PEDOT:PSS/QCM-based multimodal humidity and pressure sensor

Muckley, Eric S.; Lynch, James; Kumar, Rajeev; Sumpter, Bobby; Ivanov, Ilia N.

doi:10.1016/j.snb.2016.05.054

Title: PEDOT:PSS/QCM-based multimodal humidity and pressure sensor

Journal Article · Wed May 11 00:00:00 EDT 2016 · Sensors and Actuators. B, Chemical

DOI:https://doi.org/10.1016/j.snb.2016.05.054· OSTI ID:1427699

^[1]; Lynch, James ^[2]; Kumar, Rajeev ^[2]; Sumpter, Bobby ^[2];

^[2]

Oak Ridge National Lab. (ORNL), Oak Ridge, TN (United States); Univ. of Tennessee, Knoxville, TN (United States)
Oak Ridge National Lab. (ORNL), Oak Ridge, TN (United States)

A room-temperature multimodal sensor composed of PEDOT:PSS deposited on an AT-cut quartz crystalmicrobalance (QCM) crystal has been fabricated. The nonlinear resistive and frequency sensor responses aredeconvolved using an articial neural network (ANN), which allows the single sensor to function simultane-ously as a relative humidity (RH) sensor and a pressure sensor using only two electrodes. We demonstratethat the predictive ability of the sensor is highly inuenced by the data used to train the ANN. When trainingsets are tailored to resemble the operating conditions of the sensor, the sensor achieves an average resolutionof < 3% RH from 0-100% RH, even after H₂O saturation occurs on the surface. Our results indicate thatANNs show strong promise for improving the resolution of low cost gas sensors and for expanding the rangeof environmental conditions in which a given sensor can operate.

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Research Organization:: Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States)

Sponsoring Organization:: USDOE

Grant/Contract Number:: AC05-00OR22725

OSTI ID:: 1427699

Alternate ID(s):: OSTI ID: 1431162

Journal Information:: Sensors and Actuators. B, Chemical, Vol. 236, Issue C; ISSN 0925-4005

Publisher:: ElsevierCopyright Statement

Country of Publication:: United States

Language:: English

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Cited by: 49 works

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Machine Learning‐Enabled Correlation and Modeling of Multimodal Response of Thin Film to Environment on Macro and Nanoscale Using “Lab‐on‐a‐Crystal” Muckley, Eric S.; Collins, Liam; Srijanto, Bernadeta R. Advanced Functional Materials, Vol. 30, Issue 10 https://doi.org/10.1002/adfm.201908010	journal	January 2020
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Rapid response flexible humidity sensor for respiration monitoring using nano-confined strategy Zhou, Cheng; Zhang, Xiaoshuang; Tang, Ning Nanotechnology, Vol. 31, Issue 12 https://doi.org/10.1088/1361-6528/ab5cda	journal	January 2020
Quartz Crystal Microbalance Electronic Interfacing Systems: A Review Alassi, Abdulrahman; Benammar, Mohieddine; Brett, Dan Sensors, Vol. 17, Issue 12 https://doi.org/10.3390/s17122799	journal	December 2017

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