Rapid Life-Cycle Impact Screening Using Artificial Neural Networks.

作者: Runsheng Song , Arturo A. Keller , Sangwon Suh

DOI: 10.1021/ACS.EST.7B02862

关键词:

摘要: … The training, validation and testing techniques employed in our model are also widely … cross-validation techniques to avoid the potential bias in the selection of training data, especially …

参考文章(41)
Jose Luis Casamayor, Daizhong Su, Integration of detailed/screening LCA software-based tools into design processes Springer, Dordrecht. pp. 609- 614 ,(2012) , 10.1007/978-94-007-3010-6_117
Janire Pascual-González, Carlos Pozo, Gonzalo Guillén-Gosálbez, Laureano Jiménez-Esteller, Combined use of MILP and multi-linear regression to simplify LCA studies Computers & Chemical Engineering. ,vol. 82, pp. 34- 43 ,(2015) , 10.1016/J.COMPCHEMENG.2015.06.002
Ji Hyung Park, Kwang-Kyu Seo, Approximate life cycle assessment of product concepts using multiple regression analysis and artificial neural networks Ksme International Journal. ,vol. 17, pp. 1969- 1976 ,(2003) , 10.1007/BF02982436
Javed Khan, Jun S Wei, Markus Ringner, Lao H Saal, Marc Ladanyi, Frank Westermann, Frank Berthold, Manfred Schwab, Cristina R Antonescu, Carsten Peterson, Paul S Meltzer, None, Classification and diagnostic prediction of cancers using gene expression profiling and artificial neural networks Nature Medicine. ,vol. 7, pp. 673- 679 ,(2001) , 10.1038/89044
Anne Roches, Thomas Nemecek, Gérard Gaillard, Katharina Plassmann, Sarah Sim, Henry King, Llorenç Milà i Canals, MEXALCA: a modular method for the extrapolation of crop LCA. International Journal of Life Cycle Assessment. ,vol. 15, pp. 842- 854 ,(2010) , 10.1007/S11367-010-0209-Y
J.C. Dearden, M.T.D. Cronin, K.L.E. Kaiser, How not to develop a quantitative structure–activity or structure–property relationship (QSAR/QSPR) Sar and Qsar in Environmental Research. ,vol. 20, pp. 241- 266 ,(2009) , 10.1080/10629360902949567
David Weininger, SMILES, a chemical language and information system. 1. introduction to methodology and encoding rules Journal of Chemical Information and Computer Sciences. ,vol. 28, pp. 31- 36 ,(1988) , 10.1021/CI00057A005
Jane Bare, TRACI 2.0: the tool for the reduction and assessment of chemical and other environmental impacts 2.0 Clean Technologies and Environmental Policy. ,vol. 13, pp. 687- 696 ,(2011) , 10.1007/S10098-010-0338-9
Antonino Lauria, Mario Ippolito, Anna Maria Almerico, Combined Use of PCA and QSAR/QSPR to Predict the Drugs Mechanism of Action. An Application to the NCI ACAM Database Qsar & Combinatorial Science. ,vol. 28, pp. 387- 395 ,(2009) , 10.1002/QSAR.200810062