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Simulation of continuous casting of steel by a meshless technique

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<strong>Simulation</strong> <strong>of</strong> <strong>continuous</strong> <strong>casting</strong> <strong>of</strong> <strong>steel</strong> <strong>by</strong> a<br />

<strong>meshless</strong> <strong>technique</strong><br />

R. Vertnik* 1 and B. Sˇarler 2<br />

A recently developed local radial basis function collocation method is used for the solution <strong>of</strong> the<br />

transient convective–diffusive heat transport in <strong>continuous</strong> <strong>casting</strong> <strong>of</strong> <strong>steel</strong>. The solution <strong>of</strong> the<br />

thermal field with moving boundaries due to phase-change and the growing computational<br />

domain is based on the mixture continuum formulation. The growth <strong>of</strong> the domain and the<br />

movement <strong>of</strong> the starting block are described <strong>by</strong> activation <strong>of</strong> additional nodes and <strong>by</strong> the<br />

movement <strong>of</strong> the boundary nodes through the computational domain, respectively. Time-stepping<br />

is performed in an explicit way <strong>by</strong> a simple characteristic procedure. A two-dimensional transient<br />

test case solution is shown at different times and its accuracy is verified <strong>by</strong> comparison with the<br />

reference finite volume method results. The method is very attractive in the present context due to<br />

its trivial implementation <strong>of</strong> curved geometry for two and three dimensions, accuracy and stability<br />

<strong>of</strong> the results.<br />

Keywords: Steel, Continuous <strong>casting</strong>, <strong>Simulation</strong>, Meshless, Radial basis functions, Simple characteristic procedure<br />

Introduction<br />

Continuous <strong>casting</strong> 1 is currently the most common<br />

process for production <strong>of</strong> <strong>steel</strong>. During <strong>casting</strong>, the<br />

process parameters are changing with time. The<br />

fluctuations <strong>of</strong> the process parameters, i.e. <strong>casting</strong><br />

temperature or temperature <strong>of</strong> the cooling water, can<br />

significantly influence the quality <strong>of</strong> the strand. Surface<br />

and subsurface defects usually appear at places where<br />

transient phenomena occur. To keep a uniform quality<br />

<strong>of</strong> the strand and to prevent defects during the <strong>casting</strong><br />

process, an accurate online control must be obtained.<br />

The accuracy and flexibility <strong>of</strong> the online control can be<br />

achieved <strong>by</strong> appropriate preliminary studies on the basis<br />

<strong>of</strong> <strong>of</strong>f-line computer models. Off-line computer models<br />

can greatly improve the understanding <strong>of</strong> transients. On<br />

the basis <strong>of</strong> <strong>of</strong>f-line models, simplified on-line models are<br />

developed, which are used to control and automate the<br />

<strong>casting</strong> process <strong>by</strong> compensating for the transient<br />

changes.<br />

Many different numerical methods have been used in<br />

the past to solve the related <strong>continuous</strong> <strong>casting</strong> models.<br />

In this paper, the recently developed local radial basis<br />

function collocation method (LRBFCM) is used to<br />

calculate transient temperature fields in the curved<br />

strand. The method was already developed for diffusive<br />

problems, 2 convective–diffusive problems with phasechange<br />

3 and direct-chill (DC) <strong>casting</strong> problems for<br />

aluminium alloys with growing domains. 4 The method<br />

was extended to cope with the curved geometry <strong>of</strong> a<br />

<strong>casting</strong> machine and with highly convection dominated<br />

1 Sˇ tore Steel d.o.o., Zˇ elezarska cesta 3, SI-3220 Sˇ tore, Slovenia<br />

2 University <strong>of</strong> Nova Gorica, Vipavska 13, SI-5000 Nova Gorica, Slovenia<br />

*Corresponding author, email robert.vertnik@gmail.com<br />

problems, 5 specific for <strong>continuous</strong> <strong>casting</strong> <strong>of</strong> <strong>steel</strong>. The<br />

adaptive upwind <strong>technique</strong> (AUT) was used to stabilise<br />

the numerical approximation due to the convection<br />

dominated situation. Here, a simple characteristic<br />

procedure (SCP) 6 is proposed as an alternative to the<br />

AUT, because <strong>of</strong> its trivial numerical implementation.<br />

Governing equations<br />

Consider a connected growing domain V with boundary<br />

c occupied <strong>by</strong> a phase change material described with<br />

the density r b, specific heat at constant pressure c b <strong>of</strong> the<br />

phase b, effective thermal conductivity k, and the<br />

specific latent heat <strong>of</strong> the solid–liquid phase change hm.<br />

The mixture continuum formulation <strong>of</strong> the enthalpy<br />

conservation for the assumed system is<br />

L<br />

Lt rh ð Þz+: ðr~vhÞ~+ : ðk+TÞ (1)<br />

The mixture density is defined as r~f V S rSzf V L rL, the<br />

mixture velocity is defined as r~v~f V S rS ~vSzf V L rL ~vL, and<br />

the mixture enthalpy is defined as h~f V S hSzf V L hL, with<br />

subscripts S and L denoting the solid and the liquid<br />

phase, respectively. The constitutive mixture temperature<br />

– mixture enthalpy relationships are<br />

hS~<br />

ð T<br />

Tref<br />

cSdT, hL~hS(T)z<br />

ð T<br />

TS<br />

(cL{cS)dTzhm (2)<br />

with Tref and TS standing for the reference temperature<br />

and solidus temperature, respectively. All material<br />

properties can arbitrarily depend on the temperature.<br />

The liquid volume fraction f V L is assumed to linearly<br />

vary from 0 to 1 between solidus TS and liquidus<br />

temperature TL. By assuming the initial temperature,<br />

velocity field, and boundary conditions at time t0, the<br />

ß 2009 W. S. Maney & Son Ltd.<br />

Received 17 June 2008; accepted 12 September 2008<br />

DOI 10.1179/136404609X368064 International Journal <strong>of</strong> Cast Metals Research 2009 VOL 22 NO 1–4 311


Vertnik and Sˇ arler <strong>Simulation</strong> <strong>of</strong> <strong>continuous</strong> <strong>casting</strong> <strong>of</strong> <strong>steel</strong> <strong>by</strong> a <strong>meshless</strong> <strong>technique</strong><br />

1 Geometry <strong>of</strong> billet caster with typical node arrangement and 5 point influence domain schematics<br />

mixture temperature at the time t 0zDt can be found,<br />

where t 0 is the starting time <strong>of</strong> the <strong>casting</strong> process and Dt<br />

is the time step.<br />

Solution procedure<br />

The governing equation is discretised in 2D real curved<br />

geometry (see Fig. 1) with Cartesian coordinates p x, p y<br />

with base vectors i x, i y <strong>by</strong> using the SCP in its explicit<br />

form. In this approach, the equation (1) is written in<br />

Lagrange formulation as:<br />

L(rh)<br />

(p(t),t)~+<br />

Lt<br />

: (k0+T0); p(t)<br />

~(px(t0)zDx) : ixz(py(t0)zDy) : iy (3)<br />

where Dx and Dy are the distances travelled in the x- and<br />

y-direction described as:<br />

Dx~-vxDt, Dy~-vyDt : (4)<br />

where -vx and -vy are average velocity values <strong>of</strong> v x and v y<br />

along the characteristic<br />

-vx~v0x 1{Dt Lv0x<br />

Lx , -vy~v0y 1{Dt Lv0y<br />

Ly , (5)<br />

where v0x and v0y are known velocity values at the initial<br />

time. The characteristic is a line that connects the<br />

material point at the beginning <strong>of</strong> the time step with the<br />

same material point at the end <strong>of</strong> the time step. In<br />

equation (3) the convective term disappears and<br />

diffusive and source terms are averaged quantities along<br />

the characteristic. The explicit time discretisation <strong>of</strong><br />

equation (3) along the characteristic is<br />

1<br />

r0 Dt h{h0 ðx{Dx,y{DyÞ ~+ : ðk0+T0Þ ðx{Dx,y{DyÞ (6)<br />

It is known that the solution <strong>of</strong> the above equation in<br />

moving coordinates leads to mesh updating and presents<br />

difficulties. An alternative way is to expand the terms<br />

into a Taylor expansion<br />

h0 (x{Dx,y{Dy)&h0{Dx Lh0<br />

Lx<br />

(x,y){Dy Lh0<br />

Ly (x,y), (7)<br />

312 International Journal <strong>of</strong> Cast Metals Research 2009 VOL 22 NO 1–4<br />

+ : ðk0+T0Þ (x{Dx,y{Dy)&+ : (k0+T0)h0<br />

{Dx L<br />

Lx +: ½ (k0+T0) Š (x,y){Dy L<br />

Ly +: ½ (k0+T0) Š (x,y) (8)<br />

In the LRBFCM the domain and the boundary are<br />

covered <strong>by</strong> overlapping influence domains. Each <strong>of</strong> the<br />

influence domains includes N neighboring nodes. The<br />

arbitrary function W is represented over a set <strong>of</strong> N nodes<br />

on each <strong>of</strong> the influence domains in the following way<br />

W(p)& XN<br />

n~1<br />

y n(p)an; y n(p)~ r 2 n (p)zc2 ;<br />

r 2 n (p)~(p{p n) : (p{p n), (9)<br />

where yn stands for the shape functions, an for the<br />

coefficients <strong>of</strong> the shape functions, r n for the radial<br />

distance between two collocation points in a subdomain,<br />

and c for the shape parameter, respectively. The<br />

coefficients an are calculated <strong>by</strong> collocation with the<br />

multiquadric radial basis function 7,8 as the shape<br />

function.<br />

The growth <strong>of</strong> the domain is performed <strong>by</strong> moving the<br />

bottom boundary nodes according to the <strong>casting</strong><br />

velocity and time step length in <strong>casting</strong> direction<br />

Dc l5v 0l?Dt. The unknown values <strong>of</strong> the moving boundary<br />

nodes G(t 0zDt) are set from equation (9). When the<br />

distance between the moving boundary nodes and the<br />

fixed domain nodes exceeds two times the typical grid<br />

distance <strong>of</strong> the node arrangement, new inner nodes are<br />

inserted between the moving boundary nodes and<br />

the fixed inner nodes. Their values are obtained <strong>by</strong><br />

equation (9).<br />

Numerical examples<br />

The transient simulation <strong>of</strong> the Sˇtore–Steel billet caster 9<br />

with the simplified boundary conditions and material<br />

properties presented. The boundary conditions are:<br />

(i) the inner and outer surface – Robin boundary<br />

condition with the following heat transfer<br />

coefficients: mould 2000 W m 22 K 21 , radiation<br />

and sprays 600 W m 22 K 21 , and rolls


2 Calculated temperature on centreline (upper curves)<br />

and at outer side (lower curves). t5340 s<br />

1200 W m 22 K 21 , with the reference temperature<br />

set to 293?15 K<br />

(ii) the top surface – Dirichlet boundary condition<br />

with the temperature 1763?5 K and<br />

(iii) the bottom surface – Neumann boundary condition<br />

with zero heat flux<br />

with the following simplified material properties:<br />

r S~r L~7800 kg m {3 , kS~35 W m {1 K {1 ,<br />

kL~52 W m {1 K {1 , cS~700 J kg 1 K {1 ,<br />

cL~800 J kg 1 K {1 and hm~227 kJ kg {1<br />

The results are compared with the results obtained from<br />

the fluid dynamics s<strong>of</strong>tware Fluent, which is based on<br />

the finite volume method (FVM). In Fluent, the growth<br />

<strong>of</strong> the domain was realised <strong>by</strong> the dynamic mesh mode.<br />

Figure 1 represents the geometry <strong>of</strong> the caster with the<br />

node arrangement during the simulation. Due to the<br />

high temperature gradients at the boundary, the node<br />

arrangement is denser near the boundary.<br />

Figure 2 shows the calculated temperature along the<br />

billet on the outer side and the centreline obtained with<br />

the LRBFCM and the FVM.<br />

Conclusions<br />

This paper represents a solution <strong>of</strong> the transient<br />

temperature field in the two-dimensional curved geometry<br />

<strong>of</strong> the <strong>steel</strong> billet caster <strong>by</strong> a <strong>meshless</strong> <strong>technique</strong>.<br />

The governing equation is solved in its strong form on a<br />

moving domain, where both the material and the<br />

inter-phase boundary are simultaneously moving. The<br />

growing <strong>of</strong> the computational domain is performed <strong>by</strong><br />

moving the bottom boundary nodes and <strong>by</strong> inserting<br />

Vertnik and Sˇ arler <strong>Simulation</strong> <strong>of</strong> <strong>continuous</strong> <strong>casting</strong> <strong>of</strong> <strong>steel</strong> <strong>by</strong> a <strong>meshless</strong> <strong>technique</strong><br />

new inner nodes. A minimal discretisation man-effort<br />

was put into the transition <strong>of</strong> the discretisation from the<br />

flat to the real curved geometry. The extension <strong>of</strong> the<br />

method to cope with higher dimensions is straightforward.<br />

The stability problem <strong>of</strong> the dominated convection<br />

is for the first time solved in the LRBFCM context<br />

<strong>by</strong> using the explicit SCP. The accuracy <strong>of</strong> the new<br />

method is tested <strong>by</strong> comparison <strong>of</strong> the results with the<br />

Fluent s<strong>of</strong>tware package. A very good agreement<br />

between both methods is observed. The method was<br />

chosen as the core in the simulation system <strong>of</strong> the Sˇtore<br />

Steel billet caster. 9,10 Our ongoing research is focused on<br />

the extension <strong>of</strong> the method to calculate the turbulent<br />

fluid flow <strong>of</strong> the <strong>continuous</strong> <strong>casting</strong> processes and<br />

to couple the macroscopic with the microscopic<br />

simulations.<br />

Acknowledgements<br />

The first author would like to acknowledge the Public<br />

Agency for Technology <strong>of</strong> the Republic <strong>of</strong> Slovenia for<br />

support in the framework <strong>of</strong> the PhD programme. The<br />

second author would like to thank the Slovenian<br />

Research Agency for support in the framework <strong>of</strong> the<br />

project L2–7204 Modelling and Optimisation <strong>of</strong><br />

Continuous Casting, which was part-financed <strong>by</strong> the<br />

European Union, European Social Fund.<br />

References<br />

1. W.R. Irwing: ‘Continuous Casting <strong>of</strong> Steel’, 1993, London, The<br />

Institute <strong>of</strong> Materials.<br />

2. B. Sˇarler and R. Vertnik: Comp, Math.Applic., 2006, 51, 1269–<br />

1282.<br />

3. R. Vertnik and B. Sˇarler: Int.J.Numer.Methods Heat Fluid Flow,<br />

2006, 16, 617–640.<br />

4. R. Vertnik, M. Zalozˇnik and B. Sˇarler: Eng.Anal., 2006, 30, 847–<br />

855.<br />

5. R. Vertnik, B. Sˇarler, Z. Bulinski and G. Manojlović: Proc. 2nd<br />

Int. Conf. <strong>of</strong> ‘<strong>Simulation</strong> and Modelling <strong>of</strong> Metallurgical<br />

Processes in Steelmaking’, Graz, Austria, September 2007,<br />

ASMET.<br />

6. O.C. Zienkiewicz and R.L. Taylor: ‘The Finite Element Method,<br />

Fitfh edition, Volume 3: Fluid dynamics’, 2000, London,<br />

Butterworth–Heinemann.<br />

7. G.R. Liu: ‘Mesh Free Methods’, 2003, Boca Raton, CRC Press.<br />

8. M.D. Buhmann: ‘Radial Basis Function’, 2003, Cambridge,<br />

Cambridge University Press.<br />

9. B. Sˇarler, R. Vertnik, H. Gjerkesˇ, A. Lorbiecka, G. Manojlović, J.<br />

Cesar, B. Marčič and M. Sabolič Mijovič: WSEAS transactions on<br />

systems and control, 2006, 2, 294–299.<br />

10. B. Sˇarler, R. Vertnik, S. Sˇaletić, G. Manojlović and J. Cesar: Bergund<br />

Hüttenmännische Monatshefte, 2005, 9, 300–306.<br />

11. A. Fic, A.J. Nowak and R. Białecki: Eng.Anal. Boundary Elements,<br />

2000, 24, 215–223.<br />

12. B. Sˇarler, R. Vertnik and J. Perko: Comp.Mat.Cont., 2005, 2, 77–<br />

83.<br />

13. Y.T. Gu and G.R. Liu: Comp.Mech., 2006, 38, 171–182.<br />

International Journal <strong>of</strong> Cast Metals Research 2009 VOL 22 NO 1–4 313

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