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Electronic nose system based on a functionalized capacitive micromachined ultrasonic transducer (CMUT) array for selective detection of plant volatiles
- Source :
- Sensors and Actuators B: Chemical. 341:130001
- Publication Year :
- 2021
- Publisher :
- Elsevier BV, 2021.
-
Abstract
- Here, a small, low-power, wireless gas sensor platform for selective detection of volatile organic compounds (VOCs) released from plants under different abiotic or biotic stress conditions is described. This sensor platform is implemented based on a capacitive micromachined ultrasonic transducer (CMUT) array, in which elements were functionalized with a variety of materials including polymers, phthalocyanines, and metals to improve selectivity. Input impedance measurements of the functionalized CMUT array were compared to pre-coating measurements to analyze the mechanical loading. The CMUT arrays were then exposed to VOCs known to be emitted by plants with different concentrations under dry air flow at room temperature. The results demonstrated that 1-Octanol created the strongest response across different channels and a resolution of 3-ppb was calculated for the CMUT element functionalized using silver ink when exposed to 1-Octanol. The relative responses of different channels to tested volatiles were observed to be different. The k-nearest neighbor (k-NN) algorithm was used for the gas classification by dividing the data to training and test groups. The k-NN results showed that the gases at low concentrations were successfully classified with better than 97 % accuracy. Finally, to emulate the ambient atmosphere for plants, the gas tests were repeated by adding different levels of humidity to the gas flow. With a minimum 98 % accuracy, the k-NN classifier demonstrated that the functionalized CMUT array can be used for selective detection of the group of plant VOCs used in this study, even at different relative humidity levels in the ambient atmosphere.
- Subjects :
- Materials science
Capacitive sensing
02 engineering and technology
010402 general chemistry
01 natural sciences
Capacitive micromachined ultrasonic transducers
Materials Chemistry
Relative humidity
Electrical and Electronic Engineering
Instrumentation
chemistry.chemical_classification
Electronic nose
business.industry
Metals and Alloys
Humidity
Input impedance
Polymer
021001 nanoscience & nanotechnology
Condensed Matter Physics
0104 chemical sciences
Surfaces, Coatings and Films
Electronic, Optical and Magnetic Materials
chemistry
Optoelectronics
Ultrasonic sensor
0210 nano-technology
business
Subjects
Details
- ISSN :
- 09254005
- Volume :
- 341
- Database :
- OpenAIRE
- Journal :
- Sensors and Actuators B: Chemical
- Accession number :
- edsair.doi...........8a3f2f3a3d064a735fce85677b668eb7
- Full Text :
- https://doi.org/10.1016/j.snb.2021.130001