Real-time monitoring of the corrosion behaviour of the 304SS in HCl solution using BPNN with joint image recognition and electrochemical noise
Electrochemical noise has an important reference role in the study of early corrosion; however, a direct correlation between the microscopic morphology and the electrochemical noise of the corrosion process is lacking. This study uses a back propagation artificial neural network (BPNN) optimized by...
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| Vydané v: | Corrosion science Ročník 228; s. 111779 |
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| Hlavní autori: | , , , , , , , |
| Médium: | Journal Article |
| Jazyk: | English |
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Elsevier Ltd
01.03.2024
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| ISSN: | 0010-938X |
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| Abstract | Electrochemical noise has an important reference role in the study of early corrosion; however, a direct correlation between the microscopic morphology and the electrochemical noise of the corrosion process is lacking. This study uses a back propagation artificial neural network (BPNN) optimized by three intelligent optimization algorithms to real-time monitor the local corrosion of 304 stainless steel in HCl solution with joint recognition and feature extraction of corrosion images and electrochemical noise. The results show that the corrosion monitoring model established by optimized BPNN with genetic algorithms exhibits the highest convergence speed and accuracy.
•Corrosion area of 304SS in HCl solution is identified by real-time image recognition.•EN trend is related to the type of corrosion and the diffusion rate of corroded area.•A clear correlation between image features and electrochemical noise is observed.•The description of corrosion process of 304SS is established by feature extraction.•The optimised BPNN with joint image feature and EN is useful in monitoring corrosion. |
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| AbstractList | Electrochemical noise has an important reference role in the study of early corrosion; however, a direct correlation between the microscopic morphology and the electrochemical noise of the corrosion process is lacking. This study uses a back propagation artificial neural network (BPNN) optimized by three intelligent optimization algorithms to real-time monitor the local corrosion of 304 stainless steel in HCl solution with joint recognition and feature extraction of corrosion images and electrochemical noise. The results show that the corrosion monitoring model established by optimized BPNN with genetic algorithms exhibits the highest convergence speed and accuracy.
•Corrosion area of 304SS in HCl solution is identified by real-time image recognition.•EN trend is related to the type of corrosion and the diffusion rate of corroded area.•A clear correlation between image features and electrochemical noise is observed.•The description of corrosion process of 304SS is established by feature extraction.•The optimised BPNN with joint image feature and EN is useful in monitoring corrosion. |
| ArticleNumber | 111779 |
| Author | Song, Honggun Chen, Yang Hu, Zhi Wu, Zhiqin Luo, Chao Feng, Kaixuan Zhang, Haofeng Yan, Hong |
| Author_xml | – sequence: 1 givenname: Haofeng surname: Zhang fullname: Zhang, Haofeng organization: School of Advanced Manufacturing, Nanchang University, Nanchang 330031, China – sequence: 2 givenname: Zhiqin surname: Wu fullname: Wu, Zhiqin organization: School of Advanced Manufacturing, Nanchang University, Nanchang 330031, China – sequence: 3 givenname: Yang surname: Chen fullname: Chen, Yang organization: School of Advanced Manufacturing, Nanchang University, Nanchang 330031, China – sequence: 4 givenname: Kaixuan surname: Feng fullname: Feng, Kaixuan organization: School of Advanced Manufacturing, Nanchang University, Nanchang 330031, China – sequence: 5 givenname: Hong surname: Yan fullname: Yan, Hong organization: School of Advanced Manufacturing, Nanchang University, Nanchang 330031, China – sequence: 6 givenname: Honggun surname: Song fullname: Song, Honggun organization: School of Advanced Manufacturing, Nanchang University, Nanchang 330031, China – sequence: 7 givenname: Chao surname: Luo fullname: Luo, Chao organization: School of Advanced Manufacturing, Nanchang University, Nanchang 330031, China – sequence: 8 givenname: Zhi surname: Hu fullname: Hu, Zhi email: huzhi@ncu.edu.cn organization: School of Advanced Manufacturing, Nanchang University, Nanchang 330031, China |
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| Cites_doi | 10.1016/j.ejpe.2022.09.001 10.1016/j.corsci.2020.108685 10.1016/j.procs.2022.01.393 10.1016/j.sigpro.2023.108934 10.1016/S0167-8655(00)00043-X 10.1016/j.corsci.2015.01.017 10.1029/2007RG000228 10.1016/S0165-1684(98)00018-8 10.1016/j.corsci.2023.111176 10.1016/j.corsci.2016.05.015 10.1109/71.476165 10.1016/j.cor.2006.12.030 10.3390/photonics9040212 10.1016/j.corsci.2014.07.062 10.1016/j.corsci.2021.109885 10.1016/j.corsci.2013.06.010 10.1016/S0921-5093(01)01892-5 10.1016/j.corsci.2013.11.008 10.3390/electronics10212689 10.1016/j.asej.2021.03.024 10.1149/1.2410923 10.1007/BF00993252 10.1016/j.jhazmat.2012.04.056 10.1016/S0010-938X(96)00061-3 10.1016/j.matdes.2016.01.016 10.1016/j.corsci.2018.10.022 10.1039/C4RA13728K 10.1016/j.corsci.2004.05.007 10.1016/j.electacta.2012.03.062 10.1016/j.engappai.2022.105559 10.1016/S1388-2481(02)00317-X 10.1016/S0013-4686(02)00841-1 10.1038/s41529-018-0062-1 10.1016/j.corsci.2020.108697 10.1023/A:1022602019183 10.1149/1.1838341 10.1016/j.corsci.2012.09.007 10.1016/j.electacta.2007.06.060 |
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| Keywords | Electrochemical noise Localized corrosion 304SS Artificial Neural Networks In-situ observation Intelligent optimization algorithm |
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| References | Goldberg, Holland (bib41) 1988; 3 Bond, Lizlovs (bib4) 1968; 115 Pei, Zhang, Zhi, Yang, Jin, Fu, Cheng, Terryn, Mol, Li (bib22) 2020; 170 Abdolrasol, Hussain, Ustun, Sarker, Hannan, Mohamed, Ali, Mekhilef, Milad (bib28) 2021; 10 Homborg, Tinga, Zhang, van Westing, Oonincx, de Wit, Mol (bib29) 2012; 70 HAYKIN (bib40) 1998 Zhu, Wang, Behnamian, Song, Wang, Gao, Hu, Xia (bib6) 2020; 170 Feliciano, Leta, Mainier (bib11) 2015; 93 Brockmann, Altendorfer (bib47) 2022; 200 Yakubov, Lin, Volinsky, Qiao, Guo (bib5) 2018; 2 Guan, Zhang, Wang, Han, Ke (bib15) 2014; 80 Wang, Cheng (bib16) 2016; 94 Bahloul, Boussaidi, Karar, Salhi (bib42) 2022; 9 Kim, Ahn, Kim, Song (bib8) 2023; 218 Legat (bib23) 2007; 52 Kirkpatrick, Gelatt, Vecchi (bib45) 1987 Mischler, Debaud, Landolt (bib2) 1998; 145 Xu, Li, Li, Guan, Lan (bib10) 2016; 111 Comas, Huet, Ngo, Fregonese, Idrissi, Normand (bib17) 2021; 193 Boashash, Ristic (bib20) 1998; 67 Dong, Yu, Lin, Li (bib19) 2023; 206 Kennedy (bib44) 2010 Shkirskiy, Kanoufi (bib12) 2023; 39 Pei, Zhang, Zhi, Yang, Jin, Fu, Cheng, Terryn, Mol, Li (bib27) 2020; 170 Smulko, Darowicki, Zieliński (bib14) 2002; 4 Codaro, Nakazato, Horovistiz, Ribeiro, Ribeiro, Hein (bib9) 2002; 334 Wong (bib38) 1985; 20 Zhang, Wu, Tan (bib24) 2019; 146 Manivannan, Aggarwal, Devabhaktuni, Kumar, Nims, Bhattacharya (bib35) 2012; 223–224 Homborg, van Westing, Tinga, Zhang, Oonincx, Ferrari, de Wit, Mol (bib21) 2013; 66 Alamri (bib25) 2022; 31 Nabhan, Zomaya (bib32) 1995; 6 Schraudolph, Belew (bib30) 1992; 9 Choi, Kim (bib7) 2005; 47 Huang, Wu (bib33) 2008; 46 Paschos (bib37) 2000; 21 Zhang, Yin, Wang, Yan (bib3) 2014; 88 Markhali, Naderi, Mahdavian, Sayebani, Arman (bib18) 2013; 75 Pareek, Tewari, Machavaram (bib43) 2023; 117 Olsson, Landolt (bib46) 2003; 48 Tan, Bailey, Kinsella (bib13) 1996; 38 Li, Cheng, Shi, Huang (bib39) 2012 Honeycutt, Plotnick (bib34) 2008; 34 A Theoretical Comparison of Texture Algorithms | IEEE Journals & Magazine | IEEE Xplore, (n.d.). Zhang, Yin, Yan, Wang, Yan (bib1) 2015; 5 Sheikh, Kamal, Rafique, Sabir, Zaheer, Khan (bib26) 2021; 12 Pan, Fatih Tasgetiren, Liang (bib31) 2008; 35 (Accessed 19 May 2023). Smulko (10.1016/j.corsci.2023.111779_bib14) 2002; 4 Zhang (10.1016/j.corsci.2023.111779_bib24) 2019; 146 10.1016/j.corsci.2023.111779_bib36 Choi (10.1016/j.corsci.2023.111779_bib7) 2005; 47 Feliciano (10.1016/j.corsci.2023.111779_bib11) 2015; 93 Tan (10.1016/j.corsci.2023.111779_bib13) 1996; 38 Pei (10.1016/j.corsci.2023.111779_bib27) 2020; 170 Schraudolph (10.1016/j.corsci.2023.111779_bib30) 1992; 9 Yakubov (10.1016/j.corsci.2023.111779_bib5) 2018; 2 Legat (10.1016/j.corsci.2023.111779_bib23) 2007; 52 Abdolrasol (10.1016/j.corsci.2023.111779_bib28) 2021; 10 Zhang (10.1016/j.corsci.2023.111779_bib1) 2015; 5 Markhali (10.1016/j.corsci.2023.111779_bib18) 2013; 75 Bond (10.1016/j.corsci.2023.111779_bib4) 1968; 115 Sheikh (10.1016/j.corsci.2023.111779_bib26) 2021; 12 Brockmann (10.1016/j.corsci.2023.111779_bib47) 2022; 200 Li (10.1016/j.corsci.2023.111779_bib39) 2012 Guan (10.1016/j.corsci.2023.111779_bib15) 2014; 80 Shkirskiy (10.1016/j.corsci.2023.111779_bib12) 2023; 39 Pareek (10.1016/j.corsci.2023.111779_bib43) 2023; 117 Zhang (10.1016/j.corsci.2023.111779_bib3) 2014; 88 Honeycutt (10.1016/j.corsci.2023.111779_bib34) 2008; 34 Dong (10.1016/j.corsci.2023.111779_bib19) 2023; 206 Homborg (10.1016/j.corsci.2023.111779_bib29) 2012; 70 Manivannan (10.1016/j.corsci.2023.111779_bib35) 2012; 223–224 Zhu (10.1016/j.corsci.2023.111779_bib6) 2020; 170 Huang (10.1016/j.corsci.2023.111779_bib33) 2008; 46 Kirkpatrick (10.1016/j.corsci.2023.111779_bib45) 1987 Pei (10.1016/j.corsci.2023.111779_bib22) 2020; 170 Homborg (10.1016/j.corsci.2023.111779_bib21) 2013; 66 Alamri (10.1016/j.corsci.2023.111779_bib25) 2022; 31 HAYKIN (10.1016/j.corsci.2023.111779_bib40) 1998 Olsson (10.1016/j.corsci.2023.111779_bib46) 2003; 48 Codaro (10.1016/j.corsci.2023.111779_bib9) 2002; 334 Paschos (10.1016/j.corsci.2023.111779_bib37) 2000; 21 Wong (10.1016/j.corsci.2023.111779_bib38) 1985; 20 Goldberg (10.1016/j.corsci.2023.111779_bib41) 1988; 3 Wang (10.1016/j.corsci.2023.111779_bib16) 2016; 94 Pan (10.1016/j.corsci.2023.111779_bib31) 2008; 35 Nabhan (10.1016/j.corsci.2023.111779_bib32) 1995; 6 Mischler (10.1016/j.corsci.2023.111779_bib2) 1998; 145 Comas (10.1016/j.corsci.2023.111779_bib17) 2021; 193 Kennedy (10.1016/j.corsci.2023.111779_bib44) 2010 Bahloul (10.1016/j.corsci.2023.111779_bib42) 2022; 9 Boashash (10.1016/j.corsci.2023.111779_bib20) 1998; 67 Kim (10.1016/j.corsci.2023.111779_bib8) 2023; 218 Xu (10.1016/j.corsci.2023.111779_bib10) 2016; 111 |
| References_xml | – volume: 193 year: 2021 ident: bib17 article-title: Corrosion propagation monitoring using electrochemical noise measurements on carbon steel in hydrogenocarbonated solution containing chloride ions publication-title: Corros. Sci. – volume: 47 start-page: 1 year: 2005 end-page: 15 ident: bib7 article-title: Morphological analysis and classification of types of surface corrosion damage by digital image processing publication-title: Corros. Sci. – volume: 10 start-page: 2689 year: 2021 ident: bib28 article-title: Artificial neural networks based optimization techniques: a review publication-title: Electronics – year: 1987 ident: bib45 article-title: Optimization by simulated annealing publication-title: readings in computer vision – reference: (Accessed 19 May 2023). – volume: 9 start-page: 212 year: 2022 ident: bib42 article-title: Pulse shape estimation in a DSR fiber laser using the genetic algorithm publication-title: Photonics – volume: 117 year: 2023 ident: bib43 article-title: Multi-objective optimization of seeding performance of a pneumatic precision seed metering device using integrated ANN-MOPSO approach publication-title: Eng. Appl. Artif. Intell. – volume: 20 start-page: 779 year: 1985 end-page: 791 ident: bib38 article-title: First-order, second-moment methods publication-title: Comput. Educ. – volume: 94 start-page: 176 year: 2016 end-page: 185 ident: bib16 article-title: Quantitative evaluation of pit sizes for high strength steel: electrochemical noise, 3-D measurement, and image-recognition-based statistical analysis publication-title: Mater. Des. – volume: 145 start-page: 750 year: 1998 ident: bib2 article-title: Wear - Accelerated Corrosion of Passive Metals in Tribocorrosion Systems publication-title: J. Electrochem. Soc. – volume: 170 year: 2020 ident: bib6 article-title: Metal pitting corrosion characterized by scanning acoustic microscopy and binary image processing publication-title: Corros. Sci. – volume: 200 start-page: 793 year: 2022 end-page: 802 ident: bib47 article-title: Evaluation of variance-covariance-matrix application for identifying temporary demand shifts in a forecast evolution system publication-title: Procedia Comput. Sci. – volume: 34 start-page: 1461 year: 2008 end-page: 1472 ident: bib34 article-title: Image analysis techniques and gray-level co-occurrence matrices (GLCM) for calculating bioturbation indices and characterizing biogenic sedimentary structures publication-title: Comput. Educ. – volume: 6 start-page: 1226 year: 1995 end-page: 1233 ident: bib32 article-title: A parallel simulated annealing algorithm with low communication overhead publication-title: IEEE Trans. Parallel Distrib. Syst. – reference: A Theoretical Comparison of Texture Algorithms | IEEE Journals & Magazine | IEEE Xplore, (n.d.). – volume: 48 start-page: 1093 year: 2003 end-page: 1104 ident: bib46 article-title: Passive films on stainlesss steels — chemistry, structure and growth publication-title: Electrochim. Acta – volume: 38 start-page: 1681 year: 1996 end-page: 1695 ident: bib13 article-title: The monitoring of the formation and destruction of corrosion inhibitor films using electrochemical noise analysis (ENA) publication-title: Corros. Sci. – volume: 67 start-page: 1 year: 1998 end-page: 23 ident: bib20 article-title: Polynomial time–frequency distributions and time-varying higher order spectra: application to the analysis of multicomponent FM signals and to the treatment of multiplicative noise publication-title: Signal Process – volume: 5 start-page: 17676 year: 2015 end-page: 17682 ident: bib1 article-title: Tribocorrosion behaviors of 304SS: effect of solution pH publication-title: RSC Adv. – volume: 31 start-page: 11 year: 2022 end-page: 21 ident: bib25 article-title: Application of machine learning to stress corrosion cracking risk assessment publication-title: Egypt. J. Pet. – year: 1998 ident: bib40 article-title: Neural Networks: A Comprehensive Foundation [M] – volume: 115 start-page: 1130 year: 1968 ident: bib4 article-title: Anodic polarization of austenitic stainless steels in chloride media publication-title: J. Electrochem. Soc. – volume: 80 start-page: 1 year: 2014 end-page: 6 ident: bib15 article-title: The reliability of electrochemical noise and current transients characterizing metastable pitting of Al–Mg–Si microelectrodes publication-title: Corros. Sci. – volume: 223–224 start-page: 94 year: 2012 end-page: 103 ident: bib35 article-title: Particulate matter characterization by gray level co-occurrence matrix based support vector machines publication-title: J. Hazard. Mater. – volume: 2 start-page: 1 year: 2018 end-page: 4 ident: bib5 article-title: The hydrogen-induced pitting corrosion mechanism in duplex stainless steel studied by current-sensing atomic force microscopy publication-title: Npj Mater. Degrad. – volume: 9 start-page: 9 year: 1992 end-page: 21 ident: bib30 article-title: DynamiC Parameter Encoding for Genetic Algorithms publication-title: Mach. Learn – volume: 52 start-page: 7590 year: 2007 end-page: 7598 ident: bib23 article-title: Monitoring of steel corrosion in concrete by electrode arrays and electrical resistance probes publication-title: Electrochim. Acta – volume: 334 start-page: 298 year: 2002 end-page: 306 ident: bib9 article-title: An image processing method for morphology characterization and pitting corrosion evaluation publication-title: Mater. Sci. Eng. A. – volume: 66 start-page: 97 year: 2013 end-page: 110 ident: bib21 article-title: Novel time–frequency characterization of electrochemical noise data in corrosion studies using Hilbert spectra publication-title: Corros. Sci. – volume: 75 start-page: 269 year: 2013 end-page: 279 ident: bib18 article-title: Electrochemical impedance spectroscopy and electrochemical noise measurements as tools to evaluate corrosion inhibition of azole compounds on stainless steel in acidic media publication-title: Corros. Sci. – volume: 70 start-page: 199 year: 2012 end-page: 209 ident: bib29 article-title: Time–frequency methods for trend removal in electrochemical noise data publication-title: Electrochim. Acta – volume: 206 year: 2023 ident: bib19 article-title: An energy-concentrated wavelet transform for time-frequency analysis of transient signal publication-title: Signal Process – volume: 88 start-page: 423 year: 2014 end-page: 433 ident: bib3 article-title: Influence of microstructure evolution on tribocorrosion of 304SS in artificial seawater publication-title: Corros. Sci. – volume: 12 start-page: 3891 year: 2021 end-page: 3903 ident: bib26 article-title: Corrosion detection and severity level prediction using acoustic emission and machine learning based approach publication-title: Ain Shams Eng. J. – volume: 3 year: 1988 ident: bib41 article-title: Genetic algorithms and machine learning publication-title: Mach. Learn. – volume: 21 start-page: 837 year: 2000 end-page: 841 ident: bib37 article-title: Fast color texture recognition using chromaticity moments publication-title: Pattern Recognit. Lett. – volume: 218 year: 2023 ident: bib8 article-title: Synchrotron X-ray fluorescence imaging study on chloride-induced stress corrosion cracking behavior of austenitic stainless steel welds via selective corrosion of δ-ferrite publication-title: Corros. Sci. – volume: 170 year: 2020 ident: bib27 article-title: Towards understanding and prediction of atmospheric corrosion of an Fe/Cu corrosion sensor via machine learning publication-title: Corros. Sci. – year: 2010 ident: bib44 article-title: Particle swarm optimization publication-title: encyclopedia of machine learning – year: 2012 ident: bib39 article-title: Brief Introduction of Back Propagation (BP) Neural Network Algorithm and Its Improvement publication-title: Advances in Computer Science and Information Engineering – volume: 4 start-page: 388 year: 2002 end-page: 391 ident: bib14 article-title: Pitting corrosion in steel and electrochemical noise intensity publication-title: Electrochem Commun. – volume: 146 start-page: 90 year: 2019 end-page: 98 ident: bib24 article-title: In-situ monitoring of stress corrosion cracking of 304 stainless steel in high-temperature water by analyzing acoustic emission waveform publication-title: Corros. Sci. – volume: 111 start-page: 275 year: 2016 end-page: 287 ident: bib10 article-title: 3-D modelling and statistical properties of surface pits of corroded wire based on image processing technique publication-title: Corros. Sci. – volume: 39 year: 2023 ident: bib12 article-title: Reflective microscopy for mechanistic insights in corrosion research publication-title: Curr. Opin. Electrochem. – volume: 170 year: 2020 ident: bib22 article-title: Towards understanding and prediction of atmospheric corrosion of an Fe/Cu corrosion sensor via machine learning publication-title: Corros. Sci. – volume: 46 year: 2008 ident: bib33 article-title: A review on Hilbert-Huang transform: method and its applications to geophysical studies publication-title: Rev. Geophys. – volume: 93 start-page: 138 year: 2015 end-page: 147 ident: bib11 article-title: Texture digital analysis for corrosion monitoring publication-title: Corros. Sci. – volume: 35 start-page: 2807 year: 2008 end-page: 2839 ident: bib31 article-title: A discrete particle swarm optimization algorithm for the no-wait flowshop scheduling problem publication-title: Comput. Oper. Res. – volume: 31 start-page: 11 year: 2022 ident: 10.1016/j.corsci.2023.111779_bib25 article-title: Application of machine learning to stress corrosion cracking risk assessment publication-title: Egypt. J. Pet. doi: 10.1016/j.ejpe.2022.09.001 – volume: 170 year: 2020 ident: 10.1016/j.corsci.2023.111779_bib6 article-title: Metal pitting corrosion characterized by scanning acoustic microscopy and binary image processing publication-title: Corros. Sci. doi: 10.1016/j.corsci.2020.108685 – volume: 200 start-page: 793 year: 2022 ident: 10.1016/j.corsci.2023.111779_bib47 article-title: Evaluation of variance-covariance-matrix application for identifying temporary demand shifts in a forecast evolution system publication-title: Procedia Comput. Sci. doi: 10.1016/j.procs.2022.01.393 – volume: 206 year: 2023 ident: 10.1016/j.corsci.2023.111779_bib19 article-title: An energy-concentrated wavelet transform for time-frequency analysis of transient signal publication-title: Signal Process doi: 10.1016/j.sigpro.2023.108934 – volume: 21 start-page: 837 year: 2000 ident: 10.1016/j.corsci.2023.111779_bib37 article-title: Fast color texture recognition using chromaticity moments publication-title: Pattern Recognit. Lett. doi: 10.1016/S0167-8655(00)00043-X – volume: 93 start-page: 138 year: 2015 ident: 10.1016/j.corsci.2023.111779_bib11 article-title: Texture digital analysis for corrosion monitoring publication-title: Corros. Sci. doi: 10.1016/j.corsci.2015.01.017 – volume: 46 year: 2008 ident: 10.1016/j.corsci.2023.111779_bib33 article-title: A review on Hilbert-Huang transform: method and its applications to geophysical studies publication-title: Rev. Geophys. doi: 10.1029/2007RG000228 – volume: 67 start-page: 1 year: 1998 ident: 10.1016/j.corsci.2023.111779_bib20 article-title: Polynomial time–frequency distributions and time-varying higher order spectra: application to the analysis of multicomponent FM signals and to the treatment of multiplicative noise publication-title: Signal Process doi: 10.1016/S0165-1684(98)00018-8 – year: 1987 ident: 10.1016/j.corsci.2023.111779_bib45 article-title: Optimization by simulated annealing – volume: 34 start-page: 1461 year: 2008 ident: 10.1016/j.corsci.2023.111779_bib34 article-title: Image analysis techniques and gray-level co-occurrence matrices (GLCM) for calculating bioturbation indices and characterizing biogenic sedimentary structures publication-title: Comput. Educ. – volume: 218 year: 2023 ident: 10.1016/j.corsci.2023.111779_bib8 article-title: Synchrotron X-ray fluorescence imaging study on chloride-induced stress corrosion cracking behavior of austenitic stainless steel welds via selective corrosion of δ-ferrite publication-title: Corros. Sci. doi: 10.1016/j.corsci.2023.111176 – volume: 111 start-page: 275 year: 2016 ident: 10.1016/j.corsci.2023.111779_bib10 article-title: 3-D modelling and statistical properties of surface pits of corroded wire based on image processing technique publication-title: Corros. Sci. doi: 10.1016/j.corsci.2016.05.015 – volume: 6 start-page: 1226 year: 1995 ident: 10.1016/j.corsci.2023.111779_bib32 article-title: A parallel simulated annealing algorithm with low communication overhead publication-title: IEEE Trans. Parallel Distrib. Syst. doi: 10.1109/71.476165 – year: 2010 ident: 10.1016/j.corsci.2023.111779_bib44 article-title: Particle swarm optimization – volume: 35 start-page: 2807 year: 2008 ident: 10.1016/j.corsci.2023.111779_bib31 article-title: A discrete particle swarm optimization algorithm for the no-wait flowshop scheduling problem publication-title: Comput. Oper. Res. doi: 10.1016/j.cor.2006.12.030 – volume: 9 start-page: 212 year: 2022 ident: 10.1016/j.corsci.2023.111779_bib42 article-title: Pulse shape estimation in a DSR fiber laser using the genetic algorithm publication-title: Photonics doi: 10.3390/photonics9040212 – volume: 88 start-page: 423 year: 2014 ident: 10.1016/j.corsci.2023.111779_bib3 article-title: Influence of microstructure evolution on tribocorrosion of 304SS in artificial seawater publication-title: Corros. Sci. doi: 10.1016/j.corsci.2014.07.062 – volume: 193 year: 2021 ident: 10.1016/j.corsci.2023.111779_bib17 article-title: Corrosion propagation monitoring using electrochemical noise measurements on carbon steel in hydrogenocarbonated solution containing chloride ions publication-title: Corros. Sci. doi: 10.1016/j.corsci.2021.109885 – volume: 75 start-page: 269 year: 2013 ident: 10.1016/j.corsci.2023.111779_bib18 article-title: Electrochemical impedance spectroscopy and electrochemical noise measurements as tools to evaluate corrosion inhibition of azole compounds on stainless steel in acidic media publication-title: Corros. Sci. doi: 10.1016/j.corsci.2013.06.010 – volume: 334 start-page: 298 year: 2002 ident: 10.1016/j.corsci.2023.111779_bib9 article-title: An image processing method for morphology characterization and pitting corrosion evaluation publication-title: Mater. Sci. Eng. A. doi: 10.1016/S0921-5093(01)01892-5 – volume: 80 start-page: 1 year: 2014 ident: 10.1016/j.corsci.2023.111779_bib15 article-title: The reliability of electrochemical noise and current transients characterizing metastable pitting of Al–Mg–Si microelectrodes publication-title: Corros. Sci. doi: 10.1016/j.corsci.2013.11.008 – volume: 10 start-page: 2689 year: 2021 ident: 10.1016/j.corsci.2023.111779_bib28 article-title: Artificial neural networks based optimization techniques: a review publication-title: Electronics doi: 10.3390/electronics10212689 – volume: 12 start-page: 3891 year: 2021 ident: 10.1016/j.corsci.2023.111779_bib26 article-title: Corrosion detection and severity level prediction using acoustic emission and machine learning based approach publication-title: Ain Shams Eng. J. doi: 10.1016/j.asej.2021.03.024 – ident: 10.1016/j.corsci.2023.111779_bib36 – volume: 115 start-page: 1130 year: 1968 ident: 10.1016/j.corsci.2023.111779_bib4 article-title: Anodic polarization of austenitic stainless steels in chloride media publication-title: J. Electrochem. Soc. doi: 10.1149/1.2410923 – volume: 9 start-page: 9 year: 1992 ident: 10.1016/j.corsci.2023.111779_bib30 article-title: DynamiC Parameter Encoding for Genetic Algorithms publication-title: Mach. Learn doi: 10.1007/BF00993252 – volume: 223–224 start-page: 94 year: 2012 ident: 10.1016/j.corsci.2023.111779_bib35 article-title: Particulate matter characterization by gray level co-occurrence matrix based support vector machines publication-title: J. Hazard. Mater. doi: 10.1016/j.jhazmat.2012.04.056 – volume: 20 start-page: 779 year: 1985 ident: 10.1016/j.corsci.2023.111779_bib38 article-title: First-order, second-moment methods publication-title: Comput. Educ. – volume: 38 start-page: 1681 year: 1996 ident: 10.1016/j.corsci.2023.111779_bib13 article-title: The monitoring of the formation and destruction of corrosion inhibitor films using electrochemical noise analysis (ENA) publication-title: Corros. Sci. doi: 10.1016/S0010-938X(96)00061-3 – volume: 94 start-page: 176 year: 2016 ident: 10.1016/j.corsci.2023.111779_bib16 article-title: Quantitative evaluation of pit sizes for high strength steel: electrochemical noise, 3-D measurement, and image-recognition-based statistical analysis publication-title: Mater. Des. doi: 10.1016/j.matdes.2016.01.016 – volume: 146 start-page: 90 year: 2019 ident: 10.1016/j.corsci.2023.111779_bib24 article-title: In-situ monitoring of stress corrosion cracking of 304 stainless steel in high-temperature water by analyzing acoustic emission waveform publication-title: Corros. Sci. doi: 10.1016/j.corsci.2018.10.022 – year: 2012 ident: 10.1016/j.corsci.2023.111779_bib39 article-title: Brief Introduction of Back Propagation (BP) Neural Network Algorithm and Its Improvement – volume: 5 start-page: 17676 year: 2015 ident: 10.1016/j.corsci.2023.111779_bib1 article-title: Tribocorrosion behaviors of 304SS: effect of solution pH publication-title: RSC Adv. doi: 10.1039/C4RA13728K – volume: 47 start-page: 1 year: 2005 ident: 10.1016/j.corsci.2023.111779_bib7 article-title: Morphological analysis and classification of types of surface corrosion damage by digital image processing publication-title: Corros. Sci. doi: 10.1016/j.corsci.2004.05.007 – volume: 70 start-page: 199 year: 2012 ident: 10.1016/j.corsci.2023.111779_bib29 article-title: Time–frequency methods for trend removal in electrochemical noise data publication-title: Electrochim. Acta doi: 10.1016/j.electacta.2012.03.062 – volume: 117 year: 2023 ident: 10.1016/j.corsci.2023.111779_bib43 article-title: Multi-objective optimization of seeding performance of a pneumatic precision seed metering device using integrated ANN-MOPSO approach publication-title: Eng. Appl. Artif. Intell. doi: 10.1016/j.engappai.2022.105559 – volume: 39 year: 2023 ident: 10.1016/j.corsci.2023.111779_bib12 article-title: Reflective microscopy for mechanistic insights in corrosion research publication-title: Curr. Opin. Electrochem. – volume: 4 start-page: 388 year: 2002 ident: 10.1016/j.corsci.2023.111779_bib14 article-title: Pitting corrosion in steel and electrochemical noise intensity publication-title: Electrochem Commun. doi: 10.1016/S1388-2481(02)00317-X – volume: 48 start-page: 1093 year: 2003 ident: 10.1016/j.corsci.2023.111779_bib46 article-title: Passive films on stainlesss steels — chemistry, structure and growth publication-title: Electrochim. Acta doi: 10.1016/S0013-4686(02)00841-1 – volume: 2 start-page: 1 year: 2018 ident: 10.1016/j.corsci.2023.111779_bib5 article-title: The hydrogen-induced pitting corrosion mechanism in duplex stainless steel studied by current-sensing atomic force microscopy publication-title: Npj Mater. Degrad. doi: 10.1038/s41529-018-0062-1 – volume: 170 year: 2020 ident: 10.1016/j.corsci.2023.111779_bib27 article-title: Towards understanding and prediction of atmospheric corrosion of an Fe/Cu corrosion sensor via machine learning publication-title: Corros. Sci. doi: 10.1016/j.corsci.2020.108697 – volume: 3 year: 1988 ident: 10.1016/j.corsci.2023.111779_bib41 article-title: Genetic algorithms and machine learning publication-title: Mach. Learn. doi: 10.1023/A:1022602019183 – volume: 145 start-page: 750 year: 1998 ident: 10.1016/j.corsci.2023.111779_bib2 article-title: Wear - Accelerated Corrosion of Passive Metals in Tribocorrosion Systems publication-title: J. Electrochem. Soc. doi: 10.1149/1.1838341 – year: 1998 ident: 10.1016/j.corsci.2023.111779_bib40 – volume: 66 start-page: 97 year: 2013 ident: 10.1016/j.corsci.2023.111779_bib21 article-title: Novel time–frequency characterization of electrochemical noise data in corrosion studies using Hilbert spectra publication-title: Corros. Sci. doi: 10.1016/j.corsci.2012.09.007 – volume: 52 start-page: 7590 year: 2007 ident: 10.1016/j.corsci.2023.111779_bib23 article-title: Monitoring of steel corrosion in concrete by electrode arrays and electrical resistance probes publication-title: Electrochim. Acta doi: 10.1016/j.electacta.2007.06.060 – volume: 170 year: 2020 ident: 10.1016/j.corsci.2023.111779_bib22 article-title: Towards understanding and prediction of atmospheric corrosion of an Fe/Cu corrosion sensor via machine learning publication-title: Corros. Sci. doi: 10.1016/j.corsci.2020.108697 |
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