关于氨基和碳酸的正规合形成二次基键的潜在活跃转移学习
Eunjae Shim1, Ambuj Tewari2,3, Paul M Zimmerman1
1Department of Chemistry, University of Michigan Ann Arbor MI USA paulzim@umich.edu tcernak@umich.edu.
概括
积极转移学习 (ATL) 加快了发现最优反应条件,以挑战C(sp3) -C(sp3) 交叉合. 这种机器学习方法有效地识别了改进的试剂组合,节省了化学合成中的时间和资源.
科学领域:
- 有机化学 有机化学
- 机器学习 机器学习
- 催化剂是一种催化剂.
背景情况:
- 为新基质优化反应条件往往是耗时的.
- 机器学习 (ML) 可以提供帮助,但传统方法需要广泛的数据集.
- 积极转移学习 (ATL) 通过使用先前数据和适应性选择提供了一个解决方案.
研究的目的:
- 未来应用ATL来发现改进的试剂组合.
- 解决激活氨基和碳酸之间的具有挑战性的C(sp3) -C(sp3) 交叉合.
- 开发有效的合成路径,用于固态拥挤的二次基组.
主要方法:
- 积极转移学习 (ATL) 的未来应用.
- 利用先前收集的反应数据.
- 适应性选择的试剂组合的C(sp3) -C(sp3) 交叉合.
主要成果:
- 在三个实验批次内,ATL 始终提高了反应产量.
- 证明了ATL在化学勘探中的实用性.
- 成功确定了改进的试剂组合,以挑战氨基酸合.
结论:
- ATL是一种优化反应条件的有效策略.
- ATL显著减少了催化剂和试剂选所需的实验力度.
- 该方法对于加速药物发现和其他化学太空探索研究具有价值.
相关概念视频
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Next, the second equivalent of amine serves as a Brønsted base and deprotonates the quaternary...
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Alkylation is one of the methods used to prepare amines. Direct alkylation of ammonia or a primary amine with an alkyl halide gives polyalkylated amines along with a quaternary ammonium salt through successive SN2 reactions. This process of making the quaternary salt through the direct alkylation method is called exhaustive alkylation.
Each alkylation step makes the nitrogen center more nucleophilic, which triggers successive alkylations until a quaternary ammonium salt is formed. Considering...
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Aminolysis is a nucleophilic acyl substitution reaction, where ammonia or amines act as nucleophiles to give the substitution product. Acid halides react with ammonia, primary amines, and secondary amines to yield primary, secondary, and tertiary amides, respectively.
In the first step of the aminolysis mechanism, the amine attacks the carbonyl carbon of the acyl chloride to form a tetrahedral intermediate. In the second step, the carbonyl group is re-formed with the elimination of a chloride...
In the first step of the aminolysis mechanism, the amine attacks the carbonyl carbon of the acyl chloride to form a tetrahedral intermediate. In the second step, the carbonyl group is re-formed with the elimination of a chloride...
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Carbonyl compounds and primary amines undergo reductive amination first to produce imines, followed by secondary amines in the same reaction mixture, using selective reducing agents like sodium cyanoborohydride or sodium triacetoxyborohydride. Reductive amination produces different degrees of substitution of amines depending on the starting amine substrate.
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The Fischer esterification reaction was developed by the German chemist Emil Fischer in 1895. It is a condensation reaction between carboxylic acids and alcohols in an acidic medium to give esters and water.
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