Máté Fent, Attila Farkas, Hajnalka Pataki, Zsombor K. Nagy, István Csontos
{"title":"Spectroscopic Monitoring and Chemometric-Based Feedback Control of the Diazotization Reaction","authors":"Máté Fent, Attila Farkas, Hajnalka Pataki, Zsombor K. Nagy, István Csontos","doi":"10.1021/acs.oprd.6c00030","DOIUrl":null,"url":null,"abstract":"<p>Inline Raman spectroscopy-based\r\nmonitoring enables the\r\ndevelopment\r\nof control systems that allow the implementation of Process Analytical\r\nTechnology (PAT) principles even in chemical reactions, thereby improving\r\nquality, efficiency, and safety. There are only a few articles in\r\nthe literature that discuss such control systems. This may be due\r\nto the numerous challenges involved, including the need for robust\r\nmeasurement setups and the development of chemometric algorithms capable\r\nof delivering accurate and stable real-time evaluations. Thus, this\r\nstudy presents the Raman spectroscopic monitoring and chemometric-based\r\nfeedback control of a highly exothermic and potentially hazardous\r\ndiazotization reaction, namely, the synthesis of phenyldiazonium chloride\r\nfrom aniline, hydrochloric acid, and sodium nitrite. Raman spectra\r\nwere analyzed offline using Multivariate Curve Resolution-Alternating\r\nLeast Squares (MCR-ALS) and in real-time using Classical Least Squares\r\n(CLS) chemometric methods to monitor and control key reaction components.\r\nThe developed feedback system successfully controlled concentration\r\nlevels during both acid–base and diazotization phases. The\r\nreduction of the Raman signal-to-noise ratio, induced by the decomposition\r\nof the diazonium salt, was also observed. This factor significantly\r\naffected the monitoring of the diazotization experiment. Furthermore,\r\na calibration was established to quantify the molar concentrations\r\nof key components based on Raman spectra. The calibration experiment\r\nsuccessfully demonstrated well-fitted linear molar–spectral\r\nrelationships for both aniline (<em>R</em><sup>2</sup><sub>homogeneous</sub> = 0.997; <em>R</em><sup>2</sup><sub>heterogeneous</sub> = 0.9947) and aniline hydrochloride (<em>R</em><sup>2</sup> = 0.9987). For aniline, the molar–spectral relationship exhibited\r\na distinct change in tendency that precisely correlated with its solubility\r\nlimit in water, marking the transition from homogeneous solution to\r\nemulsion.</p>","PeriodicalId":55,"journal":{"name":"Organic Process Research & Development","volume":"30 8","pages":"2149–2158"},"PeriodicalIF":3.3000,"publicationDate":"2026-08-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Organic Process Research & Development","FirstCategoryId":"92","ListUrlMain":"https://pubs.acs.org/doi/10.1021/acs.oprd.6c00030","RegionNum":3,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2026/7/9 0:00:00","PubModel":"Epub","JCR":"Q2","JCRName":"CHEMISTRY, APPLIED","Score":null,"Total":0}
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.
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.