基于氨基的化学结构来预测氨基的腐蚀速率的实验性误差驱动模型的开发
Jessica Narku-Tetteh1, Ebenezer Mensah1, Pailin Muchan1
1Clean Energy Technologies Research Institute, University of Regina, 3737 Wascana Parkway, SK S4S 0A2, Regina, Saskatcehwan, Canada.
Heliyon
|November 29, 2023
概括
这项研究开发了一种高斯过程回归 (GPR) 模型,用于预测化学结构中的氨酸腐蚀率. 该模型准确预测腐蚀,有助于开发腐蚀抑制剂.
科学领域:
- 材料科学 材料科学 材料科学
- 计算化学计算化学
- 腐蚀工程 腐蚀工程
背景情况:
- 胺腐蚀是各种工业应用中的一个重要问题.
- 根据化学结构预测腐蚀速率对于开发有效的缓解策略至关重要.
研究的目的:
- 为了建立氨基的化学结构和它们的腐蚀率之间的关系.
- 开发一种使用高斯过程回归 (GPR) 的氨酸腐蚀率的预测模型.
- 创建一个用户友好的界面来预测氨酸腐蚀率.
主要方法:
- 研究了氨基酸中的结构-腐蚀速率关系.
- 开发了一种包含实验错误的高斯过程回归 (GPR) 模型.
- 从氨基结构作为输入变量计算的表面张力和硬质效应.
- 创建了一个图形用户界面 (GUI) 用于模型输入和预测.
主要成果:
- 该GPR模型在预测氨酸腐蚀率方面表现出高准确度.
- 测试数据的平均绝对偏差 (AAD) 为4.26%,未见数据为5.32%.
- 该模型表现出强大的概括性和准确的预测能力.
- 为实际应用而开发了一个用户友好的GUI.
结论:
- 开发的GPR模型根据化学结构准确地预测了氨酸腐蚀率.
- 该模型的通用性允许预测各种氨基的腐蚀速率.
- 图形界面促进了预测模型在腐蚀研究和工业中的实际应用.
相关概念视频
Physical Properties of Amines
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Amines with low molecular weight are usually gaseous at room temperature, while those with high molecular weight are liquid or solids in nature. Usually, low molecular weight amines have a rotten fish-like smell. Diamines typically have a pungent smell. For instance, cadaverine and putrescine, depicted in Figure 1, are two molecules responsible for decaying tissue.
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Structure of Amines
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The hybridized nitrogen atom in amines possesses a lone pair of electrons and is bound to three substituents with a bond angle of around 108°, which is less than the tetrahedral angle of 109.5°. However, the C–N–H bond angle is slightly larger at 112°, with a carbon–nitrogen bond length of 147 pm. This carbon–nitrogen bond length of of amines is longer than the carbon–oxygen bond of alcohols (143 pm) but shorter than alkanes’...
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Basicity of Heterocyclic Aromatic Amines
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Heterocyclic amines, where the N atom is a part of an alicyclic system, are similar in basicity to alkylamines. Interestingly, the heterocyclic amine having a nitrogen atom as part of an aromatic ring has much less basicity than its corresponding alicyclic counterpart. For this reason, as presented in Figure 1, piperidine (pKb = 2.8) is significantly more basic than pyridine (pKb = 8.8).
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Molecular Models
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Physical models representing molecular architectures of chemical compounds play essential roles in understanding chemistry. The use of molecular models makes it easier to visualize the structures and shapes of atoms and molecules.
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Amines to Amides: Acylation of Amines
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Various carboxylic acid derivatives (such as acid chlorides, esters, and anhydrides) can be used for the acylation of amines to yield amides. The reaction requires two equivalents of amines. The first amine molecule functions as a nucleophile and attacks the carbonyl carbon to produce a tetrahedral intermediate. This is followed by the loss of the leaving group and restoration of the C=O bond.
Next, the second equivalent of amine serves as a Brønsted base and deprotonates the quaternary...
Next, the second equivalent of amine serves as a Brønsted base and deprotonates the quaternary...
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Mass Spectrometry of Amines
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In mass spectroscopy, amines undergo fragmentation to give parent ions with odd molecule weights. This observed mass spectrum follows the nitrogen rule: a molecule with an odd number of nitrogen atoms produces a parent ion with an odd molecular weight. The remaining fragments have an even mass.
Amines undergo fragmentation through α cleavage, producing nitrogen-containing cations—iminium ions—and alkyl radicals. Mass spectra of aromatic and cyclic aliphatic amines exhibit...
Amines undergo fragmentation through α cleavage, producing nitrogen-containing cations—iminium ions—and alkyl radicals. Mass spectra of aromatic and cyclic aliphatic amines exhibit...
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