Indirect hard modeling of low resolution benchtop NMR data for the kinetic fitting of a complex organic reaction

Abstract

Despite recent significant advances in hardware, software, and data analysis, low resolution benchtop NMR systems are still underutilized for the kinetic investigation of organic reactions. Moreover, their use has typically been restricted to monitoring a limited number of species with well-behaved peaks that were easily integrable. In this work, the chlorination reaction of 4-fluorothiophenol with N-chlorosuccinimide (NCS) was investigated by continuous in-line monitoring of five different reaction species through the utilization of a 43 MHz benchtop NMR instrument. The reaction was carried out under synthetically relevant conditions within different modes of operation, including re-circulating batch and single pass continuous flow modes. Quantitative concentration values could be obtained even when peaks overlapped through the use chemometric modeling, specifically indirect hard modeling (IHM). The reaction profiles were then fitted to obtain kinetic parameter estimates for a six step model structure. This study demonstrates that complex organic reaction kinetics can be explored using a low resolution NMR setup for quantitative monitoring.

Graphical abstract: Indirect hard modeling of low resolution benchtop NMR data for the kinetic fitting of a complex organic reaction

Supplementary files

Article information

Article type
Paper
Submitted
25 Sep 2025
Accepted
05 Jan 2026
First published
05 Jan 2026
This article is Open Access
Creative Commons BY license

React. Chem. Eng., 2026, Advance Article

Indirect hard modeling of low resolution benchtop NMR data for the kinetic fitting of a complex organic reaction

N. Sulzer, C. A. Hone and C. O. Kappe, React. Chem. Eng., 2026, Advance Article , DOI: 10.1039/D5RE00436E

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