Guoxing Ren, Songwen Xiao, Caibin Liao, and Zhihong Liu, Activity coefficient of NiO in SiO2-saturated MnO–SiO2 slag and Al2O3-saturated MnO–SiO2–Al2O3 slag at 1623 K, Int. J. Miner. Metall. Mater., 29(2022), No. 2, pp.248-255. https://doi.org/10.1007/s12613-020-2205-y
Cite this article as: Guoxing Ren, Songwen Xiao, Caibin Liao, and Zhihong Liu, Activity coefficient of NiO in SiO2-saturated MnO–SiO2 slag and Al2O3-saturated MnO–SiO2–Al2O3 slag at 1623 K, Int. J. Miner. Metall. Mater., 29(2022), No. 2, pp.248-255. https://doi.org/10.1007/s12613-020-2205-y
Research Article

Activity coefficient of NiO in SiO2-saturated MnO–SiO2 slag and Al2O3-saturated MnO–SiO2–Al2O3 slag at 1623 K

Author Affilications
  • Corresponding author:

    Songwen Xiao      E-mail: swinxiao@126.com

    Zhihong Liu      E-mail: zhliu@csu.edu.cn

  • As a part of the fundamental study related to the reduction smelting of spent lithium-ion batteries and ocean polymetallic nodules based on MnO–SiO2 slags, this work investigated the activity coefficient of NiO in SiO2-saturated MnO–SiO2 slag and Al2O3-saturated MnO–SiO2–Al2O3 slag at 1623 K with controlled oxygen partial pressure levels of 10−7, 10−6, and 10−5 Pa. Results showed that the solubility of nickel oxide in the slags increased with increasing oxygen partial pressure. The nickel in the MnO–SiO2 slag and MnO–SiO2–Al2O3 slag existed as NiO under experimental conditions. The addition of Al2O3 in the MnO–SiO2 slag decreased the dissolution of nickel in the slag and increased the activity coefficient of NiO. Furthermore, the activity coefficient of NiO (γNiO), which is solid NiO, in the SiO2 saturated MnO–SiO2 slag and Al2O3 saturated MnO–SiO2–Al2O3 slag at 1623 K can be respectively calculated as γNiO = 8.58w(NiO) + 3.18 and γNiO = 11.06w(NiO) + 4.07, respectively, where w(NiO) is the NiO mass fraction in the slag.

  • Social and economic development, especially the electrification of vehicles, will inevitably lead to an enormous increase in nickel demand [15]. China, as the world’s biggest producer of lithium-ion batteries (LIBs), is experiencing a serious shortage of nickel resources and thus needs to import them from Indonesia and the Philippines [2]. At the same time, Indonesia, one of the world’s largest exporters of nickel ore, has banned the export of unprocessed nickel ore as part of its effort to develop its domestic smelting industry [2]. Hence, the use of alternative nickel resources has become a realistic and urgent issue in China.

    Alternative resources include end-of-use LIBs, which consume about 600 thousand tons of nickel per year [3]. A LIB is typically composed of a metal shell, a cathode, an anode, an organic electrolyte, and a polymer diaphragm. The anode is a metallic copper foil coated with graphite that uses polyvinylidene fluoride as a binder while the cathode is a metallic aluminum foil covered with lithium transition metal oxide powders, such as LiCoO2, LiMn2O4, LiNiO2, and LiCoxMnyNizO2 [1]. The typical elemental composition of LIBs is presented in Table 1. Other potential alternative nickel resources include ocean polymetallic nodules, which are found at a depth of 3000–5000 m in the ocean bed and are called manganese nodules because of their high manganese content [614]. In addition to manganese, large amounts of nickel, cobalt, copper, iron, and silicon can be found in ocean polymetallic nodules (Table 2). According to the report by Das [14], nickel availability in ocean polymetallic nodules is nearly five times higher than that in land-based mineral resources. Unlike LIBs, ocean polymetallic nodules mainly contain elements in the form of oxides.

    To date, many methods have been developed to extract valuable metals (Ni, Co, and Cu) from ocean polymetallic nodules. These methods include high-pressure sulfuric acid leaching, reduction–ammonia leaching, reduction roasting–ammonia leaching, reduction smelting–sulfurization (alloy-to-matte conversion)–hydrometallurgy, and reduction smelting–hydrometallurgy combinatorial processes. The reduction smelting–hydrometallurgy combinatorial process, in particular, is greatly feasible in the industry because of its relatively high productivity and minimal generation of hazardous leaching residue containing heavy metals [614]. For this process, the nodules are first dried and then smelt at 1623–1723 K without the addition of any flux. During smelting, the oxides of Ni, Co, Cu, and Fe in the nodules are reduced by adding cokes as reducing agents. Fe–Co–Cu–Ni alloys are subsequently produced, and silica and manganese oxides are enriched into a MnO–SiO2 slag. The obtained slag is nearly silica saturated (sat.) due to its high SiO2 content. After smelting, the obtained Fe–Ni–Cu–Co alloy can be further processed to recover nickel through hydrometallurgical methods, including leaching and solvent extraction.

    Although spent LIBs differ from ocean polymetallic nodules in terms of form and element content, they both contain Ni, Co, Cu, and Mn. Thus, the reduction smelting–hydrometallurgy combinatorial process has also been used to extract valuable metals from spent LIBs [45,1517]. During this process, the metallic aluminum foil, graphite anode, and organic materials such as electrolyte and separator are oxidized and used as reducing agents. The oxides of nickel and cobalt in cathode materials are reduced and then enriched into an alloy phase together with a metallic Cu foil at smelting temperatures of 1573–1773 K. Meanwhile, the oxides of manganese and lithium in cathode materials are enriched into a MnO–SiO2–Al2O3 slag phase along with silica flux and alumina generated from the oxidation of the metallic Al foil. The slag obtained from the smelting of spent LIBs is generally alumina saturated due to the extremely high content of Al in batteries.

    Table  1.  Main elemental composition of lithium-ion batteries [5,15] wt%
    NiCuCoAlMnC
    1–108–165–2010–330–2110–17
     | Show Table
    DownLoad: CSV
    Table  2.  Typical composition of ocean polymetallic nodules [8,11] wt%
    NiCuCoFeMnZnMoSiO2Al2O3CaO
    0.90–1.360.66–1.170.073–0.376.20–16.9920.03–31.230.08–0.150.04–0.0612.64–19.223.79–5.792.27–2.97
     | Show Table
    DownLoad: CSV

    As described previously, a smelting−reduction technology based on a MnO–SiO2–(Al2O3) slag system, as a universal method, can recover nickel from spent LIBs and ocean polymetallic nodules. Maximizing nickel recovery during smelting requires knowledge on the activity coefficient of nickel oxide in SiO2-saturated MnO−SiO2 and Al2O3-saturated MnO–SiO2–Al2O3 slags.

    Unfortunately, most information about the activity coefficient of nickel oxide in slags is focused on FeOx–SiO2-based slags (fayalite slags) or FeO–CaO-based slags (calcium ferrite slags), which are commonly utilized in metallurgical processes for traditional minerals. For example, Grimsey [18] measured nickel solubility in SiO2-saturated FeOx–SiO2 slags equilibrated with liquid Ni–Au–Fe alloys at 1523 and 1623 K under oxygen partial pressures in the range of 10−4 Pa to 10−2 Pa. Reddy and Acholonu [19] determined nickel solubility in Al2O3-saturated FeOx–SiO2–Al2O3 slags equilibrated with Cu–Ni alloys at 1573 K and oxygen partial pressures in the range of 10−5 Pa to 10−3 Pa. They found that adding Al2O3 to iron silicate slag increases the solubility of nickel. Henao et al. [20] studied the activity coefficients of NiO in FeOx–CaO–MgO slags at a temperature of 1773 K by equilibrating them with slags with Ni–S melt under controlled oxygen partial pressures in the range of 5.1 × 10−3 to 1.6 Pa. They found that the activity coefficients of NiO (relative to pure solid NiO) are in the range of 2.7–5.4, which agrees well with the results reported by Takeda et al. [21].

    Many studies have also explored the activity coefficient of NiO in MgO-saturated FeOx–MgO–SiO2-based slags, which are widely used in the ferronickel smelting process [20,2224]. The results of these studies show that the activity coefficient of NiO relative to solid NiO ranges from 2 to 6. Henao et al. [20] also determined the activity coefficient of NiO in FeOx–MgO–SiO2 slag with low S content and reported that the activity coefficients of NiO relative to solid NiO are 3.1–8.8. Pagador et al. [22] and Henao et al. [23] also studied the effect of adding Al2O3 and CaO into FeOx–MgO–SiO2 slags on the activity coefficients of NiO. They found that CaO and Al2O3 increase the activity coefficients of NiO in FeOx–MgO–SiO2 slag.

    Other studies also investigated the activity coefficients of NiO in CaO–Al2O3-based slags, which were proposed to be applied to the deoxidation process of nickel alloy [2527]. For instance, Henao et al. [2526] investigated the activity coefficient of NiO in CaO–Al2O3 slag equilibrated with Ni–S alloy or pure nickel metal. They found that the activity coefficients of NiO in CaO–Al2O3 slag are greater than those in FeOx–CaO slag because of the strong interaction between CaO and Al2O3.

    In the current study, the activity coefficient of nickel oxide in SiO2-saturated MnO–SiO2 and Al2O3-saturated MnO–SiO2–Al2O3 slags is determined to obtain fundamental data related to the reduction smelting of spent LIBs and ocean polymetallic nodules. The experiments were carried out by equilibrating the slags with Cu–Ni alloy under a controlled oxygen partial pressure with CO–CO2 gas mixtures at 1623 K.

    The experimental setup used in this study mainly consists of a vertical furnace and a gas purification system (Fig. 1). The furnace was equipped with MoSi2 heating elements and an alumina reaction tube (outer diameter: 80 mm; inner diameter: 74 mm; height: 850 mm). The temperature of the furnace was controlled within ±2 K by a B-type thermocouple (Pt–6wt% Rh/Pt–30wt% Rh), which was placed between the reaction tube and the heating element. In addition, the temperature of the samples was monitored within ±2 K by using another B-type thermocouple (Pt–6wt% Rh/Pt–30wt% Rh), which is placed close to the samples. Each thermocouple was first calibrated by determining its electromotive force at different temperatures with a multimeter. The accuracy was further checked against the melting point of pure copper, yielding values ±2 K of the accepted melting point (1356 K). CO–CO2 gas mixtures with a total flow rate regulated at 200 cm3/min were used to control the oxygen partial pressure inside the tube. The CO and CO2 gases were purified, dewatered, and accurately measured by passing them through a tube furnace containing magnesium chips at 873 K, a silica gel flask, molecular sieve, and a mass flow controller before they were mixed. The oxygen partial pressure was calculated according to the following reactions [24]:

    Fig. 1.  Schematic of experimental setup.
    CO(g)+1/2O2(g)=CO2(g),ΔG1=280000+85.23TJ/mol
    (1)
    ΔG1=RTln(PCO2/P)(PCO/P)(PO2/P)1/2
    (2)

    where PO2 is the oxygen partial pressure, Pa; ΔG1 represents the standard Gibbs free energy change of the reaction shown in Eq. (1), J/mol; P is standard atmospheric pressure (101325 Pa); R and T are the gas constant (J·K−1·mol−1) and the absolute temperature (K), respectively; PCO2 and PCO are the partial pressure of CO2 (Pa) and CO (Pa), respectively.

    Copper–nickel master alloys containing different amounts of nickel were produced in a tube furnace at 1623 K under argon atmosphere by using Ni powders (99.95wt%, supplied by Sinopharm Chemical Reagent Co., Ltd.) and Cu powders (99.95wt%, supplied by Sinopharm Chemical Reagent Co., Ltd.) as the starting materials. The MnO–SiO2 and MnO–SiO2–Al2O3 master slags were prepared using SiO2 (99.99wt%, supplied by Shanghai Aladdin Biochemical Technology Co., Ltd.), Al2O3 (99.99wt%, supplied by Sinopharm Chemical Reagent Co., Ltd.), and MnO powders as the starting materials. MnO powders were obtained by roasting MnCO3 powders (99.99wt%, supplied by Shanghai Aladdin Biochemical Technology Co., Ltd.) at 973 K under an argon atmosphere.

    High pure silica and alumina crucibles were used for the MnO–SiO2 slag and MnO–SiO2–Al2O3 slag experiments, respectively. Before the experiments, the reaction tube was washed with purified argon gas, and the crucible containing 1.5 g of Ni–Cu alloy and 3 g of slag (49.66wt% MnO–50.34wt% SiO2 slag or 30.22wt% MnO–34.58wt% SiO2–35.20wt% Al2O3 slag) were introduced into the hot zone of the furnace at 1623 K. Then, argon flow was stopped, and the mixture of CO and CO2 was immediately switched into the furnace. After the equilibration was established, the samples were rapidly quenched via immersion into cold water. The solidified slags were analyzed for Ni, Cu, Mn, SiO2, and Al2O3; the alloys were analyzed for Ni, Mn, and Cu. The contents of Ni and Mn in the alloy samples were determined by atomic absorption spectroscopy (AAS). The Cu content in the alloy samples was determined using sodium sulfite titration. The contents of Cu and Ni in the slag samples were measured with AAS. The contents of Mn, SiO2, and Al2O3 in the slag samples were measured using ammonium ferrous sulfate titration, gravimetry, and ethylenediamine tetraacetic acid (EDTA) volumetric method, respectively.

    Preliminary experiments were carried out to determine the equilibration time, and the results are shown in Fig. 2. A reaction time of 12 h was sufficient to achieve equilibrium. Thus, all the experiments in this study were set to last for 12 h. The results of this study are summarized in Table 3. Fig. 3 shows a comparison between the obtained slag composition in our study and the SiO2 and Al2O3 saturation lines at 1623 K suggested by Roghani et al. [28]. The compositions of MnO–SiO2 slag and MnO–SiO2–Al2O3 slag under experimental oxygen partial pressure conditions are near the liquidus line at 1623 K, and they are saturated with silica and alumina, respectively. Some deviations can be explained by the difference between the oxygen partial pressure in this study and in the reported phase diagram [28].

    Fig. 2.  Content of nickel in slag or alloy as a function of time at 1623 K and an oxygen potential of 10−5 Pa.
    Table  3.  Compositions of equilibrated alloys and slags at different oxygen partial pressures in 1623 K
    PO2 / PaEquilibrated alloy / wt%Equilibrated slag / wt%
    CuMnNiNiCuMnOSiO2Al2O3
    10−597.210.0192.770.03000.6548.6450.51
    94.760.0205.220.05700.6248.7150.45
    92.460.0217.520.07400.5647.5251.69
    88.470.02411.510.08900.5348.3350.89
    10−698.020.0351.950.00900.3547.3852.18
    94.330.0415.630.02000.3348.1651.40
    92.510.0427.450.02400.3347.9251.64
    91.900.0588.040.02900.3745.4054.10
    88.960.05910.980.03400.2848.9250.68
    10−797.370.2002.430.00350.2747.9051.75
    94.450.1805.370.00600.2247.5752.15
    89.220.19010.590.01100.2146.4153.32
    84.820.24014.940.01300.1948.5851.17
    10−597.630.0502.320.01500.3730.1038.5130.91
    97.540.0392.420.01900.3325.3831.8742.31
    90.000.0409.960.06000.3024.3330.9444.28
    86.010.06613.920.07300.2923.3129.9746.27
    10−696.740.0883.170.00900.1026.3132.0841.47
    93.070.0966.830.01800.0927.9732.4439.45
    89.210.12010.670.02500.0826.5431.3242.01
    84.550.17015.280.02800.1527.4234.8037.56
    10−797.370.2002.430.00250.0526.9835.1937.76
    94.250.2405.510.00400.1430.1938.2031.43
    89.980.2509.770.00800.1129.0740.0230.76
    85.570.29014.140.01000.0927.7634.7937.32
     | Show Table
    DownLoad: CSV
    Fig. 3.  Comparison between the obtained slag composition results and the SiO2 and Al2O3 saturation lines at 1623 K suggested by Roghani et al. [28].

    The contents of nickel oxide in the MnO–SiO2 and MnO–SiO2–Al2O3 slags are shown in Fig. 4 in relation to the content of Ni in the equilibrated alloy phase at 1623 K and at various oxygen pressures. The general trend is that the content of nickel in the slags increased as the oxygen partial pressure increased. At a given oxygen partial pressure, the content of nickel oxide also increased with increasing Ni content in the alloy. Furthermore, the solubility of nickel in the MnO–SiO2 slag was higher than that in the MnO–SiO2–Al2O3 slag at the same oxygen partial pressure.

    Fig. 4.  Relationships between dissolution of Ni in MnO–SiO2 and MnO–SiO2–Al2O3 slags and Ni content in equilibrated alloys at 1623 K.

    Many studies have found that nickel dissolution in slags presents an amphoteric behavior, i.e., nickel dissolves as Ni2+ and NiO22 in the acidic and the relatively basic slags, respectively [2930]. In this study, the mean MnO/SiO2 mass ratios for the MnO–SiO2 and MnO–SiO2–Al2O3 slags equilibrated with Ni–Cu alloy under different oxygen pressures at 1623 K were 0.93 and 0.80, respectively. Thus, the nickel in the slags was assumed to be NiO under the experimental conditions. A number of studies have also proposed that if the nickel in a slag exists in the form of NiO, then its solubility should only be a function of the oxygen partial pressure and be equal to 0 at P1/2O2=0 [19,3132]. In the current study, the values of (wt% Ni in slag)/aNi for the MnO–SiO2 slag and MnO–SiO2–Al2O3 slag at 1623 K were plotted against P1/2O2 in Fig. 5, where aNi is the activity of Ni in the alloy (relative to the pure liquid Ni). Both plots obviously pass through the origin; thus, the nickel in the MnO–SiO2 and MnO–SiO2–Al2O3 slags existed as NiO under the experimental conditions.

    Fig. 5.  Relationship between the values of (wt% Ni in slag)/aNi for MnO–SiO2 slag or MnO–SiO2–Al2O3 slag and the oxygen partial pressure at 1623 K.

    The distribution ratio of Ni between the slag and the alloy phases, LNi, is defined as follows:

    LNi=xNiOxNi
    (3)

    where xNiO and xNi denote the mole fractions of NiO in the slag and Ni in the alloy, respectively.

    Fig. 6 shows the nickel distribution ratio as a function of oxygen partial pressure at 1623 K. The nickel distribution ratio obviously increases with increasing oxygen partial pressure. This result indicates a linear relationship between lgLNi and lgPO2 with a gradient of about 0.5. It can be explained by the following equilibrium reaction between Ni in the alloy and NiO in the slag [23]:

    Ni(l)+1/2O2(g)=NiO(s),ΔG4=247750+92.57T
    (4)
    ΔG4=RTlnγNiO(s)xNiOγNi(l)xNi(PO2/P)1/2
    (5)

    where γNiO(s) and γNi(l) are the activity coefficients of NiO (relative to the pure solid NiO) and Ni (relative to the pure liquid Ni), respectively.

    Fig. 6.  Relationship of the distribution ratio of Ni with the oxygen partial pressure at 1623 K.

    Thus, the logarithm of the distribution ratio of Ni can be written as follows:

    lgLNi=12lgPO212lgP+lg[exp(ΔG4RT)]+lgγNi(l)γNiO(s)
    (6)

    where ΔG is constant at a given temperature. Therefore, if the ratios of γNi(l) to γNiO(s) are constant, then lgLNi should increase in proportion to one-half order of lgPO2. As shown in Fig. 6, many studies have confirmed that the ratios of γNi(l) to γNiO(s) remain constant in many systems between slags and alloys, including Au–Ni–Fe, Ni–Fe–Co, and Cu–Ni, in equilibrium with FexO–SiO2 [18], FexO–MgO(sat.)–SiO2 [24], and FexO–SiO2–Al2O3 [19], respectively, under wide temperature ranges. Therefore, given the oxidation reaction of nickel and the distribution ratio in Eq. (6), the result shown in Fig. 6 is reasonable.

    As an important thermodynamic parameter, activity coefficient is widely used to estimate the loss of valuable metals into slags. The activity coefficient of oxide in a slag can be calculated according to Eq. (6) and is shown Table 4. The activity coefficient of Ni in Cu–Ni alloy, γNi, was calculated according to Eq. (7) reported by Acholonu without consideration of the effect of Mn due to its low content [33].

    ln γNi=1966Tx2Cu
    (7)
    Table  4.  Values of activity coefficient of nickel in alloys and slags at 1623 K
    Slag systemPO2 / PaEquilibrated alloyEquilibrated slagγNi/γNiO
    xNiγNi(l)aNi(l)xNiOaNiO(s)γNiO(s)
    MnO–SiO210−50.02993.12490.09350.000330.001293.870.81
    0.05632.93970.16540.000630.002273.600.82
    0.08092.78070.22500.000820.003093.780.74
    0.12342.53490.31290.000990.004304.360.58
    10−60.02113.18940.06720.000100.000292.941.09
    0.06072.90880.17650.000220.000773.470.84
    0.08022.78380.22320.000270.000973.660.76
    0.08652.74400.23730.000320.001033.230.85
    0.11782.56330.30200.000380.001313.490.74
    10−70.02633.13660.08230.000040.000112.931.07
    0.05792.91670.16880.000070.000233.500.83
    0.11362.57800.29300.000120.000403.320.78
    0.15972.33890.37360.000140.000513.570.66
    MnO–SiO2–Al2O310−50.02503.15890.07890.000190.001085.830.54
    0.02603.15190.08210.000250.001134.560.69
    0.10662.62720.28000.000790.003854.890.54
    0.14852.40310.35680.000970.004915.080.47
    10−60.03413.08880.10530.000120.000463.920.79
    0.07332.82330.20680.000230.000903.880.73
    0.11412.57990.29430.000330.001283.930.66
    0.16282.32830.37900.000360.001654.620.50
    10−70.02613.13740.08200.000030.000113.540.89
    0.05912.90380.17170.000050.000244.750.61
    0.10452.62520.27440.000100.000383.820.69
    0.15072.37940.35870.000130.000493.870.61
     | Show Table
    DownLoad: CSV

    Fig. 7 shows the activity coefficients of NiO as a function of NiO content in MnO–SiO2 and MnO–SiO2–Al2O3 slags. The activity coefficients of NiO, relative to pure solid NiO, gradually increase as the content of NiO in the slag increases and are independent of the oxygen partial pressure. As expected, the activity coefficients of NiO in the slag containing Al2O3 are higher than those in the Al2O3-free slag. This result can be explained by considering the fact that manganese aluminate is chemically more stable than nickel aluminate; the respective free energies of formation from the constituent oxides are –22.33 kJ/mol for NiO·Al2O3 and –26.63 kJ/mol for MnO·Al2O3 at 1623 K. Thus, relative to manganese oxide, nickel oxide may be rejected from the slag in the presence of alumina, resulting in an increase in its activity coefficient. The relationship between the activity coefficient of NiO and the content of NiO as a weight percentage in a slag can be described by the following linear equations:

    Fig. 7.  Activity coefficient of nickel oxide relative to pure solid nickel oxide vs. NiO content in different slag systems at 1623 K under various oxygen pressures.
    γNiO(s)=8.58w(NiO)+3.18,forSiO2saturatedMnOSiO2slagat1623K
    (8)
    γNiO(s)=11.06w(NiO)+4.07,forAl2O3saturatedMnOSiO2Al2O3slagat1623K
    (9)

    where w(NiO) is the NiO content in the slag, wt%.

    As mentioned above, alumina is a welcome addition to the MnO–SiO2 slag for the smelting reduction of ocean polymetallic nodules because the higher the activity coefficient of NiO is, the lower the losses to the slag will be. Considering the large amount of metallic Al in spent LIBs, the reduction smelting of ocean polymetallic nodules could be optimized by adding spent LIBs to produce a MnO–SiO2–Al2O3 slag rather than a MnO–SiO2 slag.

    In this paper, phase equilibrias between Cu–Ni alloy and SiO2-saturated MnO–SiO2 or Al2O3-saturated MnO–SiO2–Al2O3 slags were experimentally conducted under controlled oxygen partial pressure levels of 10−7, 10−6, and 10−5 Pa at 1623 K, which is closely related to the reduction smelting of spent LIBs and ocean polymetallic nodules. The main findings can be summarized as follows.

    (1) The distribution ratios of Ni and the solubility of nickel oxide in the slags increased with increasing oxygen partial pressure. Furthermore, the solubility of nickel in the MnO–SiO2 slag was higher than that in the MnO–SiO2–Al2O3 slag at the same oxygen partial pressure.

    (2) The addition of Al2O3 in the MnO–SiO2 slag decreased the dissolution of Ni in the slag and increased the activity coefficient of NiO.

    (3) The activity coefficient of NiO, which is solid NiO, in the SiO2 saturated MnO–SiO2 slag and Al2O3 saturated MnO–SiO2–Al2O3 slag at 1623 K can be respectively calculated as γNiO(s) = 8.58w(NiO) + 3.18 and γNiO(s) = 11.06w(NiO) + 4.07, respectively, where w(NiO) is the NiO content in the slag, wt%.

    This work was financially supported by the National Natural Science Foundation of China (No. 51704038).

    The authors declare no potential conflict of interest.

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