中文
Announcement
More
Progress in Chemistry 2000, Vol. 12 Issue (01): 18- Previous Articles   Next Articles

• Review •

Artificial Neural Networks in Chemistry

Xu Lu;Hu Changyu   

  1. Changchun Institute of Applied Chemistry, Chinese Academy of Sciences, Changchun 130022, China
  • Received: Revised: Online: Published:
PDF ( 2435 ) Cited
Export

EndNote

Ris

BibTeX

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.

CLC Number: 

[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.

[1] Liangchun Li, Renlin Zheng, Yi Huang, Rongqin Sun. Self-Sorting Assembly in Multicomponent Self-Assembled Low Molecular Weight Hydrogels [J]. Progress in Chemistry, 2023, 35(2): 274-286.
[2] Lusha Gao, Jingwen Li, Hui Zong, Qianyu Liu, Fansheng Hu, Jiesheng Chen. Condensed Matter and Chemical Reactions in Hydrothermal Systems [J]. Progress in Chemistry, 2022, 34(7): 1492-1508.
[3] Timothy D. Huang. Condensed Matter Chemical Reactions in PaleoChemistry [J]. Progress in Chemistry, 2022, 34(7): 1626-1641.
[4] Peng Xu, Biao Yu. Challenges in Chemical Synthesis of Glycans and the Possible Problems Relevant to Condensed Matter Chemistry [J]. Progress in Chemistry, 2022, 34(7): 1548-1553.
[5] Yawei Liu, Xiaochun Zhang, Kun Dong, Suojiang Zhang. Research of Condensed Matter Chemistry on Ionic Liquids [J]. Progress in Chemistry, 2022, 34(7): 1509-1523.
[6] Changle Yue, Wenjing Bao, Jilei Liang, Yunqi Liu, Daofeng Sun, Yukun Lu. Application of POMs-Based Sulfided Catalyst in Hydrodesulfurization and Hydrogen Evolution by Electrolysis of Water [J]. Progress in Chemistry, 2022, 34(5): 1061-1075.
[7] Xiangrui Kong, Jing Dou, Shuzhen Chen, Bingbing Wang, Zhijun Wu. Progress of Synchrotron-Based Research on Atmospheric Science [J]. Progress in Chemistry, 2022, 34(4): 963-972.
[8] Liao Yiming, Wu Baoqi, Tang Rongzhi, Lin Feng, Tan Yu. Strain-Promoted Azide-Alkyne Cycloaddition [J]. Progress in Chemistry, 2022, 34(10): 2134-2145.
[9] Li Jintao, Zhang Mingzu, He Jinlin, Ni Peihong. Application of Deep Eutectic Solvents in Polymer Synthesis [J]. Progress in Chemistry, 2022, 34(10): 2159-2172.
[10] Li Fu, Huaiwei Zhang, Weiting Ye, Chen Ye, Cheng-Te Lin. Solid-State Electroanalytical Chemistry and Its Application in Plant Analysis [J]. Progress in Chemistry, 2021, 33(8): 1440-1449.
[11] Xuebing Tao, Jipan Yu, Lei Mei, Changming Nie, Zhifang Chai, Weiqun Shi. Dinitrogen Activation by Uranium Complex [J]. Progress in Chemistry, 2021, 33(6): 907-913.
[12] Shuaibing Yu, Zhaolu Wang, Xuliang Pang, Lei Wang, Lianzhi Li, Yingwu Lin. Peptide-Based Metal Ion Sensors [J]. Progress in Chemistry, 2021, 33(3): 380-393.
[13] Jinling Wang, Yuzhen Wen, Hualin Wang, Honglai Liu, Xuejing Yang. FeOCl and Its Intercalation Compounds: Structures, Properties and Applications [J]. Progress in Chemistry, 2021, 33(2): 263-280.
[14] Nana Wang, Guanwu Wang. Investigation into Condensed-Matter Organic Synthesis under Mechanical Milling Conditions [J]. Progress in Chemistry, 2020, 32(8): 1076-1085.
[15] Jianlin Shi, Zile Hua. Condensed State Chemistry in the Synthesis of Inorganic Nano- and Porous Materials [J]. Progress in Chemistry, 2020, 32(8): 1060-1075.
Viewed
Full text


Abstract

Artificial Neural Networks in Chemistry