Next Article in Journal
Study on the Morphology, Microstructure, and Properties of 6082-T6 Aluminum Alloy Joints in MIG Welding
Next Article in Special Issue
Physical Experiments and Numerical Simulations of the Influence of Turbulence Inhibitors and the Position of Ladle Shroud on the Steel Flow in an Asymmetric Five-Strand Tundish
Previous Article in Journal
Evolution Behavior of Rapidly Solidified Microstructure of a Ti-48Al-3Nb-1.5Ta Alloy Powder during Hot Isostatic Pressing
Previous Article in Special Issue
Efficiently Removing Hydrogen of H-Supersaturated Liquid Steel in the Vacuum Degasser with Various Gas Injection Modes
 
 
Font Type:
Arial Georgia Verdana
Font Size:
Aa Aa Aa
Line Spacing:
Column Width:
Background:
Article

Effect of Mg-Ce Treatment on Inclusion Characteristics and Pitting Corrosion Behavior in EH420 Marine Steel

1
Hebei Key Laboratory of Materials Near-Net Forming Technology, School of Materials Science and Engineering, Hebei University of Science and Technology, Shijiazhuang 050018, China
2
Technology Research Institute, HBIS Group Co., Ltd., Shijiazhuang 050018, China
3
College of Metallurgy and Energy, North China University of Science and Technology, Tangshan 063210, China
*
Authors to whom correspondence should be addressed.
These authors contributed equally to this work.
Metals 2023, 13(7), 1244; https://doi.org/10.3390/met13071244
Submission received: 25 May 2023 / Revised: 23 June 2023 / Accepted: 28 June 2023 / Published: 7 July 2023
(This article belongs to the Special Issue Advanced Tundish Metallurgy and Clean Steel Technology)

Abstract

:
Reasonable regulation of nonmetallic inclusions in steel can significantly improve its strength, toughness, and corrosion resistance. In this paper, EH420 marine steel was treated with Mg, Ce, and Mg-Ce to modify the inclusions. The effects of different treatments on the morphology, composition, size distribution, induced intragranular ferrite (IGF) nucleation, and pitting resistance of inclusions were systematically analyzed using various methods. The results show that the Mg-Ce composite treatment can modify irregular MgAl2O4 inclusions into spherical Mg-Ce-O composite inclusions and MgO-dominated inclusions. The density of inclusions is increased from 74.8/mm2 to 186.0/mm2, and the average size of inclusions is decreased from 2.60 μm to 1.07 μm. The Mg-Ce-O composite inclusions are effective inclusions for inducing IGF. Furthermore, the pitting potential is increased from −503 mV to −487 mV, and the corrosion rate is decreased. The order of average electronic work function is ΦMgO < ΦCe2O3 < Φα-Fe < ΦAl2O3. Ce2O3 is hard to induce pitting corrosion due to its similar electronic work function to the steel matrix. Thus, the Mg-Ce composite treatment is better than that for Mg and Ce treatment alone, and has better application prospects.

1. Introduction

Marine steel with high strength, toughness [1], and corrosion resistance [2] is required to build large ships. As a significant indicator of steel quality, the characteristics of nonmetallic inclusions in steel are intimately related to the various properties of steel [3]. Therefore, reasonable control of the morphology [4], composition [5,6,7], quantity [8,9], size [6,10], size distribution [11,12], and uniformity [13] of nonmetallic inclusions in steel can significantly improve the strength, toughness, and corrosion resistance.
Aluminum is a commonly used deoxidizing element in marine steel. Al2O3 inclusions with a high melting point easily aggregate and grow during deoxygenation [14], which can lead clogging of the submerged entry nozzle during the continuous casting process, and influence the smooth operation of the continuous casting process. Adding Mg to steel can transform Al2O3 inclusions into MgAl2O4 and MgO [15,16,17]. Kimura S [18] pointed out that the force between Mg-containing composite inclusions formed after Mg treatment is approximately 1/10 of that between Al2O3 inclusions, and the action distance is approximately 2/5 of the maximum action distance of Al2O3 inclusions. Therefore, Mg treatment can effectively reduce the large-sized inclusions in steel [19]. Due to special service conditions, marine steel also needs to show strong resistance to seawater corrosion. Many scholars [15,20,21,22,23] have found that the addition of rare earth elements to steel results in the formation of rare earth inclusions, which can improve the corrosion resistance of steel.
Mg-Ce composite treatment is beneficial to the refinement of inclusions in steel. By adding earth-magnesium alloy to die steel, Xing Li [15] found that the average diameter and average area of inclusions in steel decrease from 2.18 μm and 4.72/μm2 to 1.88 μm and 3.57/μm2, respectively. In addition, Mg-Ce composite treatment can modify the inclusions in steel. Yu Huang [24] studied the effects of Mg and rare earth elements on inclusions in H13 steel and found that for a Mg content of 6 ppm, as the cerium content in molten steel increases from 0 to 300 ppm, MgAl2O4 is effectively modified into cerium oxide (Ce–O) and cerium oxy-sulfide (Ce–O–S), and the evolutionary process is as follows: MgAl2O4→CeAlO3→Ce–O and Ce–O–S. Meanwhile, Mg-Ce composite treatment is also favorable for improving the properties of steel. Yang Li [25] studied the effect of Mg-Ce composite treatment on non-quenched and tempered steel and found that Al2O3-MnS and long-trip MnS inclusions can be transformed into Ce-Mn-Mg-O-S. The strength and impact toughness of steel were also improved. Wang C [26] found that Ti-Mg-Ce-O composite inclusions after Ce treatment in Ti-Mg killed steel can induce IGF nucleation, which significantly improves the low-temperature impact toughness of the heat-affected zone. Jeon S [27] pointed out that the addition of Ce to HDSS increases the resistance to pitting corrosion due to the formation of stable Ce oxide and the reduction of pitting initiation sites. As a result, Mg-Ce composite treatment can modify and refine inclusions, increase the strength and toughness of steel [28], and improve the corrosion resistance of steel [29]. However, systematic studies investigating the effect of Mg-Ce composite treatment on the inclusions of marine steel are not yet complete.
The purpose of this work is to investigate the effect of Mg-Ce composite treatment on inclusion characteristics and pitting corrosion behavior in EH420 marine steel. Thermodynamic calculations were used to analyze the change in Mg and Ce content on the evolution of the inclusion composition in steel. Thermal simulation smelting experiments were used to compare the effects of Mg-free treatment, Mg treatment, Ce treatment, and Mg-Ce compound treatment on the composition, number, and size distribution of inclusions in steel. Electrochemical tests were utilized to evaluate the pitting resistance of various types of inclusions in experimental steels. Finally, the electronic work function of the inclusions was calculated by first-principles calculations to clarify the mechanism of pitting corrosion in experimental steels.

2. Experimental Section

2.1. Materials and Procedure

The industrial steels were cut to appropriate squares samples by wire cutting. In a typical run, a MgO crucible (30 mm in diameter and 120 mm in height) which contained 500 g ingot of EH420 marine steel was placed in the even zone of a vertical MoSi2 resistance furnace. The steel was heated to 1600 °C in an argon atmosphere. After melting, the top slag (CaO: 48 wt%, SiO2: 21 wt%, Al2O3: 16 wt%, MgO: 10 wt%, and CaF2: 5 wt%) was added to the molten steel to prevent oxidation. After the top slag melts, the Ni-Mg alloy (containing 30 mass% Mg) and Ce-Fe alloy (containing 30 mass% Ce) were deliberately added into the melts to achieve the desired content. After 5 min, the furnace was cooled to room temperature, and then the ingots were removed from the furnace. According to the different alloy additions, four groups of experiments were carried out: Mg-free treatment (standard steel), Mg treatment, Ce treatment, and Mg-Ce treatment, which were named LM, HM, HC, and MC, respectively.
The contents of the main alloying elements in the ingots were determined by an optical emission spectrometer (OES). The Mg and Ce contents were determined by using an inductively coupled plasma mass spectrometer (ICP–MS, PlasmaMS 300). The T.N. and T.O. contents were determined by using a nitrogen-oxygen analyzer. The analysis results are shown in Table 1. T.O. and T.N. denote the total oxygen and total nitrogen content of the test ingots, respectively.

2.2. Analysis Methods

Two test samples (15 × 15 × 3 mm) were taken from the middle part of each ingot and used for inclusion analysis and electrochemical test, respectively.
The inclusion analysis samples were ground with a series of carborundum papers up to 2000 grit and polished with 0.15 μm diamond polish. The morphology and composition of the inclusions were characterized by a scanning electron microscope equipped with an energy dispersive spectrometer (SEM–EDS, ZEISS ULTRA 55). Fifty continuous fields of view (total viewed area of 2.85 mm2) at 1000× magnification were selected to measure the number density and the size distribution of the inclusions. After inclusion analysis, these samples were etched with a 4% nitric acid solution for 10 s and the microstructure was observed with a Leica DMi8 microscope system.
The electrochemical test samples were welded with copper wire and then embedded in epoxy resin. The experimental samples were ground with a series of carborundum papers up to 600 grit and then rinsed and dried. The exposed area for the experimental steel was 1 cm2. An electrochemical experiment based on “ASTM G61-86 (R2014)” was carried out using a three-electrode system, which comprised the experimental samples as the working electrode, a platinum plate as the auxiliary electrode, and a saturated calomel electrode (SCE, 232 Type) as the reference electrode. Potentiodynamic and potentiostatic polarization methods were performed to investigate the anti-pitting properties of inclusions in different treatment methods using an electrochemical workstation (PARSTAT 3000DX). The test time for the open-circuit potential is more than 10 min. The potential was scanned from a relative open potential of −0.6 V to 0.6 V with a scan rate of 0.3333 mV/s to obtain the dynamic potential polarization curve. The potentiostatic polarization was scanned at −0.5 V potential with 5 data per second to obtain the potentiostatic polarization curves.

2.3. Computational Details

All calculations for this work are performed in the framework of density functional theory (DFT) with the Cambridge Sequential Total Energy Package (CASTEP). The Broyden Fletcher Goldfarb Shannon (BFGS) criterion [30] is employed to optimize the geometry of the structures. The ultrasoft pseudopotential [31] is used to describe the interactions between ionic cores and valence electrons. The exchange correlation function used in the calculation is the Perdew-Burke-Ernzerhof (PBE) potential energy function of the generalized gradient approximation (GGA) [32]. The single point Kohn-Shan wave function is used to expand the plane wave base group, and the Brillouin zone is sampled with a Monkhorst-Pack k-point grid. After convergence tests of the total energy with respect to the cutoff energy and k-point, the cutoff energy was set as 570 eV for all structures, and the k-points of the surface materials were set as 6 × 6 × 1. Furthermore, the self-consistent field, energy, force, atomic displacement, and stress components have convergence criteria of 1.0 × 10−6 eV/atom, 1.0 × 10−5 eV/atom, 0.03 eV/Å, 1.0 × 10−3 Å, and 0.05 GPa, respectively. A 15-Å vacuum layer along the z direction is adopted to eliminate the interactions between the slabs. The crystal structures obtained for all oxides are listed in Table 2.

3. Results and Discussion

3.1. Evolution of Inclusion in Marine Steel after Mg-Ce Addition

3.1.1. Effect of the Mg-Ce Addition on the Characteristics of Inclusions

The morphology and composition of the inclusions in the experimental steel were characterized using SEM–EDS, and the results are shown in Figure 1. The typical inclusions in LM steel are irregularly shaped MgAl2O4-dominated inclusions with trace SiO2 and CaO. The average MgO and Al2O3 contents in these inclusions are 30.33% and 62.77%, respectively. The typical inclusions in HM steel are spherical MgO-dominated inclusions with trace Al2O3. The average MgO and Al2O3 contents are 87.86% and 7.87%, respectively. The typical inclusions in HC steel are spherical Ce2O3-dominated inclusions, with an average Ce2O3 content of up to 98.48%. The typical inclusions in MC steel are mainly divided into two types, both of which are spherical: the inclusions for type I, as shown in Figure 1d, are Mg-Ce-Ti-O composite inclusions, in which the outer part consists of high Ce2O3 inclusions observed as a bright white color and the inner part consists of MgO-dominated inclusions observed as a black color. As shown in Figure 1e, the typical inclusions for type II are MgO-dominated inclusions with trace Ti2O3, with an average MgO content of 78.47%. The dispersion of Mg-Ce-Ti-O composite inclusions observed in Figure 1 is due to the inhomogeneous composition.
Map scanning was used to further analyze the elemental compositions of typical Mg-Ce-O composite inclusion in MC steel, and the results are shown in Figure 2. The results of mapping analysis demonstrate that Ti and O elements are evenly distributed throughout the inclusion. Mg is the element concentrated in the core of the inclusion and overlaps with the black area in the inclusion. Ce and Al elements are primarily distributed in the outer part of the inclusion, resulting in a bright white color in the outer part of the inclusion. Mn, S, and C elements are not clearly enriched.
In general, the competitive relationship between Mg and Ce determines the evolution behavior of inclusions. After Mg treatment, [Mg] reacts with MgAl2O4 inclusions in LM steel to form MgO-dominated inclusions due to the reducing properties of Mg. The rare earth Ce also acts as a strong deoxidizing element. [Ce] reacts with MgAl2O4 inclusions in LM steel to form Ce2O3 inclusions after Ce treatment. Upon Mg-Ce composite treatment, [Mg] with preferential addition reacts with MgAl2O4 inclusions in LM steel to form MgO-dominated inclusions with trace Ti2O3. Then [Ce] in the Ce-Fe alloy with subsequent addition shows a competitive relationship with [Mg]. Some MgO-dominated inclusions are reduced layer by layer by [Ce]. Finally, two types of inclusions are formed: one is the Mg-O composite inclusion, and the other is the Ce-Al-O composite inclusion.

3.1.2. Effect of Mg-Ce Addition on the Number and Size Distribution of the Inclusions

The inclusion number and size distribution are important indices to measure the properties of steel. Figure 3 shows the inclusion number density and average size in the test steels. The inclusion number densities in LM, HM, HC, and MC steels are 74.8, 141.1, 168.9, and 186.0/mm2, respectively. Mg treatment, Ce treatment, and Mg-Ce composite treatments significantly increase the inclusion number density. Compared to standard steel, the inclusion number density is increased by 88.64%, 125.80%, and 148.56%, respectively. The average size of the inclusions in LM, HM, HC, and MC steel is 2.60 ± 1.62, 1.08 ± 0.99, 1.60 ± 1.27, and 1.07 ± 1.01 μm, respectively. Obviously, HM and MC steels have the smallest average size of inclusions, and the distribution is more concentrated. Due to the strong deoxidation of Mg and Ce, the Al content in inclusions will be reduced. Al2O3 inclusion has strong force and action distance, and the decrease of Al content in inclusions will be conducive to the refinement and dispersion of inclusions. Therefore, the three treatment methods can improve the inclusion number density and reduce the size of inclusions, among which the Mg-Ce composite treatment has the most obvious effect.
The inclusion size distribution was further analyzed statistically, as shown in Figure 4. The majority of the inclusions in standard steel (LM) are around 1–5 μm in diameter, accounting for 83% of the total. In addition, some large inclusions (5–10 μm) are observed with a ratio of 6%. The proportion of small inclusions (<1 μm) is significantly increased after Mg treatment, accounting for 70% of the total, which is 7.4 times that of standard steel. The proportion of 1–5 μm inclusions is significantly decreased, and 5–10 μm inclusions disappear. After Ce treatment, the proportion of small inclusions increases from 11% to 42%. The proportion of inclusions in the size range of 1–3 μm shows no obvious change,. In terms of inclusion size distribution, MC steel and HM steel exhibit similar characteristics.
As a result, incorporating Mg into steel can significantly increase the proportion of small inclusions. In addition, Mg-Ce composite treatment can significantly increase the inclusion density, and proportion of small-sized inclusions, and effectively reduce the average inclusion size.

3.2. Analysis of the Thermodynamic Mechanism of Inclusion Evolution

3.2.1. Analysis of Equilibrium Inclusion Evolution Based on Phase Diagram

FactSage 8.0 was used to calculate the dominant regions of deoxidation products with different Mg and Ce contents. FTmisc and FToxid were selected for the database. The calculated chemical compositions are shown in Table 1.
Figure 5 shows the dominant regions of deoxidation products with different Mg and Ce contents. Spinel and monoxide phases are mainly composed of MgAl2O4 and MgO. When the Mg content is 6 ppm, the inclusion changes according to the route of Al2O3 → Al2O3 + AlCeO3 → Spinel + AlCeO3 + Al11O18Ce→Spinel + AlCeO3 → AlCeO3 → Ce2O3 + AlCeO3 → Ce2O3 as the Ce content increases. When the content of Mg is 6–8 ppm, with increasing Ce content, the inclusion is changed according to the route of spinel + AlCeO3 → AlCeO3 → Ce2O3 + AlCeO3 → Ce2O3. When the content of Mg is 16–42 ppm, with increasing Ce content, the inclusion is changed according to the route of spinel→spinel + AlCeO3 → spinel + monoxide + AlCeO3 → monoxide + AlCeO3 → monoxide + Ce2O3 + AlCeO3 → Monoxide + Ce2O3. When the Mg content is >42 ppm, the inclusion does not change with increasing Ce content.
According to the Mg and Ce contents given in Table 1, it can be concluded that the equilibrium inclusion in LM steel is MgAl2O4. The equilibrium inclusions in HM and HC steel are MgO + MgAl2O4 and Ce2O3. When the Mg and Ce content are 32 and 340 ppm, respectively, MgO and Ce2O3 coexist as equilibrium inclusions in MC steel.

3.2.2. Analysis of Inclusion Modification Based on Reducing Ability

As shown in Figure 1 and Figure 5, the MgAl2O4 inclusions in standard steel are primarily modified to MgO and Ce2O3 after various treatments. As a result, dissolved [Al], [Mg], [Ce], and [O] equilibrations in standard steel at 1600 °C are calculated to better explain the evolutionary behavior of inclusions. Table 3 shows the deoxidation equilibrium of Al, Mg, and Ce. The interaction coefficients involved are shown in Table 4. Based on Henry’s Law and Wagener’s model, the calculation results are shown in Figure 6. It can be concluded that [Al] has poor deoxidation ability compared to [Mg] and [Ce]. When the [Mg] content is <10.5 ppm, the deoxidation ability increases with the increase of [Mg] content. On the contrary, the deoxidation ability decreases. Unlike [Mg], the deoxidation ability of [Ce] will be enhanced as its content increases.
When Mg or Ce is added to liquid steel, Al2O3 inclusions in MgAl2O4 will be transformed into MgO or Ce2O3 inclusions by [Mg] or [Ce], respectively, due to the strong deoxidization ability. Simultaneously, [Mg] or [Ce] will react directly with [O] in liquid steel to generate MgO or Ce2O3 inclusions, respectively. When Mg-Ce composite treatment, the addition of Mg preferentially makes the inclusions in the steel evolve into MgO. The increased Ce concentration will then be able to undergo a displacement reaction with MgO. However, it is insufficient to entirely replace all of the [Mg] in MgO due to insufficient [Ce] content. As a result, the inclusion types in MC steel are finally generated. In conclusion, the evolution mechanism of inclusions can be shown in Figure 7.

3.3. Analysis of Mg-Ce-O Composite Inclusion-Induced Acicular Ferrite Nucleation Ability

The Mg-Ce-O composite inclusions are effective inclusions for inducing IGF. Figure 8 shows the SEM micrograph and elemental distribution of a typical effective inclusion in MC steel. The inclusion is a composite, containing Mg–Ce–O elements. According to the elemental distribution, it is found that the inclusion can be divided into three parts: MgO in the inner part and Ce2O3 in the outer layer. The inclusion in Figure 8 induces the nucleation of IGF, and a higher Ce concentration is found to exist at the position of IGF nucleation.
The capacity of inclusion heterogeneous nucleation is controlled by the interface’s free energy change, which is mainly impacted by the disregistry effect. Bramfitt’s planar lattice disregistry model [41] was used to calculate the disregistry between Ce2O3 and α-Fe. This model is defined as follows:
δ ( hkl ) n ( hkl ) s = i = 1 3 | d [ uvw ] s i cos θ d [ uvw ] n i | 3 d [ uvw ] n i × 100 %
where (hkl)s and (hkl)n are the low-index plane of substrate and nucleated solid, respectively; [uvw]s and [uvw]n are the low-index direction in (hkl)s and (hkl)n, respectively; d[uvw]s and d[uvw]n are the interatomic spacing along [uvw]s and [uvw]n, respectively; θ is the angle between the [uvw]s and [uvw]n directions.
The crystal structures obtained for Ce2O3 and α-Fe in this work are listed in Table 2, and the mismatch model is shown in Figure 9. The calculation result shows that the disregistry between (001) Ce2O3 and (111) α-Fe is 2.77% (<6%). Therefore, Ce2O3 inclusions have a good ability to promote heterogeneous nucleation of α-Fe, which can effectively induce IGF nucleation. Mg-Ce-Ti-O composite inclusions can effectively induce IGF nucleation due to the Ce2O3 in the outer part.

3.4. Effect of Inclusion Type on the Resistance to Pitting Corrosion

The corrosion resistance of test steels was measured by electrochemical potentiodynamic polarization curves and potentiostatic polarization curves. Pitting corrosion often initiates and grows up in the early stage of steel corrosion. In general, the pitting potential (Ep) refers to the breakdown potential for damaging the passive film, which reflects the order of pitting caused by inclusions in steel. A high pitting potential indicates strong pitting resistance of the test steels [42,43]. Figure 10 shows the results of electrochemical tests. As shown in Figure 10a, the Ep is determined by the slope beginning to change from positive to negative. Based on the increased rate of current density, the potentiostatic polarization curve is divided into stages I and II, with a time of 200 s as the boundary, as shown in Figure 10b. In stage I, the corrosion current density increases rapidly, mainly including corrosion initiation and expansion. In stage II, the corrosion current density is stable at a high level, which means a uniform corrosion of the matrix mainly occurs. The slope of 0–200 s in the potentiostatic polarization curve reflects the corrosion rate of the initial pitting corrosion of inclusions.
The analysis results are shown in Table 5. The pitting potential and slope of stage I (KI) for LM and HM steel are −503 mV and 0.173 mA/(cm−2·s−1), −509 mV and 0.193 mA/(cm−2·s−1), respectively, which means the two steels are less resistant to pitting corrosion due to the low pitting potential and large KI. It is noteworthy that the pitting potential and KI for HC steel are −456 mV and 0.052 mA/(cm−2·s−1), respectively. This means that HC steel has the best pitting resistance, followed by MC steel.
The pitting morphologies of typical inclusions after potentiodynamic polarization are shown in Figure 11. Compared to LM steel, HM steel exhibits severe pitting corrosion around high MgO inclusions, meaning that Mg treatment deteriorates the corrosion resistance of the steel matrix. Only minor pitting corrosion occurs around the Ce-containing inclusions in the HC and MC steels, which could improve pitting resistance.
In summary, high MgO inclusions are prone to matrix pitting compared to MgAl2O4 inclusions, whereas Ce-containing inclusions can significantly improve the pitting resistance of steel. The Mg treatment reduces the size of the inclusions, but simultaneously increases their number density. As a result, more corrosion sites result in lower pitting resistance for HM than LM steel. MC steel has the better corrosion resistance due to Ce2O3 inclusions formed after Ce treatment. The formation of rare-earth composite inclusions after the treatment of Mg-Ce composites can improve the pitting resistance of steel. Therefore, the order of pitting resistance for the four experimental steels is HC > MC > LM > HM.

3.5. Analysis of Inclusions for Pitting Corrosion Resistance Based on Electronic Work Function

The electron work function is defined as the minimum energy required for an electron to escape from the interior to the surface of a solid. Previous studies have indicated that the electron work function is closely related to corrosion potential and can serve as a sensitive parameter to study corrosion mechanisms [44]. This parameter reflects the material’s corrosion tendency and can be calculated using Equation (2).
Φ = E vac E F
where Φ represents the electronic work function; Evac represents the electrostatic potential energy; EF represents the fermi energy.
In order to compare the electronic work function between inclusions and Fe, the potential difference is calculated by Equation (3).
Δ U = Φ oxide Φ F e
where ΔU represents the potential difference between the steel matrix and the inclusion; Φoxide represents the electronic work function of the inclusion, and ΦFe represents the electronic work function of the α-Fe(110) plane.
The possibility and location of dissociation reactions were determined based on the electronic work function of the inclusions and the steel matrix. When ΔU is less than 0, the inclusion acts as the anode that dissolves first. Conversely, when ΔU is greater than 0, the anode changes to the steel matrix and would dissolve first. When ΔU is close to 0, no dissociation reaction would occur [45]. To determine the dominant crystalline surfaces of the steel and inclusions, the minimum surface energy principle was utilized, with α-Fe(110) [46], Al2O3(0001) [47], MgO(100) [48], and Ce2O3(0001) [49] identified as the respective surfaces. Surface convergence tests on slab models were performed to ensure sufficient atomic layer thickness and representative bulk material properties, with a 15 Å thick vacuum layer employed to neutralize the interaction of the terminal atoms. Finally, first-principles calculations were used to calculate the electronic work function after structural optimization, and the results are presented in Table 6.
The electron work function of the α-Fe(110) plane is 4.706 eV. The electronic work function of MgO is lower than that of the steel matrix, ranging from 4.174 eV to 4.291 eV, while the electronic work function of Al2O3 is generally greater than that of the steel matrix, ranging from 4.108 eV to 6.398 eV. Ce2O3 has an electronic work function that is similar to that of the steel matrix, ranging from 3.036 eV to 5.360 eV. Figure 12 illustrates that the average electronic work function order is ΦMgO < ΦCe2O3 < Φα-Fe < ΦAl2O3. This indicates that when MgO acts as a pitting source in steel, it can induce pitting corrosion, which begins with MgO and progresses to the steel matrix. On the other hand, Al2O3 does not decompose, but pitting corrosion can still occur in the steel matrix near the inclusions due to large potential differences. The electronic work function of Ce2O3 is similar to that of steel matrix, indicating that pit corrosion is hard to occur. Therefore, using Mg-Ce treatment to obtain Mg-Ce-O composite inclusions, with the outer part consisting of high Ce2O3 inclusions and the inner part consisting of MgO-dominated inclusions, can significantly reduce the possibility of pitting corrosion.

4. Conclusions

  • The typical inclusions in EH420 marine steel are MgAl2O4. After Mg treatment, the inclusions can be transformed into MgO-dominated inclusions. After Ce treatment, the inclusions can be transformed into Ce2O3 inclusions. After Mg-Ce composite treatment, the inclusions can be transformed into Mg-Ce-O composite inclusions and MgO-dominated inclusions with trace Ti2O3. The experimental results are consistent with the thermodynamic calculation results;
  • Mg treatment, Ce treatment, and Mg-Ce composite treatment can increase the number of inclusions and refine the size of the inclusions. Among them, the effect of Mg-Ce composite treatment is the most significant. After Mg-Ce composite treatment, the inclusion number density in MC steel is increased by 2.5 times, and the average size is reduced to 2/5 of standard steel;
  • High MgO inclusions formed after Mg treatment are prone to pitting corrosion. The inclusions containing rare earth elements after Ce treatment can significantly improve the pitting resistance of steel and reduce the corrosion rate. Compared with Mg treatment, Mg-Ce composite treatment can be used to improve the corrosion resistance of steel;
  • Based on first-principles calculations, it was determined that the average order of the electron work function is ΦMgO < ΦCe2O3 < Φα-Fe < ΦAl2O3. As a result of its low electron work function value, MgO can dissolve and cause pitting corrosion. In contrast, Ce2O3 has a similar electron work function value to that of the steel matrix, making it hard for it to induce pitting corrosion.

Author Contributions

Methodology, H.L.; Formal analysis, X.L.; Investigation, H.L.; Resources, Y.Z. and B.W.; Writing—original draft, E.L.; Supervision, Z.G., Q.W. and L.Z.; Funding acquisition, H.L. All authors have read and agreed to the published version of the manuscript.

Funding

This research was funded by “the National Nature Science Foundation of China (U21A20114, 52204341, 51974102)“, “the Natural Science Foundation of Hebei Provincial (E2021208017, E2021208006, E2019208308)“, and “the Key R & D projects of Hebei Province (20311003D)“.

Data Availability Statement

Not applicable.

Conflicts of Interest

The authors declare no conflict of interest.

References

  1. Wang, D.; Zhang, P.; Peng, X.; Yan, L.; Li, G. Comparison of microstructure and mechanical properties of high strength and toughness ship plate steel. Materials 2021, 14, 5886. [Google Scholar] [CrossRef] [PubMed]
  2. Wu, W.; Liu, Z.; Wang, Q.; Li, X. Improving the resistance of high-strength steel to SCC in a SO2-polluted marine atmosphere through Nb and Sb microalloying. Corros. Sci. 2020, 170, 108693. [Google Scholar] [CrossRef]
  3. Wang, Y.; Karasev, A.; Park, J.H.; Jönsson, P.G. Non-metallic inclusions in different ferroalloys and their effect on the steel quality: A review. Metall. Mater. Trans. B 2021, 52, 2892–2925. [Google Scholar] [CrossRef]
  4. Wang, Y.; Karasev, A.; Jönsson, P.G. Comparison of nonmetallic inclusion characteristics in metal samples using 2D and 3D methods. Steel Res. Int. 2020, 91, 1900669. [Google Scholar] [CrossRef] [Green Version]
  5. Lou, H.; Wang, C.; Wang, B.; Wang, Z.; Misra, R.D.K. Evolution of inclusions and associated microstructure in Ti-Mg oxide metallurgy steel. ISIJ Int. 2019, 59, 312–318. [Google Scholar] [CrossRef] [Green Version]
  6. Zhang, C.; Gao, L.; Zhu, L. Effect of inclusion size and type on the nucleation of acicular ferrite in high strength ship plate steel. ISIJ Int. 2018, 58, 965–969. [Google Scholar] [CrossRef] [Green Version]
  7. Zhang, G.; He, X.; Zhang, Q.; Wang, W.; Wang, M. Comparison of microstructure and heat treatment distortion of gear steels with and without Nb addition. J. Iron Steel Res. Int. 2021, 28, 488–495. [Google Scholar] [CrossRef]
  8. Sun, F.; Jordan, L.; Albin, V.; Lair, V.; Ringuedé, A.; Prima, F. On the high sensitivity of corrosion resistance of NiTi stents with respect to inclusions: An experimental evidence. ACS Omega 2020, 5, 3073–3079. [Google Scholar] [CrossRef] [Green Version]
  9. Zhou, X.; Shao, Z.; Tian, F.; Hopper, C.; Jiang, J. Microstructural effects on central crack formation in hot cross-wedge-rolled high-strength steel parts. J. Mater. Sci. 2020, 55, 9608–9622. [Google Scholar] [CrossRef] [Green Version]
  10. Liang, W.; Li, J.; Lu, B.; Zhi, J.; Zhang, S.; Liu, Y. Analysis on clogging of submerged entry nozzle in continuous casting of high strength steel with rare earth. J. Iron Steel Res. Int. 2022, 29, 34–43. [Google Scholar] [CrossRef]
  11. Makhdoom, M.A.; Ahmed, F.; Channa, I.A.; Inam, A.; Riaz, F.; Siyal, S.H.; Shar, M.A.; Alhazaa, A. Effect of Multiple Thermal Cycles on the Microstructure and Mechanical Properties of AISI 1045 Weldments. ACS Omega 2022, 7, 42313–42319. [Google Scholar] [CrossRef]
  12. Yang, Y.; Zhan, D.; Lei, H.; Li, Y.; Wang, R.; Wang, J.; Jiang, Z.; Zhang, H. Effect of addition ZrO2 nanoparticles on inclusion characteristics and microstructure in low carbon microalloyed steel. ISIJ Int. 2020, 60, 1948–1956. [Google Scholar] [CrossRef]
  13. Wang, Y.; Li, C.; Wang, L.; Xiong, X.; Chen, L. Effect of yttrium treatment on alumina inclusions in high carbon steel. J. Iron Steel Res. Int. 2022, 29, 655–664. [Google Scholar] [CrossRef]
  14. Wang, H.; Bao, Y.; Zhi, J.; Duan, C.; Gao, S.; Wang, M. Effect of rare earth Ce on the morphology and distribution of Al2O3 inclusions in high strength IF steel containing phosphorus during continuous casting and rolling process. ISIJ Int. 2021, 61, 657–666. [Google Scholar] [CrossRef]
  15. Li, X.; Jiang, Z.; Geng, X.; Chen, M.; Cui, S. Effect of rare earth-magnesium alloy on inclusion evolution in industrial production of die steel. Steel Res. Int. 2019, 90, 1900103. [Google Scholar] [CrossRef]
  16. Li, Y.; Wang, L.; Chen, C.; Li, J.; Li, X. Effect of Mg Treatment on the Nucleation and Ostwald Growth of Inclusions in Fe-O-Al-Mg Melt. Materials 2020, 13, 3355. [Google Scholar] [CrossRef] [PubMed]
  17. Zhang, T.; Liu, C.; Jiang, M. Effect of Mg on behavior and particle size of inclusions in Al-Ti deoxidized molten steels. Metall. Mater. Trans. B 2016, 47, 2253–2262. [Google Scholar] [CrossRef]
  18. Kimura, S.; Nakajima, K.; Mizoguchi, S. Behavior of alumina-magnesia complex inclusions and magnesia inclusions on the surface of molten low-carbon steels. Metall. Mater. Trans. B 2001, 32, 79–85. [Google Scholar] [CrossRef]
  19. Lu, Q.; Wang, L.; Xin, J.; Tian, H.; Wang, X.; Cui, Z. Corrosion evolution and stress corrosion cracking of E690 steel for marine construction in artificial seawater under potentiostatic anodic polarization. Constr. Build. Mater. 2020, 238, 117763. [Google Scholar] [CrossRef]
  20. Yang, C.; Luan, Y.; Li, D.; Li, Y. Effects of rare earth elements on inclusions and impact toughness of high-carbon chromium bearing steel. J. Mater. Sci. Technol. 2019, 35, 1298–1308. [Google Scholar] [CrossRef]
  21. Farzi, G.; Davoodi, A.; Ahmadi, A.; Neisiany, R.E.; Anwer, M.K.; Aboudzadeh, M.A. Encapsulation of Cerium Nitrate within Poly (urea-formaldehyde) Microcapsules for the Development of Self-Healing Epoxy-Based Coating. ACS Omega 2021, 6, 31147–31153. [Google Scholar] [CrossRef] [PubMed]
  22. Xin, W.; Song, B.; Song, M.; Song, G. Effect of cerium on characteristic of inclusions and grain boundary segregation of arsenic in iron melts. Steel Res. Int. 2015, 86, 1430–1438. [Google Scholar] [CrossRef]
  23. Adabavazeh, Z.; Hwang, W.S.; Su, Y.H. Effect of adding cerium on microstructure and morphology of Ce-based inclusions formed in low-carbon steel. Sci. Rep. 2017, 7, 46503. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  24. Huang, Y.; Cheng, G.; Li, S.; Dai, W. Effect of cerium on the behavior of inclusions in H13 steel. Steel Res. Int. 2018, 89, 1800371. [Google Scholar] [CrossRef]
  25. Li, Y.; Wang, Q.; Sun, M.; Chen, C.; Jiang, Z. Experimental study on rare earth and magnesium composite treatment of 49MnVS3 non-quenched and Tempered Steel. Steel Res. Int. 2021, 92, 2100190. [Google Scholar] [CrossRef]
  26. Wang, C.; Hao, J.; Kang, J.; Yuan, G.; Misra, R.D.K.; Wang, G. Tailoring the microstructure of coarse-grained HAZ in steel for large heat input welding: Effect of Ti-Mg-Ce-V inclusion/precipitation particles. Metall. Mater. Trans. A 2021, 52, 3191–3197. [Google Scholar] [CrossRef]
  27. Jeon, S.H.; Kim, S.T.; Choi, M.S.; Kim, J.S.; Park, Y.S. Effects of cerium on the compositional variations in and around inclusions and the initiation and propagation of pitting corrosion in hyperduplex stainless steels. Corros. Sci. 2013, 75, 367–375. [Google Scholar] [CrossRef]
  28. Liu, Z.; Song, B.; Yang, Z.; Cui, X.; Li, L.; Wang, L.; Song, Z. Effect of cerium content on the evolution of inclusions and formation of acicular ferrite in Ti-Mg-killed EH36 steel. Metals 2020, 10, 863. [Google Scholar] [CrossRef]
  29. Gong, W.; Zhang, L.; Zhang, L.; Jiang, Z.; Wang, E. Influence of Ce Addition on Microstructure and Corrosion Resistance of 2101 Duplex Stainless Steel. Steel Res. Int. 2021, 92, 2100003. [Google Scholar] [CrossRef]
  30. Pfrommer, B.G.; Côté, M.; Louie, S.G.; Cohen, M.L. Relaxation of crystals with the quasi-Newton method. J. Comput. Phys. 1997, 131, 233–240. [Google Scholar] [CrossRef] [Green Version]
  31. Vanderbilt, D. Soft self-consistent pseudopotentials in a generalized eigenvalue formalism. Phys. Rev. B 1990, 41, 7892–7895. [Google Scholar] [CrossRef]
  32. Perdew, J.P.; Burke, K.; Ernzerhof, M. Generalized gradient approximation made simple. Phys. Rev. Lett. 1996, 77, 3865–3868. [Google Scholar] [CrossRef] [Green Version]
  33. Basinski, Z.S.; Hume-Rothery, W.; Sutton, A.L. The lattice expansion of iron. Proc. R. Soc. Lond. Ser. A 1955, 229, 459–467. [Google Scholar]
  34. Finger, L.W.; Hazen, R.M. Crystal structure and compression of ruby to 46 kbar. J. Appl. Phys. 1978, 49, 5823–5826. [Google Scholar] [CrossRef]
  35. Bragg, W.L. Crystal structure. Nature 1920, 105, 646–648. [Google Scholar] [CrossRef] [Green Version]
  36. Hirosaki, N.; Ogata, S.; Kocer, C. Ab initio calculation of the crystal structure of the lanthanide Ln2O3 sesquioxides. J. Alloys Compd. 2003, 351, 31–34. [Google Scholar] [CrossRef]
  37. Nishi, T.; Shinme, K. Formation of spinel inclusions in molten stainless steel under Al deoxidation with slags. Tetsu Hagané 1998, 84, 837–843. [Google Scholar] [CrossRef] [Green Version]
  38. Zhang, X.; Han, Q.; Chen, D. Dissolution equilibrium of magnesium V por in liquid iron. Metall. Mater. Trans. B 1991, 22, 918–921. [Google Scholar] [CrossRef]
  39. Han, Q.; Feng, X.; Liu, S.; Niu, H.; Tang, Z. Equilibria between cerium or neodymium and oxygen in molten iron. Metall. Trans. B 1990, 21, 295–302. [Google Scholar] [CrossRef]
  40. Hino, M.; Ito, K. Thermodynamic Date for Steelmaking; Tohoku University Press: Sendai, Japan, 2010. [Google Scholar]
  41. Bramfitt, B.L. The effect of carbide and nitride additions on the heterogeneous nucleation behavior of liquid iron. Metall. Trans. 1970, 1, 1987–1995. [Google Scholar] [CrossRef]
  42. Jeon, S.H.; Kim, S.T.; Lee, I.S.; Park, Y.S. Effects of sulfur addition on pitting corrosion and machinability behavior of super duplex stainless steel containing rare earth metals: Part 2. Corros. Sci. 2010, 52, 3537–3547. [Google Scholar] [CrossRef]
  43. Ren, P.; Tang, X.; Qin, Z.; Wang, Y.; Cai, J. Coupling Effect of Hydrostatic Pressure and Erosion on Corrosion Behavior of X70 Steel in Simulated Seawater. ACS Omega 2022, 7, 44033–44046. [Google Scholar] [CrossRef] [PubMed]
  44. Li, W.; Li, D.Y. Variations of work function and corrosion behaviors of deformed copper surfaces. Appl. Surf. Sci. 2005, 240, 388–395. [Google Scholar] [CrossRef]
  45. Liu, H.; Zhang, J.; Zhang, J.; Zhang, L.; Ge, Y. First-principle study of the effect of cerium on the modification and corrosion of nonmetal inclusions in steel. Chin. J. Eng. 2022, 44, 1516–1528. [Google Scholar]
  46. Yuan, X.; Xiao, Y.; Wang, G.; Zhang, L. TiN inducing ferrite nucleation based on the bcc-Fe/TiN interfaces formation at atomic scale by first-principles calculation. Comput. Mater. Sci. 2021, 197, 110570. [Google Scholar]
  47. Zaid, H.; Tanaka, K.; Ciobanu, C.V.; Yang, J.M.; Kindlund, H. Growth of elastically-stiff, nanostructured, high-entropy alloy nitride, (VNbTaMoW)N/Al2O3 thin film. Scr. Mater. 2021, 197, 113813. [Google Scholar] [CrossRef]
  48. Caballero, R.; Quintanar, C.; Köster, A.M.; Khanna, S.N.; Reveles, J.U. Structural and Electronic Properties of Au and Au2 on an MgO(100) Surface: A DFT Cluster Embedding Approach. J. Phys. Chem. C 2008, 112, 14919–14928. [Google Scholar] [CrossRef]
  49. Xiao, W.; Guo, Q.; Wang, E.G. Transformation of CeO2(1 1 1) to Ce2O3(0 0 0 1) films. Chem. Phys. Lett. 2003, 368, 527–531. [Google Scholar] [CrossRef]
Figure 1. The phase diagram of the MgO-Ce2O3-Ti2O3-Al2O3 system and the morphology of typical inclusions. (a) Mg-Al-O inclusion; (b) Mg-O inclusion; (c) Ce-O inclusion; (d) Mg-Ce-Ti-O inclusion; (e) Mg-Ce-Ti-O composite inclusion.
Figure 1. The phase diagram of the MgO-Ce2O3-Ti2O3-Al2O3 system and the morphology of typical inclusions. (a) Mg-Al-O inclusion; (b) Mg-O inclusion; (c) Ce-O inclusion; (d) Mg-Ce-Ti-O inclusion; (e) Mg-Ce-Ti-O composite inclusion.
Metals 13 01244 g001
Figure 2. Element distribution diagram of the Mg-Ce-O composite inclusion in MC steel.
Figure 2. Element distribution diagram of the Mg-Ce-O composite inclusion in MC steel.
Metals 13 01244 g002
Figure 3. Inclusion number density and average size in test steels.
Figure 3. Inclusion number density and average size in test steels.
Metals 13 01244 g003
Figure 4. Inclusion size distribution in test steels.
Figure 4. Inclusion size distribution in test steels.
Metals 13 01244 g004
Figure 5. Dominant regions of deoxidation products with different Mg and Ce contents.
Figure 5. Dominant regions of deoxidation products with different Mg and Ce contents.
Metals 13 01244 g005
Figure 6. Relationship between solubility [%M] (M = Mg/Ce/Al) and [%O] in liquid iron at 1600 °C.
Figure 6. Relationship between solubility [%M] (M = Mg/Ce/Al) and [%O] in liquid iron at 1600 °C.
Metals 13 01244 g006
Figure 7. Schematic diagram of evolution mechanism of inclusions by Mg-Ce treatment.
Figure 7. Schematic diagram of evolution mechanism of inclusions by Mg-Ce treatment.
Metals 13 01244 g007
Figure 8. SEM micrograph and elemental distribution in a typical effective inclusion in MC steel. (a) mapping and (b) scanning images of the Mg-Ce-O composite inclusion.
Figure 8. SEM micrograph and elemental distribution in a typical effective inclusion in MC steel. (a) mapping and (b) scanning images of the Mg-Ce-O composite inclusion.
Metals 13 01244 g008
Figure 9. Ce2O3(001)∥α-Fe(111) mismatch model.
Figure 9. Ce2O3(001)∥α-Fe(111) mismatch model.
Metals 13 01244 g009
Figure 10. Polarization curves for the test steels. (a) Potentiodynamic polarization curve; (b) potentiostatic polarization curve.
Figure 10. Polarization curves for the test steels. (a) Potentiodynamic polarization curve; (b) potentiostatic polarization curve.
Metals 13 01244 g010
Figure 11. Pitting morphologies of typical inclusions. (a) MgAl2O4 in LM steel; (b) High-MgO in HM steel; (c) High-Ce2O3 in HC steel; (d) Mg-Ce-Al-Ti-S-O in MC steel.
Figure 11. Pitting morphologies of typical inclusions. (a) MgAl2O4 in LM steel; (b) High-MgO in HM steel; (c) High-Ce2O3 in HC steel; (d) Mg-Ce-Al-Ti-S-O in MC steel.
Metals 13 01244 g011
Figure 12. The potential difference of different terminated planes of simple oxide.
Figure 12. The potential difference of different terminated planes of simple oxide.
Metals 13 01244 g012
Table 1. Chemical compositions of the ingots in mass%.
Table 1. Chemical compositions of the ingots in mass%.
SteelCSiMnNiCuPSAlTiT.O.T.N.MgCe
LM0.080.341.680.310.230.00810.00400.0100.0150.0040.00330.0006
HM0.070.381.720.280.200.00720.00390.0110.0100.0030.00320.0022
HC0.060.421.720.290.200.00770.00350.0110.0110.0030.00300.00080.034
MC0.070.381.720.290.200.00700.00300.0120.0100.0030.00280.00320.014
Table 2. Crystal structures of all the oxides in this work.
Table 2. Crystal structures of all the oxides in this work.
OxidesPearson SymbolSpace Group (NO)Atom PositionsLattice Parameters (Å)
α-Fe [33]cl2Im-3m (229)Fe 0, 0, 0a = 2.866, b = 2.866,
c = 2.866,
α = 90°, β = 90°, γ = 120°
Al2O3 [34]hR30R-3c (167)Al 0, 0, 0.3520
O 0.3057, 0, 0.2500
a = 4.747, b = 4.747,
c = 12.954,
α = 90°, β = 90°, γ = 120°
MgO [35]cF8Fm-3m (225)Mg 0, 0, 0
O 0.5, 0.5, 0.5
a = 4.220, b = 4.220,
c = 4.220,
α = 90°, β = 90°, γ = 90°
Ce2O3 [36]P-3mP-3m1 (164)Ce 0.3333, 0.6667, 0.2481
O 0.3333, 0.6667, 0.6447
O 0, 0, 0
a = 3.941, b = 3.941,
c = 6.182,
α = 90°, β = 90°, γ = 120°
Table 3. Equilibrium constants used in this study [37,38,39].
Table 3. Equilibrium constants used in this study [37,38,39].
Reaction△Gθ/(J·mol−1)
Al2O3(s) = 2[Al] + 3[O]1202000-386.3T
MgO(s) = [Mg] + [O]728600-238.4T
Ce2O3 = 2[Ce] + 3[O]1827424-643.8T
Table 4. Interaction coefficients of elements i and j in molten steel at 1600 °C [40].
Table 4. Interaction coefficients of elements i and j in molten steel at 1600 °C [40].
e i j CSiMnNiPSAlTiONMg
Al0.0910.056−0.004−0.01730.00460.0300.045 −6.6−0.004−0.13
Mg−0.24−0.088 −0.012 −0.12−0.64−404
Ce−0.077 0.13 1.746−39.8−2.25 −5.03−6.599
O−0.45−0.131−0.0210.006−0.3−0.133−3.9−0.34−0.20 −266
( r Mg O = 527,000; r Mg Mg , O = −122,000; r O Mg = 40,000; r O O , Mg = 596,000).
Table 5. Pitting position and slope of stage I for the test steels.
Table 5. Pitting position and slope of stage I for the test steels.
SteelLMHMHCMC
Ep/mV−503−509−456−487
KI/mA·cm−2·s−10.1730.1930.0520.136
Table 6. The electronic work function of different terminated planes of α-Fe and oxide surfaces.
Table 6. The electronic work function of different terminated planes of α-Fe and oxide surfaces.
SurfacesTerminated PlaneElectronic Work Function/eV
α-Fe(110)14.706
Al2O3(0001)15.636
26.404
34.108
45.632
56.215
64.108
75.594
86.399
94.108
106.043
116.216
124.108
135.573
146.401
154.108
165.638
176.398
184.108
MgO(100)14.174
24.291
Ce2O3(0001)13.036
24.655
35.360
45.152
54.664
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content.

Share and Cite

MDPI and ACS Style

Guo, Z.; Liu, E.; Wang, Q.; Lou, X.; Liu, H.; Zheng, Y.; Wang, B.; Zhu, L. Effect of Mg-Ce Treatment on Inclusion Characteristics and Pitting Corrosion Behavior in EH420 Marine Steel. Metals 2023, 13, 1244. https://doi.org/10.3390/met13071244

AMA Style

Guo Z, Liu E, Wang Q, Lou X, Liu H, Zheng Y, Wang B, Zhu L. Effect of Mg-Ce Treatment on Inclusion Characteristics and Pitting Corrosion Behavior in EH420 Marine Steel. Metals. 2023; 13(7):1244. https://doi.org/10.3390/met13071244

Chicago/Turabian Style

Guo, Zhihong, Erkang Liu, Qi Wang, Xiangjie Lou, Hongbo Liu, Yaxu Zheng, Bo Wang, and Liguang Zhu. 2023. "Effect of Mg-Ce Treatment on Inclusion Characteristics and Pitting Corrosion Behavior in EH420 Marine Steel" Metals 13, no. 7: 1244. https://doi.org/10.3390/met13071244

Note that from the first issue of 2016, this journal uses article numbers instead of page numbers. See further details here.

Article Metrics

Back to TopTop