Polymer-Based Chemicapacitive Hybrid Sensor Array for Improved Selectivity in e-Nose Systems

Detecting volatile organic compounds (VOCs) is essential for health, environmental protection, and industrial safety. VOCs contribute to air pollution, pose health risks, and can indicate leaks or contamination in industries. Applications include air quality monitoring, disease diagnosis, and food s...

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Main Authors: Pavithra Munirathinam, Mohd Farhan Arshi, Haleh Nazemi, Gian Carlo Antony Raj, Arezoo Emadi
Format: Article
Language:English
Published: MDPI AG 2025-07-01
Series:Sensors
Subjects:
Online Access:https://www.mdpi.com/1424-8220/25/13/4130
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author Pavithra Munirathinam
Mohd Farhan Arshi
Haleh Nazemi
Gian Carlo Antony Raj
Arezoo Emadi
author_facet Pavithra Munirathinam
Mohd Farhan Arshi
Haleh Nazemi
Gian Carlo Antony Raj
Arezoo Emadi
author_sort Pavithra Munirathinam
collection DOAJ
description Detecting volatile organic compounds (VOCs) is essential for health, environmental protection, and industrial safety. VOCs contribute to air pollution, pose health risks, and can indicate leaks or contamination in industries. Applications include air quality monitoring, disease diagnosis, and food safety. This paper focuses on polymer-based hybrid sensor arrays (HSAs) utilizing interdigitated electrode (IDE) geometries for VOC detection. Achieving high selectivity and sensitivity in gas sensing remains a challenge, particularly in complex environments. To address this, we propose HSAs as an innovative solution to enhance sensor performance. IDE-based sensors are designed and fabricated using the Polysilicon Multi-User MEMS process (PolyMUMPs). Experimental evaluations are performed by exposing sensors to VOCs under controlled conditions. Traditional multi-sensor arrays (MSAs) achieve 82% prediction accuracy, while virtual sensor arrays (VSAs) leveraging frequency dependence improve performance: PMMA-VSA and PVP-VSA predict compounds with 100% and 98% accuracy, respectively. The proposed HSA, integrating these VSAs, consistently achieves 100% accuracy in compound identification and concentration estimation, surpassing MSA and VSA performance. These findings demonstrate that proposed polymer-based HSAs and VSAs, particularly with advanced IDE geometries, significantly enhance selectivity and sensitivity, advancing e-Nose technology for more accurate and reliable VOC detection across diverse applications.
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spelling doaj-art-ab4a0d4d513b46a8be5fe1ecea966a012025-07-11T14:43:28ZengMDPI AGSensors1424-82202025-07-012513413010.3390/s25134130Polymer-Based Chemicapacitive Hybrid Sensor Array for Improved Selectivity in e-Nose SystemsPavithra Munirathinam0Mohd Farhan Arshi1Haleh Nazemi2Gian Carlo Antony Raj3Arezoo Emadi4E-Minds Laboratory, Electrical and Computer Engineering Department, University of Windsor, Windsor, ON N9B 3P4, CanadaE-Minds Laboratory, Electrical and Computer Engineering Department, University of Windsor, Windsor, ON N9B 3P4, CanadaE-Minds Laboratory, Electrical and Computer Engineering Department, University of Windsor, Windsor, ON N9B 3P4, CanadaE-Minds Laboratory, Electrical and Computer Engineering Department, University of Windsor, Windsor, ON N9B 3P4, CanadaE-Minds Laboratory, Electrical and Computer Engineering Department, University of Windsor, Windsor, ON N9B 3P4, CanadaDetecting volatile organic compounds (VOCs) is essential for health, environmental protection, and industrial safety. VOCs contribute to air pollution, pose health risks, and can indicate leaks or contamination in industries. Applications include air quality monitoring, disease diagnosis, and food safety. This paper focuses on polymer-based hybrid sensor arrays (HSAs) utilizing interdigitated electrode (IDE) geometries for VOC detection. Achieving high selectivity and sensitivity in gas sensing remains a challenge, particularly in complex environments. To address this, we propose HSAs as an innovative solution to enhance sensor performance. IDE-based sensors are designed and fabricated using the Polysilicon Multi-User MEMS process (PolyMUMPs). Experimental evaluations are performed by exposing sensors to VOCs under controlled conditions. Traditional multi-sensor arrays (MSAs) achieve 82% prediction accuracy, while virtual sensor arrays (VSAs) leveraging frequency dependence improve performance: PMMA-VSA and PVP-VSA predict compounds with 100% and 98% accuracy, respectively. The proposed HSA, integrating these VSAs, consistently achieves 100% accuracy in compound identification and concentration estimation, surpassing MSA and VSA performance. These findings demonstrate that proposed polymer-based HSAs and VSAs, particularly with advanced IDE geometries, significantly enhance selectivity and sensitivity, advancing e-Nose technology for more accurate and reliable VOC detection across diverse applications.https://www.mdpi.com/1424-8220/25/13/4130volatile organic compoundsmulti-sensor arrayvirtual sensor arrayhybrid sensor arrayfringing field capacitancepolymer-based sensors
spellingShingle Pavithra Munirathinam
Mohd Farhan Arshi
Haleh Nazemi
Gian Carlo Antony Raj
Arezoo Emadi
Polymer-Based Chemicapacitive Hybrid Sensor Array for Improved Selectivity in e-Nose Systems
Sensors
volatile organic compounds
multi-sensor array
virtual sensor array
hybrid sensor array
fringing field capacitance
polymer-based sensors
title Polymer-Based Chemicapacitive Hybrid Sensor Array for Improved Selectivity in e-Nose Systems
title_full Polymer-Based Chemicapacitive Hybrid Sensor Array for Improved Selectivity in e-Nose Systems
title_fullStr Polymer-Based Chemicapacitive Hybrid Sensor Array for Improved Selectivity in e-Nose Systems
title_full_unstemmed Polymer-Based Chemicapacitive Hybrid Sensor Array for Improved Selectivity in e-Nose Systems
title_short Polymer-Based Chemicapacitive Hybrid Sensor Array for Improved Selectivity in e-Nose Systems
title_sort polymer based chemicapacitive hybrid sensor array for improved selectivity in e nose systems
topic volatile organic compounds
multi-sensor array
virtual sensor array
hybrid sensor array
fringing field capacitance
polymer-based sensors
url https://www.mdpi.com/1424-8220/25/13/4130
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AT mohdfarhanarshi polymerbasedchemicapacitivehybridsensorarrayforimprovedselectivityinenosesystems
AT halehnazemi polymerbasedchemicapacitivehybridsensorarrayforimprovedselectivityinenosesystems
AT giancarloantonyraj polymerbasedchemicapacitivehybridsensorarrayforimprovedselectivityinenosesystems
AT arezooemadi polymerbasedchemicapacitivehybridsensorarrayforimprovedselectivityinenosesystems