腐蚀研究中的统计分析方法和预测模型

中国腐蚀与防护学报

2010, Vol. 30

Issue (4): 306-312

研究报告

本期目录 | 过刊浏览

腐蚀研究中的统计分析方法和预测模型

汪川¹,王振尧¹,魏伟²,谢陈平²,柯伟¹

1. 中国科学院金属研究所金属腐蚀与防护国家重点实验室沈阳 110016
2. 中国广东核电集团红沿河核电站项目部大连 116319

STATISTICAL ANALYSIS AND PREDICTIVE MODEL IN CORROSION RESEARCH

WANG Chuan¹, WANG Zhenyao¹, WEI Wei², XIE Chenping², KE Wei¹

1. State Key Laboratory for Corrosion and Protection, Institute of Metal Research, Chinese Academy of Sciences,Shenyang 110016
2. AAE Building Hongyanhe Nuclear Power Station,China Nuclear Power Engineering Company, Dalian 116319

全文: PDF(543 KB)

摘要:

分别讨论了不同的统计分析方法和预测模型在腐蚀研究中的应用，这其中包括多元线性回归分析、灰色模型GM(1,1)与灰色关联性分析、人工神经网络分析以及剂量响应函数模型。在此基础上，引入了一种源于社会科学的全新的分析方法--多层线性模型（HLM），并对多层线性模型在腐蚀研究中的应用尤其是腐蚀纵向研究进行了可行性的讨论。

关键词 ：多元线性回归, 灰色模型, 人工神经网络分析, 剂量响应函数模型, 多层线性模型

Abstract：

The article discussed different statistical analyses and predictive models in the corrosion research, including linear regression model, gray model, artificial neural network and dose-response functions. The new social science predictive model-multilevel model was introduced. The hierarchical liner modeling (HLM) analysis model was always applied in social science. The article discussed the possibility of the multilevel model which would be applied in corrosion research.

Key words： linear regression model gray model artificial neural network dose-response functions hierarchical liner modeling(HLM)

收稿日期: 2009-06-18

ZTFLH:

TB115

基金资助:

国家科技基础条件建设项目(2005DKA10400)和沈阳市科技支撑项目(1091182-1-00)资助

通讯作者: 汪川 E-mail: Cwang@imr.ac.cn

Corresponding author: WANG Chuan E-mail: Cwang@imr.ac.cn

作者简介: 汪川，1979年生，男，博士, 研究方向为大气腐蚀研究

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引用本文:

汪川,王振尧,魏伟,谢陈平,柯伟. 腐蚀研究中的统计分析方法和预测模型[J]. 中国腐蚀与防护学报, 2010, 30(4): 306-312.
WANG Chuan. STATISTICAL ANALYSIS AND PREDICTIVE MODEL IN CORROSION RESEARCH. J Chin Soc Corr Pro, 2010, 30(4): 306-312.

链接本文:

https://www.jcscp.org/CN/ 或 https://www.jcscp.org/CN/Y2010/V30/I4/306

[1] Bhattacharjee S, Roy N, Dey A K. Statistical appraisal of the atmospheric corrosion of mild steel [J]. Corros. Sci., 1993,34(4): 573-581 [2] Legault R A, Leckie H P, Effect of Alloy Composition on Atmospheric Corrosion Behavior of Steels Based on a Statistical Analysis of Larabee-Coburn Data Set [A]. Corrosion in Natural Environment, ASTM STP 558, American Society for Testing and Materials [C]. West Conshohocken, PA, 1974, 334-347 [3] Feliu S, Moreillo M, Feliu S Jr. The prediction of atmospheric corrosion parameters-I [J]. Corros. Sci., 1993, 34(3): 403-414 [4] Rosales L B, del Leiro M C. Statistical treatment of atmospheric corrosion data of steels, zinc, copper and aluminum in Argentina Proc. [A]. 13th ICC [C]. Melbourne, 1996, 36 [5] Mendoza A R, Corvo F. Outdoor and indoor atmospheric corrosion of carbon steel [J]. Corros. Sci.,1999, 41(2): 75-86 [6] Liang C F, Hou W T. Atmospheric corrosivity for steels [J]. J. Chin. Soc. Corros. Prot., 1998, 18(1): 1-6 (梁彩风, 侯文泰. 环境因素对钢的大气腐蚀的影响 [J]. 中国腐蚀与防护学报, 1998, 18(1): 1-6) [7] Wang F P, Zhang X Y, Du Y L. The review of atmospheric corrosion research [J]. Corros. Sci. Prot. Technol., 2000, 12(2): 104-108 (王凤平, 张学元, 杜元龙. 大气腐蚀研究动态与进展 [J]. 腐蚀科学与防护技术,2000, 12(2): 104-108) [8] Liang C F, Hou W T. Atmospheric corrosion of carbon steels and low alloy steels [J]. Corros. Sci.Prot. Technol., 1995, 7(3): l83-186 (梁彩风, 候文泰. 碳钢和低合金钢8年大气暴露腐蚀研究 [J]. 腐蚀科学与防护技术, 1995, 7(3): l83-186) [9] Tang Q H. Application of gray clustering method in study of atmospheric corrosion of low alloy steels [J].Corros. Sci. Prot. Technol., 2003, 15(4): 244-246 (唐其环. 灰色聚类在低合金钢大气腐蚀研究中的应用 [J]. 腐蚀科学与防护技术, 2003, 15(4): 244-246) [10] Yu G C, Wang Z Y, Chen H C. A study on the corrosion law of carbon steels and weathering steels in Shenyang[J]. Corros. Prot., 2000, 2l(6): 243-245 (于国才, 王振尧, 陈鸿川.沈阳地区碳钢、耐侯钢的腐蚀规律研究 [J]. 腐蚀与防护, 2000, 2l(6): 243-245) [11] Han W，Wang J，Wang Z Y，et al. Study on atmospheric corrosion of low alloy steels [J]. J. Chin. Soc. Corros.Prot. 2003, 15(6): 3l5-3l9 (韩薇, 汪俊,王振尧等. 低合金钢耐大气腐蚀规律研究 [J]. 腐蚀科学与防护技术, 2003, 15(6): 3l5-3l9) [12] Wang H T, Han E H, Ke W. Gray model and gray relation analysis for atmospheric corrosion of carbon steel and low alloy steel [J]. Corros. Sci. Prot. Technol., 2006, 18(4): 278-280 (王海涛, 韩恩厚, 柯伟. 碳钢、低合金钢大气腐蚀的灰色模型预测及灰色关联分析 [J]. 腐蚀科学与防护技术, 2006, 18(4): 278-280) [13] Liang J, Lin S M, Chen C L.Atmospheric corrosion model of steel structures [J], Spat. Struct,2004, 10(4): 60-64 (梁佶, 林书明, 陈春雷. 钢结构的大气腐蚀模型 [J]. 空间结构, 2004,10(4): 60-64) [14] Dai M A, Liu Z F. Analusis of the conjunction between environmental factors and atmospheric corrosion of carbon steel [J].Corros. Prot. 2000, 21(4): 147-150 (戴明安, 刘珍芳. 碳钢大气腐蚀与环境因素的关联度分析 [J]. 腐蚀与防护,2000, 21(4): 147-150) [15] Cheng J W, Zhang Q. Study of mathematical models in material corrosion protection [J]. Acta Aeronaut. Astronaut.Sin., 2000, 2l(2): l83-l86 (程基伟, 张琦. 材料腐蚀预测数学模型的研究 [J]. 航空学报, 2000,2l(2): l83-l86) [16]Li P, Tan T C, Lee J Y. Grey relational analysis of amine inhibition mild steel corrosion in acids [J]. Corrosion,1997, 53(3): 186-194 [17] Wang H T, Han E H, Ke W. Artificial neural network modeling for atmospheric corrosion of carbon steel and low alloy steel [J]. Corros. Sci. Prot. Technol., 2006, 18(2): 144-147 (王海涛, 韩恩厚, 柯伟. 用人工神经网络构建碳钢、低合金钢大气腐蚀模型 [J]. 腐蚀科学与防护技术, 2006, 18(2): 144-147) [18] Ma X Y，Qu Z Y，Li C R. Application of BP artificial neural network for prediction of atmospheric corrosion carbon steel and low alloy steel [J]. Corros. Sci. Prot. Technol.,2002, 14(1): 52-55 (马小彦, 屈祖玉, 李长荣. BP神经网络在碳钢及低碳合金钢大气腐蚀预测中的应用 [J]. 腐蚀科学与防护技术, 2002, 14(1): 52-55) [19] Zhang L M. The Model and Application of Artificial Neural Network [M]. Shanghai: Fudan University Press, 1993 (张立明. 人工神经网络的模型及应用 [M]. 上海: 复旦大学出版社, 1993) [20] Cai J P, Ke W. Application of neural networks to atmospheric corrosion of carbon steel and low alloy steels [J]. J. Chin. Soc.Corros. Prot., 1997, 17(4): 303-306 (蔡建平, 柯伟. 应用人工神经网络预测碳钢、低合金钢的大气腐蚀 [J]. 中国腐蚀与防护学报, 1997, 17(4): 303-306) [21] Leygraf C, Graedel T. Atmospheric Corrosion [M]. New York: John Wiley & Sons Press, 2000: 72-75 [22] Ye D, Zhao D W, Zhang D B. Dose-response functions for atmospheric corrosion on metals [J]. J. Chin. Soc. Corros. Prot.,2006, 26(6): 352-356 (叶堤, 赵大为, 张冬保. 金属材料大气腐蚀破坏的剂量响应函数研究 [J]. 中国腐蚀与防护学报, 2006, 26(6): 352-356) [23] Zhang L, Lei L, Guo B L. Applied Multilevel Data Analysis [M]. Beijing: Educational Science Publishing House,2002: 10-35 (张雷, 雷雳, 郭伯良. 多层线性模型应用 [M]. 北京: 教育科学出版社, 2002: 10-35) [24] Wang C Z, Wang X H, Qin X Z，Research on atmospheric corrosion rule of carbon steel and low alloy steel in Chongqing and Wanning area [J]. Equip Environ Eng.,2006, 3(2): 23-29 (王成章, 汪学华, 秦晓洲. 碳钢及低合金钢在重庆和万宁地区大气腐蚀规律研究 [J]. 装备环境工程, 2006, 3(2): 23-29) [25] Liang C F, Hou W T. Prediction of atmospheric corrosion for steels [J]. J. Chin. Soc. Corros. Prot., 2006,26(3): 129-137 (梁彩凤, 侯文泰. 钢的大气腐蚀预测 [J]. 中国腐蚀与防护学报, 2006,26(3): 129-137) [26] Winston R R. Uhling$^\prime$s Corrosion Handbook [M]. New York: John Wiley & Sons. Inc 381 [27] Deng J L. The Primary Methods of Gray System Theory [M]. Wuhan: Huazhong University of Science and Technology Press., 2005 (邓聚龙. 灰色系统基本方法汉英对照（第2版）[M]. 武汉: 华中科技大学出版社, 2005) [28] Zhao J M, Zuo Y, Liu H X. Study of corrosion behavior of carbon steel in gas wells [J]. China Offshore Oil Gas(Eng.), 2001, 13(4): 21-24 (赵景茂, 左禹, 刘鹤霞. 天然气井中碳钢的腐蚀因素研究 [J].中国海上油气(工程), 2001, 13(4): 21-24) [29] Ye D, Zhao D W, Cheng G C. Study on the effects of air pollution on corrosion of metals in inland area [J]. Equip. Environ. Eng., 2006, 3(1): 37-42 (叶堤, 赵大为, 陈刚才. 非海洋地区大气污染对金属材料的腐蚀影响研究 [J]. 装备环境工程, 2006, 3(1): 37-42) [30] Wang H T, Han E H, Ke W. Artificial neural network modeling for atmospheric corrosion of carbon steel and low alloy steel [J]. Corro. Sci. Prot. Technol.,2006, 18(2): 144-147 (王海涛, 韩恩厚, 柯伟. 用人工神经网络构建碳钢、低合金钢大气腐蚀模型 [J]. 腐蚀科学与防护技术，2006，18(2): 144-147) [31] Wang H T, Han E H, Ke W. Predictive model aluminium alloy for atmospheric corrosion by artificial neural network [J]. J. Chin. Soc. Corros. Prot., 2006, 26(5): 273-277 (王海涛, 韩恩厚, 柯伟. 基于人工神经网络模型的铝合金大气腐蚀的预测 [J]. 中国腐蚀与防护学报, 2006, 26(5): 273-277) [32] Wang S Y, Song S Z. Predictive model based on wavelet transformation and artificial neural network for zinc atmospheric corrosion [J]. J. Chin. Soc. Corros. Prot.,2005, 25(5): 257-261 (王守琰, 宋诗哲. 小波分析和神经网络研究纯锌大气腐蚀 [J]. 中国腐蚀与防护学报, 2005, 25(5): 257-261) [33] Cai J P, Cottis R A, Lyon S B.Phenomenologieal modeling of atmospheric corrosion using an artificial neural network [J]. Corros. Sci., 1999, 41(10): 2001-2006 [34] Tidblad J, Kucera V, Mikhailov A A. Statistical Analysis of 8 Years. Materials Exposure and Acceptable Deterioration and Pollution Levels, Report 30, UN/ECE International Cooperative Program on Effects on Materials, Stockholm: Swedish Corrosion Institute 1998, 49

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