ISIJ International
Online ISSN : 1347-5460
Print ISSN : 0915-1559
ISSN-L : 0915-1559
Casting and Solidification
Calculation of Initial Stage of Solidified Shell Deformation during γ to δ Transformation in Mold
Kohei Furumai Andre PhillionHatem Zurob
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2019 Volume 59 Issue 11 Pages 2036-2043

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Abstract

Solidification shell deformations within the mold during continuous casting have been calculated in order to clarify the influence of mold flux infiltration variability on the cooling rate, the width of the low heat flux region, the height of air gap, the unevenness of solidified shell, and the resulting strain in the solidified shell. A sequentially coupled thermal-mechanical finite element model has been developed to perform the calculations. The simulation includes heat transfer and shell deformation in a growing solidified shell, along with the delta-to-gamma transformation. Further, it takes into account the effects of variability in mold flux infiltration and air gap formation on heat transfer into the mold, as well as the effect of cooling rate on the thermal expansion resulting from delta-to-gamma transformation. The results showed that mild cooling and small width of low heat flux region (i.e. low variability in mold flux infiltration) strongly decrease the height of the air gap, the unevenness in the solidified shell and the strain in the solidified shell. It is confirmed that it is important to prevent the variation and optimize the cooling rate in mold flux infiltration, especially at near the meniscus region of δ to γ transformation in order to minimize longitudinal crack formation.

1. Introduction

Surface cracking is a particularly serious problem during continuous casting. In recent years, high throughput conditions have been required to improve surface quality and overall productivity.1) However, higher casting velocities have also led to an increase in longitudinal crack formation, especially in hypo-peritectic grades. These defects form due to a set of factors, namely the large unevenness in the solidified shell thickness occurring with higher casting velocities and the solidified shell deflection occurring during δ to γ transformation as a result of a large change in thermal expansion coefficient.2,3,4,5,6,7,8) It is thought that these two factors are related. Prior experiments and simulations of shell deflection during δ to γ transformation have shown that the air gap between the mold and shell can become uneven because of variation in γ formation thus resulting in an uneven solidified shell.9,10) Further, within the mold, local variations in the cooling rate of the solidified shell can affect its unevenness.11)

One of the primary uses of mold flux is to prevent uneven solidification and longitudinal cracking by stabilizing heat transfer between the solidified shell and the mold.12,13,14) However, uneven mold flux infiltration can result in severe uneven solidification.15) At present, simulations of heat transfer in the mold have focused on comparing differences between mold fluxes, but not the effects of process-driven variations nor material property variations. It is these variations that lead to longitudinal cracks. In this study, the effect of mold flux on the deformation of the solidified shell and its unevenness are investigated. Two mold fluxes, representative of high and low heat transfer conditions, are evaluated for their performance in terms of the height of the air gap, shell unevenness and shell strain during the initial stages of transit through the mold finite element simulations. The occurrence of uneven mold flux infiltration is modeled by adding a low heat flux region within the domain. The cooling-rate-dependent γ phase evolution is taken into account through the thermal expansion coefficient.

2. Mathematical Model

2.1. Thermo-mechanical Simulation

The 2D heat transfer and shell deformation analysis of a Fe-0.1wt%C hypo-peritectic steel during solidification within the mold was carried out with using the commercial FE package ABAQUS. The geometries of the thermal and stress models are shown in Fig. 1. The thermal model, Fig. 1(a), consists of a quarter cross-section of a slab 250 mm in thickness and 1000 mm in width that contains both liquid and solid steel. The deformation model, Fig. 1(b), consists of a half-section of the solidified shell along the wide face. A flowchart of the simulation procedure is shown in Fig. 2. First, the thermal simulation is initiated to extract heat from the surface of the solidified shell. As can be seen in Fig. 1(a), different heat flux values are applied to different regions of the wide face at y=0 to represent uneven mold flux infiltration. The surfaces x=0 mm and y = 125 mm are symmetry planes and thus adiabatic. The surface at x = 500 mm represents the narrow face of the slab, and heat loss through the narrow face is neglected for simplicity. The uneven mold flux infiltration on the wide face will result in thinning in some sections of the solidifying shell. Second, the solid shell is meshed and the deformation calculation carried out. Deformation is induced by thermal contraction during the δ to γ transformation. The transformation, and thus thermal contraction will vary between the different regions because the different cooling rates will accelerate/ retard γ formation. The resulting equilibrium creates an air gap that further retards heat transfer thus further thins the shell and increases the size of the air gap.11) These two models are coupled sequentially, with a time-step of 0.1 s and an element size of 0.2 mm. Specifically, at each time step the solid shell geometry, i.e. all elements having T<T_s, is passed from the thermal model to the deformation model while the height of the air gap (resulting in further loss in heat flux) is passed from the deformation model to the thermal model. Re-meshing of the solid shell occurs at each time-step. The re-meshed elements contained the strain accumulated from the previous time-step. Example solid geometries at t=0 s, 0.1 s and 0.2 s are shown in Fig. 1(b). A casting speed of 1.5 m/min is used for all calculations, covering the first 10 s of the casting process.

Fig. 1.

Geometries used for FEA ((a) Thermal model, (b) Stress model). Note that x=0 mm correspond to the centerline. (Online version in color.)

Fig. 2.

Flowchart of calculation procedure. (Online version in color.)

The thermal model solves the heat transfer equation, with a heat flux boundary condition, i.e.   

Cρ dT dt = x ( k T x ) + y ( k T y ) (1)
  
-k T n =q( t ) (2)
where C is the heat capacity [0.68 kJ/kg/K],16) ρ is the density [kg/m3], k is the thermal conductivity [15.9+0.01151T W/m/K],16) T is the temperature [K], t is time [s], x and y are the distances along the width direction in the mold [m], and the distance from the strand surface [m], n is an outward-facing normal to the strand surface and q(t) is the time-dependent heat flux on the strand surface [W/m2]. The latent heat (ΔH[272.1 J/g]17)) effect is applied by increasing the heat capacity term between liquidus (TL) and solidus (Ts) temperatures. TL and TS were calculated using the TCFE6 database of THERMOCALC.18) The initial temperature of the liquid steel was set to TL +10K.

The heat flux profiles measured by Kanazawa et al.6) were used as input values in the present study to simulate casting. Kanazawa measured the heat flux occurring when using different mold fluxes at a position 45 mm below the meniscus for a range of casting speeds up to 5.0 m/min. In this present study, the measurements for two mold fluxes (high and low heat flux, denoted A and B) expressed by casting speed were converted to heat flux profiles expressed by transit time from the meniscus. The transit time tT is given as the ratio of the distance from the meniscus to the measurement thermocouple (45 mm) and the casting speed. The discrete points were then fit to exponential-type empirical equations for data extrapolation.19,20) Figure 3 shows the resulting heat flux for mold fluxes A, qMF-A, and B, qMF-B.

Fig. 3.

Variation in applied heat flux as a function of transit time from meniscus for mold flux A and mold flux B. (Online version in color.)

qMF-A and qMF-B provide the variation in heat flux with time as the slab moves through the mold. In addition, the heat flux will vary spatially because of uneven mold flux infiltration. To account for this variation, the wide face surface is divided into three regions10) – a low heat flux region at the center of the slab (R1, 0 ≤ x < a), a shell deflection region (R2, axb) and a normal region (R3, x > b) – as shown in Fig. 1. The low heat flux region is placed at the center because that is where longitudinal cracks generally occur. This low heat flux region will result in a local solidification delay, leading to unevenness of the solidified shell. Following, Terauchi and Nakata, who observed heat flux variations in the width direction near the meniscus of ~20% against average heat flux,21) it is assumed initially (t=0) that the heat flux in R1 has a value of 80% as compared to the measured value used in R3. In R2, the heat flux will be initially set to equal the heat flux in R3. The heat flux in both R1 and R2 will then decrease during the process because of the formation of the air gap.

The concept of thermal resistivity, shown schematically in Fig. 4, is used to account for the variation in heat flux in R1 and in R2 resulting from the formation of the air gap22) as well as the thinning of the solidified shell. At t>0, heat flux in the three regions is given by23)   

q 1 ( t ) = ( T s - T w ) R 1 ( t ) +Δ R 1 ( t ) (3)
  
q 2 ( t ) = ( T s - T w ) R 2 ( t ) +Δ R 2 ( t ) (4)
  
q 3 ( t ) = q MF-A ( t )    or    q MF-B ( t ) (5)
where q1, q2, and q3 are the heat fluxes in R1, R2, and R3 [W/m2], Tw is temperature of water in the mold [298 K], R1(t) and R2(t) are the baseline thermal resistivities of R1 and R2 [m2K/W], and ΔR1(t) and ΔR2(t) are its variation caused by the air gap and change in solidified shell thickness [m2K/W]. The terms R1(t) and R2(t) contain contributions from the solidified shell, mold flux, and mold, as shown by   
R 1 ( t ) = ( T s - T W ) 0.8 q 3 ( t ) = R 1 ( t ) shell + R 1 ( t ) mold   flux + R 1 ( t ) mold , (6)
  
R 2 ( t ) = ( T s - T W ) q 3 ( t ) = R 2 ( t ) shell + R 2 ( t ) mold   flux + R 2 ( t ) mold (7)
Similarly, the variation in thermal resistance in the low heat flux and shell deflection regions are given by   
Δ R 1 ( t ) = R 1 ( t ) air   gap +( R 1 ( t ) shell - R 1 ( t ) shell ) (8)
  
Δ R 2 ( t ) = R 2 ( t ) air   gap +( R 2 ( t ) shell - R 2 ( t ) shell ) (9)
where the terms R′(t)shell is the thermal resistivity of the solidified shell with an air gap [m2K/W], and R(t)air gap is the thermal resistivity of the air gap [m2K/W]. R(t)air gap is calculated from the air gap height at each node along R1 or R2 as dt/λair gap where λair gap is the thermal conductivity of air. The values of R1(t)shell and R2(t)shell were determined by performing additional heat transfer simulations, without an air gap, as   
R 1 ( t ) shell = ( T s -T ( t ) 1,shell   surface ) 0.8 q 3 ( t ) (9a)
  
R 2 ( t ) shell = ( T s -T ( t ) 2,shell   surface ) q 3 ( t ) (9b)
The values of R1(t)shell and R2(t)shell were calculated in the same way but using the shell surface temperatures from the coupled model containing an air gap. An explicit method was used to determine the change in resistances with the values from one time-step project to the next. It has been reported that the total width of shell deflections associated with the longitudinal cracks in low carbon steel can vary between 2–38 mm.24) In these simulations, the width of shell deflection, i.e. parameter b in Fig. 1, has been set to 2.5 mm (2b=5.0 mm). The width of the low flux region, i.e. parameter a in Fig. 1, is used as an adjustable parameter. Note also that it is assumed that qMF-A and qMF-B do not contain any thermal resistance contributions from the air gap, as there was no deflection of the solidified shell.
Fig. 4.

Schematic of heat flow between molten steel and cooling water. (Online version in color.)

The mechanical model requires geometry, boundary conditions and a constitutive law in order to simulate the air gap formation. Three instances of the geometry are shown in Fig. 1(b). As can be seen, over time the air gap becomes integrated within the geometry, and the solidified shell thickens but also becomes uneven. Boundary conditions are needed on all four sides of the domain: (1) A pressure P [Pa] is applied at the boundary between the liquid and the solidified shell corresponding to the ferrostatic pressure,   

P=ρg v c t. (10)
where g is the gravitational acceleration [m/s2] and vc is the casting speed [m/s]. (2) The nodes are constrained in x on the symmetry plane at x=0. (3) The nodes are free to move in x on the narrow face surface. (4) The nodes on R1 and R2 on the wide face surface are free to move while the nodes on R3 are constrained in y.10,11) The elastic modulus measured from Mizukami et al.25) was employed. The Poisson’s ratio was assumed to be 0.3. A rate dependent plasticity constitutive law was used to predict the temperature and strain-rate dependency on yield stress,26)   
ε ˙ p =Aexp( -Q RT ) [ sin   h(βK ) ] 1/m (11)
  
Y 0 =K ε p s (12)
where A, β, and m are constants, R is the gas constant [J/K/mol], Q is the activation energy for deformation [J/mol], K is the strength coefficient, n is the strain hardening exponent, εp is the effective plastic strain and ε ˙ p is the effective plastic strain rate [1/s]. The values of A, β, s, Q and m in δ and γ are taken from the work of Han et al.27) A rule of mixtures is used to calculate the effective yield stress of the γ/δ composite. Note that it is assumed that time evolution in ferrostatic pressure for qMF-B increases in the same manner as qMF-A, pushing the shell toward the mold and decreasing the height of air gap, even though the two mold fluxes will give different solidified shell evolutions.11)

2.2. Delta to Gamma Transformation Model

The evolution in γ during the δ to γ transformation was calculated to estimate the thermal expansion coefficient. The model employed is the one-dimensional model proposed by Konishi et al.20) The key assumptions of the model are negligible undercooling below the peritectic temperature, carbon-diffusion control of the growth of γ phase, a domain size of a single grain of average grain size, uniform carbon concentration within the δ phase and local equilibrium at the δ/γ interface. In this model, carbon diffusion in the gamma phase is expressed by   

C γ t = D γ 2 C γ x 2 (13)
where Cγ is the carbon concentration in the gamma phase, and Dγ is the diffusion coefficient of carbon in γ [m2/s].28)

Two boundaries for the gamma phase were employed. One is the grain boundary and the other is the delta/gamma interface. The first boundary condition is expressed by   

C γ t | gb =0 (14)
For the second boundary condition, the following local equilibrium condition at the delta/gamma interface is used.   
C γ | δ/γ = C γ ( T ) (15)
where Cγ is the equilibrium carbon concentration of the gamma phase at temperature T.

The grain size is assumed to correspond to the primary dendrite-arm spacing. This can be linked to the cooling rate as λ=352.5 T ˙ -0.39 where λ and CR( T ˙ ) are given in [μm] and [K/s].29)

Examples of the calculated volume fraction of γ as a function of temperature with different cooling rate are shown in Fig. 5(a). As can be seen, the transformation become significantly retarded with increased cooling rate. The thermal expansion coefficient, which corresponds to the linear shrinkage of the solidified shell, can be determined from these calculations as   

α( t ) = α γ ( T ) f γ ( t ) + α δ ( T ) ( 1- f γ ( t ) ) (16)
where αγ(T) and αδ(T) are the temperature-dependent thermal expansion coefficients of γ and δ at T. fγ(t) is the volume fraction of γ. The resulting linear shrinkage is shown in Fig. 5(b) employing the temperature-dependent lattice parameter equations in δ-steel and γ-steel reported by Chandra et al.19,30) Cooling rates are seen to have small but measurable effects on the coefficient of thermal expansion. These effects will lead to the formation of an air gap during continuous casting. Note that within the Abaqus simulation, the reference temperature for thermal expansion was set to the peritectic transformation temperature.
Fig. 5.

(a) Evolution in volume fraction of austenite and (b) Linear shrinkage of the solidified shell for different cooling rate. (Online version in color.)

3. Results and Discussion

Figure 6 shows the contour plots of solidified shell displacements calculated using the coupled thermo-mechanical analysis for both qMF-A and qMF-B after 1 mm of solidified shell thickness has formed in R3. For this set of simulations, the width of R1, i.e. parameter a was set to 0.7 mm. As can be seen, an air gap has formed in both cases, beginning at the edge of the shell deflection region (x=b) and increasing inward towards the low heat flow region (R1). The largest air gap is at the centerline. Comparing the two simulations, it can be seen that the mild cooling of qMF-B in R3 significantly reduces by nearly fifty percent the height of the formed air gap. The small cooling-rate conditions lessen the difference in austenite formation between R3 and R1 and thus lessen the difference in thermal contraction in the different zones.

Fig. 6.

Contour plots of solidified shell displacement calculated by using (a) qMF-A and (b) qMF-B at 1 mm of shell thickness in R3. The deformation geometry has been magnified by 5 times. Parameter a=0.7 mm. (Online version in color.)

The unevenness in the solidified shell, σ, can be defined as10)   

σ= d 1 - d 2 d 1 100 (17)
where d1 and d2 are the shell thicknesses within R3 (at x=2b) and R1 (at x=0), respectively. The maximum air gap height ( h ag max ) and solidified shell unevenness (σ) are plotted in Fig. 7 as a function of d1 for both mold fluxes. As can be seen, h ag max and σ both increase at the beginning of casting, just below the meniscus, but then decrease after a maximum value is reached. The maximum in unevenness is significant as there is nearly a 65% between the two mold fluxes. Further, there are strong differences in shell thickness between R3 and R1 making the low heat flux region quite susceptible to cracking. For the case using qMF-B as mold flux, h ag max and σ are lower during the slab’s transit through the mold, while the rate of air gap decrease after the peak is higher than that of qMF-A. It is interesting to note that the maximum in σ occurs after the maximum in h ag max . The reduction in air gap increases the heat transfer within R1. However, there is a thermal lag between the air gap reduction and the increase in d2. Also, since the thermal and mechanical models are sequentially coupled, any significant changes in one model require one or two increments to be fully propagated. Figure 8 shows the corresponding heat flux within R1 (at x=0) and R3 during the simulations used to generate Fig. 7 as a function of d1. As can be seen, the air gap has a strong effect on heat flux. For qMF-A, with a large air gap there is a large difference between the heat flux in R1 and in R3 whereas for qMF-B the difference is not so great. Since a 20% reduction in heat flux in R1 was imposed, to account for variations in mold infiltration, it would appear that the role of the air gap is small for qMF-B whereas it is significant for qMF-A. As the solidified shell thickens, the curves approach each other as the air gap is diminished.
Fig. 7.

Maximum air gap height and unevenness of solidified shell as a function of shell thickness away from air gap. Parameter a=0.7 mm. (Online version in color.)

Fig. 8.

Heat flux within R1 (at x=0) and R3 as a function of solidified shell thickness in R3 for both qMF-A and qMF-B. Parameter a=0.7 mm. (Online version in color.)

The effect of the air gap on heat transfer is further explored in Fig. 9, which shows the ratio of the thermal resistivity of the air gap (at x=0) to the overall thermal resistivity between the molten steel and the water (Fig. 4) as a function of d1. For qMF-A, the air gap resistivity accounts for nearly 60% of the total thermal resistance at its largest value, decreasing to about 15% as the slab transitions through the mold. For qMF-B, the air gap resistivity accounts for 40% of the total thermal resistance at its largest value, decreasing to less than 10% later on. The influence of the evolution in surface temperature of the solidified shell in R1 (at x=0) with mold flux A on the air gap formation is shown in Fig. 10. As can be seen, the surface temperature first decreases below the peritectic transformation temperature, then increases, then further decreases. These results help to provide insight into the mechanism of air gap formation. Once the δ to γ transformation starts, the air gap forms thus decreasing the total heat flux that can be removed by the mold, and increasing the temperature near the surface of the solidified shell. Subsequently, the height of the air gap decreases which is related to the increase in ferrostatic pressure as the slab transitions through the mold away from the meniscus. It is clear from these results that the initial stage of δ to γ transformation is the critical physical parameter controlling air gap formation. Figure 11 shows the measured unevenness of solidified shell11,31) for a 0.12 wt.%C steel by a dipping test of cupper at a velocity of 1.2 m/min), and compared with the calculated result using mold flux A. As can be seen in the figure, the calculated result matches remarkably well against the experimental data, considering all the simulation uncertainties and assumptions. Both the calculated and measured results of unevenness of solidified shell σ decrease with time. The width of the low heat flux region, Parameter a, is adjustable within the simulation. Figure 12 examines the effects of this parameter on (a) the profile of the air gap when the solidified shell in R3 is 1 mm in thickness, and (b) the unevenness in the solidified shell thickness for two different values of d1. These calculations were conducted using qMF-A. The results shown in both figures demonstrate that the width of the low heat flux region has a strong effect on air gap formation and shell unevenness, potentially leading to longitudinal crack formation. In (a), it can be seen that, while initially the parameter a strongly affects the air gap profile, the curves seem to reach an approximate shape when a=0.7, 1.0 or 1.6 mm and for these three cases the maximum air gap heights are almost the same. This is an indication that, although the model contains strong assumptions, important insight into air gap formation can be obtained. In (b), it can be seen that the parameter a also significantly affects the unevenness in the solidified shell thickness, both near the meniscus at d1=1 mm and further away at d1=2 mm. Although the unevenness decreases with increasing distance, there is still high variability in σ because of the significant decrease in heat flux that occurs throughout the length of the mold when a is increased.

Fig. 9.

Ratio of thermal resistivity of air gap to total thermal resistivity in R1 (at x=0) as a function of shell thickness in R3. Parameter a=0.7. (Online version in color.)

Fig. 10.

Influence of surface temperature of solidified shell at x=0 on the air gap forming. (Online version in color.)

Fig. 11.

Measured unevenness of solidified shell compared with the calculated result. (Online version in color.)

Fig. 12.

Effect of Parameter a (width of low heat flux region) on (a) air gap profile and (b) Unevenness in the solidified shell thickness. (Online version in color.)

It is well known that the variations in mold flux infiltration along the wide face of the slab occur because of variation in mold flux, fluctuations in mold level and temperature, and flow behavior of the molten steel all affect the occurrence of a low heat flux region. The results from the new thermal-mechanical simulations demonstrate and reinforce the need to prevent fluctuation of the mold flux infiltration. These results are in good agreement with the results reported by Miyasaka et al.15) that longitudinal cracks occur with the large variation in the thickness of the mold flux film along the wide face of the mold. Techniques such as electromagnetic brake or electromagnetic stirring32,33) in a mold are highly beneficial in this regard.

The main goal behind understanding air gap formation and solidified shell unevenness is to reduce longitudinal crack formation. The newly-developed model can be used in this regard. It is reported that longitudinal cracks initiate as hot tears near the solid-liquid interface due to the strain caused by unevenness in the solidified shell and then propagate towards the surface of a slab.10,11) Won et al.34) developed a criteria to determine the critical strain for cracking near the solid-liquid interface that takes into account the brittle temperature range between the liquid impenetrable temperature (LIT) and zero ductility temperature (ZDT), as well as the applied strain rate, and the mechanical properties of the semisolid,   

ε c = φ ε ˙ m * Δ T B n * (18)
  
Δ T B =LIT-ZDT=T( f s =0.9 ) -T( f s =0.99 ) (19)
where εc is critical strain for the cracking, ε ˙ is the applied strain rate, φ, m* and n* are material properties linked to the sensitivity to cracking, ΔTB is the brittle temperature range [°C], and LIT and ZDT correspond to the temperatures at which the solid fractions become 0.9 and 0.99. Figure 13 shows the ratio of the strain ε within R1 (at x=0) at the inner edge of the solidified shell (corresponding to the solid-liquid interface) calculated by the mechanical model to the critical strain εc for both qMF-A and qMF-B as a function of time. The material parameters proposed by Senk et al.35) (φ=0.00427, m*=0.4151 and n*=0.9979) were employed to determine εc. The value of ΔTB was calculated from the equilibrium phase diagram using THERMOCALC18) based on a Fe-0.1 wt.%C alloy; this value is especially sensitive to composition.35) As can be seen, the ratio of ε to εc reaches a maximum value for both mold fluxes, but then remains approximately constant with increasing d1 for the case using qMF-A whereas it decreases for the case using qMF-B(t). The specific prediction is that a crack will form while using mold flux A since the ratio ε/εc exceeds one, while it will not occur while using mold flux B. However, this is an arbitrary distinction since the calculation of εc depends strongly on alloy composition. What is more significant is that the ratio decreases beyond the maximum with mild cooling in the mold whereas it remains at the maximum value for high mold cooling. This demonstrates the importance of controlling the cooling rate and mold flux infiltration, especially at the initial stage of solidification, to prevent the longitudinal cracks.
Fig. 13.

Ratio of the calculated evolution in strain ε to critical strain εc for the case of high and mild cooling. Parameter a=0.7. (Online version in color.)

4. Conclusion

The effects of the cooling rate and the width of low heat flux region on the height of air gap, unevenness of solidified shell and strain of solidified shell at the initial stage of solidification in the mold have been studied on the basis of the developed delta-to-gamma transformation, heat transfer and solidified shell deformation calculations. It can take into account the effect of cooling rate on the thermal expansion coefficient used in the shell deformation calculation. The cooling rate and the width of low heat flux region significantly affect the unevenness of the solidified shell as well as the height of the air gap in the mold. In the case of mild cooling, the height of the air gap reduced compared to the case of high cooling condition because of small difference in austenite formation along width direction in the mold and large ferrostatic pressure at the same solidified shell thickness. This effects is also explained by the ratio of strain to critical strain in the solidified shell. From these results, in order to prevent the air gap formation, unevenness of solidified shell, leading to longitudinal cracks, it is important to optimize the cooling rate and prevent the variation and width of mold flux infiltration along the width direction in the mold, especially at near the meniscus region δ to γ transformation.

References
 
© 2019 by The Iron and Steel Institute of Japan
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