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Prediction of Aerobic Biodegradation Rate Constantsof SulfurContaining Aromatic Compounds Using Regression and Neural Network Techniques

Zhang Aiqian\ Han Shuokui\ Shen Zhou\ Ma Jing(Department of Environmental Science and Engineering,Nanjing University,Nanjing 210093)  
In order to evaluate the ability of artificial neural networks to predict the biodegradability of organic compounds,the codes of function groups were employed as structural descriptors to fit and predict the pseudofirstorder aerobic biodegradation rate constants of a batch of sulfurcontaining aromatic compounds using multiple linear regression and error back propagation neural network models,respectively.The results indicated that the neural network has higher ability to solve the complex problems affected by confounding structure factors such as biodegradation process due to its ability to conclude interactions between groups automatically.The meansquare error of the network is 000102,which is much lower than that of the linear model 001591.
【Fund】: 国家自然科学基金
【CateGory Index】: TP39:X783.03
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Chinese Journal Full-text Database 10 Hits
1 LIU Xi tao, YUAN Xing, ZHAO Yuan hui (Environmental Science Department, Northeast Normal University, Changchun 130024, China);The use of artificial neural networks in QSARs[J];Journal of Northeast Normal University (Natural Science Edition);2001-01
2 Gao Dawen, Wang Peng, Sun Lixin, Zheng Tong(School of Municipal & Environmental Engineering, Department of Environmental Science and Engineering, Harbin Institute of Technology, Harbin 150001);Study on the Screening Rule of Input Nodes in Artificial Neural Network[J];High Technology Letters;2002-06
3 LU Guang-hua ZHAO Yuan-hui CHENG Xiang-ju TANG Jie (Department of Environmental Sciences,Northeast Normal University,Changchun,130024);CORRELATION STUDY ON BIODEGRADABILITY AND STRUCTURE OF SUBSTITUTED AROMATIC HYDROCARBON[J];Environmental Chemistry;2002-01
4 He Fei Yuan Xing Zhao Yuanhui Ding Yunzheng Yang Shaogui Liu Xitao (Department of Environmental Science Northeast Normal University,Changchun 130024);COMPARISONS OF MODELS FOR QUANTITATIVE/ QUALITATIVE STRUCTURE-BIODEGRADATION (QSBR/SBR) OF ORGANIC CHEMICALS[J];;1999-06
5 Luo Yatian\+1\ Liao Runhua\+2\ Chen An\+1Sun Yaohua\+3\ Wang Mian\+3\;(1. School of Resource and Environmental Engineering, Wuhan University of Technology,Wuhan Hubei 430070; 2. School of Material Science and Engineering, Jingdezhen Ceramic Institute, Jingdezhen Jiangxi 333001; 3. Wastewater Treatment Center of Luohe, Luohe Henan 462000);The ANN Model Predicting Effluent COD of Carrousel Oxidation Ditch System[J];Environmental Pollution & Control;2004-05
6 Lu Guanghua, Zhao Yuanhui, Tang Jie;Progress in the Biodegradability and Structure-Biodegradability Relationship of Organic Chemicals[J];Chemistry;2002-02
7 SONG Gui-ru, LI Ze-hong, LIU Xing-quan (Test Centre, Jilin Agricultural University, Changchun 130118);The Studies on Artificial Neural Network Using in Pesticide Environmental Toxicology[J];Journal of Jilin Agricultural University;1999-S1
8 Hao Mingliang Xu Jianying Zo Yuhui (Nanjing University, Nanjing 210093);Application of Artificial Neural Network in Environmental Science[J];Shanghai Environmental Sciences;1999-11
9 LU Guang-hua, et al(College of Environmental Science and Engineering, Hohai Univ., Nanjing 210098, China);Prediction of biodegradability of organic pollutants in the Songhuajiang River[J];Water Resources Protection;2003-02
10 GE Jian Hua, WANG Ying Jun, ZHENG Yu Dong (Institute of Material Science and Engineering, South China University of Technology, Guangzhou 510640, China);Application of artificial neural network in materials science and processing fields[J];Modern Chemical Industry;2003-01
Chinese Journal Full-text Database 1 Hits
1 Han Shuokui Li Peng Wang Liansheng(Department of Environmental Sciences ,Nanjing University ,Nanjing, 210008)Zhang Zheng(Department of Chemistry,Nanjing University ,Nanjing,2100118);ANALYSIS OF CORRELATION BETWEEN PHYSICAL AND CNEM1CAL PARAMETERS FOR 37 AROMATIC SULFUR-CONTAINING COMPOUNDS[J];Environmental Chemistry;1992-04
Chinese Journal Full-text Database 10 Hits
1 GAN Xin-hua1,SHI Yong1,LIN Bao-guo1,2(1.School of Resources and Environmental Engineering,Hefei University of Technology,Hefei 230009,China;2.Anhui Lvhua Environment Science and Technology Development Co.,Ltd.,Hefei 230061,China);Application of BP Neural Network Based on MATLAB Toolbox to the Evaluation of Atmosphere Environmental Quality[J];Anhui Chemical Industry;2008-05
2 ZHU Jian kai et al;Prediction of Effective Strengthening Depth of Dynamic Consolidation by Neural Network[J];Underground Space;2003-01
3 Chen Jianhua(Yancheng Technology Col lege 224003)Sun Fangming(East-China University of Science and Technology 200237);Artificial Neural Networks Applied to Study of Heat Treatment of Lithium Aluminosilicate Transparent Glass-Ceramics[J];GLASS & ENAMEL;1995-04
4 Yang Jianliang Huang Dexiu Guo Zhaohua(Huazhong University of Science and Technology. Wu Han, 430074);Feasibility of Neural Network Processing for Etched Optical Fiber Sensor Array[J];Journal of Transcluction Technology;1996-04
5 Yang Jianliang Guo Zhaohua Xiang Qing Huang Dexiu(HuaZhong University of Science and Technology WuHan 430074);A Real-Time Examining System for Structure State and Damages[J];Journal of Transcluction Technology;1998-01
6 HE Xin-chun~1,SHAO Dong-guo~1,CHEN Nan-xiang~2,LIU Wei-lin~3 Wuhan University,Wuhan430072,China;2.Dept of Geotechnical Engineering,North China Institute of Water Conservancy and Hydroelectric Power,Zhengzhou450008,China;3.Water Resource and Environmental Engineering Department,Hohai University,Nanjing210098,China );Research on methods of groundwater vulnerability evaluation[J];Journal of Yangtze River Scientific Research Institute;2005-03
7 DUAN Xiao-fang,ZHOU Jing-xuan,LI Xiang-mei(Environmental Science & Engineering College,Huazhong University of Science &Technology,Wuhan 430074,China);ON COORDINATION DEGREE BASED ON ENVIRONMENTAL KUZNETS CURVE——A CASE STUDY OF WUHAN[J];Resources and Environment in the Yangtze Basin;2008-S1
8 ZENG Lingke LUO Minhua TONG Xiaolian WANG Hui ZENG Jun (Material Institute,South China University of Techology,Guangzhou 510640);A Study of Forecasting Sintering Characteristics of Ceramic Materials Using BP Artificial Neural Networks[J];Materials Review;2002-02
9 Wang Xiaodong Shi Haifeng(Tongji University 200331 China);Application of Direct Torque Control System Based on Speed Observer of ADALINE[J];Transactions of China Electrotechnical Society;2003-01
10 GAO Bin1,GUO Qing-feng2(1.School of Electronics and Information Engineering,BUAA,Beijing 100083,China;2.The Radar & EW Institute,AFEA,Beijing 100085,China);Application of BP Neural Network in EW effectiveness evaluation[J];Electronics Optics & Control;2007-01
China Proceedings of conference Full-text Database 2 Hits
1 GAO Yan-ping, WANG Yu-qing, XIN Hong-bo (Central Research Institute of Building and Construction,MMI, Beijing 100088, China);The Application of the Artificial Neural Network in Prediction of Slope Seismic Stability[A];[C];2000
2 Xiaofeng ZHU Beijing Institute of Graphic Communication,Beijing,China;Study on the Method of Statistical Analysis for Publishing Industry Based on Neural Network[A];[C];2011
Chinese Journal Full-text Database 10 Hits
1 LI Xiao-ming et al(Guangdong Test Center of Product Quality Supervision,Foshan,Guangdong 528300);Study on the Environmental Pollution and Control of Organic Chemicals in the Mine Beneficiation[J];Journal of Anhui Agricultural Sciences;2009-11
2 Yang Lu Gao Ziyou (College of Traffic and Transport, Northern Jiaotong University, Beijing 100044);Using Neural Network for Variable Selection[J];JOURNAL OF NORTHERN JIAOTONG UNIVERSITY;1999-03
3 ZHAO Xiu-yong~1 CHENG Shui-yuan~1 TIAN Gang~2 LI Gang~2 GUO Xiu-rui~1 WANG Hai-yan~1 (1.College of Environmental and Energy Engineering,Beijing University of Technology,Beijing 100022,China; 2.Beijing Municipal Research Institute of Environmental Protection,Beijing 100037,China);Construction Fugitive Dust Pollution and Control in Beijing[J];Journal of Beijing University of Technology;2007-10
4 WEI Gang XU Ya nan XIONG Rong chun (College of Materials Science and Engineering, Beijing University of Chemical Technology, Beijing 100029, China);A study on biodegradability of scale inhibitors[J];JOURNAL OF BEIJING UNIVERSITY OF CHEMICAL TECHNOLOGY;2001-01
5 (1)College of Chemical Engineering; 2)Department of Chemical Automation, Beijing University of Chemical Technology, Beijing, 100029);Identifying chaotic system using extended RBF neural network[J];JOURNAL OF BEIJING UNIVERSITY OF CHEMICAL TECHNOLOGY;1999-01
6 WANG Ju, LIU Heping Information Engineering School, UST Beijing, Beijing 100083, China;A Fast Algorithm for Recurrent Neural Networks[J];JOURNAL OF UNIVERSITY OF SCIENCE AND TECHNOLOGY BEIJING;2000-01
7 HAN Li qun, WANG Zhan guo (Department of automatic engineering, Beijing Institute of Light Industry, Beijing 100037, China);A LONG-DISTANCE WATER POLLUTION MONITORING SYSTEM BASED ON NEURAL NETWORK[J];Journal of Beijing Institute of Light Indusry;1999-03
9 XIA Wen-hui1, ZENG Hong2 (1.Business Administration Dept, Chongqing Institute of Technology, Chongqing 400050, China; 2.Materials Engineering Department of Chongqing lollege of Industry, Chongqing 400050, China);Using Input-Out Model Forecasting Resources Consumption Elements of Enterprise[J];Journal of Chongqing Institute of Technology Management;2000-04
10 KANG Gang1, XIANG Rui2 (1.Chongqing Polytechnic College, Chongqing 400050, China; 2.Logistic Engineering Institute, Chongqing 4000041, China);Fuzzy Number Decision Method for Futures Deal[J];Journal of Chongqing Institute of Technology Management;2000-04
China Proceedings of conference Full-text Database 1 Hits
1 Ying Yu, Junfei Qiao, Xudong Ye School of Electronic and Control Engineering, Beijing University of Technology, Beijing 100022 Fuxin Power Supply Company, Fuxin, Liaoning 123000;Modeling Study of Sludge Process based on Neural Network[A];[C];2004
【Secondary References】
Chinese Journal Full-text Database 10 Hits
1 LIU Nai-sen et al (Biology Department of Huaiyin Teachers College,Huaian,Jiangsu 223300);Artificial Neural Network and its Application in Plant Protection[J];Journal of Anhui Agricultural Sciences;2006-23
2 ZHANG Peng-tao et al(Agricultural University of Hebei,Baoding,Hebei 071001);Application of the Artificial Neural Network in the Study on Agro-natural Resources[J];Journal of Anhui Agricultural Sciences;2007-27
3 YU Hui1,CHEN Hai-guang1,CHEN Yue-jiao1,NING Zheng-xiang2(1.College of Light Industry and Food Science,Zhongkai University of Agriculture and Engineering,Guangzhou 510225;2.College of Light Industry and Food Science,South China University of Technology,Guangzhou 510640);Modeling the relationship of structure and activity of food preservatives based on back-propagation artificial neural network[J];Journal of Anhui Agricultural University;2010-02
4 ZHU Xiu-hui,YU Hong-mei,ZHU Xiao-ming,DOU Yong-hu,WANG Juan(School of Chemical Engineering,Anshan University of Science and Technology,Anshan 114044,China);Simultaneous determination of Ni and Fe byartificial neural networks and flow injection analysis[J];Journal of Anshan University of Science and Technology;2004-02
5 LIU Jian-min~(1,2),TANG Shao-chun~3,XU Fu-ming~1,ZHOU Wei-liang~1(1.Institute of Chemical and Engineering,Nanjing University of Science and Technology,Nanjing 210094,China;2.Xi′an North Huian Chemical Industrial Lt.Co.,Xi′an 710302,China;3.Department of Materials Science and Engineering,Nanjing University,Nanjing 210093,China);Prediction of Burning Rate of HTPB Propellant by Artificial Neural Network Model[J];Chinese Journal of Explosives & Propellants;2006-03
6 JIAO Jun-ting~(1,2),YU Lin-chong~(1,2)(1.Beijing University of Aeronautics & Astronautics,Beijing 100083,China;2.Jiaying University,Meizhou 514015,China);PREDICTION ON CURING DEFORMATION OF COMPOSITE SHELL WITH DIFFERENT THICKNESS SECTION BASED ON ANN[J];Fiber Reinforced Plastics/Composites;2006-05
7 YU Lin-chong1,2,JIAO Jun-ting1,LIN Shu-zhi3,WANG Shi-liu4(1.Xiamen University of Technology,Xiamen 361024,China;2.Beihang University,Beijing 100083,China;3.Construction and Management Bureau of Xiamen,Xiamen 361000,China;4.Jiaying University,Meizhou 514015,China);PREDICTION RESEARCH ON THE ELECTRICAL PERFORMANCE OF FRP SHELL[J];Fiber Reinforced Plastics/Composites;2010-02
8 Jiang Zhiguo,Liu Xiaodong,Sun Xiuyun,Zhao Chengfang,Zhou Shenfan,Wang Lianjun Nanjing University of Science and Technology(Nanjing, 210094)[;Application of Artificial Neural Network to Wastewater Treatment of Primary Explosive[J];EXPLOSIVE MATERIALS;2000-05
9 NIE Xun-ke1,2(1.College of Mathematics and Computer Science,Chongqing Normal University,Chongqing 400047,China;2.CQISS,Chongqing 400043,China);A Pre-treatment Model for Calculative COD of Sewage Discharge on NN[J];Journal of Chongqing Institute of Technology(Natural Science);2008-08
10 LAI Jing,WANG Qing,SUN Dong-li(School of Material Scienceand Engineering,Harbin Institute of Technology,Harbin 150001,China);Application of Artificial Neural Network in Materials Study[J];Journal of Materials Engineering;2006-S1
China Proceedings of conference Full-text Database 1 Hits
1 Yang Wenzhong School of science,Nanjing University of Technology,Nanjing,210009,China;Environmental-friendly chemicals in cooling water[A];[C];2007
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