Prediction of Corrosion Behavior of Nonferrous Metals in Seawater with ANN

J Chin Soc Corr Pro

2004, Vol. 24

Issue (1): 29-32 DOI:

Research Report

Current Issue | Archive | Adv Search

Prediction of Corrosion Behavior of Nonferrous Metals in Seawater with ANN

Dawei Cui;Leyun Lin;Yuehong Zhao

Download:

PDF(180KB)
Export: BibTeX | EndNote (RIS)

Abstract Set up an artificial neural net and train it with the data provided by four seawater corrosion experiment stations. After the succession of training , the net can predict any kind of metals corrosion status on 16years and the comparative error is not beyond 20 percent. Compare with the way of function regression, this result is more accurate. The net can also trained with the anomaly data that can not regress to any function and the net can make an accurate prediction.

Key words: artificial neural network seawater corrosion the predictin of corrosion

Received: 27 March 2003

ZTFLH:

TG174

	Service

	E-mail this article
	Add to citation manager
	E-mail Alert
	RSS
	（）
	Articles by authors
	Dawei Cui
	Leyun Lin
	Yuehong Zhao

Cite this article:

Dawei Cui; Leyun Lin; Yuehong Zhao. Prediction of Corrosion Behavior of Nonferrous Metals in Seawater with ANN. J Chin Soc Corr Pro, 2004, 24(1): 29-32 .

URL:

https://www.jcscp.org/EN/ OR https://www.jcscp.org/EN/Y2004/V24/I1/29

[1]CottisRA ,TuregaM .NeuralNetworkApplicationsinCorrosionEngi neering[M].Chicago:EngineeringBooksInc.,1993,201-204
[2]PalakalMJ,PidapartiRM ,RebbapragadaS ,JonesCR .IntelligentComputationalMethodsforCorrosionDamageAssessment[M].Houston:TheAmericanInstituteofAeronauticsandAstronautics,2000,305
[3]PalakalMJ,PidapartiRM ,JeffreyHuang,RebbapragadaS .Useofcom putationalintelligenceforcorrosiondamageassessmentofaircraftpan els,unerreview,aerosense[J].SPIE ,2001,36-37
[4]BaileyRA ,PidapartiRM ,JayantiS ,PalakalMJ.CorrosionPredictioninAgingAircraftMaterialsUsingNeuralNetworks[M].Houston:Insti tuteofAeronauticsandAstronautics,1988,96-98
[5]SuryaRebbapragada.Intelligentcomputationalmethodsforcorrosiondamageassessment[D]ThesisMS .PurdueUniversity,December,2000,21-22
[6]MirnaUrquidiMacDonald.Thepittingcorrosionlife/predictionofmetal liccomponentsusinganartificialneuralnetworkmodel[J].TransactionofthePennsylvaniaStateUniversity,1991,(3):68
[7]CottisRA ,TuregaM .Neuralnetworkapplicationsincorrosionengineer ing-finalreporting[M].WashingtonD .C .:UnitedMethodistPress,1996,108-110
[8]BartonTF ,TuckDL ,WellsDB .TheIdentificationofPittingandCreviceCorrosionSpectrainElectrochemicalNoiseUsinganArtificialNeuralNetwork[M].LosAngeles:MathmaticBookPub.Inc.,1995,84-88
[9]YanPingfa,ZhangChangshui.ArtificialNeuralNetandSimulateProgressCalculation[M].Beijing:PubilshingHouseofElectronicsIn dustry,1996,12-15(阎平凡,张长水.人工神经网络与模拟进化计算[M].北京:电子工业出版社,1996,12-15)
[10]WenXin,ZhouLu,WangDanli.ProgrammingNeuralNetbyMatLabLanguage[M].Beijing:PublishingHouseofElectronicsIndustry,2001,35-47(闻新,周露,王丹力.MatLab神经网络应用设计[M].北京:电子工业出版社,2001,35-47)
[11]YangXiaoming,ChenMingwen.Analysisandpredictmetal’scorrosionbehaviorinseawater[J].TransactionofBeijingScience&TechnologyUniversity,2000,3:26-28(杨晓明,陈明文.海水对金属腐蚀因素的分析及预测[J].北京科技大学学报,2000,3:26-28)
[12]MaXiaoyan,LuanYanbing,QuZuyu.TheapplicationofANNinthemetalaircorrosionpredictionfield[J].TransactionofBeijingScience&TechnologyUniversity,1999,(8):68-69(马小彦,栾艳冰,屈祖玉.神经网络在金属大气腐蚀率预测中的应用[J].北京科技大学学报,1999,(8):68-69)
[13]MaoXuhui,GanFuxing,WangDihua.TheapplicationofANNinthecorrosion&protectionfield[J].Mater.Prot.,2001,(9):65-66(毛旭辉,甘复兴,汪的华.人工神经网络在腐蚀与防护领域的应用[J].材料保护,2001,(9):65-66)
[14]KongDeying,SongShizhe.Discussthecorrosionrulesinseawaterofal loysteelwithANN[J].Corros.Prot.,1998,18(4):18-20(孔德英,宋诗哲.人工神经网络技术探讨碳钢\低合金钢的实海腐蚀规律[J].腐蚀与防护,1998,18(4):18-20)

[1]	ZHAI Sixin, YANG Xingyun, YANG Jilan, GU Jianfeng. Corrosion Properties of Quenching-Partitioning-Tempering Steel in Simulated Seawater[J]. 中国腐蚀与防护学报, 2020, 40(5): 398-408.
[2]	WANG Yu, WU Jiajia, ZHANG Dun. Research Progress on Corrosion of Metal Materials Caused by Dissimilatory Iron-reducing Bacteria in Seawater[J]. 中国腐蚀与防护学报, 2020, 40(5): 389-397.
[3]	Baohui GUO, Youxu QIU, Hailong LI. Application of Artificial Neural Network for Preparation Process of Ni-SiC Composite Coatings on Ti-Alloy TA15[J]. 中国腐蚀与防护学报, 2017, 37(4): 389-394.
[4]	Jianchun ZHANG,Jingyang JIANG,Yang LI,Jinjie SHI,Longfei ZUO,Danqian WANG,Han MA. Passive Films Formed on Seawater Corrosion Resistant Rebar 00Cr10MoV in Simulated Concrete Pore Solutions[J]. 中国腐蚀与防护学报, 2016, 36(5): 441-449.
[5]	Jianchun ZHANG,Longfei ZUO,Jinyang JIANG,Han MA,Dan SONG. Microstructure and Properties of Seawater Corrosion Resistant Rebar Steel 00Cr10MoV[J]. 中国腐蚀与防护学报, 2016, 36(4): 363-369.
[6]	ZHAO Yi, WANG Fu. EFFECT OF HEAT TREATMENT PROCESSES ON SEAWATER CORROSION RESISTANCE PROPERTY OF 17-4PH STEEL[J]. 中国腐蚀与防护学报, 2011, 31(6): 473-477.
[7]	WANG Chuan, WANG Zhenyao, WEI Wei, XIE Chenping, KE Wei. STATISTICAL ANALYSIS AND PREDICTIVE MODEL IN CORROSION RESEARCH[J]. 中国腐蚀与防护学报, 2010, 30(4): 306-312.
[8]	;. Gray Neural Network and Its Application to Forecasting Ocean-water Corrosion[J]. 中国腐蚀与防护学报, 2008, 28(4): 201-204 .
[9]	;. Electrochemical Corrosion Behaviour of Fe3Al/ZrO2 Composites[J]. 中国腐蚀与防护学报, 2007, 27(5): 263-268 .
[10]	. The Electrochemical Impedance Spectroscopy of Dacromet coating in seawater[J]. 中国腐蚀与防护学报, 2007, 27(4): 197-201 .
[11]	Shouyan Wang; Shizhe Song. PREDICTIVE MODEL BASED ON WAVELET TRANSFORMATION AND ARTIFICIAL NEURAL NETWORK FOR ZINC ATMOSPHERIC CORROSION[J]. 中国腐蚀与防护学报, 2005, 25(5): 257-261 .
[12]	Dayang Liu. RESEARCH PROGRESS ON THE LONG PERIOD CORROSION LAW OF METALLIC MATERIALS IN SEAWATER[J]. 中国腐蚀与防护学报, 2005, 25(3): 142-148 .
[13]	Xueqing Liu; Xiao Tang; Jia Wang. CORRELATION BETWEEN SEAWATER ENVIRONMENTAL FACTORS AND MARINE CORROSION RATE USING ARTIFICIAL NEURAL NETWORK ANALYSIS[J]. 中国腐蚀与防护学报, 2005, 25(1): 11-14 .
[14]	Hao Guo; Zhanpeng Lv; Guoqiang Feng; Xun Cai; Wu Yang. Predicting SCC Behavior of Austenitic Stainless Steels in High Temperature Water by Artificial Neural Network[J]. 中国腐蚀与防护学报, 2004, 24(1): 25-28 .
[15]	Junwei Wu; Ming Li; Xiaogang Li. ARTIFICIAL NEURAL NETWORK(ANN) ANALYSIS ON CARBON IOXIDE CORROSION[J]. 中国腐蚀与防护学报, 2003, 23(1): 26-29 .

No Suggested Reading articles found!

Viewed

Full text

Abstract

Cited

Shared

Discussed