QCM-Based Electronic Nose for Near-Real-Time BTEX Detection
The detection of Benzene, Toluene, Ethylbenzene, and Xylene (BTEX) is critical for safety in the oil and gas industry due to their toxic and carcinogenic effects. This study presents a portable Electronic Nose (E-Nose) system based on Quartz Crystal Microbalance (QCM)-coated with Polyvinyl Acetate (PVAc) and Tungsten Oxide (WO₃) for near-real-time detection of BTEX vapours in ambient conditions. The PVAc-coated QCM sensor achieved high sensitivity for benzene (5.14 ± 0.25 Hz/ppm) and ethylbenzene (5.85 ± 0.31 Hz/ppm), while the WO₃-coated sensor demonstrated notable sensitivity to toluene (5.69 ± 0.22 Hz/ppm). The sensitivity for xylene was in the range of 5.00 ± 0.31 Hz/ppm for both the sensor. The Limits of Detection (LOD) for PVAc and WO₃ coated sensors for BTEX were 1.69 ppm and 1.26 ppm, respectively. The system was validated using Gas Chromatography-Mass Spectrometry (GC-MS), verifying the accurate detection of less than 4 ppm BTEX mixture with 2-3 min analysis times. Principal Component Analysis (PCA) combined with clustering algorithms, such as k-Means and BIRCH, provided high classification accuracy, achieving Silhouette scores of 0.53 and 0.51, respectively. This work demonstrates a novel approach to integrating QCM sensors with advanced data analytics for effective near-real-time BTEX monitoring in industrial environments.
Authors
- Alisha Das (ORCID: https://orcid.org/0000-0002-5279-7053)
- Roopa G. Manjunatha (ORCID: https://orcid.org/0000-0001-6049-9016)
- Priya Ranjan Muduli (ORCID: https://orcid.org/0000-0002-9276-8361)
Institutions
- Indian Institute of Technology BHU (IN)
- Banaras Hindu University (IN)
- Rajiv Gandhi Institute of Petroleum Technology (IN)
Publication Details
- Journal
- IEEE Transactions on Instrumentation and Measurement
- Published
- 2025-01-01
- DOI
- https://doi.org/10.1109/tim.2025.3578708
- Primary Topic
- Advanced Photonic Communication Systems
- Type
- article
- Field-Weighted Citation Impact
- 0.00