第12期 曲良山等:运用BP人工神经网络方法构建碳钢区域土壤腐蚀预测模型 .1575. [3]Kim J G.Kim Y W.Cathodic protection criteria of thermally in- 征及其对水盐运移的影响,浙江大学学报:农业与生命科学 sulated pipeline buried in soil.Corros Sci.2001.43:2011 版,2008,34(6):669) [4]Levlin E.Aeration cell corrosion of carbon steel in soil:in situ [12]LiS L.Yang Z Y.Application of factors analysis for survey in monitoring cell current and potential.Corros Sci,1996.38(12): regional soil corrosivity.Corras Sci Prot Technol,1995.7(3): 2083 263) [5]Ismail A I M.El-Shamy A M.Engineering behaviour of soil ma- (李双林,杨志勇因子分析法在土壤腐蚀性研究中的应用,腐 terials on the corrosion of mild steel.Appl Clay Sci.2009.42: 蚀科学与防护技术,1995,7(3):263) 356 [13]Hornik K.Stinchcombe M.White H.Universal approximation [6]Jin M H.Men X L.Huang HT,et al.Corrosion mechanism of of an unknown mapping and its derivatives using multilayer feed- carbon steel in four types of soil.J Huahong Univ Sci Technol forward networks.Neural Networks.1990.3:551 Nat Sei Ed,2002,30(7):6) [14]Zheng XX.Description of the corrosion rate of 16Mn pipeline (金名惠,孟厦兰,黄辉桃,等,碳钢在我国四种土壤中腐蚀机理 steel in soil by using neural network.I Xi an Shiyou Univ Nat 的研究.华中科技大学学报:自然科学版),2002,30(7):6) Sei Ed,2004,19(1):74 [7]Li S Y.Jung S,Park K,et al.Kinetic study on corrosion of steel (郑新侠,16Mn管道钢土壤腐蚀速率描述的人工神经网络方 in soil environments using electrical resistance sensor technique. 法.西安石油大学学报:自然科学版,2004,19(1):74) Mater Chem Phys.2007,103:9 [15]Zhou S M.Process neural networks and its application in pipeline [8]Li Y B.Huang K,Zhang L,et al.Artificial neural network- soil corrosion rate prediction.J Qigihar Univ Nat Sci Ed, based evaluation on soil corrosion situation along pipelines.Oil 2008.24(4):6 Gas Storage Transp.2007.26(8):47 (周淑梅。一种过程神经元网络在管道土壤腐蚀速率预测中 (李余斌,黄坤,张琳,等.基于神经网络的管道沿线土壤腐蚀态 的应用.齐齐哈尔大学学报:自然科学版,2008,24(4):6) 势评价.油气储运,2007,26(8):47) [16]Jin Y.Dong C F.Fu D M.et al.Application of neural network [9]Guo Z H.Jin M H,Deng JL,et al.Predicting corrosion rate of technology in corrosion research and engineering Petrochem mild steel in soil based on artificial neural network.J Chin Soc Corras Prot.2001.18(1):13 Corros Pro,1996,16(4):307 (金鹰,董超芳,付冬梅,等。神经网络技术在腐蚀研究与工程 (郭稚孤,金名惠,邓聚龙,等.基于人工神经网络的金属土壤 中的应用.石油化工腐蚀与防护.2001,18(1):13) 腐蚀预测方法.中国腐蚀与防护学报,1996,16(4):307) [17]Wang H T,Han E H.Ke W.Application of artificial neural [10]National Soil Corrosion Test Station Website.Test Method for network to the field of corrosion.Corros Sci Technol Prot. Soil Corrosion of Materials.Beijing:Science Press.1990 2004,16(3):148 (全国土壤腐蚀实验网站·材料土壤腐蚀实验方法.北京:科 (王海涛,韩恩厚,柯伟·腐蚀领域中人工神经网络的应用进 学出版社,1990) 展.腐蚀科学与防护技术,2004,16(3):148) [11]Luo J M.Deng W,Zhang X P,et al.Physical-chemical proper- [18]Li Y B.Huang K.Zhang L.et al.Artificial neural network- ties of sodic alkaline soil in micro scale and its influence on water based evaluation on soil corrosion situation along pipelines.Oil and salinity transportation.J Zhejiang Unie Agric Life Sci, Gas Storage Transp.2007.26(8):47 2008,34(6):669 (李余斌;黄坤;张琳,等.基于神经网络的管道沿线土壤腐 (罗金明,邓伟,张晓平,等.苏打盐渍土理化性质的微域特 蚀态势评价.油气储运,2007,26(8):47)[3] Kim J GKim Y W.Cathodic protection criteria of thermally insulated pipeline buried in soil.Corros Sci200143:2011 [4] Levlin E.Aeration cell corrosion of carbon steel in soil:in situ monitoring cell current and potential.Corros Sci199638(12): 2083 [5] Ismail A I ME-l Shamy A M.Engineering behaviour of soil materials on the corrosion of mild steel.Appl Clay Sci200942: 356 [6] Jin M HMen X LHuang H Tet al.Corrosion mechanism of carbon steel in four types of soil.J Huaz hong Univ Sci Technol Nat Sci Ed200230(7):6) (金名惠孟厦兰黄辉桃等.碳钢在我国四种土壤中腐蚀机理 的研究.华中科技大学学报:自然科学版)200230(7):6) [7] Li S YJung SPark Ket al.Kinetic study on corrosion of steel in soil environments using electrical resistance sensor technique. Mater Chem Phys2007103:9 [8] Li Y BHuang KZhang Let al.Artificial neural networkbased evaluation on soil corrosion situation along pipelines. Oil Gas Storage T ransp200726(8):47 (李余斌黄坤张琳等.基于神经网络的管道沿线土壤腐蚀态 势评价.油气储运200726(8):47) [9] Guo Z HJin M HDeng J Let al.Predicting corrosion rate of mild steel in soil based on artificial neural network.J Chin Soc Corros Prot199616(4):307 (郭稚弧金名惠邓聚龙等.基于人工神经网络的金属土壤 腐蚀预测方法.中国腐蚀与防护学报199616(4):307) [10] National Soil Corrosion Test Station Website.Test Method for Soil Corrosion of Materials.Beijing:Science Press1990 (全国土壤腐蚀实验网站.材料土壤腐蚀实验方法.北京:科 学出版社1990) [11] Luo J MDeng WZhang X Pet al.Physica-l chemical properties of sodic alkaline soil in micro scale and its influence on water and salinity transportation. J Zhejiang Univ Agric L ife Sci 200834(6):669 (罗金明邓伟张晓平等.苏打盐渍土理化性质的微域特 征及其对水盐运移的影响.浙江大学学报:农业与生命科学 版200834(6):669) [12] Li S LYang Z Y.Application of factors analysis for survey in regional soil corrosivity.Corros Sci Prot Technol19957(3): 263) (李双林杨志勇.因子分析法在土壤腐蚀性研究中的应用.腐 蚀科学与防护技术19957(3):263) [13] Hornik KStinchcombe MWhite H.Universal approximation of an unknown mapping and its derivatives using multilayer feedforward networks.Neural Networks19903:551 [14] Zheng X X.Description of the corrosion rate of 16Mn pipeline steel in soil by using neural network.J Xi’an Shiyou Univ Nat Sci Ed200419(1):74 (郑新侠.16Mn 管道钢土壤腐蚀速率描述的人工神经网络方 法.西安石油大学学报:自然科学版200419(1):74) [15] Zhou S M.Process neural networks and its application in pipeline soil corrosion rate prediction. J Qiqihar Univ Nat Sci Ed 200824(4):6 (周淑梅.一种过程神经元网络在管道土壤腐蚀速率预测中 的应用.齐齐哈尔大学学报:自然科学版200824(4):6) [16] Jin YDong C FFu D Met al.Application of neural network technology in corrosion research and engineering. Petrochem Corros Prot200118(1):13 (金鹰董超芳付冬梅等.神经网络技术在腐蚀研究与工程 中的应用.石油化工腐蚀与防护.200118(1):13) [17] Wang H THan E HKe W.Application of artificial neural network to the field of corrosion. Corros Sci Technol Prot 200416(3):148 (王海涛韩恩厚柯伟.腐蚀领域中人工神经网络的应用进 展.腐蚀科学与防护技术200416(3):148) [18] Li Y BHuang KZhang Let al.Artificial neural networkbased evaluation on soil corrosion situation along pipelines.Oil Gas Storage T ransp200726(8):47 (李余斌;黄坤;张琳等.基于神经网络的管道沿线土壤腐 蚀态势评价.油气储运200726(8):47) 第12期 曲良山等: 运用 BP 人工神经网络方法构建碳钢区域土壤腐蚀预测模型 ·1575·