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化学进展 2000, Vol. 12 Issue (01): 18- 前一篇   后一篇

• 综述与评论 •

化学中的人工神经网络法

许禄;胡昌玉   

  1. 中国科学院长春应用化学研究所 长春 130022

  • 收稿日期:1998-11-01 修回日期:1999-08-01 出版日期:2000-02-24 发布日期:2000-02-24
下载PDF ( 2425 ) 引用
导出 被引次数 ( 282 | 10 )

Artificial Neural Networks in Chemistry

Xu Lu;Hu Changyu   

  1. Changchun Institute of Applied Chemistry, Chinese Academy of Sciences, Changchun 130022, China
  • Received:1998-11-01 Revised:1999-08-01 Online:2000-02-24 Published:2000-02-24
反向传输人工神经网络是应用最为广泛的一种方法, 本文较详细地介绍了该种方法及其相关的问题, 同时给出了Kohonen 模型和Hopfield 网络的简单算法。关于神经网络在化学中的应用, 该文介绍了6 个方面: 定量结构2活性性质相关性(QSAR/QSPR )研究, 有机化合物结构解析, 光谱的数据处理, 化学反应性, 流程优化, 故障诊断及控制, 蛋白质结构。
关键词： 人工神经网络, 化学, 综述
The neural networks in chemistry is reviewed with the emphasis on the back propagation algorithm. Kohonen and Hopfield networks are briefly described.Applications in quantitative structure activity property relation ships, structural elucidation of organic compounds, spectro scopic data analysis, chemical reactivity,process optimization, diagnosis and control of breakdowns, and protein structures are summarized.
Key words: artificial neural networks, chemistry, review

中图分类号: 

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[1 ] Hopfield J J , Proc. Nat. Acad. Sci. , 1982, 79, 2554- 2558.
[2 ] Rumelhart D E, Hinton G E, Williams R J ,in Microstructures of Cognition, Vol. 1 (eds. Rumelhart D E, MCclelland J L ) , MIT Press, Cambridge, 1986, 318- 362.
[3 ] Lippmann R P, IEEE A S S P Magazine, April 4, 1987.
[4 ] Zupan J , Gasteiger J , Anal. Chim. Acta, 1991, 248, 1- 30.
[5 ] Sumpter B G, Gettino C, Noid D W , Annu. Rev. Phys. Chem. , 1994, 45, 439- 481.
[6 ] Sumpter B G, Noid D W , Annu. Rev. Mater. Sci. , 1996, 26, 223- 277.
[7 ] Wiese M , Quant. Struct. -Act. Relat. , 1991, 10, 369- 371.
[8 ] Teko I V , Poda G I, J. Med. Chem. , 1993, 36, 811- 814.
[9 ] Xu L , Ball J W , Dixon S L , Jurs P C, Environ. Sci. Biochem. , 1994, 13, 841- 851.
[10 ] Andrea T A , Kalayeh H, J. Med. Chem. , 1991, 34, 2824- 2836.
[11 ] Ball J W , Jurs P C, Anal. Chem. , 1993, 65, 505- 512.
[12 ] Kohonen T , Self-Organizing Maps, New York, Springer-Verlag, 1995.
[13 ] Hopfield J T , Proc. Nat. Acad. Sci. USA , 1984, 81, 3088- 3092.
[14 ] TusarM , Zupan J ,in Software Developmentin Chemistry 4, (ed. Gasteiger J ) , Springer, Berlin,1990, 363- 376.
[15 ] Grakh A , Grakh E, Sumpter B G, Noid D W , J. Chem. Inf . Comput. Sci. , 1994, 34, 832- 839.
[16 ] Grakh A , Grakh E, Sumpter B G, Noid D W , Trowbridge L D, Harkins D A , J. Fluorine Chem. ,1995, 73, 107- 111.
[17 ] Egolf L M , Jurs P C, J. Chem. Inf . Comput. Sci. , 1993, 33, 616- 625.
[18 ] Egolf L M , Wessel M D, Jurs P C, J. Chem. Inf . Comput. Sci. , 1994, 34, 947- 956.
[19 ] Wessel M D, Jurs P C, J. Chem. Inf . Comput. Sci. , 1995, 35, 68- 76.
[20 ] Maggiora G M , Elrod D W , J. Chem. Inf . Comput. Sci. , 1992, 32, 732- 741.
[21 ] DeWeijer A P, Buydens C L , Kateman G, Heuvel H M , Chemom. Intel. Lab. Syst. , 1992, 16, 77- 86.
[22 ] Lohninger H, J. Chem. Inf . Comput. Sci. , 1993, 33, 736- 744.
[23 ] Bodor N , Harget A , Huang M J , J. Am. Chem. Soc. , 1991, 113, 9480- 9483.
[24 ] Bodor N , Huang M J , Harget A , Int. J. Quantum Chem. , 1992, 26, 853- 867.
[25 ] Brewster M E, Huang M J , Harget A , Bodor N , Tetrahedron, 1992, 48, 3463- 3472.
[26 ] Kireev D B, J. Chem. Inf . Comput. Sci. , 1995, 35, 175- 180.
[27 ] Sutter J M , Dixon S L , Jurs P C, J. Chem. Inf . Comput. Sci. , 1995, 35, 77- 84.
[28 ] Villemin D, CherqaouiD, Mesban A , J. Chem. Inf . Comput. Sci. , 1994, 34, 1288- 1293.
[29 ] Chow H, Chen H, Ng T , Myrdal P, Yalkowsky S H, J. Chem. Inf . Comput. Sci. , 1995, 35, 723- 728.
[30 ] Chastrette M , Cretin D, E1 Aidi C E, J. Chem. Inf . Comput. Sci. , 1996, 36, 108- 113.
[31 ] Hall L H, Story C T , J. Chem. Inf . Comput. Sci. , 1996, 36, 1004- 1014.
[32 ] Isu Y, Nagashima U , Aoyama T , Hosoya H, J. Chem. Inf . Comput. Sci. , 1996, 36, 286- 293.
[33 ] Shanker M S, J. Chem. Inf . Comput. Sci. , 1996, 36, 35- 41.
[34 ] Gobburu J V S, Shelver W H, J. P harm. Sci. , 1995, 84, 862- 865.
[35 ] Wessel M D, Jurs P C, Anal. Chem. , 1994, 66, 2480- 2488.
[36 ] Andrea T A , Kalayeh H, J. Med. Chem. , 1991, 34, 2824- 2836.
[37 ] So S S, Richards W G, J. Med. Chem. , 1992, 35, 3201- 3207.
[38 ] Suzuki T , Ishida M , P harm. Sci. , 1995, 1, 297- 300.
[39 ] Sutter J M , Jurs P C, J. Chem. Inf . Comput. Sci. , 1996, 36, 100- 107.
[40 ] Dupart A F, Huynh T , Dreyfus G, J. Chem. Inf . Comput. Sci. , 1998, 38, 586- 594.
[41 ] Turner B E, Costello C L , Jurs P C, J. Chem. Inf . Comput. Sci. , 1998, 38, 639- 645.
[42 ] Hunskonen J , Salo M , Taskinen J , J. Chem. Inf . Comput. Sci. , 1998, 38, 450- 456.
[43 ] MitchellB E, Jurs P C, J. Chem. Inf . Comput. Sci. , 1998, 38, 489- 496.
[44 ] Wang S, Milne G W A , J. Chem. Inf . Comput. Sci. , 1994, 34, 1242- 1250.
[45 ] Aoyama T , Ichikawa H, Chem. P harm. Bull. , 1991, 39, 372- 378.
[46 ] Aoyama T , Suzuki Y, Ichikawa H, J. Med. Chem. , 1990, 33, 2583- 2590.
[47 ] Holley L H, Karplus M , Methods Enzymol. , 1991, 202, 204- 224.
[48 ] Zupan J , Gasteiger J , Anal. Chim. Acta, 1991, 248, 1- 30.
[49 ] Maddalena D J , Chem. Aust. , 1993, 60, 218- 221.
[50 ] Aoyama T , Suzuki Y, Ichikawa H, J. Med. Chem. , 1990, 33, 905- 908.
[51 ] Aoyama T , Ichikawa H, Chem. P harm. Bull. , 1991, 39, 358- 366.
[52 ] Aoyama T , Ichikawa H, J. Chem. Inf . Comput. Sci. , 1992, 32, 492- 500.
[53 ] 蔡淑安(Cai S A ) , 许禄(Xu L ) , 杨翌秋(Yang Y Q ) , 胡昌玉(Hu C Y) , Jurs P C, Ball J W , Dixon S L , 高等学校化学学报(Chem. J. Chin. Univ. ) , 1994, 15, 982- 985.
[54 ] 许禄(Xu L ) , 杨翌秋(Yang Y Q ) , 胡昌玉(Hu C Y) , Jurs P C, Ball J W , Dixon S L , 中国稀土学报(J. Rare Earths) , 1995, 13 , 7- 14.
[55 ] Qi Y H, Xu L , Chemom. Intel. Lab. Syst. (inpress).
[56 ] Bishop C M , Neural Networks for Pattern Recognitions, Oxford University Press, New York,1995.
[57 ] 郭明(Guo M ) , 许禄(Xu L ) , 化学学报(Acta Chim. Sin. ) , 1996, 54, 1145- 1150.
[58 ] Xu L , Yao Y Y, J. Chem. Inf . Comput. Sci. , 1995, 35, 45- 49.
[59 ] Li H, Xu L , Yang Y Q , Su Q , Anal. Chim. Acta, 1996, 321, 97- 103.
[60 ] Guo M , Xu L , Li H, Hu C Y, Anal. Sci. , 1996, 12, 291- 294.
[61 ] Li H, Xu L , Guo M , Su Q , Talanta, 1997, 44, 203- 221.
[62 ] 郭明(Guo M ) , 许禄(Xu L ) , 物理化学学报(Acta Phys. -Chim. Sin) , 1996, 12, 1027- 1030.
[63 ] 郭明(Guo M ) , 许禄(Xu L ) , 环境科学学报(Acta Sci. Circum. ) , 1998, 18, 122- 127.
[64 ] Sumpter B G, Noid D W , Makromol. Chem. Theory Simul. , 1994, 3, 363- 378.
[65 ] Xi L ,in EPD Congr. Proc. Symp. T M S Annu. Meet. Warrendale, PA , 511- 517.
[66 ] Smets H M G, BogaertsW F L , Mater. Sel. Des. , 1992, 64- 67.
[67 ] Boht H, Proc. IE E E Conf . Singapore, 1988, 1, 1034- 1054.
[68 ] Zupan J , Gasteiger J , Neural Networks for Chemists: An Introduction, New York,VCH, 1993.
[69 ] Souder B, Woll S, Cooper D,in Proc. 52nd Annu. Tech. Conf . A N T EC’94,Brookfield, CT , Soc.Plast. Eng. 1994, 644- 650.
[70 ] Meert K,in Proc. IEEE Int. Conf . Neural Networks,New York , IEEE Press, 1994, 3822- 3827.
[71 ] Chitra S P, A I Expert, 1992, 7, 20- 25.
[72 ] Diraddo R W , Garcia-Rejon A , Poly. Eng. Sci. , 1993, 33, 653- 664.
[73 ] Lindsay R, Buchanan B G, Fiegenbaum E A , Lederberg, J , D EN DRA L , McGraw-Hill, New York, 1980.
[74 ] Hippe Z, Hippe R, Appl. Spectrosc. Rev. , 1980, 16, 135- 186.
[75 ] Funatsu F, Miyabayashi N , Sasaki S, J. Chem. Inf . Comput. Sci. , 1988, 28, 18- 28.
[76 ] 胡昌玉(Hu C Y) , 许禄(Xu L ) , 中国科学, B 辑(Sciencein China,B ) , 1994, 24, 1014- 1022.
[77 ] Hu C Y, Xu L , Anal. Chim. Acta, 1994, 295, 127- 134.
[78 ] Hu C Y, Xu L , Anal. Chim. Acta, 1994, 298, 75- 85.
[79 ] 胡昌玉(Hu C Y) , 许禄(Xu L ) , 分析化学(Chin. J. Anal. Chem. ) , 1997, 25, 482- 488.
[80 ] Robb E, Munk M , Mikrochim. Acta, 1990, 1, 131- 135.
[81 ] van Est O E, Schoenmakers P J , Smits J R M , Nijssen W P M , Vib. Spectrosc. , 1993, 4, 263-272.
[82 ] Curry B, Rumelhart D E, Tetrahedron Methodol. , 1990, 3, 213- 238.
[83 ] Pesyna G M , Mclafferty F W , Determinationof Organic Structure by Physical Methods (eds.Nachod F C , Zukermann J J , Randal E W ) , New York, Academic, 1976.
[84 ] Thomsen J U , Meyer B, J. Magn. Reson. , 1989, 84, 212- 217.
[85 ] Wythoff B J , Levine S P, Tomellini S A , Anal. Chem. , 1990, 62, 2702- 2709.
[86 ] Sellers J , York W , Alberheim P, Darvill A , Meyer B, Carbohydr. Res. , 1990, 207, C1- 5.
[87 ] Munk M Madison M , Robb E, Mikrochim. Acta, 1991, 2, 505- 514.
[88 ] Kjaer M , Poulsen F, J. Magn. Reson. , 1991, , 94, 659- 663.
[89 ] Meyer B, Hansen T , Nute Detal. , Science, 1991, 251, 542- 544.
[90 ] Fessenden R, Gyorgyi L , J. Chem. Soc. , Perkin Trans. , 1991, 2, 1755- 1762.
[91 ] Long J R, Mayfield H T , Henley M V , Kromann P R, Anal. Chem. , 1991, 63, 1256- 1261.
[92 ] WeigelU M , Herges R J , J. Chem. Inf . Comput. Sci. , 1992, 32, 723- 731.
[93 ] Corne S A , Johnson A P, Fisher J , J. Magn. Reson. , 1992, 100, 256- 266.
[94 ] Meyer M , Weigelt T , Anal. Chim. Acta, 1992, 265, 183- 190.
[95 ] Tanbe K, Tamura T , Uesaka H, Appl. Spectrosc. , 1992, 46, 807- 810.
[96 ] Melssen W , Smits J , Rolf G, Kateman G, Chemom. Intel. Lab. Syst. , 1993, 18, 195- 204.
[97 ] Ricard D, Cachet C, Cabrol-Bass D, Forrest T , J. Chem. Inf . Comput. Sci. , 1993, 33, 202-210.
[98 ] Corne S, Fisher J , Johnson A P, Newwall W R, Anal. Chim. Acta, 1993, 278, 149- 158.
[99 ] Ball J W , Jurs P C, Anal. Chem. , 1993, 65, 505- 512.
[100 ] Carrara E, Pagliar F, Nicolinic, Neural Network, 1993, 6, 1023- 1032.
[101 ] Smits J , Schoenmoker P, Stehmann A , Sigstermans P, Kateman G, Chemom. Intel. Lab. Syst. ,1993, 18, 27- 39.
[102 ] Alan M , Stanton S, Process Contr. Quality , 1993, 4, 245- 252.
[103 ] Lewis I, DanielN , Chaffin N , Graffiths P, Spectrosc. Acta, 1994, 50A , 1943- 1958.
[104 ] Andrews J , Lieberman S, Anal. Chim. Acta, 1994, 285, 237- 246.
[105 ] Mittermayr C, Drouen A , Otto M , Grasserbauer M , Anal. Chim. Acta, 1994, 294, 227- 242.
[106 ] Jasper W , Kovaces E, Textile Res. J. , 1994, 64, 444- 448.
[107 ] Sharma A , Sheikh S, Plczer I, Levy G, J. Chem. Inf . Comput. Sci. , 1994, 34, 1130- 1139.
[108 ] Harrington P, Anal. Chem. , 1994, 66, 802- 807.
[109 ] Jacobsson S, Anal. Chim. Acta, 1994, 291, 19- 27.
[110 ] Klawun C, Wikins C, J. Chem. Inf . Comput. Sci. , 1994, 34, 984- 993.
[111 ] Novic M , Zupan J , J. Chem. Inf . Comput. Sci. , 1995, 35, 454- 466.
[112 ] Scott D, Waterland R, Polym. Eng. Sci. , 1995, 35, 1011- 1015.
[113 ] Luinge H, van der Mass J , Visser T , Chemom. Intel. Lab. Syst. , 1995, 28, 124- 138.
[114 ] Schuls H, Derrick M , Stolik D, Anal. Chim. Acta, 1995, 316, 145- 159.
[115 ] Anker L S, Jurs P C, Anal. Chem. , 1992, 64, 1157- 1164.
[116 ] Doucet J P, Panaye A , Feuilleaubois E, Ladd P, J. Chem. Inf . Comput. Sci. , 1993, 33, 320-324.
[117 ] Clouser D L , Jurs P C, Anal. Chim. Acta, 1994, 295, 221- 231.
[118 ] Mitchell B E, Jurs P C, J. Chem. Inf . Comput. Sci. , 1996, 36, 58- 64.
[119 ] Long J R, Gregoriou V G, Gemperline P J , Anal. Chem. , 1990, 62, 1791- 1797.
[120 ] Liu Y, Upadhyaya B R, Naghedolfeizi M , Appl. Spectrosc. , 1993, 47, 12- 23.
[121 ] Gezelter J , Freeman R, J. Magn. Reson. , 1990, 90, 397- 404.
[122 ] Bos M , Weber H, Anal. Chim. Acta, 1991, 247, 97- 105.
[123 ] Allanic A , Jezequel J , Ankre J , Anal. Chem. , 1992, 64, 2618- 2622.
[124 ] Kvasnicka V , Sklenak S, Pospichal J , J. Chem. Inf . Comput. Sci. , 1992, 32, 742- 747.
[125 ] Borggaard C, Thodberg H, Anal. Chem. , 1992, 64, 545- 551.
[126 ] Freeman R J , Mol. Struct. , 1992, 266, 39- 51.
[127 ] Bos A , Bos M , van der Linden W , Anal. Chim. Acta, 1993, 277, 289- 295.
[128 ] West G, J. Chem. Inf . Comput. Sci. , 1993, 33, 320- 324.
[129 ] Bnandre P, Mendelson Y, Peura R A , Janatsch G, Kruse-Jarres J D, Appl. Spectrosc. , 1993, 47,1214- 1221.
[130 ] Jacobsson S, Hagman A , Anal. Chim. Acta, 1993, 284, 137- 147.
[131 ] Burden F, J. Chem. Inf . Comput. Sci. , 1994, 34, 1229- 1231.
[132 ] Bhandre P, Mendelson Y, Stohr E, Peura R, Vib. Spectrosc. , 1994, 6, 363- 378.
[133 ] West G, J. Chem. Inf . Comput. Sci. , 1995, 35, 21- 30.
[134 ] West G, J. Chem. Inf . Comput. Sci. , 1995, 35, 806- 814.
[135 ] SvozilD, Pospichal J , Kvasnicka J , J. Chem. Inf . Comput. Sci. , 1995, 35, 924- 928.
[136 ] Elrod D W , Maggiora G M , Trenary R G, J. Chem. Inf . Comput. Sci. , 1990, 30, 477- 484.
[137 ] Ellrod D W , Maggiora G M , Trenary R G, Tetrahedron Comput. Methodol. , 1990, 3, 163- 174.
[138 ] Simon V , Gasteiger J , Zupan J , J. Am. Chem. Soc. , 1993, 115, 9148- 9159.
[139 ] Sklenak S, Kvasnicka V , Pospichal J , Acta Chim. Hung. , 1993, 130, 103- 110.
[140 ] Kvasnicka V , Sklenak S, Pospichal J , TH EOCH E M . , 1991, 81, 227- 242.
[141 ] Kvasnicka V , Sklanak S, Pospichal J , J. Am. Chem. Soc. , 1993, 115, 1495- 1500.
[142 ] Luce H H, Govink K, Tetrahedron Comput. Methodol. , 1990, 3, 143- 161.
[143 ] Salatin T D, Joryensen W L , J. Org. Chem. , 1980, 3, 143- 161.
[144 ] Rose P, Gasteiger J , Anal. Chim. Acta, 1990, 235, 163- 168.
[145 ] Satoh H, Funatsu K, J. Chem. Inf . Comput. Sci. , 1995, 35, 34- 44.
[146 ] Pensak D A , Corey E J ,in Computer-Assisted Organic Synthesis, ACS Symp. Ser. , 1977, 61, 1-32.
[147 ] WipkeW T , Brawn H, Smith G, Shoplin F, Sieber W ,in Computer-Assisted Organic Synthesis,ACS Symp Ser. , 1977, 61, 97- 127.
[148 ] Gasteiger J , Ihlenfeldt W D, Rose P A , Recl. Chim. Pays-Bas, 1992, 111, 270- 290.
[149 ] Funnatsu K, Sasaki S, Tetrahedron Comput. Methodol. , 1988, 1, 27- 38.
[150 ] Chitra S P, Chem. Eng. Prog. , 1993, 89, 44- 52.
[151 ] Hunt K J , Sbarbaro D, Zbikowski R, Grawthop O J , Automatica, 1992, 28, 1083- 1112.
[152 ] Bulsari A B, J. Syst. Eng. , 1994, 4, 131- 170.
[153 ] Savkovic-Stevanovic J , Comput. Chem. Eng. , 1994, 18, 1149- 1155.
[154 ] Venkatasubramanian V , Chan K, A IChE J. , 1993, 35, 1993- 2002.
[155 ] Venkatasubramanian V , Vaidyanathan R, Yamamoto Y, Comput. Chem. Eng. , 1990, 14, 699-712.
[156 ] Ungar L H, PowellB A , Kamens S N , Comput. Chem. Eng. , 1990, 14, 561- 572.
[157 ] Watanabe K, Matsuura I, Abe M , Kubota M , Himmelblau D M , A IChE J. , 1989, 35, 1803-1812.
[158 ] Hoskins J C, Himmelblau D M , Comput. Chem. Eng. , 1988, 12, 881- 890.
[159 ] Aldrich C, van Deventer J S I, Jammi S T , Ind. Eng. Chem. Res. , 1995, 34, 216- 221.
[160 ] Dirion J L , Cabassud M , Lann M V L , Gasamatta G, Comput. Chem. Eng. , 1995, 19, S797-802.
[161 ] Kramer M A , Leonard J A , Comput. Chem. Eng. , 1990, 14, 1323- 1338.
[162 ] Souza M , Gatts C, Figueira M , Surf . Interface Anal. , 1993, 20, 1047- 1050.
[163 ] Wienke D, Kateman G, Chemom. Intel. Lab. Syst. , 1994, 23, 309- 329.
[164 ] Lewis I, Daniel N , Cheffin N , Griffiths P, Spectrosc. Acta, 1994, 50A , 1943- 1958.
[165 ] Qin S J , McAvoy T J , Comput. Chem. Eng. , 1992, 16, 379- 391.
[166 ] 陈方泽(Chen F Z) , 陈丙珍(Chen B Z) , 何小荣(He X R) , 化工学报(Chin. J. Chem. Eng. ) , 1996,47, 280, 286.
[167 ] Sutter J M , Dixon S L , Jurs P C, J. Chem. Inf . Comput. Sci. , 1995, 35, 77- 84.
[168 ] Pati Y C, Krishnaprasad P S, IEEE Trans. Neural Network, 1993, 4, 73- 85.
[169 ] Livingstone D J , Manallack D T , J. Med. Chem. , 1993, 36, 1295- 1301.
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摘要

化学中的人工神经网络法