ARTIFICIAL NEURAL NETWORK AIDED DESIGN OF FORMATION OF TiO2 MODIFIED FILM ON CARBON STEEL

J Chin Soc Corr Pro

2001, Vol. 21

Issue (2): 101-105 DOI:

Research Report

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ARTIFICIAL NEURAL NETWORK AIDED DESIGN OF FORMATION OF TiO2 MODIFIED FILM ON CARBON STEEL

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天津大学材料学院

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Abstract TiO2 modified film is one of wonderful anticorros ion materials.TiO2 modified film on carbon steel was prepared by a new method electroless plating and solgel composite process.There were many preparation fa ctors influencing the corrosion resistance property of modified film,among them, the thickness of NiP transient layer (measured by plating time),number of dipc oating during the solgel process,heat treatment time and the molar ratio of c omplexing agent and Ti(OC4H9)4 were the most important ones.An artificial neural network was applied to design the preparation condition of TiO2 modifie d f ilm considering the interaction of the main factors.The condition of forming TiO 2 modified film on carbon steel was that NiP plating was 50minutes,No.of dip coating was 4,heat treatment time was 2 hours,and the molar ratio of complexing agent and Ti(OC4H9)4 kept 1.5∶1.Corrosion behavior of TiO2 film on carb on steel was investigated by polarization resistance measurement.The result show s that electroless plating and solgel TiO2 modified film on carbon steel has a good anticorrosion property in 0.5 mol/L H2SO4 solution.

Key words: electroless plating and solgel dual process artifici al neural network TiO2 modified film corros

Received: 23 October 2000

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. ARTIFICIAL NEURAL NETWORK AIDED DESIGN OF FORMATION OF TiO2 MODIFIED FILM ON CARBON STEEL. J Chin Soc Corr Pro, 2001, 21(2): 101-105 .

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https://www.jcscp.org/EN/ OR https://www.jcscp.org/EN/Y2001/V21/I2/101

[1]Trzaskoma -PaulettePP ,NazeriA .Effectsofsol- gelcoatingsonthelocalizedcorrosionbehaviorof 30 4stainlesssteel[J].JournalElectrochem .Soc .,1997,144 (4 ) :130 7- 1310
[2 ]ClementSanchez,MartinIn .Moleculardesignofalkoxideprecursorsforthesynthesisofhybridorganic -inorganicgels[J].Journalofnon -crystallineSolids ,1992 ,147& 148:1- 12
[3]SongLZ ,WanXS ,SongSZ .InvestigationofformationandcorrosionresistanceofTiO2 filmoncarbonsteel[A].TheNewDevelopmentofCorrosionScienceandCorrosionEngineeringTechnology[C].Beijing :ChemicalIndustryPress ,1999:35 2 -35 4(宋来洲 ,万小山 ,宋诗哲 .碳钢表面TiO2 膜的形成和耐蚀性能的初步研究 [A].腐蚀科学与防腐蚀工程技术新进展 [C].北京 :化学工业出版社 ,1999:35 2 - 35 4)
[4 ]HouZY ,DaiQL ,WuXQ .Artificialneuralnetworkaideddesignofcatalystsforpropaneammoxidation[J].ChineseJournalofCatalysis ,1997,18(2 ) :15 2 - 15 6(侯昭胤 ,戴擎镰 ,吴肖群 .人工神经元网络辅助丙烷氨氧化催化剂设计 [J].催化学报 ,1997,18(2 ) :15 2 - 15 6 )
[5 ]SanchezC ,LivageJ.Chemicalmodificationofalkoxideprecursors[J].Journalofnon -crystallineSolids,1988,10 0 :6 5 - 76
[6 ]DingZS ,WengWJ.Developmentofsol-geltechnology[J].JournaloftheChineseCeramicSociety ,1993,2 1(5 ) :44 3- 45 0(丁子上 ,翁文剑 .溶胶 -凝胶技术制备材料的进展 [J].硅酸盐学报 ,1993,2 1(5 ) :44 3- 45 0 )

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