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Understanding and probing progression of localized corrosion on inner walls of steel pipelines: an overview

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Abstract

Corrosion poses a major threat to the safety of transportation pipelines. Therefore, it is crucial to have an in-depth understanding of corrosion mechanisms in pipeline steels for the effective management of pipeline integrity. Conducting research on corrosion mechanisms relies on the use of efficient and reliable corrosion monitoring and analysis techniques. The advancements in corrosion monitoring techniques specifically designed for the localized corrosion monitoring were aimed to be introduced, and a comprehensive overview of recent progress in understanding the localized corrosion mechanisms in pipeline steels was provided. Based on the different corrosive environments encountered, the localized corrosion issues inside pipelines are classified into two categories: localized corrosion primarily influenced by electrochemical processes and localized corrosion controlled by both electrochemical and mechanical factors. Additionally, a thorough analysis of the synergistic effects between micro-cell and macro-cell currents, as well as the interplay of mechanics and electrochemistry is presented. Finally, recommendations for future research on the mechanisms of internal localized corrosion in pipelines are provided.

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References

  1. J.Q. **g, J. Guo, B. Li, S.J. Jia, Y. Ren, J. Iron. Steel Res. Int. 28 (2021) 1037–1046.

    Article  Google Scholar 

  2. Z.G. Liu, Y.M. Wang, Y.D. Zhai, Y.X. Qiao, C.B. Zheng, D.P. Wang, X.L. Shi, H.H. Lu, C. Liu, Int. J. Hydrogen Energy 47 (2022) 33000–33013.

    Article  Google Scholar 

  3. Z.B. Wang, L. Pang, Y.G. Zheng, Corros. Commun. 7 (2022) 70–81.

    Article  Google Scholar 

  4. Z.W. Tan, L.Y. Yang, D.L. Zhang, Z.B. Wang, F. Cheng, M.Y. Zhang, Y.H. **, J. Mater. Sci. Technol. 49 (2020) 186–201.

    Article  Google Scholar 

  5. M. Askari, M. Aliofkhazraei, S. Afroukhteh, J. Nat. Gas Sci. Eng. 71 (2019) 102971.

  6. S. Wu, Z. Gao, D.H. **a, M. Wu, Y. Liu, W. Hu, Anti-Corros. Methods Mater. 68 (2021) 219–228.

    Article  Google Scholar 

  7. M. Mahmoodian, C.Q. Li, J. Pet. Sci. Eng. 151 (2017) 434–438.

    Article  Google Scholar 

  8. M. Wasim, M.B.B. Djukic, J. Nat. Gas Sci. Eng. 100 (2022) 104467.

  9. J.B. Sun, W. Liu, W. Chang, Z.H. Zhang, Z.T. Li, T. Yu, M.X. Lu, Acta Metall. Sin. 45 (2009) 84–90.

    Google Scholar 

  10. J. Aguirre, M. Walczak, M. Rohwerder, Wear 438 (2019) 203053.

  11. S.H. Mousavi Anijdan, G. Arab, M. Sabzi, M. Sadeghi, A.R. Eivani, H.R. Jafarian, J. Mater. Res. Technol. 15 (2021) 1–16.

  12. M. Lv, Z. Li, M. Du, G. Li, J. Wang, T. Xu, Corros. Commun. 8 (2022) 58–69.

    Article  Google Scholar 

  13. Z.Y. Liu, X.G. Li, C.W. Du, G.L. Zhai, Y.F. Cheng, Corros. Sci. 50 (2008) 2251–2257.

    Article  Google Scholar 

  14. L. Zeng, G.A. Zhang, X.P. Guo, Corros. Sci. 85 (2014) 318–330.

    Article  Google Scholar 

  15. A.H. Al-Moubaraki, I.B. Obot, Arabian J. Chem. 14 (2021) 103116.

  16. I.B. Obot, J. Bio. Tribo. Corros. 7 (2021) 49.

  17. H. Li, X. Liu, Y. Gao, S. Zhang, B. Wang, K. Tian, Eng. Struct. 302 (2024) 117412.

    Article  Google Scholar 

  18. H. Ma, Z.X. Wang, Y. Liu, Y.X. Wang, T.F. Wang, Q.P. Zhang, Z.Y. Cui, J. Iron Steel Res. Int. 30 (2023) 2067–2079.

    Article  Google Scholar 

  19. Y. Lu, H. **g, Y. Han, Z. Feng, L. Xu, Appl. Surf. Sci. 389 (2016) 609–622.

    Article  Google Scholar 

  20. I.A. Chaves, R.E. Melchers, Corros. Sci. 53 (2011) 4026–4032.

    Article  Google Scholar 

  21. F. Farelas, M. Galicia, B. Brown, S. Nesic, H. Castaneda, Corros. Sci. 52 (2010) 509–517.

    Article  Google Scholar 

  22. Z. Belarbi, F. Farelas, M. Singer, S. Nešić, Corrosion 72 (2016) 1300–1310.

    Article  Google Scholar 

  23. M.Y. Tan, Corros. Sci. 53 (2011) 1845–1864.

    Article  Google Scholar 

  24. Y. Tan, N.N. Aung, T. Liu, Corros. Sci. 63 (2012) 379–386.

  25. P. Refait, A.M. Grolleau, M. Jeannin, E. François, R. Sabot, Corros. Sci. 111 (2016) 583–595.

    Article  Google Scholar 

  26. L. Shi, X. Yang, Y. Song, D. Liu, K. Dong, D. Shan, E.H. Han, J. Mater. Sci. Technol. 35 (2019) 1886–1893.

    Article  Google Scholar 

  27. M.Y. Tan, Corros. Sci. 41 (1998) 229–247.

    Article  Google Scholar 

  28. L. He, Y. Wang, Q. Zhang, X. Li, Y. Xu, Y. Huang, ACS Omega 8 (2023) 44013–44029.

    Article  Google Scholar 

  29. Y.S. Zhu, Y.Z. Xu, M.Y. Wang, X.N. Wang, G. Liu, Y. Huang, Ocean Eng. 189 (2019) 106351.

  30. M. Laleh, Y.Z. Xu, M.Y. Tan, Corros. Sci. 211 (2023) 110924.

  31. Q.L. Zhang, J.J. Li, J.H. Liu, C.X. Yin, Y.X. Qi, J. Zhou, J. Electroanal. Chem. 945 (2023) 117680.

  32. L.Y. Yang, D.L. Zhang, H.M. Fan, X.K. Fu, R.Z. Yan, Z.Y. Wei, H.L. Wu, Exp. Therm. Fluid Sci. 150 (2024) 111048.

  33. Y.Z. Xu, M.Y. Tan, Corros. Sci. 139 (2018) 438–443.

    Article  Google Scholar 

  34. Y.Z. Xu, M.Y. Tan, Corros. Sci. 151 (2019) 163–174.

    Article  Google Scholar 

  35. L. Liu, Y.Z. Xu, Z.M. Wang, G.D. Li, X.N. Wang, Y. Huang, Measurement 183 (2021) 109797.

  36. Y.Z. Xu, Y. Huang, X.N. Wang, X.Q. Lin, Sens. Actuators B-Chem. 224 (2016) 37–47.

    Article  Google Scholar 

  37. L. Liu, Y.Z. Xu, C.B. Xu, X.N. Wang, Y. Huang, Wear 428 (2019) 328–339.

    Article  Google Scholar 

  38. Z. Zhang, D. Hinkson, M. Singer, H. Wang, S. Ne-cssić, Corrosion 63 (2007) 1051–1062.

    Article  Google Scholar 

  39. M. Singer, A. Camacho, B. Brown, S. Nešić, Corrosion 67 (2011) 085003-1–085003-16.

    Article  Google Scholar 

  40. I. Jevremović, M. Singer, M. Achour, D. Blumer, T. Baugh, V. Misković-Stanković, S. Nešić, Corrosion 69 (2013) 186–192.

    Article  Google Scholar 

  41. M.M. Islam, T. Pojtanabuntoeng, R. Gubner, Corros. Sci. 111 (2016) 139–150.

    Article  Google Scholar 

  42. M. Singer, Corrosion 73 (2017) 1030–1055.

    Article  Google Scholar 

  43. M. Wang, X. Zhao, S. Gao, Y. Zhu, Y. Zheng, Y. Huang, Y. Xu, Colloids Surf. A 684 (2024) 133252.

  44. M. Singer, D. Hinkson, Z. Zhang, H. Wang, S. Nešić, Corrosion 69 (2013) 719–735.

    Article  Google Scholar 

  45. M. Mayeedul Islam, T. Pojtanabuntoeng, R. Gubner, Corrosion 74 (2018) 588–598.

  46. J. Amri, E. Gulbrandsen, R.P. Nogueira, Electrochim. Acta 54 (2009) 7338–7344.

    Article  Google Scholar 

  47. M. Singer, J. Al-Khamis, S. Nesic, Corrosion 69 (2013) 624–638.

    Article  Google Scholar 

  48. M.M. Islam, T. Pojtanabuntoeng, R. Gubner, B. Kinsella, Electrochim. Acta 390 (2021) 138880.

  49. M.Y. Wang, M.Y. Tan, Y.S. Zhu, Y. Huang, Y.Z. Xu, npj Mater. Degrad. 7 (2023) 16.

  50. Y.J. Tan, Y. Fwu, K. Bhardwaj, Corros. Sci. 53 (2011) 1254–1261.

    Article  Google Scholar 

  51. G.Z. Meng, C. Zhang, Y.F. Cheng, Corros. Sci. 50 (2008) 3116–3122.

    Article  Google Scholar 

  52. Y.Z. Xu, L.J. Yang, L.M. He, Y. Huang, X.N. Wang, Corros. Eng. Sci. Technol. 51 (2016) 606–620.

    Article  Google Scholar 

  53. X. Wang, R.E. Melchers, Ocean Eng. 133 (2017) 231–243.

    Article  Google Scholar 

  54. Y.L. Wu, D.P. Zhang, G.Y. Cai, X.X. Zhang, Z.H. Dong, Corros. Eng. Sci. Technol. 55 (2020) 708–720.

    Article  Google Scholar 

  55. M.H. Sliem, E.M. Fayyad, A.M. Abdullah, N.A. Younan, N. Al-Qahtani, F.F. Nabhan, A. Ramesh, N. Laycock, M.P. Ryan, M. Maqbool, D. Arora, J. Pet. Sci. Eng. 204 (2021) 108752.

  56. L. Wang, X. Guo, S. Dong, Y.X. Qiao, J. Chen, Z. Yan, R. Shu, L. **, Coatings 14 (2024) 68.

  57. X. Wang, R.E. Melchers, J. Loss Prev. Process Ind. 45 (2017) 29–42.

    Article  Google Scholar 

  58. L. Pang, Z.B. Wang, W. Emori, Y.G. Zheng, J. Mater. Eng. Perform. 30 (2021) 7552–7563.

    Article  Google Scholar 

  59. Y.Z. Xu, Y.S. Zhu, L. Liu, L.M. He, X.N. Wang, Y. Huang, Mater. Corros. 68 (2017) 632–644.

    Article  Google Scholar 

  60. Q. **ong, J.Y. Hu, C.R. Gu, M.Y. Feng, Z. Zhang, X.K. Zhong, Appl. Surf. Sci. 523 (2020) 146534.

  61. J. Huang, B. Brown, Y.S. Choi, S. Nešić, in: NACE International Corrosion Conference Series (2011), Houston, Texas, USA, 2011, pp. 11260.

  62. G.A. Zhang, N. Yu, L.Y. Yang, X.P. Guo, Corros. Sci. 86 (2014) 202–212.

    Article  Google Scholar 

  63. L.M. He, Y.Z. Xu, X.N. Wang, Y. Huang, Corrosion 75 (2019) 1487–1501.

    Article  Google Scholar 

  64. K. Alawadhi, M.J. Robinson, Corros. Eng. Sci. Technol. 46 (2013) 318–329.

    Article  Google Scholar 

  65. Y. Ma, H. Dong, P. Li, B. Wu, L. Huang, L. Zhang, C. Li, J. Li, Corros. Sci. 211 (2023) 110912.

  66. B.O. Okonkwo, H.L. Ming, J.Q. Wang, E.H. Han, E. Rahimi, A. Davoodi, S. Hosseinpour, J. Mater. Sci. Technol. 78 (2021) 38–50.

    Article  Google Scholar 

  67. H. Kato, T.S. Eyre, B. Ralph, Surf. Eng. 10 (1994) 65–74.

    Article  Google Scholar 

  68. C. García, S. Ceré, A. Durán, J. Non-Cryst. Solids 348 (2004) 218–224.

  69. R.A. Castelli, P.D. Persans, W. Strohmayer, V. Parkinson, Corros. Sci. 49 (2007) 4396–4414.

    Article  Google Scholar 

  70. J.Y. Zhu, L.N. Xu, Z.C. Feng, G.S. Frankel, M.X. Lu, W. Chang, Corros. Sci. 111 (2016) 391–403.

    Article  Google Scholar 

  71. M. Montgomery, K.V. Dahl, J. Hald, Mater. Corros. 70 (2019) 585–592.

    Article  Google Scholar 

  72. B.O. Okonkwo, H.L. Ming, Z.M. Zhang, J.Q. Wang, E. Rahimi, S. Hosseinpour, A. Davoodi, Corros. Sci. 154 (2019) 49–60.

    Article  Google Scholar 

  73. X.H. Dou, Z.H. He, X.W. Zhang, Y.S. Liu, R. Liu, Z.W. Tan, D.L. Zhang, Y. Li, Colloid Surface A 665 (2023) 131225.

  74. Y.S. Zhu, Y.Z. Xu, K.T. Li, X.N. Wang, G. Liu, Y. Huang, Measurement 138 (2019) 8–24.

    Article  Google Scholar 

  75. N.Y. Zhang, D.Z. Zeng, Anti-Corros. Methods Mater. 66 (2019) 412–417.

    Article  Google Scholar 

  76. M. Di Bonaventura, B. Brown, S. Nešić, M. Singer, Corrosion 75 (2019) 1183–1193.

    Article  Google Scholar 

  77. Y.S. Zhu, Y.Z. Xu, S.D. Song, X.N. Wang, G. Liu, Y. Huang, Mater. Corros. 71 (2020) 1386–1399.

    Article  Google Scholar 

  78. K.M. Usher, A.H. Kaksonen, I. Cole, D. Marney, Int. Biodeterior. Biodegrad. 93 (2014) 84–106.

    Article  Google Scholar 

  79. R. Jia, T. Unsal, D.K. Xu, Y. Lekbach, T.Y. Gu, Int. Biodeterior. Biodegrad. 137 (2019) 42–58.

    Article  Google Scholar 

  80. A. Spark, K. Wang, I. Cole, D. Law, L. Ward, Corros. Rev. 38 (2020) 231–262.

    Article  Google Scholar 

  81. P. Liu, H.T. Zhang, Y.Q. Fan, D.K. Xu, Microorganisms 11 (2023) 2299.

  82. G. Li, L. Wang, H. Wu, C. Liu, X. Wang, Z. Cui, Corros. Sci. 174 (2020) 108815.

    Article  Google Scholar 

  83. Z.R. Ye, J. Yang, Z.B. Wang, X. Zhou, W.D. Jiang, R. Yi, X.D. Cui, Z.H. Zhao, J. Iron. Steel Res. Int. 30 (2023) 1879–1887.

    Article  Google Scholar 

  84. J. Yang, Z.B. Wang, Y.X. Qiao, Y.G. Zheng, Corros. Sci. 199 (2022) 110210.

    Article  Google Scholar 

  85. F. Tian, X.Y. He, X.Q. Bai, C.Q. Yuan, Int. Biodeterior. Biodegrad. 147 (2020) 104872.

  86. B. Wei, J. Xu, C. Sun, Y.F. Cheng, J. Nat. Gas Sci. Eng. 102 (2022) 104581.

    Article  Google Scholar 

  87. H.W. Liu, Y.F. Cheng, Electrochim. Acta 253 (2017) 368–378.

    Article  Google Scholar 

  88. D.K. Xu, Y.C. Li, F.M. Song, T.Y. Gu, Corros. Sci. 77 (2013) 385–390.

    Article  Google Scholar 

  89. E. Marsili, J.B. Rollefson, D.B. Baron, R.M. Hozalski, D.R. Bond, Appl. Environ. Microbiol. 74 (2008) 7329–7337.

    Article  Google Scholar 

  90. Q. Qu, Y. He, L. Wang, H.T. Xu, L. Li, Y.J. Chen, Z.T. Ding, Corros. Sci. 91 (2015) 321–329.

    Article  Google Scholar 

  91. H. Liu, C. Fu, T. Gu, G. Zhang, Y. Lv, H. Wang, H. Liu, Corros. Sci. 100 (2015) 484–495.

    Article  Google Scholar 

  92. A.M. Homborg, C.F.L. Morales, T. Tinga, J.H.W. de Wit, J.M.C. Mol, Electrochim. Acta 136 (2014) 223–232.

    Article  Google Scholar 

  93. S. Permeh, K. Lau, Mater. Corros. 74 (2022) 20–32.

    Article  Google Scholar 

  94. Z.H. Dong, W. Shi, H.M. Ruan, G.A. Zhang, Corros. Sci. 53 (2011) 2978–2987.

    Article  Google Scholar 

  95. H.W. Liu, X.K. Zhong, H.F. Liu, Y.F. Cheng, Electrochem. Commun. 90 (2018) 1–5.

    Article  Google Scholar 

  96. Q.A.L. Manuel, R.O.J. Noé, D.A.Y. Del Rosario, A.J.I. Ariadna, G.F. Vicente, Z.P. Icoquih, Materials 13 (2020) 5771.

    Article  Google Scholar 

  97. X. Yang, Q. Li, L. Song, Z. Liu, X. Li, J. Mater. Res. Technol. 24 (2023) 488–502.

    Article  Google Scholar 

  98. S.A. Abubakar, S. Mori, J. Sumner, Metals 12 (2022) 1937.

  99. L.W. Wang, J.M. Liang, H. Li, L.J. Cheng, Z.Y. Cui, Corros. Sci. 178 (2021) 109076.

  100. M.A. Mohtadi-Bonab, Metals 9 (2019) 590.

  101. T.R. Jack, M.J. Wilmott, Mater. Perform. 34 (1995) 19–22.

    Google Scholar 

  102. L.J. Qiao, J.L. Luo, X. Mao, J. Mater. Sci. Lett. 16 (1997) 516–520.

    Article  Google Scholar 

  103. C. Zhang, H. Wang, Y. He, W. Zheng, Y. Wang, J. Mater. Res. Technol. 27 (2023) 4950–4961.

    Article  Google Scholar 

  104. L.W. Wang, J.C. **n, L.J. Cheng, K. Zhao, B.Z. Sun, J.R. Li, X. Wang, Z.Y. Cui, Corros. Sci. 147 (2019) 108–127.

    Article  Google Scholar 

  105. H.Q. Yang, Q. Zhang, S.S. Tu, Y. Wang, Y.M. Li, Y. Huang, Corros. Sci. 110 (2016) 1–14.

    Article  Google Scholar 

  106. H.Y. Tian, Z.Y. Cui, H. Ma, P.L. Zhao, M.X. Yan, X. Wang, H.Z. Cui, Corros. Sci. 206 (2022) 110490.

  107. Y.X. Qiao, Y. Qin, H.L. Zhou, L.L. Yang, X.J. Wang, Z.B. Wang, Z.G. Liu, J.S. Zou, Chin. J. Mech. Eng. 37 (2024) 2.

    Article  Google Scholar 

  108. M. Zhu, C. Du, X. Li, Z. Liu, S. Wang, T. Zhao, J. Jia, J. Mater. Eng. Perform. 23 (2014) 1358–1365.

    Article  Google Scholar 

  109. Z.Y. Cui, Z.Y. Liu, L.W. Wang, H.C. Ma, C.W. Du, X.G. Li, X. Wang, J. Mater. Eng. Perform. 24 (2015) 4400–4408.

    Article  Google Scholar 

  110. D.X. Sun, D.N. Wang, L. Li, K. Gong, S. Ren, F. **e, M. Wu, Corros. Sci. 213 (2023) 110968.

  111. V. Kain, Structural Integrity 86 (2014) 576–588.

    Google Scholar 

  112. G.V. Tomarov, A.A. Shipkov, Therm. Eng. 65 (2018) 493–503.

    Article  Google Scholar 

  113. Y. Lu, Z. Guo, Z. Zheng, W. Wang, H. Wang, F. Zhou, X. Wang, Ocean Eng. 277 (2023) 114315.

    Article  Google Scholar 

  114. J.C. Lu, Z.B. Wang, H.X. Hu, Y.G. Zheng, Corros. Sci. 227 (2024) 111716.

    Article  Google Scholar 

  115. S. Jiang, F. Chai, H. Su, C. Yang, Corros. Sci. 123 (2017) 217–227.

    Article  Google Scholar 

  116. G.A. Zhang, Y.F. Cheng, Corros. Sci. 52 (2010) 2716–2724.

    Article  Google Scholar 

  117. Y. Utanohara, Y. Nagaya, A. Nakamura, M. Murase, Journal of Power, Energy Systems 6 (2012) 18–33.

    Article  Google Scholar 

  118. X.K. Zhong, T. Shang, C.F. Zhang, J.Y. Hu, Z. Zhang, Q. Zhang, X. Yuan, D. Hou, D.Z. Zeng, T.H. Shi, J. Alloy. Compd. 824 (2020) 153947.

  119. L. Liu, Y.Z. Xu, Y.S. Zhu, X.N. Wang, Y. Huang, J. Electrochem. Soc. 167 (2020) 141510.

  120. H.X. Guo, B.T. Lu, J.L. Luo, Electrochim. Acta 51 (2005) 315–323.

    Article  Google Scholar 

  121. H.X. Guo, B.T. Lu, J.L. Luo, Electrochem. Commun. 8 (2006) 1092–1098.

    Article  Google Scholar 

  122. J. Owen, E. Ducker, M. Huggan, C. Ramsey, A. Neville, R. Barker, Wear 428 (2019) 76–84.

    Article  Google Scholar 

  123. B.T. Lu, J.L. Luo, Electrochim. Acta 56 (2010) 559–565.

    Article  Google Scholar 

  124. Y. Xu, Q. Zhang, Q. Zhou, S. Gao, B. Wang, X. Wang, Y. Huang, npj Mater. Degrad. 5 (2021) 56.

    Google Scholar 

  125. Q.L. Zhang, W.H. Jiang, Z.J. Wang, L.D. Wang, Y. Huang, Y.Z. Xu, Corrosion 79 (2023) 587–604.

    Article  Google Scholar 

  126. J.G. Liu, W.L. BaKeDaShi, Z.L. Li, Y.Z. Xu, W.R. Ji, C. Zhang, G. Cui, R.Y. Zhang, Wear 376–377 (2017) 516–525.

  127. Y.Z. Xu, Q.L. Zhang, H. Chen, Y. Huang, J. Mater. Res. Technol. 25 (2023) 6550–6566.

    Article  Google Scholar 

  128. K. Liu, W. Jiang, W. Chen, L. Liu, Y. Xu, Y. Huang, Lubricants 10 (2022) 345.

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Acknowledgements

This research is sponsored by the National Key R&D Program of China (No. 2022YFC2806200), the National Natural Science Foundation of China (No. 52001055) and the Open Foundation of State Key Laboratory of Structural Analysis for Industrial Equipment (GZ22118).

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Wang, My., Yao, Hy., Liu, Yf. et al. Understanding and probing progression of localized corrosion on inner walls of steel pipelines: an overview. J. Iron Steel Res. Int. (2024). https://doi.org/10.1007/s42243-024-01213-6

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