Formation and thermodynamic analyses of inclusions in Ti-containing steel weld metals with different Al contents

BingXin Wanga,*, XiangHua Liub, GuoDong Wangb

aCollege of Mechanical Engineering, Liaoning Shihua University, Fushun 113001, China

bState Key Laboratory of Rolling & Automation, Northeastern University, Shenyang 110004, China

(*Corresponding Author: wangbingxin@163.com)

 

ABSTRACT

The Ti-containing steel weld metals with Al contents of 0.01-0.085% were prepared. The effects of Al contents in weld metals on the inclusions evolution were in detail investigated by means of thermodynamic calculations coupled with electron probe micro-analyses. The results show that the inclusions in the 0.01% Al weld metal are mainly composed of ilmenite with more amounts of (Mn-Si-Al)-oxide and titanial-spinel. When Al content is increased up to 0.035%, a more amount of corundum and a small amount of pseudobrookite are formed. In 0.085% Al weld metal, the (Mn-Si-Al)-oxide phase disappears completely, and the inclusions contain a substantial amount of corundum, in addition to a minimal amount of pseudobrookite. Ti3O5, MnTi2O4 and MnTiO3 are the primary constituents of pseudobrookite, titanial_spinel and ilmenite solid solutions, respectively. Titanial_spinel and ilmenite have higher amounts of Mn, but lower Ti levels compared with pseudobrookite.

 

RESUMEN

Formación y análisis termodinámico de inclusiones en metales de soldadura de acero que contienen Ti con diferentes contenidos de Al. Se prepararon muestras de metales de soldadura de acero que contienen Ti con contenidos de Al de 0,01-0,085%. Los efectos del contenido de Al en los metales de soldadura sobre la evolución de las inclusiones se investigaron en detalle mediante cálculos termodinámicos junto con microanálisis de sonda de electrones. Los resultados muestran que las inclusiones en el 0,01% de metal de soldadura de Al están compuestas principalmente de ilmenita con más cantidades de (Mn-Si-Al) -óxido y titanial-spinel. Cuando el contenido de Al aumenta hasta un 0,035%, se forma una mayor cantidad de corindón y una pequeña cantidad de pseudobrookita. En el 0,085% de metal de soldadura de Al. En el metal de soldadura de 0,085% Al, la fase de óxido (Mn-Si-Al) desaparece por completo y las inclusiones contienen una cantidad sustancial de corindón, además de una cantidad mínima de pseudobrookita. Ti3O5, MnTi2O4 y MnTiO3 son los componentes principales de las soluciones sólidas de pseudobrookita, titanial_spinel e ilmenita, respectivamente. Titanial-spinel e ilmenita tienen cantidades más altas de Mn, pero niveles más bajos de Ti en comparación con la pseudobrookita.

 

Submitted: 24 April 2019; Accepted: 20 October 2020; Available On-line: 12 January 2021

Citation/Citar como: Wang, B.X.; Liu, X.H.; Wang, D.G. (2020). “Formation and thermodynamic analyses of inclusions in Ti-containing steel weld metals with different Al contents”. Rev. Metal. 56(4): e183. https://doi.org/10.3989/revmetalm.183

KEYWORDS: Aluminium content; Electron probe micro-analyzer; Oxide inclusion; Phase diagram; Thermodynamic calculation; Weld metal

PALABRAS CLAVE: Cálculo termodinámico; Contenido de aluminio; Diagrama de fases; Inclusión de óxido; Metal de soldadura; Microanalizador de sonda de electrones

ORCID ID: BingXin Wang (https://orcid.org/0000-0002-3506-507X); XiangHua Liu (https://orcid.org/0000-0003-2870-175X); GuoDong Wang (https://orcid.org/0000-0002-9458-4638)

Copyright: © 2020 CSIC. This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International (CC BY 4.0) License.


 

CONTENT

1. INTRODUCTIONTOP

It is well known that some fine non-metallic inclusions in weld metals and/or steels can strongly contribute to the nucleation of acicular ferrite (AF) (Lin et al., 2018; Zhang et al., 2018a), which can noticeably improve the toughness. Among the non-metallic inclusions, such as oxides, titanium nitride, vanadium nitride and manganese sulfide, Ti-containing oxide inclusions have been often reported to have strong ability to induce AF formation. Yamada et al. (2009) and Takada et al. (2015) pointed out that the TiO contributes to the nucleation of AF and that the AF nucleated on TiO shows the Baker-Nutting (B-N) orientation relationship with the TiO. This orientation relationship achieves good lattice coherency and decreases the interfacial energy between the AF and TiO, resulting in a decrease in activation energy for AF nucleation. Several researchers (Shim et al., 2001; Kang and Lee, 2010; Seo et al., 2015) have reported that a Mn-depleted zone (MDZ) can be detected around Ti2O3 inclusions in steels and weld metals, so that the local depletion of Mn around the inclusions promotes AF nucleation by increasing the chemical driving force. Shim et al. (1999) also proved the above results in a steel-Ti2O3 diffusion bonding experiment.

However, in the case of chemical compositions of commercial steels and/or ordinary weld metals, the complex Ti-containing oxide inclusions, such as MnTi2O4 and MnTiO3, rather than simple ones mentioned above are usually formed (Kang et al., 2016; Wang et al., 2018). Therefore, it is much more meaningful to investigate the potency of complex Ti-containing oxide inclusions to nucleate the intragranular AF. Some researchers have done related investigations. Nako et al. (2014) and Kang et al. (2016) found that MnTi2O4 on the surfaces of the inclusions is responsible for the formation of AF. In their studies, it was revealed that AF can have not only the B-N orientation relationship with MnTi2O4 but also the Kurdjumov-Sachs (K-S) orientation relationship with the austenite matrix. Kang et al. (2016) reported that in the presence of large amounts of MnTi2O4 and MnTiO3 constituents of inclusions, the Mn in the matrix around the inclusions is consumed, and as a result, the MDZ is developed.

Therefore, the formation of Ti-containing inclusions mentioned above is essential for AF nucleation regardless of Mn depletion or crystallographic lattice match mechanisms, and accurate control of the formation of such inclusions is very important. The chemical compositions of steels and/or weld metals have strong effect on the formation, types and structures of inclusions. Kang et al. (2014) studied the evolution of Ti-containing inclusions, and pointed that with an increase in the Ti content, the Ti-rich oxide is changed from MnTi2O4-rich spinel to the mixture of Ti2O3 and MnTiO3, and the Ti2O3 content is increased. Moreover, some researchers also investigated the influences of Zr (Zou et al., 2018), Mg (Zhang et al., 2016) elements, etc., on the inclusions formation. As a strong deoxidizer, Al is usually used to deoxidize the liquid Fe solusion above the liquidus temperature of the liquid steel. Therefore, the steels and/or weld metals for structural applications inevitably contain a certain amount of Al element. Al should be expected to influence the oxide formation process in weld metals. However, so far few studies have been done to investigate the effect of Al element on the evolution of the inclusions in Ti-containing weld metals.

On the other hand, the formation of inclusions is rather complex because the inclusions found in ordinary weld metals and/or commercial steels usually consist of a mixture of several complex crystalline solid solutions and/or amorphous phases instead of simple stoichiometric compounds such as Mn2TiO4, MnTi2O4, MnTiO3 and Ti2O3 (Kang et al., 2016; Wang et al., 2018). Therefore, it is a little difficult to accurately analyse the types, contents and of chemical compositions of constituent phases in inclusions only by means of experimental ways. By the commercial thermochemical computing package FactSageTM, thermodynamic calculation approach can be used to effectively predict the formation of multi-phase inclusions based on the Gibbs free energy minimization principle. The FactSage commercial thermochemical computing package is very helpful in understanding the inclusions evolution, and has been widely applied to evaluate various complex non-metallic inclusion systems (Zhang et al., 2018b; Li et al., 2018).

The present study analysed how Al element affects the inclusions evolution including the types, contents and of chemical compositions of constituent phases of inclusions in Ti-containing steel weld metals using FactSage commercial thermochemical computing package combined with electron probe micro-analyzer.

2. MATERIALS AND METHODSTOP

2.1. Weld metals preparationTOP

Figure 1 indicates the process of weld metals preparation. Build-up welding using pure Fe powder was first performed in a 15 mm deep trapezoid slot in C-Mn steel plates with thickness of 20 mm, and then a V-groove with depth of 7 mm is again machined at the build-up welds. After that, a single pass submerged-arc welding (SAW) process is performed using a C-Mn steel welding wire with a diameter of 4 mm under a voltage of 35 V and current of 450 A. Three weld metals with different Al contents, but almost the same Ti and Mn concentrations were obtained by adding different amounts of pure Al powder and a certain amounts of Ti-Fe powder (33% Ti) and Mn-Fe powder (81% Mn) to the groove prior to SAW. The chemical compositions of the welding wire and weld metals are listed in Table 1 and Table 2, respectively. In light of the Al content, weld metals were labeled as WL (0.01% Al), WM (0.035% Al) and WH (0.085% Al).

Table 1. Chemical compositions of welding wire (mass, %)
C Mn Si S P Al
0.05 0.86 0.06 0.022 0.02 0.01
Table 2. Chemical compositions of weld metals (mass, %)
C Mn Si S P Al O N Ti
0.050 3.01 0.203 0.014 0.029 0.010 0.040 0.0037 0.018
0.045 3.14 0.220 0.016 0.025 0.035 0.039 0.0041 0.020
0.056 2.98 0.271 0.014 0.026 0.085 0.037 0.0039 0.018

Figure 1. Schematic drawing showing the preparation of the weld metal.

 

2.2. Inclusion analyses and thermochemical computing on the formation of inclusionTOP

The specimens were cut from the weld metals, and examination planes perpendicular to the welding direction were prepared by mechanical polishing. The morphology and chemical compositions of the inclusions were analysed by a JEOL JXA-8530F electron probe micro-analyzer (EPMA).

The commercial thermochemical computing package FactSageTM (version 7.2) was employed to calculate the thermodynamic stability of various inclusion phases using the FToxid, FTmisc and FSstel databases containing model parameters, the thermodynamic properties and structures of thermodynamic models of the inclusion phases as functions of temperature and composition. According to the chemical compositions of weld metals and selected databases, the major constituent phases of inclusion considered in the present thermochemical calculations are as followed:

Pseudobrookite: Ti3O5-FeTi2O5-MnTi2O5 solid solution

Titanial_Spinel: (Mn, Fe)(Ti, Al)2O4 solid solution

Ilmenite: Ti2O3-FeTiO3-MnTiO3 solid solution

Corundum: Al2O3 + (Ti2O3 in dilute amount)

Stoichiometric compounds: all relevant stoichiometric compounds

Slag phase: Al2O3-SiO2-MnO-Ti2O3-TiO2-FeO multi-component liquid oxides solution formed by oxidation reactions of several elements in weld metals

The equilibrium cooling mode was applied to predict the formation of inclusions between 1000-1600 °C. Moreover, various reactions during further cooling in the solid state, were not considered, for simplicity.

Phase Diagram module was used to generate a ternary isothermal phase diagram at 1000 °C for the system containing Al2O3-MnO-SiO2 components in order to study the effect of Al on the formation of complex inclusions.

3. RESULTS AND DISCUSSIONTOP

Figures 2-4 present the EPMA analysis results of inclusions in the weld metals containing different levels of Al. According to the chemical composition characteristics displayed in EPMA maps of the inclusions, the inclusion in WL is mainly composed of the (Mn-Si-Al)-oxide and (Mn-Ti)-oxide accompanied by a certain amount of Al-containing oxide phase and small amount of discrete MnS patches distributed at the periphery of the inclusion. Compared with the inclusion in WL, the amounts of (Mn-Ti)-oxide and Al-containing oxide of the inclusion in WM are increased, and (Mn-Si-Al)-oxide nearly disappears. In WH, as shown from EPMA maps, the Mn and Si element contents in the inclusion are lower than those of the matrix located near the inclusion. Due to the absence of Mn and Si, the inclusion predominantly consists of Al-oxide in addition to minimal amount of Ti-oxide, and does not contain (Mn-Si-Al)-oxide.

Figure 2. SEM image and EPMA maps of the inclusion in WL.

 

Figure 3. SEM image and EPMA maps of the inclusion in WM.

 

Figure 4. SEM image and EPMA maps of the inclusion in WH.

 

Figure 5 presents the thermodynamic analyses about inclusions evolution. It can be clearly observed from the constituent phases of the inclusions at 1000 °C (liquid oxides have been completely decomposed at this temperature) that, in WL, the inclusion contains a large amount of ilmenite solid solution in addition to more amounts of Mn2Al4Si5O18 and titanial_spinel. In WM, a large amount of corundum and a small amount of pseudobrookite are formed. Moreover, titanial_spinel solid solution and Mn2Al4Si5O18 compound disappear. In WH, the inclusion is mainly composed of corundum with minimal amount of pseudobrookite.

Figure 5. Thermodynamic analyses on inclusions evolution for (a) WL, (b) WM and (c) WH.

 

The constituent contents and chemical compositions of solid solution in the inclusions were obtained based on the thermodynamic calculation results, and shown in Fig. 6. MnTi2O4, MnTiO3, Ti3O5 and Al2O3 are the primary constituents in respective solid solutions (i.e., titanial_spinel, ilmenite, pseudobrookite and corundum). It is worth noting that although titanial_spinel, ilmenite and pseudobrookite are all Ti-rich solid solutions, titanial_spinel and ilmenite have higher amounts of Mn, but lower Ti levels compared with pseudobrookite.

Figure 6. Constituent contents (a) and chemical compositions (b) of solid solutions.

 

Based on thermodynamic calculations shown in Figs. 5, 6, it is clear that (Mn-Si-Al)-oxide appeared in EPMA analyses should be Mn2Al4Si5O18 compound, while Ti-containing phases are undoubtedly titanial_spinel, ilmenite and pseudobrookite solid solutions. Additionally, Al-containing oxide phase in EPMA maps should be corundum and titanial_spinel. Comparisons between Figs. 2-4 and Figs. 5, 6 show that thermodynamic analyses on constituents and chemical compositions characteristics of inclusions well agree with experimental results of EPMA maps.

As mentioned above, Al element has a strong effect on the formation and evolution of inclusions in weld metals. It is well known that during welding, a series of complex metallurgical physics chemical reactions are expected to take place in weld pool. Elements of Al, Ti, Si, Mn, etc., can combine with soluble oxygen in weld pool, which results in the formation of a variety of liquid oxides such as Al2O3, TiOx and MnO (i.e., molten slag) above liquidus temperature of slag, and the decrease in the amount of the dissolved oxygen in the weld pool. There are the competition relationships between Al, Ti, Si and Mn during oxidation process. Compared with Si and Mn elements, Al and Ti have much stronger affinities with oxygen under the same contents due to their lower oxygen potentials of forming oxides (Mitsutaka and Kimihisa, 2010). Moreover, the content of metal elements also has a noticeable effect on the oxidation process of metals. In order to clarify the effect of Al element content on the oxidation products, equilibrium calculation on compositions of liquid oxides at 1600 °C was carried out with Fe-0.05C-3.1Mn-0.23Si-0.014S-0.019Ti-0.039O-xAl (0<x<0.09) alloy system (in mass%) similar to the chemical compositions of weld metals, and shown in Fig. 7. Under low Al content (for example, 0.01% Al), despite high affinity with oxygen of Al, the amount of Al2O3 in oxidation product is lower compared with that of MnO due to high content of Mn element. With an increase in Al content, the amount of Al2O3 is strongly raised accompanied by the drops of other constituents such as MnO, SiO2 and TiO2. However, when content of Al is increased to the range of about 0.02-0.045%, the content of Al2O3 in liquid oxide is slightly lowered, while those of Ti2O3 and TiO2 are increased. The combining ability with oxygen for metals dissolved in Fe solution (i.e., oxygen potential of forming corresponding oxides) is determined as followed (Mitsutaka and Kimihisa, 2010):

Figure 7. The variations in compositions of liquid oxides solutions with Al content at 1600 °C. O_FeLQ (in ppm) represents dissolved oxygen content in liquid Fe solution at 1600 °C.

 

where a(MxOy) and a[M]denote the activities of MxOy in the liquid oxide solution and the metal element dissolved in liquid Fe solution, respectively.

The liquid oxide and liquid Fe solutions can be regarded as ideal solutions. Thus, the concentrations (mole ratio) of MxOy in the liquid oxide solution and the metal element dissolved in liquid Fe solution are respectively their activities (Mitsutaka and Kimihisa, 2010).

When the Al content is increased up to a certain range (for example, 0.02-0.045%), the liquid oxide solution can contain higher amount of Al2O3, which increases the activity of Al2O3, but lowers the activities of other constituents including TiOx (i.e., Ti2O3 and TiO2) in liquid oxide solution. Therefore, according to Eq. (1), the oxygen potentials of forming TiOx oxides should be lowered, which can promote the formation of TiOx. Meanwhile, the amount of Al2O3 can be lowered due to the competition relationship between Al and Ti. When the content of Al is further increased (for example, more than 0.045%), according to Eq. (1), the oxygen potential of forming Al2O3 can be lowered. Thus, a large amount of Al2O3 can form to strongly consume soluble oxygen in liquid Fe solution. The decrease of soluble oxygen in liquid Fe solutions is expected to suppress the oxidation reactions of other metal elements including Ti (Hsieh et al., 1996), which leads to a remarkable decrease in the amounts of TiOx, MnO, SiO2 and so on, so that the amounts of MnO and SiO2 are very low in the case of very high Al content, for example 0.085%.

During cooling after welding, different kinds and amounts of constituent phases in inclusions are expected to precipitate in light of the chemical compositions characteristics of liquid oxides. In order to further demonstrate this effect, slag compositions in equilibrium at 1600 ºC were calculated with Fe-3.1Mn-0.23Si-0.039O-xAl (0.01<x<0.09) alloy system (in mass%), and superimposed to a ternary isothermal diagram of Al2O3-MnO-SiO2 system at 1000 °C to reveal the inclusion path with Al content, as shown in Fig. 8. Al_spinel (mainly MnAl2O4) and olivine (mainly Mn2SiO4) do not appear in the case of present compositions in weld metals, as shown in Fig.5. Thus, with the increase of Al2O3 amount (correspondingly, the contents of MnO and SiO2 are lowered), the evolution of Al-containing oxide phases is followed as: Mn3Al2Si3O12→corundum+Mn3Al2Si3O12+ Mn2Al4Si5O18 →corundum.

Figure 8. Ternary isothermal phase diagram of Al2O3-MnO-SiO2 system at 1000 °C Red solid line with symbol is calculated inclusion trajectory using Equilib with Fe-3.1Mn-0.23Si-0.039O-x Al (0.01<x<0.09) alloy system (in mass%).

 

In the case of 0.01% Al, the liquid oxide contains a large amount of MnO constituent and a certain amounts of TiOx, which favours the formations of titanial_spinel and ilmenite rather than pseudobrookite. Similarily, the formation of (Mn-Si-Al)-oxide is also promoted due to high amount of MnO and a certain amount of SiO2, as shown in Fig. 2. When Al level is increased up to 0.035%, as analysed above, the amounts of Ti2O3, TiO2 and Al2O3 constituents in molten slag are increased, but those of MnO and SiO2 are correspondingly decreased, which results in formations of pseudobrookite and corundum at the expense of amount of (Mn-Si-Al)-oxide in the inclusions, as shown in Fig. 3. In the case of 0.085% Al, the liquid oxide is mainly composed of Al2O3 with small amounts of TiOx. Meanwhile, the amounts of SiO2 and MnO in the liquid oxide are very low, and in particular, the SiO2 content is almost zero, resulting in the absence of (Mn-Si-Al)-oxide in the inclusions. Similarly, a very low content of MnO accompanied by small amounts of TiOx contributes to the formation of a small amount of pseudobrookite. Thus, the inclusions have a very high amount of corundum and a very low content of pseudobrookite, as shown in Fig. 4.

4. CONCLUSIONSTOP

•  The kinds and amounts of the constituent phases of the inclusions are remarkably changed with the Al content in the weld metals. The inclusions in the 0.01% Al weld metal are mainly composed of ilmenite with more amounts of (Mn-Si-Al)-oxide and titanial_spinel. When Al content is increased up to 0.035%, a more amount of corundum and a small amount of pseudobrookite are formed. In 0.085% Al weld metal, the (Mn-Si-Al)-oxide phase disappears completely, and the inclusions contain a substantial amount of corundum, in addition to a minimal amount of pseudobrookite.
•  Ti3O5, MnTi2O4 and MnTiO3 are the primary constituents of pseudobrookite, titanial_spinel and ilmenite solid solutions, respectively. Titanial_spinel and ilmenite have higher amounts of Mn, but lower Ti levels compared with pseudobrookite.

 

ACKNOWLEDGMENTSTOP

This work was financially supported by a Project of Education Department of Liaoning Province (grant no. L2016132). Authors are grateful to Drs. H.Y. Wu, W.N. Zhang (State Key Laboratory of Rolling & Automation of Northeastern University, China), and L.Z. Kong (School of Metallurgy of Northeastern University, China) for providing helps in EPMA analyses works and thermodynamic calculations.

 

REFERENCESTOP


Hsieh, K.C., Babu, S.S., Vitek, J.M., David, S.A. (1996). Calculation of inclusion formation in low-alloy-steel welds. Mater. Sci. Eng. A 215 (1-2), 84-91. https://doi.org/10.1016/0921-5093(96)10370-1.
Kang, Y.B., Lee, H.G. (2010). Thermodynamic analysis of Mn-depleted zone near Ti oxide inclusions for intragranular nucleation of ferrite in steel. ISIJ Int. 50 (4), 501-508.
Kang, Y.J., Jang, J.H., Park, J.H., Lee, C.H. (2014). Influence of Ti on non-metallic inclusion formation and acicular ferrite nucleation in high-strength low-alloy steel weld metals. Met. Mater. Int. 20 (1), 119-127. https://doi.org/10.1007/s12540-014-1013-1.
Kang, Y.J., Jeong, S.H., Kang, J.H., Lee, C.H. (2016). Factors affecting the inclusion potency for acicular ferrite nucleation in high-strength steel welds. Metall. Mater. Trans. A 47, 2842-2854. https://doi.org/10.1007/s11661-016-3456-0.
Li, J.Y., Cheng, G.G., Ruan, Q., Pan, J.X., Chen, X.R. (2018). Formation and evolution of oxide inclusions in titanium-stabilized 18Cr stainless steel. ISIJ Int. 58 (12), 2280-2287. https://doi.org/10.2355/isijinternational.ISIJINT-2018-332.
Lin, C.K., Pan, Y.C., Frank Su, Y.H., Lin, G.R., Hwang, W.S., Kuo, J.C. (2018). Effects of Mg-Al-O-Mn-S inclusion on the nucleation of acicular ferrite in magnesium-containing low-carbon steel. Mater. Charact. 141, 318-327. https://doi.org/10.1016/j.matchar.2018.05.005.
Mitsutaka, H., Kimihisa, I. (2010). Thermodynamic data for steelmaking. Tohoku University Press, Sendai, Japan.
Nako, H., Hatano, H., Okazaki, Y., Yamashita, K., Otsu, M. (2014). Crystal orientation relationships between acicular ferrite, oxide, and the austenite matrix. ISIJ Int. 54 (7), 1690-1696. https://doi.org/10.2355/isijinternational.54.1690.
Seo, K.Y., Kim, Y.M., Kim, H.J., Lee, C.H. (2015). Characterization of inclusions formed in Ti-containing steel weld metals. ISIJ Int. 55 (8), 1730-1738. http://doi.org/10.2355/isijinternational.ISIJINT-2014-800.
Shim, J.H., Cho, Y.W., Chung, S.H., Shim, J.D., Lee, D.N. (1999). Nucleation of intragranular ferrite at Ti2O3 particle in low carbon steel. Acta Mater. 47 (9), 2751-2760. https://doi.org/10.1016/S1359-6454(99)00114-7.
Shim, J.H., Byun, J.S., Cho, Y.W., Oh, Y.J., Shim, J.D., Lee, D.N. (2001). Mn absorption characteristics of Ti2O3 inclusions in low carbon steels. Scripta Mater. 44 (1), 49-54. https://doi.org/10.1016/S1359-6462(00)00560-1.
Takada, A., Komizo, Y.I., Terasaki, H., Yokota, T., Oi, K., Yasuda, K. (2015). Crystallographic analysis for acicular ferrite formation in low carbon steel weld metals. Welding Int. 29 (4), 254-261. https://doi.org/10.1080/09507116.2014.921042.
Wang, B.X., Liu, X.H., Wang, G.D. (2018). Inclusion characteristics and acicular ferrite nucleation in Ti-containing weld metals of X80 pipeline steel. Metall. Mater. Trans. A 49 (6), 2124-2138. https://doi.org/10.1007/s11661-018-4570-y.
Yamada, T., Terasaki, H., Komizo, Y.I. (2009). Relation between inclusion surface and acicular ferrite in low carbon low alloy steel weld. ISIJ Int. 49 (7), 1059-1062. https://doi.org/10.2355/isijinternational.49.1059.
Zhang, T.S., Liu, C.J., Jiang, M.F. (2016). Effect of Mg on behavior and particle size of inclusions in Al-Ti deoxidized molten steels. Metall. Mater. Trans. B 47, 2253-2262. https://doi.org/10.1007/s11663-016-0706-x.
Zhang, C.J., Gao, L.N., Zhu, L.G. (2018a). Effect of inclusion size and type on the nucleation of acicular ferrite in high strength ship plate steel. ISIJ Int. 58 (5), 965-969. https://doi.org/10.2355/isijinternational.ISIJINT-2017-696.
Zhang, Q.S., Min, Y., Xu, H.S., Liu, C.J. (2018b). Formation and evolution of inclusions in Si-killed resulfurized free-cutting steel. ISIJ Int. 58 (7), 1250-1256. https://doi.org/10.2355/isijinternational.ISIJINT-2018-105.
Zou, X.D., Sun, J.C., Zhao, D.P., Matsuura, H., Wang, C. (2018). Effects of Zr addition on evolution behavior of inclusions in EH36 shipbuilding steel: from casting to welding. J. Iron Steel Res. Int. 25 (2), 164-172. https://doi.org/10.1007/s42243-018-0022-6.