DISPOSABLE CHEMICAL SENSOR ARRAYS AND BREATH MONITORING SYSTEM
20240255490 ยท 2024-08-01
Inventors
Cpc classification
G01N33/4975
PHYSICS
International classification
Abstract
A device for detecting one or more gases of ammonia (NH.sub.3), trimethylamine (TMA), and hydrogen sulfide (H.sub.2S) includes a substrate and an electrodes layer. The device also includes a gas sensor array including one or more gas sensing films, each electronically coupled with an electrode. Each gas sensing film is configured to chemically interact with a respective target gas. Each electrode is configured to measure resistance changes across the respective gas sensing film to which it is electronically coupled. The multiple gas sensing films include one or more of polyaniline (PANI) doped with camphor sulfonic acid (CSA) for chemically interacting with NH.sub.3 and/or TMA, PANI doped with 4-dodecylbenzenesulfonic acid (DBSA) for chemically interacting with TMA and/or NH.sub.3, and metal salt-doped PANI with poly(3,4-ethylenedioxythiophene) polystyrene sulfonate (PEDOT:PSS) composite for chemically interacting with H.sub.2S.
Claims
1. A device for detecting one or more gases of ammonia (NH.sub.3), trimethylamine (TMA), and hydrogen sulfide (H.sub.2S), comprising: a substrate, an interdigitated electrode layer mechanically coupled with the substrate, the interdigitated electrode layer including multiple pairs of electrodes; a gas sensor array including multiple gas sensing films electronically coupled with the interdigitated electrode layer, a respective gas sensing film of the multiple gas sensing films configured to chemically interact with a target gas, wherein: one or more pairs of electrodes of the interdigitated electrode layer are mechanically coupled to the respective gas sensing film of the gas sensor array, the one or more pairs of electrodes are configured to measure resistance changes across the respective gas sensing film upon chemical interaction with the target gas, and the multiple gas sensing films include one or more of: polyaniline (PANI)-based conducting polymer doped with camphor sulfonic acid (CSA) for chemically interacting with NH.sub.3 and/or TMA; PANI-based conducting polymer doped with 4-dodecylbenzenesulfonic acid (DBSA) for chemically interacting with TMA and/or NH.sub.3; and metal salt-doped PANI with poly(3,4-ethylenedioxythiophene) polystyrene sulfonate (PEDOT:PSS) composite for chemically interacting with H.sub.2S.
2. The device of claim 1, wherein a width of an electrode line in the interdigitated electrode layer is between 100 ?m and 1000 ?m and a spacing between respective electrodes in the electrode line is between 100 ?m and 1000 ?m.
3. The device of claim 1, wherein the multiple gas sensing films include two or more of: PANI-based conducting polymer doped with CSA; PANI-based conducting polymer doped with DBSA; and metal salt-doped PANI with PEDOT:PSS composite.
4. The device of claim 1, wherein: a molar ratio of CSA to PANI is in a range of 1 to 1.5; a molar ratio of DBSA to PANI is in a range of 1 to 1.5; and a weight percentage of PEDOT:PSS in the metal salt doped PANI with PEDOT:PSS composite is in a range of 1 wt % to 4 wt %.
5. The device of claim 1, wherein the multiple gas sensing films include: PANI-based conducting polymer doped with CSA; PANI-based conducting polymer doped with DBSA; and metal salt-doped PANI with PEDOT:PSS composite.
6. The device of claim 1, wherein a thickness of the respective gas sensing film is less than or equal to 100 nm.
7. The device of claim 1, which is configured to have a detection limit of 0.1 ppm to 0.5 ppm for at least one of NH.sub.3, TMA, and H.sub.2S.
8. The device of claim 1, wherein the multiple pairs of electrodes are made of Ag.
9. The device of claim 1, wherein the multiple gas sensing films in the gas sensor array are positioned adjacent to each other.
10. The device of claim 1, wherein the interdigitated electrode layer is positioned between the substrate and the gas sensor array.
11. The device of claim 1, wherein the gas sensor array is positioned between the substrate and the interdigitated electrode layer.
12. The device of claim 1, wherein: the gas sensor array is positioned on a first surface of the substrate, and the device further includes an additional gas sensor array positioned on a second surface of the substrate, the second surface being opposite to, and parallel with, the first surface of the substrate.
13. A breath analyzer system for detecting one or more gases of ammonia (NH.sub.3), trimethylamine (TMA), and hydrogen sulfide (H.sub.2S), comprising: the device of claim 1; a testing chamber mechanically coupled with a gas inlet and a gas outlet at opposing sides of the testing chamber; and a sensor device holder configured to be mechanically coupled with the testing chamber so that the testing chamber receives the device of claim 1 inside the testing chamber when the sensor holder device is mechanically coupled with the testing chamber.
14. A device for detecting one or more gases of ammonia (NH.sub.3), trimethylamine (TMA), and hydrogen sulfide (H.sub.2S), comprising: a substrate, an inductive coil mechanically coupled with the substrate; a gas sensor array including multiple gas sensing films electronically coupled with the inductive coil, a respective gas sensing film of the multiple gas sensing films configured to chemically interact with a target gas, wherein: the inductive coil is configured to measure both resistance and capacitance across a respective gas sensing film upon chemical interaction with the target gas(es), and the multiple gas sensing films include one or more of: polyaniline (PANI)-based conducting polymer doped with camphor sulfonic acid (CSA) for chemically interacting with NH.sub.3 and TMA; PANI-based conducting polymer doped with 4-dodecylbenzenesulfonic acid (DBSA) for chemically interacting with TMA and NH.sub.3; metal salt-doped PANI with poly(3,4-ethylenedioxythiophene) polystyrene sulfonate (PEDOT:PSS) composite for chemically interacting with H.sub.2S.
15. The device of claim 14, wherein the multiple gas sensing films include two or more of: PANI-based conducting polymer doped with CSA; PANI-based conducting polymer doped with DBSA; and metal salt-doped PANI with PEDOT:PSS composite.
16. The device of claim 14, wherein the multiple gas sensing films include: PANI-based conducting polymer doped with CSA; PANI-based conducting polymer doped with DBSA; and metal salt-doped PANI with PEDOT:PSS composite.
17. The device of claim 14, wherein a thickness of the respective gas sensing film is less than or equal to 100 nm.
18. The device of claim 14, which is configured to have a detection limit of 0.1 ppm to 0.5 ppm for at least one of NH.sub.3, TMA, and H.sub.2S.
19. The device of claim 14, wherein the inductive coil is positioned between the substrate and the gas sensor array.
20. The device of claim 14, wherein: a molar ratio of CSA to PANI is in a range of 1 to 1.5; a molar ratio of DBSA to PANI is in a range of 1 to 1.5; and a weight percentage of PEDOT: PSS in the metal salt doped PANI with PEDOT:PSS composite is in a range of 1 wt % to 4 wt %.
Description
BRIEF DESCRIPTION OF THE DRAWINGS
[0004] One or more embodiments of the present disclosure are illustrated by way of example and not limitation in the Figures of the accompanying drawings, in which like references indicate similar elements.
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DETAILED DESCRIPTION
Abbreviations
[0029] CSA: camphor sulfonic acid [0030] DBSA: 4-dodecylbenzenesulfonic acid [0031] H.sub.2S: hydrogen sulfide [0032] NH.sub.3: ammonia [0033] m-cresol: 3-methylphenol [0034] PANI: polyaniline [0035] PEDOT:PSS: poly(3,4-ethylenedioxythiophene): polystyrene sulfonate [0036] TMA: trimethylamine
Chemical Structures
[0037] ##STR00001##
[0038] The present invention provides a chemical gas sensor array containing multiple sensor elements to overcome selectivity issues during breath analysis.
[0039] The present technology is directed to gas sensing devices and breath analyzer systems that are configured for the detection of multiple chemical gases. The gas sensing device includes the chemical gas sensor array which is comprised of a substrate, one or more sensing electrodes, and multiple gas sensing films. The gas sensing films can include films based on the conductive polymer polyaniline (PANI). The multiple PANI-based gas sensing films can include different dopants and/or additives and be configured to detect different gases. For example, the breath analyzer systems including the gas sensing device can be configured to detect and differentiate between hydrogen sulfide, ammonia, and trimethylamine in human breath samples within a few seconds of sampling time.
Chemical Sensor Device
[0040]
[0041]
[0042]
[0043] The chemical gas sensor array 110 can include one or more chemical gas sensing devices. In some embodiments, the chemical gas sensor array 110 includes multiple chemical gas sensing devices 100-1, 100-2, 100-3, etc. Each chemical gas sensing device within the array includes a gas sensing film (e.g., gas sensing films 106-1, 106-2, and 106-3) that is each electronically connected to a respective sensor electrode 104-1, 104-2, and 104-3. In some embodiments, the chemical gas sensor array 110 includes more than three chemical gas sensing devices (e.g., four, five, six, seven, eight, nine, ten, or more devices). Each of the gas sensing films 106-1, 106-2, 106-3, etc. in respective devices 100-1, 100-2, 100-3, etc. is configured to chemically interact with one or more target gases. For example, the target gases can be selected from NH.sub.3, TMA, and H.sub.2S.
[0044] Each of the gas sensing films 106-1, 106-2, and 106-3 can include, for example, PANI-based conducting polymer doped with CSA, PANI-based conducting polymer doped with DBSA, or metal salt (e.g., Sn.sup.2+ and/or Cu.sup.2+) doped PANI with PEDOT:PSS composite. The PANI-based conducting polymer doped with CSA is configured to chemically interact with NH.sub.3 and/or TMA, the PANI-based conducting polymer doped with DBSA is configured to chemically interact with TMA and/or NH.sub.3, and the metal salt-doped PANI with PEDOT:PSS composite is configured to chemically interact with H.sub.2S. As used herein, a chemical interaction may refer to any type of interaction between the gas sensing film and a target chemical that is detectable by the chemical sensor device 100. The chemical interaction can include, for example, covalent bonding, non-covalent bonding, or ionic interaction.
[0045] In some embodiments, the thickness of the respective gas sensing film is less than or equal to 100 nm (e.g., the gas sensing film is less than or equal to 100 nm, less than or equal to 80 nm, less than or equal to 60 nm, less than or equal to 50 nm, less than or equal to 40 nm, or less than or equal to 30 nm). In some embodiments, the gas sensing film has a thickness that is about 50 nm or about 30 nm. The film thickness of the gas sensing films is significant for sensitivity and response time for gas sensing in breath samples. In some embodiments, the device is configured to have a detection limit of 0.1 ppm to 0.5 ppm for at least one of NH.sub.3, TMA, and H.sub.2S. For example, nano-scale (<50 nm) ultrathin films have demonstrated a gas sensing performance under simulated breath conditions (>90% relative humidity (RH) air mixtures) with a detection limit of 0.1 to 0.5 ppm for at least one or more of NH.sub.3, TMA, and H.sub.2S with the detection time of 15 seconds (e.g., as described in Examples 5-7).
[0046] As described above, chemical gas sensor array 110 is comprised of a plurality of chemical gas sensing devices (100-1, 100-2, 100-3, etc.), each of which is comprised of a gas sensing film (106-1, 106-2, 106-3, etc.) Each gas sensing film may consist of any one of a PANI-based film doped with CSA, a PANI-based film doped with DBSA, or a PANI-PEDOT:PSS hybrid material doped with a metal salt.
[0047] In some embodiments, a molar ratio of CSA to PANI is in a range of 1 to 1.5 (e.g., the molar ratio of CSA to PANI is ranging from 1 to 1.25, from 1.25 to 1.5, or from 1.2 to 1.5). In some embodiments, a molar ratio of DBSA to PANI is in a range of 1 to 1.5 (e.g., the molar ratio of DBSA to PANI is ranging from 1 to 1.25, from 1.25 to 1.5, or from 1.2 to 1.5). In some embodiments, a weight percentage of PEDOT:PSS in the metal salt-doped PANI with PEDOT:PSS composite is in a range of 1 wt % to 4 wt % (e.g., in the range of 1 wt % to 2 wt %, 2 wt % to 3 wt %, or 3 wt % to 4 wt %). In some embodiments, the weight percentage of PEDOT:PSS in the metal salt doped PANI with PEDOT:PSS composite is about 3 wt %.
[0048] As shown in
[0049] The gas sensing film 106 may cover the top and side surfaces of the sensor electrodes 104 such that it is in contact also with the substrate 102, as shown in
[0050] In some embodiments, the chemical gas sensor device 100 includes two gas sensing films 106. For example, the chemical gas sensor device 100 includes a first gas sensing film that is positioned on a first surface of the substrate 102 and a second gas sensing film that is positioned on a second surface of the substrate 102. The second surface is opposite to and parallel with the first surface of the substrate. The sensor electrodes 104 can be positioned either between the substrate 102 and either of the first or second gas sensing films or either the first gas sensing film or the second gas sensing film is positioned between the substrate 102 and the sensor electrode 104. The sensor electrodes 104 are electronically connected with the respective adjacent gas sensing film.
[0051] In some embodiments, the gas sensing films 106-1, 106-2, and 106-3 are prepared by forming a PANI-based sensor layer onto one or two surfaces of the substrate 102 by printing and/or coating methods known in the art, including, for example, gravure printing, screen printing, flexographic printing, ink-jet printing, spin coating, spray coating, dip coating, and roll-to-roll coating techniques such as slot-die, comma, and reverse comma coating (see Example 1 which includes sensor fabrication processes). The printing and/or coating of the PANI based sensor layer is followed by a curing process (e.g., ultraviolet (UV), heat, or chemical curing). In instances where the sensor electrode 104 is positioned between the substrate 102 and the gas sensor array 106, the gas sensing films 106-1, 106-2, and 106-3 are prepared on a surface of the sensor electrode 104 instead of on the substrate 102.
[0052] In some embodiments, the substrate 102 is made of an insulating material, such as ceramic, polymer, paper, cardboard, or any other suitable insulating material. The polymer can include, for example, polyethylene terephthalate (PET), polycarbonates (PC), polyamides (PA), polyimides (PI), poly(methyl methacrylate) (PMMA), or any other suitable polymer material. In some embodiments, the substrate 102 is flexible (e.g., non-rigid).
[0053] In some embodiments, the chemical sensor device 100 is configured as a disposable chemical sensor device. As used herein, disposable refers to a device that is made of low-cost materials and that is configured to be disposed of after usage. For example, the substrate 102, the sensor electrodes 104, and the gas sensor array 106 are made of low-cost materials that can be used for chemical sensing while inserting the chemical sensor device 100 to a chemical sensor system (e.g., as described in
[0054]
[0055] The interdigitated electrode layer 200 according to one embodiment and shown in
[0056] In some embodiments, a width of an electrode line (e.g., a width of an electrode line 204 measured in a vertical direction in
[0057] The interdigitated electrode layer 200 can be prepared by printing interdigitated electrode lines onto a surface of the substrate 102 or on a surface of the gas sensing film 106 using conductive printing ink. The electrodes can be printed via screen printing, gravure printing, flexographic printing, ink-jet printing, or other electrode printing methods known in the art. After the printing, the interdigitated electrode layer 200 is cured (see Example 1).
[0058] In some embodiments, the chemical sensor device 100 includes an inductive electrode 210, shown in
Sensor Cartridge
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[0061] The sensor cartridge 400 includes a case 402 including a lower case half 406 and a top case half 414 which when assembled form the case 402 that is configured to surround the other components of the sensor cartridge 400. The lower case half 406 and the top case half 414 are mechanically coupled by a set of fasteners (e.g., screws 416) or clips. As used herein, coupled refers to being connected mechanically or electronically.
[0062] The sensor cartridge 400 also includes an electronic sensing circuit 408, a printed circuit board (PCB) 410, a connector 404, a cartridge (e.g., a slider) 412 for receiving and holding the connector 404 that are, when assembled, positioned inside the case 402. The sensing circuit 408 is electronically connected to the PCB 410. The sensing circuit 408 converts the analog signal, the resistance and/or capacitance changes of each of the gas sensing devices in sensing strip 300, into digital information that can be stored or displayed.
[0063] The connector 404 is configured to electronically couple to the sensing strip 300 so that the connector 404 and the sensing strip 300 are electronically coupled to the sensor cartridge 400. The connector 404 is configured to electronically connect the sensing electrodes 104 of the sensing strip 300 with the PCB 410 and sensing circuit 408 for the detection of resistance and/or capacitance changes in the gas sensing films 106-1, 106-2, and 106-3 of the sensing strip 300 upon chemical interaction with a target gas. For example, the connector 404 includes a strip socket that engages and mounts to the electrodes 104 of the sensing strip 300. The strip socket includes pins configured to electronically connect the sensor electrodes 104 with the PCB 410 when the sensing strip 300 is mounted in the socket (e.g., inserted inside the sensor cartridge 400).
Breath Analyzer
[0064]
[0065] As shown in
[0066] As also shown in
[0067] The board 512 can be additionally electronically coupled with display 514 in encasement 510 which may house a microcontroller unit (MCU) with memory storage. The MCU can be configured to process and store information about detection events. The display 514 can be configured to output (e.g., display) information including detection results to a user. For example, the MCU with memory storage can be used to store values based on the resistance and/or capacitance change during a gas measurement and display a specific target gas and its concentration based on a pattern recognition algorithm and compute the concentration of the target gas.
[0068] The breath analyzer system 500 is configured to dynamically collect breath analytes (e.g., human breath) by timed sampling. Upon interaction with one or more target gases, the sensing strip 300 causes a response signal (e.g., a change in resistance and/or capacitance) to be dynamically recorded and processed to determine the presence and/or concentration of the one or more target gases by analysis of sensor array response pattern and magnitude of dynamic responses.
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[0070] Data for signal analysis and processing are transferred from the sensing strip 300 to the evaluation board 510 via the electronic connection port 516. In
[0071] The breath analyzer system 500 is configured to distinguish different target gases based on the sensor array response pattern. The breath analyzer system 500 is further configured to compute the concentration of respective target gases based on sensor resistance change, and store and display information related to the measurement (e.g., identification and concentration of the target gas).
[0072] Pattern recognition of gases using gas sensor arrays has been described, e.g., by E. Kim et al. in Pattern Recognition for Selective Odor Detection with Gas Sensor Arrays, Sensors 2012 Nov. 23; 12(12): 16262-73. DOI: 10.3390/s121216262. Breath analyzers have been described by Rigas et al in International Patent Publication No. WO 2014/063169, International Patent Publication No. WO 2020/123565 and in International Patent Publication No. WO 2021/021299; an electrochemical method and an electrochemical sensor for breath analysis have been described by Dincer et al in International Patent Publication No. WO 2020/234338; an electrochemical sensor has been described by Metters et al in International Patent Publication WO 2016/124874; a system for sensing and measuring ammonia in breath samples has been described by Killard et al in US Patent Publication U.S. Pat. No. 9,435,788; and gas sensors with inductive coils have been described by R. Potyrailo and C. Surman in A Passive Radio-Frequency Identification (RFID) Gas Sensor With Self-Correction Against Fluctuations of Ambient Temperature, Sens Actuators B: Chem. 2013, 185: 587-593. All of the references cited herein are incorporated by reference in their entirety.
[0073]
[0074] The following examples further illustrate the present invention. These examples are intended merely to be illustrative of the present invention.
EXAMPLES
Example 1: Detailed Sensing Material Composition for Ammonia (NH.SUB.3.) Sensing and Printed Sensor Fabrication Process
[0075]
[0076] As shown in
[0077] PANI-based conducting polymers doped with CSA were prepared by obtaining PANI (EB), camphor sulfonic acid (CSA), and m-cresol (PANI (EB), CSA, and m-cresol available, for example, from Sigma-Aldrich).
[0078] In an alternative procedure, PANI (EB) was mixed with CSA in a molar ratio of CSA:PANI=1.5 (PANI_CSA.sub.1.5), using an agate mortar and pestle in an ambient atmosphere. An appropriate quantity of the resulting mixture was combined with m-cresol, and treated in an ultrasonic bath for 8 hours at 50? C. to form 2.5% (w/w) of PANI_CSA.sub.1.5 solution.
[0079] To prepare a stock solution for the dip coating process, dichloromethane was used to further dilute PANI_CSA.sub.1.5 m-cresol solution to form 0.2% (w/w) solution. The total volume of solution was 1000 ml.
[0080] The dip coating process was carried out using an Ossila dip coater (Ossila Ltd, Sheffield, UK,
[0081] The PANI_CSA.sub.1.5 coated PET substrate illustrated in
[0082] Eighteen individual dip coated PANI_CSA.sub.1.5 sensors were fabricated on a single sheet. The average sensing film thickness was around 30 nm. The measured sensor resistances ranged from 1.5 k? to 3 k?. The individual sensor strips were cut out to insert into the sensor holders for gas testing measurement.
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[0084]
Example 2: Sensing Material Composition for Trimethylamine (TMA) Sensing and Printed Sensor Fabrication Process
[0085] PANI-based conducting polymers doped with DBSA were prepared by obtaining PANI(EB), DBSA, m-cresol, and dichloromethane (Sigma-Aldrich).
[0086] In an alternative procedure, PANI(EB) was mixed with DBSA in a molar ratio of DBSA:PANI=1.5 (PANI_DBSA.sub.1.5). An appropriate quantity of the resulting mixture was placed into m-cresol, and treated in an ultrasonic bath for 8 hours at 50? C. to form 2.5% w/w PANI_DBSA.sub.1.5 solution.
[0087] As described in Example 1 for PANI_CSA.sub.1.5, both dip coating (coating/printing process,
[0088] The sensing mechanism of TMA is similar to that of NH.sub.3, as described in Example 1 and shown in
Example 3: Sensing Material Composition for Hydrogen Sulfide Sensing and Printed Sensor Fabrication Process
[0089]
[0090] A hybrid material was prepared for sensing H.sub.2S, based on PANI, Sn(II) chloride, and PEDOT:PSS composite. Since the initial resistivity of metal salt-doped PANI is high in the native state, PEDOT:PSS, which is known for its high conductivity of up to 500 S/cm, was added to facilitate charge transport in the material and to match the electronic properties of the hybrid material with the resistance range required for sensing.
[0091] Similar to Example 1 and Example 2, both dip coating (coating/printing process,
Example 4: Sensing Performance Toward NH.SUB.3 .Under 90% RH (Simulated Human Breath Condition)
[0092] To study NH.sub.3 sensing performance of PANI_CSA.sub.1.5 under 90% RH condition (the approximate RH of human breath), the changes of PANI_CSA.sub.1.5 resistance after 5-minute NH.sub.3 exposure were measured and sensor response (S) was defined as the relative resistance change, S=(R.sub.t?R.sub.0)/R.sub.0*100%, where R.sub.t equals the resistance of the sensor after a specific time of exposure to NH.sub.3, and R.sub.0 equals sensor resistance at ambient condition before NH.sub.3 exposure.
Example 5: Sensing Performance Toward TMA Under 90% RH (Simulated Human Breath Condition)
[0093] The sensing performance of PANI_DBSA.sub.1.5 sensors toward 0.1 to 1 ppm TMA-90% RH mixtures was demonstrated. Four PANI_DBSA.sub.1.5 sensors were tested toward 0.1, 0.2, 0.5, and 1 ppm TMA under 90% RH condition. The resistance changes of PANI_DBSA.sub.1.5 sensors were measured for 4-minute TMA exposure and sensor response (S) was defined as the relative resistance change, S=(R.sub.t?R.sub.0)/R.sub.0+100%, where R.sub.t is the resistance of the sensor after exposure to the analyte gas for a specific time, and R.sub.0 is sensor resistance at ambient condition before gas exposure.
[0094]
Example 6: Sensing Performance Toward H.SUB.2.S Under 90% RH (Simulated Human Breath Condition)
[0095] The performance of Sn(II) doped PANI-PEDOT:PSS hybrid material toward 1 to 4 ppm H.sub.2S under 90% relative humidity (RH) conditions was demonstrated. Four sensors were used to test toward 1, 2, 3, and 4 ppm H.sub.2S-90% RH mixtures. The resistance changes of each sensor were measured for 10-minute H.sub.2S exposure and sensor response (S) was defined similarly as in Examples 4 and 5.
[0096]
[0097] Calibration curves of Sn(II) doped PANI-PEDOT:PSS sensors toward 1-4 ppm H.sub.2S with 10 to 30 seconds exposure time are depicted in
Example 7: Three-Element Sensor Array for Differentiating H.SUB.2.S, TMA, NH.SUB.3., and TMA-NH.SUB.3 .Mixtures Under 90% RH
[0098] Here, an array of three film sensors consisting of Sn(II) doped PANI-PEDOT:PSS, PANI_CSA.sub.1.5, and PANI_DBSA.sub.1.5 sensors was used to determine the response toward 1 to 4 ppm H.sub.2S, 0.1 to 1 ppm TMA, 1-5 ppm NH.sub.3, and 1-5 ppm NH.sub.3-1 ppm TMA mixtures, under 90% RH.
[0099] For further data analysis, a classification algorithm was used to classify the responses of the sensor array to the four different analytes. Here, the principal component analysis (PCA) technique was used to demonstrate a classification of H.sub.2S, TMA, NH.sub.3, and TMA-NH.sub.3 mixtures based on sensor array response patterns.
[0100] Besides forming a simple three-film sensor array based on the sensor resistance change, three different PANI-based sensing materials were applied to a sensor array based on LCR (inductor-capacitor-resistor) transducers to selectively detect H.sub.2S, TMA, and NH.sub.3 wirelessly.
[0101]
[0102]
Remarks
[0103] The above description and drawings are illustrative and are not to be construed as limiting. Numerous specific details are described to provide a thorough understanding of the disclosure. However, in certain instances, well-known details are not described in order to avoid obscuring the description. Further, various modifications may be made without deviating from the scope of the embodiments.
[0104] Unless stated otherwise, generally, the term about is meant to encompass a variance or range of ?10%.