BackgroundVolatile organic compounds (VOCs) produced during meat storage are mainly derived from the decomposition of meat components and the metabolism of spoilage bacteria. VOCs produced in sterile bacon model substrate inoculated or un‐inoculated with spoilage bacteria, Staphylococcus xylosus (P2), Leuconostoc mesenteroides (P6), Carnobacterium maltaromaticum (P9), Leuconostoc gelidum (P16), and Serratia liquefaciens (P20), previously isolated, were identified by headspace solid‐phase microextraction (HS‐SPME) coupled with gas chromatography‐mass spectrometry (GC‐MS). Furthermore, combinations of the strains (Pm) were also obtained.ResultsA total of 54 volatile compounds, including aldehydes, alcohols, phenols, ketones, alkanes, alkanes, organic acids, esters, etc., were determined after 45 days of storage in bacon inoculated with potential spoilage bacteria using the HS‐SPME/GC‐MS method. VOC concentrations of alcohols and organic acids in groups inoculated with bacteria were remarkably higher (P < 0.05) than that in control samples. Specifically, some VOCs are closely related to the metabolic activity of the inoculated bacterial strains, e.g., 2,3‐butanediol was associated with P2, P16, and P20, acetic acid was mainly related to P6 and P9.ConclusionThe results of partial least squares regression (PLSR) indicated that there was a high correlation between the electronic nose (E‐nose) sensors and VOCs of smoked inoculated potential spoilage bacteria. These compounds are potentially important for predicting deterioration of smoked bacon.This article is protected by copyright. All rights reserved.