupling, partitioned solution approach, were used while solving these numerical tests. Results of numerical analysis indicate that gravity and pressure distribution inside the channel contributes to triggering the shape of deformation. In the inverse problem, the results of FSI numerical simulations formed a database of input variables for development fuzzy logic based models considering downstream pressure drop and maximum stresses as the objective functions. Developed fuzzy models predicted targeting results within a reasonable accuracy limit at lower computation cost compared to series of FSI numerical calculations. Smaller relative difference were obtained when calculating the values of pressure drop then maximal stresses indicating that transfer function influence on output values have to be additionally investigated. [Projekat Ministarstva nauke Republike Srbije, br. III42010, br.TR33050 i br. TR35035]
KEYWORDS
PAPER SUBMITTED: 2016-01-11
PAPER REVISED: 2016-04-05
PAPER ACCEPTED: 2016-04-11
PUBLISHED ONLINE: 2016-04-17
THERMAL SCIENCE YEAR
2016, VOLUME
20, ISSUE
Supplement 1, PAGES [S235 - S250]
- Frandsen, J.B., Numerical Bridge Deck Studies Using Finite Elements. Part I: Flutter, Journal of Fluids and Structures, 19 (2004), pp. 171-191, doi:10.1016/j.jfluidstructs.2003.12.005\
- Eloy, C., et al., Aeroelastic Instability of Cantilevered Flexible Plates in Uniform Flow, J. Fluid Mech., 611 (2008), pp. 97 - 106, DOI: 10.1017/S002211200800284X
- Gordnier, R.E., Visbal, M.R., Computation of the Aeroelastic Response of a Flexible Delta Wing at High Angles of Attack, Journal of Fluids and Structures, 19 (2004), pp. 785-800, doi:10.1016/j.jfluidstructs.2004.04.008
- Farhat, C., et al., Application of a Three-Field Nonlinear Fluid-Structure Formulation to the Prediction of the Aeroelastic Parameters of an F-16 Fighter, Computers & Fluids 32 (2003), pp. 3-29
- Benkherouf, T., et al., Efficiency of an Auto-Propelled Flapping Airfoil, Journal of Fluids and Structures, 27 (2011), pp. 552-566, doi:10.1016/j.jfluidstructs.2011.03.004
- Ducoin, A., et al., An Experimental and Numerical Study of the Hydroelastic Behaviour of an Hydrofoil in Transient Pitching Motion, Proceedings, First International Symposium on Marine Propulsors SMP'09 Trondheim, Norway, 2009
- Münch, C., Ausoni, P., Braun, O., Farhat, M., Avellan, F., Fluid-Structure Coupling for an Oscillating Hydrofoil, Journal of Fluids and Structures, 26 (2010), pp. 1018-1033, doi:10.1016/j.jfluidstructs.2010.07.002
- Esmailzadeh M., et al., Three-Dimensional Modelling of Curved Structures Containing and/or Submerged in Fluid, Finite Elements in Analysis and Design, 44, (2008), pp. 334 - 345, doi:10.1016/j.finel.2007.11.019
- Glück M., et al., Computation of Fluid-Structure Interaction on Lightweight Structures, Journal of Wind Engineering and Industrial Aerodynamics, 89, (2001), pp. 1351-1368
- Fairuz Z.M., et al., Fluid Structure Interaction of Unsteady Aerodynamics of Flapping Wing at Low Reynolds Number, Engineering Applications of Computer Fluid Mechanic, 7, (2013), 1, pp. 144-158
- M. Kuntz, F.R. Menter, 2004, Simulation Of Fluid-Structure Interactions In Aeronautical Applications, European Congress on Computational Methods in Applied Sciences and Engineering, ECCOMAS 2004, 24-28 July 2004, Jyväskylä, Finland, P. Neittaanmäki, T. Rossi, S. Korotov, E. Oñate, J. Périaux, and D. Knörzer (eds.),
- Attar, P.J., Gordnier, R.E., Aeroelastic Prediction of the Limit Cycle Oscillations of a Cropped Delta Wing, Journal of Fluids and Structures 22 (2006), pp. 45-58
- Fairuz. Z. M., et al., Effect of Wing Deformation on the AerodynamicPerformance of Flapping Wings: Fluid-Structure Interaction Approach, J. Aerosp. Eng., (2016), 04016006, DOI: 10.1061/(ASCE)AS.1943-5525.0000548
- Fairuz Z.M., Abdullah M.Z., Yusoff H., Abdullah M.K., Fluid Structure Interaction of Unsteady Aerodynamics of Flapping Wing at Low Reynolds Number, Engineering Applications of Computer Fluid Mechanic, 7, (2013), 1, pp. 144-158
- Kirpekara, S., Bogy, D.B., Computing the Aeroelastic Disk Vibrations in a Hard Disk Drive, Journal of Fluids and Structures, 24 (2008), pp. 75-95, doi:10.1016/j.jfluidstructs.2007.07.005
- Au-Yang, M.K., Galford, J.E., Fluid - Structure Interaction - A Survey With Emphasis on its Application to Nuclear Steam System Design, Nuclear Engineering and Design, 70 (1982), pp. 387-399
- Schumann U., Impacts and Fluid-Structure Interaction in Pressurized Water Reactor Safety Analysis, Nuclear Engineering and Design, 69 (1982), pp. 313-326
- Borazjani, I., Fluid-Structure Interaction, Immersed Boundary-Finite Element Method Simulations of Bio-Prosthetic Heart Valves, Comput. Methods Appl. Mech. Engrg., 257, (2013), pp. 103-116, dx.doi.org/10.1016/j.cma.2013.01.010
- Choulya, F., et al., Numerical and Experimental Study of Expiratory Flow in the Case Of Major Upper Airway Obstructions with Fluid-Structure Interaction, Journal of Fluids and Structures, 24, (2008), pp. 250-269, doi:10.1016/j.jfluidstructs.2007.08.004
- Hasnedlová J., et al., Numerical Simulation of Fluid-Structure Interaction of Compressible Flow and Elastic Structure, Computing, 95, (2013),1, pp 343-361, DOI: 10.1007/s00607-012-0240-x
- Dowell, E.H., Hall, K.C., Modelling of fluid-structure interaction, Annual Review of Fluid Mechanics 33, (2001), pp. 445-490
- Barone, M.F., Payne, J.L., Methods for Simulation-based Analysis of Fluid-Structure Interaction, Report SAND2005-6573, (2005), Sandia National Laboratories
- Sigrist, J.F., Garreau, S., Dynamic Analysis of Fluid-Structure Interaction Problems With Modal Methods Using Pressure-Based Fluid Finite Elements, Finite Elements in Analysis and Design, 43 (2007), pp. 287 - 300, doi:10.1016/j.finel.2006.10.002
- Doaré, O., et al., Flutter of an Elastic Plate in a Channel Flow: Confinement and Finite-Size Effects, J. Fluids Struct., 27, (2011), 1, pp. 76-88, doi:10.1016/j.jfluidstructs.2010.09.002
- Guo, C.Q., Paidoussis, M.P., Stability of Rectangular Plates With Free Side-Edges in Two-Dimensional Inviscid Channel Flow, J Appl Mech, 67, (2000), 1, pp. 171-176
- Culler, A. J. and McNamara, J. J., Studies on Fluid-Thermal-Structural Coupling for Aerothermoelasticity in Hypersonic Flow, AIAA Journal, 48, (2010), 8, pp. 1721-1738
- Shengze L., et al., Fluid-Thermal-Structure Coupled Analysis of Grid Fins for Hypersonic Flight Vehicle, Proceedings, COUPLED PROBLEMS 2015, VI International Conference on Computational Methods for Coupled Problems in Science and Engineering, San Servolo, Venice, Italy, (2015), pp. 701-712
- Zhao, X., et al., Coupled Flow-Thermal-Structural Analysis of Hypersonic Aerodinamically Heated Cylindrical Leading Edge, Engineering Applications of Computational Fluid Mechanics 5, (2011), 2, pp. 170-179
- Kortesis S. and Panagiotopoulos P. D., Neural Networks for Computing in Structural Analysis: Methods and Prospects of Applications, International Journal for Numerical Methods in Engineering, 36, (1993) 13, pp. 2305-2318, DOI:10.1002/nme.1620361310
- Szewczyk, Z. P. and Noor, A. K., A Hybrid Neurocomputing/Numerical Strategy for Nonlinear Structural Analysis, Compurers & Structures 58, (1996), 4, pp. 661-677, 00457949(95)00178-6
- Liu, S.W., et al., Detection of Cracks Using Neural Networks and Computational Mechanics, Comp. Methods Appl. Mech.Engrg., 191, (2002), pp. 2831-2845
- Baghalian S., et al., Closed - Form Solution for Flow Field in Curved Channels in Comparison with Experimental and Numerical Analyses and Artificial Neural Network, Engineering Applications of Computational Fluid Mechanics Vol. 6, No. 4, pp. 514-526
- T. Erdik, T., et al., Artificial Neural Networks for Predicting Maximum Wave Runup on Rubble Mound Structures, Expert Systems with Applications 36, (2009), pp. 6403-6408, doi:10.1016/j.eswa.2008.07.049
- Yari E., et al., Applying the Artificial Neural Network to Estimate the Drag Force for an Autonomous Underwater Vehicle, Open Journal of Fluid Dynamics, 4, (2014), pp. 334-346, dx.doi.org/10.4236/ojfd.2014.43025
- Zadeh, L. A., Fuzzy Sets, Information and Control, 8, (1965), pp. 338—353
- Mamdani, E.H., S. Assilian, An experiment in linguistic synthesis with a fuzzy logic controller, International Journal of Man-Machine Studies, 7, (1975), 1, pp. 1-13
- Takagi, T., Sugeno M., Fuzzy Identification of Systems and Its Applications to Modelling and Control, Proceedings of the IEEE Transaction on systems, Man and Cybernetics, vol. SMC-15, no. 1, (1985), pp. 116-132
- Rao A.V.S., Pratihar D.K., Fuzzy Logic-Based Expert System to Predict the Results of Finite Element Analysis, Knowledge-Based Systems, 20, (2007), pp. 37-50, doi: 10.1016/j.knosys.2006.07.004
- Hossain A., et al., Prediction of Aerodynamic Characteristics of an Aircraft Model With and Without Winglet Using Fuzzy Logic Technique, Aerospace Science and Technology, 15, (2011), pp. 595-605, doi:10.1016/j.ast.2010.12.003
- Erdik, T., Fuzzy Logic Approach to Conventional Rubble Mound Structures Design, Expert Systems with Applications, 36, (2009), pp. 4162-4170, doi:10.1016/j.eswa.2008.06.012
- Raja, A.S., Arasu, A.V., Prediction of Cold Start Hydrocarbon Emissions of Air Cooled Two Wheeler Spark Ignition Engines by Simple Fuzzy Logic Simulation, Thermal Science, 18, (2014), 1, pp. 179-191, doi: 10.2298/TSCI120726106S
- Vassilopoulos, A.P., Bedi, R., Adaptive neuro-Fuzzy Inference System in Modelling Fatigue Life of Multidirectional Composite Laminate, Computational Materials Science, 43, (2008), pp. 1086-1093, doi: 10.1016/j.commatsci.2008.02.028
- Ćirić., I.T., et al., Air Quality Estimation by Computational Intelligence Methodologies, Thermal Science, 16, (2012), Suppl. 2, pp. S493-S504, doi: 10.2298/TSCI120503186C
- Saeed R.A., Galybin A.N., Popov V, 3D Fluid-Structure Modelling and Vibration Analysis for Fault Diagnosis of Francis Turbine Using Multiple ANN and Multiple ANFIS, Mechanical Systems and Signal Processing, 34, (2013), p.p. 259-276, dx.doi.org/10.1016/j.ymssp.2012.08.004
- Stefanovic, P. et. al., Working Conditions Analysis of One Burner Chanell for the Pulverized Coal Plasmachemical Preparation for Stabilization of Combustion Process in Unit A1Boiler, TPP TENT, OBRENOVAC, Report NIV-ITE 413, Vinca institute, Vinca-Belgrade Serbia, 2011
- Stefanović P., et al., Numerical simulation of Pulverized Kolubara Lignite Plasma Chemical Gasification, Proceedings, International Conference on Physics of Low Temperature Plasma PLTP-03, (2004), Navchalna Knyga, Kiev, Ukraina, pp. 3-27-31-p
- Jones, Robert M., Buckling of Bars, Plates and Shells, Bull Ridge Publishing, Blacksburg, Virginia, USA, 2006
- ANSYS Release 12.0 Documentation for ANSYS, ANSYS Inc., April 2009
- Hyghes, T.J.R., Numerical Implementation of Constitutive Models: Rate-Independent Deviatoric Plasticity, Theoretical foundation for Large-Scale computations for Nonlinear Material Behavior, Netherlands, (1984)
- Menter, F.R., Two-Equation Eddy-Viscosity Turbulence Models for Engineering Application, AIAA Journal 32 (1994), 8, pp. 1598-1605
- Bardina, J.E., et al., Turbulence Modeling, Validation, Testing and Development, NASA Technical Memorandum 110446, 1997
- Wilcox, D., Comparison of Two-Equation Turbulence Models for Boundary Layers With Pressure Gradient, AIAA Journal 31, (1993), 8, pp. 1414-1421
- Launder, B.E., Spalding, D.B., The Numerical Computation of Turbulent Flows, Computer Methods in Applied Mechanics and Engineering 3, (1974), 2, pp. 269-289
- Raw, M.J., 1996, Robustness of Coupled Algebraic Multigrid for the Navier-Stokes Equations, AIAA 96-0297, 34th Aerospace and Sciences Meeting & Exhibit, January 15-18 1996, Reno, NV.
- I. Demirdzic and M. Peric., Space conservation law in finite volume calculations of fluid flow. Int. J. Num. Methods in Fluids, 8, (1998), pp1037-1050
- Donea, J., Giuliani, S., Halleux, J., An Arbitrary Lagrangian-Eulerian Finite Element Method for Transient Dynamic Fluid-Structure Interactions, Comput. Methods Appl. Mech. Engrg. 33, (1982), pp. 689-723
- ANSYS CFX-Solver Theory Guide, Release 12.1, Ansys Inc., Nov. 2009
- The Language of Technical Computing, MATLAB, Math Works Inc., 2012