1 Introduction

With rapid industrialization, global carbon dioxide (CO2) emissions have increased by 61% over the last 30 years, reaching 36.3 billion tons by 2021 [1]. As one of the largest emission sources, the iron and steel industry has been responsible for 8% of the anthropogenic CO2 emissions and 25% of the industrial CO2 emissions in recent years [2]. Therefore, it is particularly urgent and significant to reduce CO2 emissions or utilize CO2 in the iron and steel industry [3, 4], and the resource utilization of CO2 in steelmaking and refining processes has received more attention.

CO2 utilization in the steelmaking process has been studied by many scholars, as recently reviewed by Dong et al. [5] On one hand, the dissolved C in the molten bath can directly react with CO2, which not only reduces the dissolved C content but also strengthens bath stirring by generating more carbon monoxide (CO). However, the reactions of CO2 with the elements in the molten bath are endothermic or slightly exothermic, which favors control of the bath temperature. For these reasons, the utilization of CO2 in basic oxygen furnace steelmaking has attracted the attention of many researchers [6,7,8,9,10], and very promising results have been produced in terms of the control of the dust amount, iron loss, phosphorus and nitrogen contents in the molten bath, and the slag-splashing process, as well as economic and environmental benefits. In addition, the utilization of CO2 in electric arc furnace steelmaking has also attracted attention [11, 12], and it has been demonstrated that suitable kinetic and thermodynamic conditions for carbon–oxygen, desulfurization, and dephosphorization reactions could be provided, and the dissolved N content and dust production could be decreased.

CO2 utilization in the refining process has largely focused on the Ruhrstahl–Heraeus (RH) vacuum refining process, although CO2 utilization in argon oxygen decarburization refining [13, 14] and ladle furnace refining [15] also attracted some research attention. The RH vacuum degasser is an essential tool for removing dissolved C from molten steel during ultra-low-carbon steel production [16,17,18,19]. Ar gas is injected as the power source for steel circulation under vacuum conditions, and the decarburization reaction occurs at the Ar bubble surface, bath surface, splash droplet surface, and bulk steel near the bath surface [20,21,22].

The concept of substituting Ar gas with CO2 as the lift gas of the RH degassing process was first reported by Zhu et al. [23] from the aspect of thermodynamic analysis in 2017; subsequently, industrial experiments were conducted to study the selective oxidation of dissolved C and Al in low-carbon steel by injecting CO2 [24,25,26,27]. In their experiments, Al was added for deoxidation before the RH process, and the initial dissolved C and Al contents were 1280–1310 ppm and 210–428 ppm, respectively. The experimental results indicated that CO2 mainly reacted with dissolved C when the dissolved Al content was less than a certain value; otherwise, a large amount of dissolved Al could be oxidized by CO2 after the RH process. In addition, an equivalent or even better dehydrogenation effect was achieved, and only a slight increase in the temperature drop of the molten steel was observed in comparison with Ar injection. Therefore, they suggested that CO2 could be used to replace Ar gas during the RH degassing of low-carbon steel by reducing the initial dissolved Al content and secondarily adding Al during the late stage of RH degassing.

Compared with the low-carbon steel degassing process studied by Zhu et al. [24,25,26,27], the ultra-low-carbon steel degassing process was completely different. For ultra-low-carbon steel degassing, the dissolved C content must be reduced from 150 to 300 ppm to less than 20 or even 10 ppm through the carbon–oxygen reaction in the RH degasser. The first investigation of ultra-low-carbon steel degassing with CO2 injection was thermodynamically performed by the present authors [28, 29]. The results showed that the CO generated by CO2 decomposition further decomposed into dissolved C and O when the dissolved C content was lower than a certain value, which increased the dissolved C content during the late stage of RH degassing. Because CO decomposition at the CO2 bubble surface and CO formation at other reaction sites could occur simultaneously in the late stage of RH decarburization, it was still unknown how the dissolved C content in the entire RH degasser would be influenced by CO2 injection. This serious challenge can be addressed by mathematical simulation, which has been widely adopted to understand RH decarburization with traditional Ar injection [30,31,32]. It should be noted that the vacuum chamber pressure was treated as a constant in most of the previous mathematical models [20,21,22] and thus the variation of vacuum chamber pressure during vacuum pumping process on flow, mixing and decarburization was ignored. In addition, the influence of the variation of vacuum chamber pressure was considered in some mathematical models [30,31,32], in which the pressure variation measured from the industrial experiment was used as the boundary condition of mathematical model. However, none of the previous mathematical models can directly calculate the variation of vacuum chamber pressure.

In this study, a mathematical model, based on tanks-in-series model, is developed to study RH decarburization with CO2 injection during ultra-low-carbon steel degassing. The decarburization reactions occurring at the CO2 bubble surface, bath surface, splash droplet surface, and bulk steel are integrated. Unlike the previous mathematical models, the variation of vacuum chamber pressure during vacuum pumping process can be calculated directly in this model, and thus the influence of pressure variation on decarburization can be considered. The predicted vacuum chamber pressure and dissolved C and O contents are compared with those observed in industrial experiments. Based on the model, the decarburization performances of CO2 and Ar injections are discussed and compared. The decarburization performances at different initial dissolved O contents are investigated. A switching operation from pure CO2 to pure Ar injection in the middle stage of decarburization is also proposed to decrease the dissolved C and O contents.

2 Mathematical Model

A mathematical model, based on tanks-in-series model, is developed to investigate the decarburization kinetics of the RH degasser with CO2 injection. The decarburization reaction at the surface of CO2 bubbles, at the bath and droplet surfaces in vacuum chamber, and at the bulk steel of vacuum chamber are integrated, and FeO decomposition reaction in ladle is also considered.

2.1 Tanks-in-Series Model

2.1.1 Description of Water Model Experiment

The circulation flow rate and mixing time of molten steel in the RH degasser are important parameters for the decarburization dynamical model. In this study, a water model of 1/5 linear scale for a 220-ton industrial RH degasser is established according to the geometric similarity, vacuum degree similarity, and Froude number similarity, and the details of similarity criterions can refer to the studies by Wang et al. [33] and Wang et al. [34] The schematic diagram of water model and the geometric dimensions and physical parameters of the RH degasser are shown in Fig. 1 and Table 1, respectively. As indicated in Fig. 1, a conductivity meter is used to determine the mixing time by analyzing the NaCl concentration (NaCl-saturated solution is introduced from the vacuum chamber) in water, and a current meter is used to estimate the circulation flow rate by measuring the water velocity. Based on the similarity criterions, the circulation flow rate and mixing time measured from water model experiment can then be converted to those of the industrial RH degasser.

Fig. 1
figure 1

Schematic representation of water model experiment

Table 1 Geometric dimensions and physical parameters of the RH degasser

2.1.2 Description of Tanks-in-Series Model

The whole RH degasser is divided into four parts (up-snorkel, vacuum chamber, down-snorkel, and ladle) in series, and each part consists of several completely-mixed tanks for lift gas, molten steel or molten slag in series, as illustrated in Fig. 2. The circulation flow rate of molten steel converted from the water model experiment is inputted for the mass transfer between two adjacent tanks for molten steel, and the mixing time of molten steel can then be calculated by introducing the tracer and monitoring the variation of tracer concentration.

Fig. 2
figure 2

Schematic representation of tanks-in-series model for the RH degasser

Except the flow and mixing of molten steel, decarburization reaction can occur inside the tanks for molten steel as well as at the interface between the tanks for molten steel and lift gas. In addition, FeO decomposition reaction can occur at the interface between the tanks for molten steel and molten slag. Details of chemical reaction will be described in Sect. 2.2.

In this study, the influence of the number of tanks for molten steel in different parts on mixing time of molten steel in the whole RH degasser is numerically investigated. It is found that the mixing time is scarcely influenced by the number of tanks in up-snorkel, down-snorkel, and vacuum chamber as a result of the strong stirring of molten steel in these parts, while it is significantly determined by the number of tanks in ladle due to the existence of a huge recirculation zone with weak turbulence in this part. The influence of the number of tanks in ladle on mixing time of molten steel in the RH degasser is shown in Fig. 3, in which the number of tanks for molten steel in other parts is set to 1. Clearly, less tanks in a certain part mean that the molten steel in that part can mix more faster, and the calculated mixing time is in agreement with the results converted from the water model experiment when the number of tanks for molten steel in ladle is set to 4.

Fig. 3
figure 3

Effect of number of tanks for molten steel in ladle on calculated mixing time, accompanied with the results converted from the water model experiment. Mixing time is defined as the time when tracer concentration in molten steel falls into the range of ± 3% of the final concentration

The number of tanks in up-snorkel and vacuum chamber can be set to 1 if only the mixing time of molten steel is considered. However, the chemical reaction also needs to be taken into account. In this study, the influence of number of tanks in each part on decarburization performance of the RH degasser is also numerically investigated, and the appropriate number of tanks in each part is listed in Table 2.

Table 2 Number of completely-mixed tanks in each part

2.2 Thermodynamics of Chemical Reactions

2.2.1 Decarburization reaction

When CO2 bubbles are injected as lift gas, they decompose into dissolved O and CO in the following form [35]:

$$ CO_{{2({\text{g}})}} = CO_{{(g)}} + [O] $$
(1)
$$ \log K_{1} = \log \left( {\frac{{\left( {{{P_{CO} } \mathord{\left/ {\vphantom {{P_{CO} } {P^{\Theta } }}} \right. \kern-0pt} {P^{\Theta } }}} \right)\left( {f_{O} {\kern 1pt} \left[ {wt\% {\kern 1pt} {\kern 1pt} {\kern 1pt} O} \right]} \right)}}{{\left( {{{P_{{CO_{2} }} } \mathord{\left/ {\vphantom {{P_{{CO_{2} }} } {P^{\Theta } }}} \right. \kern-0pt} {P^{\Theta } }}} \right)}}} \right) = - \frac{8718}{T} + 4.762 $$
(2)

The reaction of the dissolved O produced in Eq. 1 with C dissolved in molten steel can be written in the following form [35]:

$$ {[C] + [O] = CO}_{{{(g)}}} $$
(3)
$$ \log K_{2} = \log \left( {\frac{{\left( {{{P_{{{CO}}} } \mathord{\left/ {\vphantom {{P_{{{CO}}} } {P^{\Theta } }}} \right. \kern-0pt} {P^{\Theta } }}} \right)}}{{\left( {f_{{C}} \left[ {wt\% {\kern 1pt} {\kern 1pt} {\kern 1pt} C} \right]} \right)\left( {f_{{O}} {\kern 1pt} \left[ {wt\% {\kern 1pt} {\kern 1pt} {\kern 1pt} O} \right]} \right)}}} \right) = \frac{1160}{T} + 2.003 $$
(4)

The combination of Eqs. 1 and 3 yields Eq. 5 in the following form [35]:

$$ CO_{{2(g)}} + [C] = 2CO_{{(g)}} $$
(5)
$$ \log K_{3} \left( { = \frac{{\left( {P_{{{CO}}} /P^{\Theta } } \right)^{2} }}{{\left( {f_{{C}} \left[ {wt\% {\kern 1pt} {\kern 1pt} C{\kern 1pt} } \right]} \right)\left( {P_{{{CO}_{2} }} /P^{\Theta } } \right)}}} \right) = - \frac{7558}{T} + 6.765 $$
(6)

Therefore, Eq. 5 can occur at CO2 bubble surface, bath surface, and droplet surface. Simultaneously, the reaction of the dissolved C and O contained in the molten steel itself, according to Eq. 3, can occur at the CO2 bubble surface, bath surface, droplet surface, and bulk steel. The decarburization reaction mechanism is shown in Fig. 4 with sites 1–4.

Fig. 4
figure 4

Diagram of chemical reaction at each site during RH decarburization with CO2 injection

2.2.2 FeO decomposition reactions

As shown in Fig. 4 with site 5, the FeO contained in the ladle slag can decompose at the steel–slag interface, and the dissolved O can be transferred to the molten steel [36].

$$ \left( {{\text{FeO}}} \right) = \left[ {{\text{Fe}}} \right] + \left[ {\text{O}} \right] $$
(7)
$$ \log K_{4} = \log \left( {\frac{{\left( {f_{{O}} {\kern 1pt} \left[ {wt\% {\kern 1pt} {\kern 1pt} {\kern 1pt} O} \right]} \right)}}{{\alpha_{{{F}{\text{e}}{O}}} }}} \right) = - \frac{6150}{T} + 2.604 $$
(8)

In Eqs. 18, square bracket [] indicates the dissolved species in molten steel, and subscript g indicates the gas phases. \(P^{\Theta }\) is the standard atmospheric pressure (Pa), \(P_{{{CO}}}\) and \(P_{{{CO}_{2} }}\) are the CO and CO2 partial pressures, respectively (Pa). K is the reaction equilibrium constant. [wt% C] and fC (≈1) are the mass percentage and activity coefficient of dissolved C, respectively; and [wt% O] and fO (≈1) are the mass percentage and activity coefficient of dissolved O, respectively. αFeO is the activity of FeO in the ladle slag, which was calculated using the FactSage thermodynamic software.

2.3 Basic Equations

The mass balance of dissolved C and O for each completely-mixed tank in the up-snorkel, vacuum chamber, down-snorkel, and ladle can be written separately in the following form:

$$ w_{{{U, }{\text{i}}}} \frac{{d\left[ {wt\% {\kern 1pt} {\kern 1pt} {\kern 1pt} {\kern 1pt} {E}} \right]}}{dt} = Q_{{\text{l}}} \left( {\left[ {wt\% {\kern 1pt} {\kern 1pt} {\kern 1pt} {E}} \right]_{{j}} - \left[ {wt\% {\kern 1pt} {\kern 1pt} {\kern 1pt} {E}} \right]_{{i}} } \right) - v_{{{bubb,E}}} M_{{E}} $$
(9)
$$ w_{{{V, }{\text{i}}}} \frac{{d\left[ {wt\% {\kern 1pt} {\kern 1pt} {\kern 1pt} {\kern 1pt} {E}} \right]}}{dt} = Q_{{\text{l}}} \left( {\left[ {wt\% {\kern 1pt} {\kern 1pt} {\kern 1pt} {E}} \right]_{{j}} - \left[ {wt\% {\kern 1pt} {\kern 1pt} {\kern 1pt} {E}} \right]_{{i}} } \right) - \left( {v_{{{\text{bath}}{,E}}} + v_{{{drop,E}}} + v_{{{\text{bulk}}{,E}}} } \right)M_{{E}} $$
(10)
$$ w_{{{D, }{\text{i}}}} \frac{{d\left[ {wt\% {\kern 1pt} {\kern 1pt} {\kern 1pt} {\kern 1pt} {E}} \right]}}{dt} = Q_{{\text{l}}} \left( {\left[ {wt\% {\kern 1pt} {\kern 1pt} {\kern 1pt} {E}} \right]_{{j}} - \left[ {wt\% {\kern 1pt} {\kern 1pt} {\kern 1pt} {E}} \right]_{{i}} } \right) $$
(11)
$$ w_{{{L, }{\text{i}}}} \frac{{d\left[ {wt\% {\kern 1pt} {\kern 1pt} {\kern 1pt} {\kern 1pt} {E}} \right]}}{dt} = Q_{{\text{l}}} \left( {\left[ {wt\% {\kern 1pt} {\kern 1pt} {\kern 1pt} {E}} \right]_{{j}} - \left[ {wt\% {\kern 1pt} {\kern 1pt} {\kern 1pt} {E}} \right]_{{i}} } \right) + v_{{{\text{s}}{lag,E}}} M_{{E}} $$
(12)

In Eqs. 912, the capital letter E represents the dissolved elements C and O. The subscripts i and j indicate two adjacent completely-mixed tanks, and subscripts U, V, D, and L indicate the up-snorkel, vacuum chamber, down-snorkel, and ladle, respectively. ME is the molar mass of element E (kg/mol). \(w_{{{U},{ }{\text{i}}}}\),\(w_{{{V, }{\text{i}}}}\),\(w_{{{D},{\text{i}}}}\), and \(w_{{{L, }{\text{i}}}}\) are the steel weights (kg) for tank i in the up-snorkel, vacuum chamber, down-snorkel, and ladle, respectively. It should be pointed out that, for simplification, the zone with CO2 bubbles in chamber vacuum above the up-snorkel is assigned to the up-snorkel, as schematically shown in Fig. 4, and therefore this zone must be excluded from the decarburization reaction at bulk steel in vacuum chamber. Ql indicates the circulation flow rate of molten steel (kg/s) during the RH degassing, which is converted from the water model experiment in Sect. 2.1. \(v_{{{\text{m}}{,E}}}\) is the chemical reaction rate of the dissolved element E at site m (mol/s), which is calculated in Sect. 2.4.

2.4 Chemical Reaction Rate

2.4.1 Decarburization at the Bubble, Bath, and Droplet Surfaces

According to the two-film theory, the decarburization process with CO2 injection at the bubble, bath, and droplet surfaces involves the following steps: transports of dissolved C and O from the bulk steel to the reaction interface, transport of CO2 gas from the bulk gas to the reaction interface, chemical reaction at the interface (including CO2 adsorption, CO2 decomposition, reaction of dissolved O produced by CO2 decomposition or contained in molten steel itself with dissolved C to form CO, CO desorption, or CO gas produced by CO2 decomposition further decomposes into dissolved C and O), transports of dissolved C and O from the reaction interface to the bulk steel, and transport of CO gas from the reaction interface to the bulk gas. This process is schematically illustrated in Fig. 5.

Fig. 5
figure 5

Representation of decarburization steps with CO2 injection at the interface

The chemical reaction at the gas–liquid interface is very rapid at steel temperature; thus, it is unlikely to be the rate-determining step. If the transports of dissolved C and O and the transports of CO2 and CO gases are the rate-determining steps, the flux equations for dissolved element E and gas G can be written as

$$ J_{{\text{E}}} = k_{{\text{E}}} \left( {C_{{\text{E}}} - C_{{\text{E}}}^{{\text{e}}} } \right) = \frac{{k_{{\text{E}}} \rho_{{l}} }}{{M_{{\text{E}}} }}\left( {\left[ {wt\% {\kern 1pt} {\kern 1pt} {\kern 1pt} {\kern 1pt} {E}} \right] - \left[ {wt\% {\kern 1pt} {\kern 1pt} {\kern 1pt} {\kern 1pt} {E}} \right]^{{\text{e}}} } \right) $$
(13)
$$ J_{{\text{G}}} = k_{{\text{G}}} \left( {C_{{\text{G}}} - C_{{\text{G}}}^{{\text{e}}} } \right) = \frac{{k_{{\text{G}}} }}{RT}\left( {P_{{\text{G}}} - P_{{\text{G}}}^{{\text{e}}} } \right) $$
(14)

In Eqs. 13 and 14, J and k are the mass-transfer flux (mol/(m2·s)) and mass-transfer coefficient (m/s), respectively; ρl is the density of molten steel (kg/m3); C is the molar concentration (mol/m3); and R is the gas constant (J/(mol·K)). The subscript G represents CO and CO2 gases. Superscript e indicates the equilibrium concentration or equilibrium partial pressure at the interface, which was thermodynamically determined using Eqs. 16.

The chemical reaction rate of the dissolved element E, \(v_{{{\text{m}}{,E}}}\), in basic Eqs. 912 can be obtained as follows:

$$ v_{{{\text{m}}{,E}}} = A_{{\text{m}}} J_{{\text{m, E}}} $$
(15)

where Am is the reaction area owing to decarburization at each site (m2).

Therefore, the CO and CO2 partial pressures, reaction area, and mass transfer coefficient at each site are required to calculate the removal rate of the dissolved element E, which is described as follows:

2.4.1.1 Bubble Surface

The partial pressure of gas G within a rising bubble is calculated as

$$ P_{{\text{G}}} { = }P_{{{bubb}}} \cdot \frac{{n_{{\text{G}}} }}{{n_{{{\text{CO}}}} + n_{{{\text{CO}}_{{2}} }} }} $$
(16)

where \(n_{{\text{G}}}\) is the number of moles of gas G (mol), and the bubble pressure is obtained by

$$ P_{{{bubb}}} { = }\rho_{{l}} gh_{{{bubb}}} + P_{{{vacc}}} + \frac{{4\sigma_{{\text{l}}} }}{{d_{{{bubb}}} }} $$
(17)

where hbubb is the distance of CO2 bubble to bath surface (m), dbubb is the CO2 bubble diameter (m), Pvacc is the vacuum chamber pressure (Pa), and σl is the surface tension (N/m).

The reaction area at the bubble surface is the sum of the surface areas of all the CO2 bubbles and is calculated as follows:

$$ A_{{{\text{bubb}}}} = \sum\limits_{{n_{{{\text{bubb}}}} = 1}}^{{n_{{\text{bubb, max}}} }} {4\pi \left( {r_{{{\text{bubb}}}} } \right)^{2} } $$
(18)

The number of bubbles, nbubb, was calculated using the flow rate and the initial CO2 bubble size. The initial bubble radius, rbubb,0, [37] and bubble growth under reduced pressure [38] can be calculated by

$$ r_{{{bubb,0}}} { = 0}{.0455}\left( {\frac{{\sigma_{{l}} }}{{\rho_{{l}} }}} \right)^{{{0}{.5}}} \left( {u_{{{bubb,0}}} } \right)^{{{0}{.44}}} $$
(19)
$$ \begin{gathered} \frac{{d^{2} r_{{{\text{bubb}}}} }}{{dt^{2} }}{ + }\frac{3}{{2r_{{{bubb}}} }}\left( {\frac{{dr_{{{\text{bubb}}}} }}{dt}} \right)^{2} { = }\frac{{1}}{{\rho_{{l}} r_{{{bubb}}} }}\left[ {\left( {P_{{{vacc}}} + \rho_{{l}} gh_{{{bubb}}} } \right)\left( {\left( {\frac{{r_{{{bubb,0}}} }}{{r_{{{bubb}}} }}} \right)^{{3}} - {1}} \right){ + }\rho_{{l}} gu_{{{slip}}} t} \right] \hfill \\ t = 0;{\kern 1pt} {\kern 1pt} {\kern 1pt} {\kern 1pt} {\kern 1pt} r_{{{bubb}}} = r_{{{b}{\text{ubb}}{,0}}} ,{\kern 1pt} {\kern 1pt} {\kern 1pt} {\kern 1pt} {\kern 1pt} \frac{{dr_{{{\text{bubb}}}} }}{dt} = 0 \hfill \\ \end{gathered} $$
(20)

where the uslip is the bubble relative velocity estimated by Levich’s equation [39].

$$ u_{{{\text{slip}}}} \approx \left( {\frac{{4\sigma^{2} g}}{{30\mu_{{\text{l}}} \rho_{{\text{l}}} }}} \right)^{0.2} $$
(21)

The mass-transfer coefficients of dissolved elements E and gas G are calculated using Higbie’s penetration theory [40] as follows:

$$ k_{{\text{E}}} = \sqrt {\frac{{2D_{{\text{E}}} u_{{{\text{slip}}}} }}{{\pi r_{{{\text{bubb}}}} }}} $$
(22)
$$ k_{{\text{G}}} = \sqrt {\frac{{2D_{{\text{G}}} u_{{{\text{slip}}}} }}{{\pi r_{{{\text{bubb}}}} }}} $$
(23)

where DE is the diffusion coefficient, it is 2.24 × 10–8 m2/s for dissolved C and 1.26 × 10–8 m2/s for dissolved O [41]. The calculation of diffusion coefficient of gas G, DG, can be found as described by Gu et al. [15]

2.4.1.2 Bath Surface

The partial pressure of gas G at bath surface is calculated as

$$ P_{{\text{G}}} { = }P_{{{vacc}}} \cdot \frac{{n_{{\text{G}}} }}{{n_{{{\text{CO}}}} + n_{{{\text{CO}}_{{2}} }} }} $$
(24)

According to Kitamura et al. [40], the reaction area at the activated bath surface can be ten times the geometric area, and this value has been adopted by many researchers [30, 42,43,44].

$$ A_{{{\text{bath}}}} = 10\pi \left( {r_{{{\text{vacc}}}} } \right)^{2} $$
(25)

where rvacc is the radius of the vacuum chamber.

The transports of CO and CO2 are very fast under vacuum, and only the transports of dissolved C and O are considered as the rate-determining step for the decarburization reaction at the bath and droplet surfaces. The mass-transfer coefficient of dissolved C near the bath surface is 0.0015 m/s [42, 45], and that of dissolved O is calculated as [45]

$$ k_{{\text{O}}} = k_{{\text{C}}} \sqrt {\frac{{D_{{\text{O}}} }}{{D_{{\text{C}}} }}} $$
(26)
2.4.1.3 Droplet surface

The partial pressure of gas G at splash droplet surface is calculated using Eq. 24.

The size of the splash droplets in the vacuum chamber follows the Rosin–Rammler-Sperling distribution according to Koria and Lange [46], as follows:

$$ R_{{\text{wpd,k}}} = 100\exp \left( { - \left( {\frac{{d_{{\text{drop,k}}} }}{{d_{{\text{drop, min}}} }}} \right)^{{\text{n}}} } \right) $$
(27)
$$ n_{{\text{drop,k}}} = \frac{{m_{{{drop}}} \cdot R_{{\text{drop,k}}} }}{{\rho_{{\text{l}}} \frac{4}{3}\pi \left( {\frac{{d_{{\text{drop,k}}} }}{2}} \right)^{3} }} $$
(28)

According to Huang et al. [30], the droplet diameter is 0.3–8.7 mm, which can be divided into k (k = 21) size classes with an interval of 0.42 mm. The ddrop,k is the droplet diameter of size class k (m), ddrop, min is the minimum diameter of the splash droplet (m), Rwpd,k is the weight percent of droplets with diameters larger than ddrop,k (%), Rdrop,k and ndrop,k are the weight percent (%) and number of splash droplets with a diameter of ddrop,k, respectively, mdrop is the weight of all the splash droplets (kg), and n is a parameter with a value of 1.3.

The reaction area at the droplet surface is the sum of the surface areas of all splash droplets, which is calculated in the following form:

$$ A_{{{\text{drop}}}} = \sum\limits_{k = 1}^{21} {n_{{\text{drop,k}}} 4\pi \left( {\frac{{d_{{\text{drop,k}}} }}{2}} \right)^{2} } $$
(29)

The mass-transfer coefficient of dissolved C for a droplet is 0.00031 m/s [47], and that of dissolved O is calculated using Eq. 26.

2.4.2 Decarburization of bulk steel

Unlike decarburization at the bubble, bath, and droplet surfaces, there is no initial interface for CO nucleation in bulk steel, and CO2 is not involved. Decarburization can occur in bulk steel according to Eq. 3 only when the CO pressure is in excess of the hydrostatic pressure of molten steel and the surface tension effect [48, 49], and the critical CO pressure can be calculated by

$$ P_{{{CO,crit}}} = P_{{{vacc}}} + \rho_{{l}} gh_{{{CO}}} + \frac{{2\sigma_{{\text{l}}} }}{{r_{{{CO}}} }} $$
(30)

where hCO is the distance between the CO bubble and the bath surface (m) and rCO is the CO bubble radius (m), which is 0.0018 m [50].

The reaction rate of bulk steel can be calculated as follows [43]:

$$ v_{{{\text{bulk}}{,E}}} = \frac{{w_{{V}} }}{{M_{{E}} }}\left( {k_{{\text{CO, 0}}} \frac{{h_{{{CO}}} }}{{h_{{{CO, 0}}} }}} \right)\left( {P^{\Theta } K_{3} \left( {f_{{C}} \left[ {wt\% {\kern 1pt} {\kern 1pt} {\kern 1pt} C} \right]} \right)\left( {f_{{O}} {\kern 1pt} \left[ {wt\% {\kern 1pt} {\kern 1pt} {\kern 1pt} O} \right]} \right) - P_{{\text{CO, crit}}} } \right) $$
(31)

where \(k_{{\text{CO, 0}}}\) is a constant, and it is 3 × 10–7/(Pa·s) when \(h_{{{CO, 0}}}\) is 0.15 m [51].

2.4.3 FeO decomposition at the steel-slag interface

According to the two-film theory, the supply of oxygen from the RH slag to bulk steel involves the following steps: transport of FeO from the bulk slag to the steel–slag interface, FeO decomposition reaction, and transport of dissolved O from the steel–slag interface to the bulk steel. When FeO transport is the rate-determining step during RH degassing [52], the reaction rate for the dissolved O can be written as

$$ v_{{{\text{s}}{lag,O}}} = A_{{{\text{slag}}}} J_{{\text{O}}} = A_{{{\text{slag}}}} J_{{{\text{FeO}}}} = A_{{{\text{slag}}}} \frac{{k_{{{\text{FeO}}}} \rho_{{{\text{s}}{lag}}} }}{{M_{{{\text{FeO}}}} }}\left( {\left( {wt\% {\kern 1pt} {\kern 1pt} {\kern 1pt} {\kern 1pt} {FeO}} \right) - \left( {wt\% {\kern 1pt} {\kern 1pt} {\kern 1pt} {\kern 1pt} {FeO}} \right)^{{\text{e}}} } \right) $$
(32)

where Aslag is the interfacial area between molten steel and slag (m2), MFeO is the molar mass of FeO (kg/mol), ρslag is the slag density (kg/m3), and \(k_{{{\text{FeO}}}}\) is the mass-transfer coefficient of FeO (m/s). The value of \(k_{{{\text{FeO}}}} \rho_{{{\text{s}}{lag}}}\) is 0.2–0.4 kg/(m2·s) for the RH slag at 1600 ℃ according to Sun and Mori [53], and the mean value of 0.3 is taken in this study.

2.5 Program and Computing Process

Mathematical simulation of RH decarburization with CO2 injection is carried out by Visual Studio 2019 on a personal computer. A flowchart of the calculation of the RH decarburization process is shown in Fig. 6. The decarburization cycle, tend, is set to 1100 s. The time step, Δt, is taken as 0.01 s, which is small enough to obtain a good convergence.

Fig. 6
figure 6

Flowchart for the calculation of RH decarburization process

In this mathematical model, the variation of vacuum chamber pressure is calculated directly according to the pumping rate of vacuum pump, flow rate of CO2 gas, generation of CO gas, and the consumption of CO2 gas. For a given RH equipment, the pumping rate is a function of vacuum chamber pressure, and it is provided by manufacturer. Molten steel can enter the vacuum chamber and start to flow circularly only when the vacuum chamber pressure is lower than a certain value. Before circulation, decarburization reaction only occurs at the surface of CO2 bubbles and the surface of molten steel in up-/down- snorkels. Therefore, the number and volume of tanks in each part are dynamically adjusted according to the level of molten steel at different vacuum chamber pressure. Once the vacuum chamber pressure is reduced to a working pressure, the number and volume of tanks in each part remain unchanged as listed in Table 2.

3 Results and Discussion

3.1 Validation of Mathematical Model

To validate the present mathematical model, industrial experiments with two heats are carried out during the RH decarburization process of ultra-low-carbon steel. The initial compositions of the steel and slag and the type and flow rate of the lift gas are summarized in Table 3.

Table 3 Initial composition of molten steel and slag

In the ultra-low-carbon steel refining process, molten steel is sampled manually at 1–2 min intervals from the RH ladle and analyzed using the CS-444 carbon/sulphur analyzer to determine the dissolved C content in the molten steel. The vacuum chamber pressure and dissolved O content are measured online. The variations in the vacuum chamber pressure and dissolved C and O contents in the RH degasser are shown in Figs. 7, 8, and 9, respectively, along with the predicted values.

Fig. 7
figure 7

Comparison of vacuum chamber pressure between predicated and measured results when the lift gas is a Ar and b CO2

Fig. 8
figure 8

Comparison of dissolved a C and b O contents in the RH degasser between predicated and measured results when the lift gas is Ar

Fig. 9
figure 9

Comparison of dissolved a C and b O contents in the RH degasser between predicated and measured results when the lift gas is CO2

Figure 7 shows that the vacuum chamber pressure, with a fore-vacuum pressure of 45–47 kPa, drops rapidly at the initial stage due to the vacuum pumping operation, and the working pressure of 0.2 kPa can be reached after about 3 min. Clearly, the variation in the vacuum chamber pressure calculated using the present mathematical model agrees well with the experimental results, regardless of the type of lift gas.

As shown in Figs. 8 and 9, the removal rates of dissolved C and O are relatively small in the first 1–2 min owing to the weak thermodynamic and kinetic conditions for the decarburization reactions caused by the high vacuum chamber pressure (Fig. 7). When the vacuum chamber pressure is significantly lowered, the decarburization reactions, and thereby the removal rates of dissolved C and O, are greatly accelerated between 3 and 6 min. The removal rates of dissolved C and O are rather slow in the final stage of degassing because of the poor thermodynamic conditions caused by the ultra-low dissolved C content. Therefore, the RH decarburization process, which is mainly characterized by the variation in the dissolved C and O contents, can be reproduced well by the present mathematical model for both Ar and CO2 injections.

3.2 Decarburization Performance

To compare the decarburization performances of the Ar and CO2 injections, mathematical simulations are performed when the initial dissolved C and O contents are 200 and 600 ppm, respectively, and the results are illustrated in Fig. 10.

Fig. 10
figure 10

Comparison of dissolved a C and b O contents in the RH degasser between Ar and CO2 injections

It can be observed in Fig. 10 that for Ar injection, the dissolved C and O contents decrease rapidly in the early stage and continue to decrease slightly in the later stage. However, for CO2 injection, an unexpected increase in the dissolved O content is observed, and the dissolved C content is higher than that for Ar injection in the middle and final stages. At the end of degassing, the dissolved C and O contents with CO2 injection are 11 and 78 ppm greater than those with Ar injection, respectively. To clarify the reasons for this, the related thermodynamics is calculated and given in Fig. 11, and the removal rate of the dissolved C and O resulting from the chemical reaction at the bubble surface is calculated and presented in Fig. 12.

Fig. 11
figure 11

a Equilibrium O content in molten steel at different CO volume fractions, and b Variation of equilibrium C content in molten steel as a function of bubble pressure at different CO fractions, where the actual [O] in molten steel is assumed to be 450 ppm

Fig. 12
figure 12

Removal rate of dissolved C and O resulting from the chemical reaction at bubble surface when the lift gas is a Ar and b CO2

With the rising of CO2 bubble in the up-snorkel, the CO volume fraction inside the CO2 bubble increases gradually, and the pressure inside the bubble, (PCO2 + PCO), reduces sharply from about 100 kPa to a pressure of the vacuum chamber. According to Eq. 1, the equilibrium O content in molten steel at different CO volume fractions can be calculated, as shown in Fig. 11a. Clearly, the Eq. 1 is dependent on the CO volume fraction rather than the bubble pressure, and the equilibrium O content increases remarkably with the reduction of CO volume fraction. The equilibrium O content exceeds ten thousand ppm easily, and it is much higher than the actual O content of 300–600 ppm in molten steel. Therefore, CO2 can continuously decompose into CO and dissolved O and supply them to molten steel.

Depending on the thermodynamic conditions, the dissolved O produced by Eq. 1 can react with dissolved C in molten steel to form CO according to the forward reaction of Eq. 3 or the CO produced by Eq. 1 can further decompose into dissolved C and O according to the backward reaction of Eq. 3. Assuming the actual O content in molten steel is 450 ppm, the equilibrium C content as a function of bubble pressure can be calculated according to Eq. 3, as shown in Fig. 11b. Clearly, the equilibrium C content increases with the increase of bubble pressure or CO fraction, and the equilibrium C content at a higher bubble pressure or a larger CO fraction can easily exceed the actual C content of 20–50 ppm during the middle and final stages of RH decarburization process. In these two stages of RH decarburization, the CO produced by CO2 decomposition can further decompose into dissolved C and O and supply them to molten steel when the CO2 bubble locates in the middle and lower region of the up-snorkel where the bubble pressure is large.

As shown in Fig. 12, in comparison with Ar injection, a smaller removal rate of dissolved C and O at the bubble surface is observed for CO2 injection, particularly the removal rate of dissolved O. The main reasons can be explained by the thermodynamics mentioned earlier in Fig. 11. First, CO2 decomposition according to Eq. 1 leads to the continuous supply of dissolved O to molten steel; second, the reaction of dissolved C and O contained in the molten steel itself, according to the forward reaction of Eq. 3, is hindered by the presence of CO produced by CO2 decomposition. When the decarburization time is 230 s, the removal rate of the dissolved O at the bubble surface becomes negative (Fig. 12b), indicating that the formation rate of dissolved O in Eq. 1 is greater than that of consumption rate in Eq. 3. When the dissolved C content in molten steel is reduced to a certain value at 350 s, the removal rate of dissolved C at the bubble surface becomes negative (Fig. 12b), indicating that the CO produced by CO2 decomposition further decomposes into dissolved C and O according to the backward reaction of Eq. 3. It should be noted that the forward and backward reactions of Eq. 3 can occur simultaneously at a certain time mainly depending on the vertical location of CO2 bubble in up-snorkel (namely, the bubble pressure), as shown in Fig. 11b. Therefore, the variation rate of dissolved C and O in Fig. 12b is the comprehensive results of chemical reactions at the surface of all CO2 bubbles.

As mentioned above, the removal rates of the dissolved C and O at the bubble surface become negative at 230 and 350 s, respectively, when CO2 is injected as a lift gas. However, for the entire RH degasser, the removal rate of dissolved O becomes negative at 500 s, whereas that of dissolved C always remains positive, as shown in Fig. 13a. This is because the removal rates of the dissolved C and O at other sites (bath surface, droplet surface, and bulk steel) are always positive, as shown in Fig. 13b.

Fig. 13
figure 13

Removal rate of dissolved C and O a in the whole RH degasser, and b at other sites (bath surface, droplet surface and bulk steel) when the lift gas is CO2

3.3 Effect of Initial Dissolved O Content

The decarburization performance largely depends on the initial dissolved O content of the molten steel. The changes in the dissolved C and O contents in the RH degasser with different initial dissolved O contents are calculated and are illustrated in Fig. 14, when the initial dissolved C content is 200 ppm and CO2 is injected.

Fig. 14
figure 14

Change of dissolved a C and b O in the RH degasser with different initial dissolved O contents when the initial dissolved C is 200 ppm

Figure 14 shows that the dissolved C content at the end of the RH degassing decreases remarkably from 48 to 15 ppm, and the final dissolved O content increases significantly from 172 to 647 ppm when the initial dissolved O content increases from 300 to 800 ppm. As expected, a higher initial dissolved O content is beneficial for achieving a lower dissolved C content at the end of the RH degassing. Therefore, the initial dissolved O content should be reasonably controlled when CO2 is injected as a lift gas. For instance, the initial dissolved O content should be at least 600 ppm if the dissolved C content at the end is less than 20 ppm when the initial dissolved C content is 200 ppm.

3.4 Switching from CO2 to Ar Injection

As discussed earlier, the final dissolved O content after the CO2 injection is much higher than that after the Ar injection, regardless of the initial dissolved O content. A higher dissolved O content in the molten steel means that more Al needs to be added for subsequent deoxidation, and more Al2O3 inclusions will be produced. Therefore, the lift gas is suggested to be switched from CO2 to Ar at a certain moment.

Figure 15 shows the changes in dissolved C and O contents in the RH degasser at different switching times. Evidently, not only the final dissolved O content but also the final dissolved C content can be significantly reduced. Specifically, the final dissolved C content decreases from 20 to 10.4, 9.5, and 9.1 ppm, and the final dissolved O content decreases from 446 to 400, 388, and 380 ppm when the switching times are 500, 350, and 230 s, respectively. The final dissolved C and O contents at a switching time of 230 s are very close to the values obtained with pure Ar injection (9 and 367 ppm, respectively). The appropriate switching time depends on the final dissolved C and O contents required.

Fig. 15
figure 15

Change of dissolved a C and b O contents in the RH degasser at different switching times

4 Conclusion

In this study, a mathematical model, based on tanks-in-series model, is built to study RH decarburization when CO2 is injected as a lift gas during the ultra-low-carbon steel degassing process. Decarburization reaction at the bubble surface, bath surface, droplet surface, and bulk steel are selected, and the influence of variation of vacuum chamber pressure on decarburization is considered. Industrial experiments are conducted to validate the model. A comparison of decarburization between CO2 and Ar injections is discussed. The effects of the initial dissolved O content and switching operations from CO2 to Ar injection on the decarburization performance are also presented. The main conclusions are as follows:

  1. 1

    The model predictions are consistent with the variations in vacuum chamber pressure and dissolved C and O contents measured from industrial experiments, confirming that the RH decarburization process can be reasonably reproduced by the mathematical model.

  2. 2

    Higher final dissolved C and O contents with CO2 injection are observed in comparison with Ar injection. The final dissolved C and O contents are 20 and 446 ppm for CO2 injection, while they are 9 and 367 ppm for Ar injection, respectively.

  3. 3

    A higher initial dissolved O content is beneficial for obtaining a lower final dissolved C content with CO2 injection. Ar can be completely substituted by CO2 to meet the requirement of a final dissolved C content of less than 20 ppm when the initial dissolved O content is greater than or equal to 600 ppm and the initial dissolved C content is 200 ppm.

  4. 4

    Pure CO2 can be switched to pure Ar during the middle stage of degassing if lower final dissolved C and O contents are required.