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结合人工神经网络模式识别分析的GIAO C-H COSY模拟。将结构验证向前推进了一步。

GIAO C-H COSY Simulations Merged with Artificial Neural Networks Pattern Recognition Analysis. Pushing the Structural Validation a Step Forward.

作者信息

Zanardi María M, Sarotti Ariel M

机构信息

Instituto de Química Rosario (CONICET), Facultad de Ciencias Bioquímicas y Farmacéuticas, Universidad Nacional de Rosario , Suipacha 531, Rosario 2000, Argentina.

Facultad de Química e Ingeniería "Fray Rogelio Bacón", Pontificia Universidad Católica Argentina , Av. Pellegrini 3314, Rosario 2000, Argentina.

出版信息

J Org Chem. 2015 Oct 2;80(19):9371-8. doi: 10.1021/acs.joc.5b01663. Epub 2015 Sep 20.

DOI:10.1021/acs.joc.5b01663
PMID:26339863
Abstract

The structural validation problem using quantum chemistry approaches (confirm or reject a candidate structure) has been tackled with artificial neural network (ANN) mediated multidimensional pattern recognition from experimental and calculated 2D C-H COSY. In order to identify subtle errors (such as regio- or stereochemical), more than 400 ANNs have been built and trained, and the most efficient in terms of classification ability were successfully validated in challenging real examples of natural product misassignments.

摘要

利用量子化学方法解决结构验证问题(确认或否定候选结构),已通过人工神经网络(ANN)介导的多维模式识别来处理,该识别基于实验和计算得到的二维C-H化学位移相关谱(COSY)。为了识别细微错误(如区域或立体化学错误),已构建并训练了400多个神经网络,并且在天然产物错误归属的具有挑战性的实际例子中,成功验证了分类能力方面最有效的神经网络。

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