Best practice in numerical simulation and CFD benchmarking

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Presentation transcript:

Best practice in numerical simulation and CFD benchmarking Best practice in numerical simulation and CFD benchmarking. Results from the SUSANA project Tolias, I.C.1, Giannissi, S.G.1, Venetsanos, A.G.1, Keenan, J.2, Shentsov, V. 2, Makarov, D. 2, Coldrick, S.3, Kotchourko, A.4, Ren, K.4, Jedicke, O.4, Melideo, D.5, Baraldi, D.5, Slater, S.6, Duclos, A.7, Verbecke, F.7 and Molkov, V. 2 1 Environmental Research Laboratory, National Centre for Scientific Research Demokritos, Agia Paraskevi, Athens, 15310, Greece, tolias@ipta.demokritos.gr 2 HySAFER Centre, Ulster University, Newtownabbey, BT37 0QB, UK, dv.makarov@ulster.ac.uk 3 Health and Safety Executive, Harpur Hill, Buxton, SK17 9JN, UK, Simon.Coldrick@hsl.gsi.gov.uk 4 Karlsruhe Institute for Technology (KIT), Kaiserstrasse 12, Karlsruhe, Germany, olaf.jedicke@kit.edu 5 European Commission, Joint Research Centre (JRC), IET, Westerduinweg 3, 1755 LE, Petten, Netherlands, daniele.baraldi@ec.europa.eu 6 Element Energy Limited, Station Road 20, Cambridge, United Kingdom, shane.slater@element-energy.co.uk 7 Areva Stockage d'Energie SAS, Batiment Jules Verne, Domaine du Petit Arbois, Aix-en-Provence, France, audrey.duclos@areva.com International Conference on Hydrogen Safety, 11-13 September 2017, Hamburg, Germany

Introduction SUSANA: SUpport to SAfety ANalysis of Hydrogen and Fuel Cell Technologies (www.support-cfd.eu) Aim: Support stakeholders who use Computational Fluid Dynamics (CFD) for safety engineering design and assessment of FCH systems and infrastructure State-of-the-art in physical and mathematical modelling Guide to Best Practice in use of CFD for safety analysis Verification and validation procedures Benchmarking HYMEP (Baraldi et al. 2017) 13 Sep. 2017

Benchmarking Improve the numerical modelling of realistic accident scenarios in hydrogen industry Comparison of the different methodologies against experiments Analysis of the suitability of the models for each specific physical process Inter comparisons of the different methodologies All phenomena are covered Release and dispersion Ignition Jet fires Deflagrations Detonations The aim of the benchmarking is.. 13 Sep. 2017

Best Practice Guidelines To apply CFD properly and to provide accurate results, CFD users should follow the correct modelling strategy A number of Best Practice Guidelines (BPG) for CFD applications have been developed for this purpose in the past General BPG for industrial CFD simulations (ERCOFTAC, 2000) CFD in urban environment (COST, 2007) CFD in nuclear reactor safety applications (OECD, 2007) Ventilation and gas dispersion in gas turbine enclosures (Ivings et al., 2003) No BPG for hydrogen 13 Sep. 2017

Best Practice Guidelines Produce a comprehensive publicly available Best Practice Guide on the application of the CFD methodology for safety analysis of Fuel Cells and Hydrogen (FCH) installations/ technology Provide support on the correct application of the CFD methodology to CFD users (industry/research) and stakeholders (industry/regulating officials) Other on-going hydrogen safety related projects The reader is introduced to the appropriate modelling approach and by following this, improve the accuracy and fidelity of their modelling 13 Sep. 2017

Best Practice Guidelines Chapters of BPG (all related phenomena are covered) Chapter 0: Introduction Chapter 1: Hydrogen release and dispersion Chapter 2: Ignition and jet fires Chapter 3: Deflagrations Chapter 4: Detonations Chapter 5: CFD User Education and Training Chapter 6: Appendix (Sample Cases) Structure of each Chapter (all aspects of CFD simulations are covered) Selection of physical models Problem setup (geometry, mesh, initial and boundary conditions) Numerical options (solver type, spatial and temporal discretization schemes, convergence criteria) Analysis of the simulation results (validation, sensitivity and interpretation of the results) Total number of pages: 235 Covers all related phenomena: release, dispersion, ignition, fire, deflagration, detonation All general aspects of CFD simulations 13 Sep. 2017

Best Practice Guidelines General BPG High quality mesh (expansion factor, cell aspect ratio, cell skewness) Enhance accuracy and assist numerical convergence Grid independency study At least three different grid sizes should be tested Ideally, each finer grid should have double the number of cells Computational domain Domain boundaries should be located far enough in order to minimize the impact of the boundary conditions on the results, e.g. away from vents A domain size sensitivity study should be performed Time step Sensitivity study (a factor of two smaller time is recommended) LES: small time step sizes corresponding to CFL<1 are suggested A grid independence study is very important because results with coarse grids can be misleading 13 Sep. 2017

Best Practice Guidelines General BPG Numerical scheme High-order accuracy numerical schemes are recommended in order to decrease numerical diffusion - necessary for complex flows such as impinging jets and deflagrations LES: central differences schemes because upwind-biased schemes suppress turbulence Scalar conservation equation: Total Variation Diminishing (TVD) scheme should be used in order to ensure a bounded solution A grid independence study is very important because results with coarse grids can be misleading 13 Sep. 2017

Release and dispersion: Best Practice Guidelines High-pressure jet releases For practical applications involving high pressure releases (above 1.9 times Patm) notional nozzle approaches, are recommended: Reasonable results avoiding the high computational cost of resolving directly the complex flow structure near the nozzle For low storage pressures the approach of Birch et al. (1987) can be applied For high storage pressures (above 10-20 MPa) where the ideal gas assumption becomes less valid, the Schefer et al. (2007) or Molkov et al. (2009) are recommended Modelling the transient blowdown from a storage vessel requires a transient implementation of the notional nozzle approach 13 Sep. 2017

Release and dispersion: Best Practice Guidelines Liquid hydrogen (LH2) Isenthalpic or isentropic expansion can be assumed to estimate the flashed vapor fraction at the inlet Various modelling approaches: Mixture approach Thermal equilibrium between phases => phase distribution using Raoult’s law Conservation equations for the mixture and total hydrogen mass (vapour + liquid) with or without slip velocities Multi-fluid approach Separate conservation equations for each phase Heat transfer modelling from the ground is important for LH2 releases near ground (film boiling phenomena) Ambient air humidity condensation and nitrogen, oxygen liquefaction due to cryogenic temperatures may affect hydrogen dispersion 13 Sep. 2017

Release and dispersion: Benchmark Benchmark experiment: KIT (Veser et al. 2011) Cryo-compressed hydrogen Horizontal jet releases in closed facility Simulation (Venetsanos & Giannissi 2017): Sensitivity studies: Domain size, CFL number, number of cells 3rd order numerical scheme (QUICK) Birch (1987) notional nozzle approach Good agreement with the experiment Veser, A., Kuznetsov, M., Fast, G. et al., The structure and flame propagation regimes in turbulent hydrogen jets, Int. J. Hydrogen Energy, 36 (3), 2011, 2351-59 Venetsanos, A.G., Giannissi, S.G., Release and dispersion modeling of cryogenic under-expanded hydrogen jets, Int. J. Hydrogen Energy, 42 (11), 2017, 7672-82 13 Sep. 2017

Ignition and jet fire: Best Practice Guidelines Sudden release of hydrogen gas from a high pressure reservoir Auto-ignition Jet fire Auto-ignition modelling: Simulation of shocks, small scale turbulent mixing and shock wave/vortex interactions Very dense mesh Highly accurate numerical methods Various strategies of modelling 2D DNS or LES models: Limited to simplified axi-symmetrical geometry. 3D LES models: More realistic geometries Accurate combustion models, such as EDC with detailed chemistry 13 Sep. 2017

Ignition and jet fire: Best Practice Guidelines Jet fire modelling Under-expanded jets for compressed hydrogen Notional nozzle approach Combustion modelling Simplified EBU/EDM models limited to well-ventilated fires Flamelet model EDC with detailed chemistry more accurate larger computational requirements 13 Sep. 2017

Ignition and jet fire: Benchmark Spontaneous ignition in Pressure Relief Device (PRD), (Bragin et al. 2013) LES modelling EDC with detailed chemistry Step-like approximation of the membrane burst process External domain High pressure tubes PRD Burst disk Bragin, M.V., Makarov, D.V. and Molkov, V.V., Pressure limit of hydrogen spontaneous ignition in a T-shaped channel, Int. J. Hydrogen Energy, 38, No. 19, 2013, pp. 8039–8052 13 Sep. 2017

Ignition and jet fire: Benchmark 13 Sep. 2017

Deflagration: Best Practice Guidelines Unfortunately, there is no modelling approach which is clearly superior to all others and applicable to all circumstances complex interactions between the turbulent flow field and combustion chemistry Instabilities (Darrieus-Landau, Rayleigh-Taylor e.t.c.) very wide-range of applications (open deflagrations, vented deflagration, congestion) BPG The self-similar flame acceleration should be addressed in the model Vented deflagration: accurate prediction of the intensity of the external explosion Obstacles which influence the flame but are too small (PDR - Porosity Distributed Resistance models) Non-uniform concentration Equivalent uniform stoichiometric volume method 13 Sep. 2017

Deflagration: Benchmark FM-Global experiment Dimensions 4.6×4.6×3.0 m Central ignition, 5.4 m2 vent Simulation using four codes ADREA-HF FLUENT FLACS CFX 13 Sep. 2017

Detonation: Best Practice Guidelines Detonation modelling Arrhenius law: The reaction zone must be resolved. Large number of cells must be placed inside it. Heaviside detonation model: A specific model designed for under-resolved simulations, in which space resolution requirements cannot be satisfied, as it happens in most engineering and safety simulations It assumes an infinitively fast chemical reaction LES model based on progress variable equation Does not require detailed chemistry Detonation velocity can be pre-calculated Computational cell size depends on the choice of chemical model: Detailed chemistry model: 1 to 10 µm One step Arrhenius model: 1 mm Heaviside model: 0.1 m 13 Sep. 2017

Detonation: Benchmark Detonation’s cellular structures Deflagration to Detonation Transition (DDT) MINI RUT experiment 13 Sep. 2017

Conclusions BPGs in numerical simulations for Fuel Cells and Hydrogen applications were briefly presented Focus on the practical needs of engineers in consultancies and industry undertaking CFD simulations in support of hazard/risk assessments of hydrogen facilities, and the needs of regulatory authorities BPG application through a series of CFD example cases were also presented for each phenomenon (dispersion, ignition, deflagration, detonation), in order to provide a demonstration of their application 13 Sep. 2017

Ευχαριστώ! (Thank you) www.support-cfd.eu The authors would like to thank the SUSANA project, which has received funding from the European Union's Seventh Framework Programme (FP7/2007-2013) for the Fuel Cells and Hydrogen Joint Technology Initiative under grant agreement n°FCH-JU-325386. www.support-cfd.eu