Spectroscopic Monitoring and Chemometric-Based Feedback Control of the Diazotization Reaction

IF 3.3 3区 化学 Q2 CHEMISTRY, APPLIED
Organic Process Research & Development Pub Date : 2026-08-21 Epub Date: 2026-07-09 DOI:10.1021/acs.oprd.6c00030
Máté Fent, Attila Farkas, Hajnalka Pataki, Zsombor K. Nagy, István Csontos
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引用次数: 0

Abstract

Inline Raman spectroscopy-based monitoring enables the development of control systems that allow the implementation of Process Analytical Technology (PAT) principles even in chemical reactions, thereby improving quality, efficiency, and safety. There are only a few articles in the literature that discuss such control systems. This may be due to the numerous challenges involved, including the need for robust measurement setups and the development of chemometric algorithms capable of delivering accurate and stable real-time evaluations. Thus, this study presents the Raman spectroscopic monitoring and chemometric-based feedback control of a highly exothermic and potentially hazardous diazotization reaction, namely, the synthesis of phenyldiazonium chloride from aniline, hydrochloric acid, and sodium nitrite. Raman spectra were analyzed offline using Multivariate Curve Resolution-Alternating Least Squares (MCR-ALS) and in real-time using Classical Least Squares (CLS) chemometric methods to monitor and control key reaction components. The developed feedback system successfully controlled concentration levels during both acid–base and diazotization phases. The reduction of the Raman signal-to-noise ratio, induced by the decomposition of the diazonium salt, was also observed. This factor significantly affected the monitoring of the diazotization experiment. Furthermore, a calibration was established to quantify the molar concentrations of key components based on Raman spectra. The calibration experiment successfully demonstrated well-fitted linear molar–spectral relationships for both aniline (R2homogeneous = 0.997; R2heterogeneous = 0.9947) and aniline hydrochloride (R2 = 0.9987). For aniline, the molar–spectral relationship exhibited a distinct change in tendency that precisely correlated with its solubility limit in water, marking the transition from homogeneous solution to emulsion.

Abstract Image

重氮化反应的光谱监测与化学计量学反馈控制
基于内联拉曼光谱的监测能够开发控制系统,即使在化学反应中也可以实施过程分析技术(PAT)原则,从而提高质量,效率和安全性。文献中只有几篇文章讨论了这种控制系统。这可能是由于所涉及的许多挑战,包括需要强大的测量装置和开发能够提供准确和稳定的实时评估的化学计量算法。因此,本研究提出了一种基于拉曼光谱监测和化学计量学的反馈控制的高放热和潜在危险的重氮化反应,即苯胺、盐酸和亚硝酸钠合成苯基重氮氯。采用多变量曲线分辨率-交替最小二乘法(MCR-ALS)离线分析拉曼光谱,并采用经典最小二乘法(CLS)化学计量学方法实时监测和控制关键反应组分。所开发的反馈系统成功地控制了酸碱和重氮化阶段的浓度水平。还观察到重氮盐分解引起的拉曼信噪比的降低。该因素对重氮化实验的监测有显著影响。此外,建立了基于拉曼光谱的关键组分摩尔浓度定标方法。校准实验结果表明,苯胺(R2均相= 0.997,R2非均相= 0.9947)和盐酸苯胺(R2 = 0.9987)的摩尔光谱关系拟合良好。对于苯胺,其摩尔谱关系表现出明显的变化趋势,与其在水中的溶解度极限精确相关,标志着从均相溶液到乳液的转变。
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来源期刊
CiteScore
6.90
自引率
14.70%
发文量
251
审稿时长
2 months
期刊介绍: The journal Organic Process Research & Development serves as a communication tool between industrial chemists and chemists working in universities and research institutes. As such, it reports original work from the broad field of industrial process chemistry but also presents academic results that are relevant, or potentially relevant, to industrial applications. Process chemistry is the science that enables the safe, environmentally benign and ultimately economical manufacturing of organic compounds that are required in larger amounts to help address the needs of society. Consequently, the Journal encompasses every aspect of organic chemistry, including all aspects of catalysis, synthetic methodology development and synthetic strategy exploration, but also includes aspects from analytical and solid-state chemistry and chemical engineering, such as work-up tools,process safety, or flow-chemistry. The goal of development and optimization of chemical reactions and processes is their transfer to a larger scale; original work describing such studies and the actual implementation on scale is highly relevant to the journal. However, studies on new developments from either industry, research institutes or academia that have not yet been demonstrated on scale, but where an industrial utility can be expected and where the study has addressed important prerequisites for a scale-up and has given confidence into the reliability and practicality of the chemistry, also serve the mission of OPR&D as a communication tool between the different contributors to the field.
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