Patent Application
20140235493
This invention relates generally to materials, chemical sensors and detector devices. Therefore, the present invention relates generally to the fields of chemistry, materials science, chemical engineering, and electrical engineering.
Various vapor sensing devices have been employed to provide a means for monitoring and controlling organic compounds, particularly illicit and security threatening agents like drugs and explosives. Such devices can include chemiresistors and semiconductor devices. Compared to inorganic chemiresistors, organic chemiresistors offer facile deposition procedure as well as various choices and easy tuning of receptors for analyte molecules. Although organic field-effect transistors (FETs) can also be used to detect chemical species, the fabrication is relatively complicated and the performance is affected by many factors, like grain boundaries, surface morphology, molecular structure, etc. As such, novel sensor devices continue to be sought through ongoing development and research efforts.
It has been recognized that it would be advantageous to develop a multimode platform incorporating multiple sensor materials for selective detection of specific analytes, including explosives and drugs. As such, in one embodiment, a multimode gas sensor platform can comprise an array of electrode pairs oriented on a substrate and a plurality of detection zones, wherein the individual electrode pairs are separately addressable. Each detection zone can comprise at least one set of individual electrode pairs within the array, where the individual electrode pairs have organic nanofibers uniformly deposited thereon. The organic nanofibers can be responsive to association with a corresponding target material and the detection zone can be electrically responsive to the corresponding target material.
A sensor for detecting explosives can comprise a housing having an inlet and an outlet. A multimode platform as discussed herein can be positioned in the housing between the inlet and the outlet. A light source can be configured to illuminate at least a first detection zone within the plurality of detection zones.
A method of uniformly depositing organic nanofibers onto an array of electrode pairs can comprise placing a distribution apparatus over the array. The distribution apparatus has a plurality of wells, and at least some of the wells are positioned over corresponding electrode pairs within the array. The method also includes depositing organic nanofibers within the wells and allowing the organic nanofibers to deposit onto the electrode pairs. The distribution apparatus can then typically be removed.
Additionally, a method of uniformly depositing organic nanofibers onto an array of microelectrode pairs can comprise attaching hydrophobic organic ligands to exposed surfaces between corresponding microelectrodes within each microelectrode pair. This method can also include exposing the hydrophobic organic ligands to the organic nanofibers sufficient to allow bonding interaction between the hydrophobic organic ligands and the organic nanofibers. Secure surface deposition of nanofibers thus obtained can result in intimate and electrical contact between nanofibers and the metal electrodes.
Further, a method of detecting an explosive can comprise exposing a multimode platform, including any of those described herein, to a target sample and measuring electrical responses of the organic nanofibers. In one embodiment, the relative responses of the sensors in the array can be used to enhance the system performance.
Features and advantages of the invention will be apparent from the detailed description which follows, taken in conjunction with the accompanying drawings, which together illustrate, by way of example, features of the invention; and, wherein:
These figures are not necessarily to scale and actual dimensions may, and likely will, deviate from those represented. Thus, the drawings should be considered illustrative of various aspects of the invention while not being limiting. Reference will now be made to the exemplary embodiments illustrated, and specific language will be used herein to describe the same. It will nevertheless be understood that no limitation of the scope of the invention is thereby intended.
Before the present invention is disclosed and described, it is to be understood that this disclosure is not limited to the particular process steps and materials disclosed herein because such process steps and materials may vary somewhat. It is also to be understood that the terminology used herein is used for the purpose of describing particular embodiments only. The terms are not intended to be limiting because the scope of the present disclosure is intended to be limited only by the appended claims and equivalents thereof.
It must be noted that, as used in this specification and the appended claims, the singular forms “a,” “an,” and “the” include plural referents unless the context clearly dictates otherwise.
As used herein, “alkyl” refers to a branched, unbranched, or cyclic saturated hydrocarbon group, which typically, although not necessarily, contains from 1 to about 50 carbon atoms, or 1 to about 40 carbon atoms, or 1 to about 30 carbon atoms for example. Alkyls include, but are not limited to, methyl, ethyl, n-propyl, isopropyl, n-butyl, isobutyl, t-butyl, octyl, and decyl, for example, as well as cycloalkyl groups such as cyclopentyl, and cyclohexyl, for example. As used herein, “substituted alkyl” refers to an alkyl substituted with one or more substituent groups. The term “functionalized alkyl” refers to alkyls having functional groups including, but not limited to, heteroatoms, e.g., oxygen and nitrogen; carbonyls; aromatic groups; multiple bonds; and ionic groups. Such functionalized alkyls can therefore include esters, ethers, aryls, ketones, aldehydes, carboxylic acids, alcohols, amines, amides, salts, etc. The term “heteroalkyl” refers to an alkyl in which at least one carbon atom is replaced with a heteroatom. If not otherwise indicated, the term “alkyl” includes unsubstituted alkyl, substituted alkyl, lower alkyl, functionalized alkyls, and heteroalkyl.
As used herein, “nanofiber” refers to any elongated structure having a nanoscale cross-section such as, but not limited to, nanowires, nanobelts, nanoribbons, or other nanofibrous materials.
As used herein, “explosive” refers to explosive compounds, explosive byproducts, and explosive precursors, unless the context dictates otherwise.
As used herein, the term “about” is used to provide flexibility to a numerical range endpoint by providing that a given value may be “a little above” or “a little below” the endpoint. The degree of flexibility of this term can be dictated by the particular variable and would be within the knowledge of those skilled in the art to determine based on experience and the associated description herein.
As used herein, a plurality of items, structural elements, compositional elements, and/or materials may be presented in a common list for convenience. However, these lists should be construed as though each member of the list is individually identified as a separate and unique member. Thus, no individual member of such list should be construed as a de facto equivalent of any other member of the same list solely based on their presentation in a common group without indications to the contrary.
Concentrations, amounts, and other numerical data may be expressed or presented herein in a range format. It is to be understood that such a range format is used merely for convenience and brevity and thus should be interpreted flexibly to include not only the numerical values explicitly recited as the limits of the range, but also to include all the individual numerical values or sub-ranges encompassed within that range as if each numerical value and sub-range is explicitly recited. As an illustration, a numerical range of “about 1 wt % to about 5 wt %” should be interpreted to include not only the explicitly recited values of about 1 wt % to about 5 wt %, but also include individual values and sub-ranges within the indicated range. Thus, included in this numerical range are individual values such as 2, 3.5, and 4 and sub-ranges such as from 1-3, from 2-4, and from 3-5, etc. This same principle applies to ranges reciting only one numerical value. Furthermore, such an interpretation should apply regardless of the breadth of the range or the characteristics being described.
The present inventors have discovered the effective use and construction of a multimode gas sensor platform using uniformly assembled organic nanofibers for detection of various compounds using electrically responsive detection. Additionally, the present inventors have discovered novel sensors and methods related thereto. Notably, such platforms and sensors can be used in the selective detection of target compounds, including explosives.
Specifically, in one embodiment, a multimode gas sensor platform can comprise an array of electrode pairs oriented on a substrate and a plurality of detection zones, wherein individual electrode pairs are separately addressable. Each electrode pair can be formed on a dedicated substrate which is then mounted to a corresponding circuit board or other support substrate. Each detection zone can comprise at least one set of individual electrode pairs within the array, where the individual electrode pairs have organic nanofibers uniformly deposited thereon. The organic nanofibers can be responsive to association with a corresponding target material and the detection zone can be electrically responsive to the corresponding target material.
The corresponding target materials can include any compound that provides an electronic response when exposed to an organic nanofiber. Each detection zone can be selective to a different target compound. In one embodiment, the corresponding target material can be one or more of explosive compounds, explosive byproducts, and explosive precursors. In another embodiment, the corresponding target material can be drugs and narcotics, toxic compounds, industrial compounds, and mixtures thereof.
Drugs can include, but are not limited to, narcotic or hallucinogen compounds, byproducts thereof, or precursors thereof. Non-limiting examples can include methamphetamine, heroin, cocaine, and composites or combinations thereof. Non-limiting examples of toxic compounds can include hydrazine and hydrogen sulfide. Non-limiting examples of industrial compounds include ammonia, ammonium nitrate, and chlorine.
Explosives can generally be nitro-based explosives, ammonia and inorganic salt-based explosives, peroxide-based explosives, byproducts thereof, precursors thereof, and mixtures of these explosives. In one aspect, the explosive can be nitro-based and can be selected from the group consisting of trinitrotoluene (TNT); dinitrotoluene (DNT); 2,3-dimethyl-2,3-dinitrobutane (DMNB); 1,3,5-trinitroperhydro-1,3,5-triazine (RDX); pentaerythritol tetranitrate (PETN); octahydro-1,3,5,7-tetranitro-1,3,5,7-tetrazocine (HMX); nitromethane; nitroglycerin; nitrocellulose; ethylene glycol dinitrate; ammonium nitrate; urea nitrate; and the like. RDX and PETN have extremely low vapor pressure which makes them difficult to detect using conventional technologies.
In another aspect, the explosive can be ammonia or inorganic salt-based such as, but not limited to, ammonia nitrate (NH4NO3), urea nitrate ((NH2)2COHNO3), and highly oxidative reagents such as potassium nitrate (KNO3), potassium chlorate (KCIO3), and potassium perchlorate (KCIO4), dimethyl rnethylphosphonate, and combinations of these explosives.
Non-limiting examples of suitable peroxide-based explosives can include acetone peroxides; triacetone triperoxide (TATP); peroxyacetone; tri-cyclic acetone peroxide (TCAP); diacetone diperoxide (DADP); hexamethylene triperoxide diamine (HMTD); and composites or combinations thereof. Other explosives and explosive additives can also be detected.
The detection zones described herein generally include a pair of electrodes and organic nanofibers deposited thereon. In one aspect, the individual electrode pairs can be interdigitated electrodes. In one embodiment, each of the detection zones can be configured to detect an explosive compound. Detection can be made by changes in electrical signals across the electrode pair. Specifically, the associated nanofibers can be chosen to vary their electrical conductivity upon exposure to specific target materials (and optionally a source excitation light). In this manner, each pair of electrodes can be associated with specific nanofibers which are selectively responsive.
Each detection zone can comprise individual electrode pairs with unique nanofibers on each pair. Alternatively, multiple electrode pairs can be associated with a common nanofiber type so as to provide multiple signal sources for a particular target material. These common detection blocks can be grouped adjacent one another or distributed across the array among other detection zones which have different nanofiber materials. As such, the detection zones can include a plurality of electrode pairs. In one embodiment, each detection zone can be configured for sensing a different compound. In another embodiment, each detection zone can be configured for sensing a group of compounds. In one aspect, the group of compounds can be grouped based on their structure, e.g., nitro-based compound. In another aspect, the group of compounds can be grouped based on their function, e.g., explosive compounds.
In addition to the electrical responses, at least one detection zone can be configured for an optical or visual response. In one embodiment, the plurality of detection zones can include at least one visual detection zone comprising organic nanofibers that fluoresce or have a visual color change when exposed to an explosive compound, an explosive byproduct, or an explosive precursor.
The organic nanofibers discussed herein include any nanofibers that provide an electronic response when exposed to a target compound, although optically responsive nanofibers can also be additionally used. Generally, the organic nanofibers are deposited onto the electrode pair such that the mass of nanofibers maintains a porosity sufficient to allow a target sample to penetrate therein and provide an electronic. Optimal or desired porosity can vary depending on a variety of factors such as, but not limited to, nanofiber type, desired sensitivity, available surface area, target material, and the like. However, typically a pore size ranging from a several nanometers to a several hundreds of nanometers can be suitable, e.g. 5 nm to 400 nm.
Generally, the nanofibers are present on the electrode pair as a nanofiber mass. In one embodiment, the nanofiber mass can be a film. In one aspect, the film can be highly porous. In one embodiment, the film can have a thickness ranging from 20 nm to 10 μm. As such, the organic nanofibers described herein can form a porous film of entangled nanofibers. In one embodiment, the organic nanofibers can have a diameter of about 10 nm to about 900 nm. Although not always required, the organic nanofibers used herein can most often be formed as cofacially stacked fibers where individual constituent molecules are stacked co-facially to form the nanofiber. These structures benefit from pi-pi interactions and bonding between adjacent molecules along the nanofiber. Furthermore, although the nanofibers can be modified (e.g., surface coverage with electron donor or acceptor to enhance the interface charge separation), typically, at least some detection zones utilize nanofibers which are structurally unmodified from the as-formed nanofiber material.
Typically, the building block molecules of the organic nanofibers can be individually selected from the group consisting of: carbazole-cornered, arylene-ethynylene tetracyclic macromolecules, indolocarbazole derivatives thereof, a substituted perylene tetracarboxylic diimide molecule, a substituted a 3,4,9,10-tetracarboxyl perylene molecule, and mixtures thereof. Each of these nanofibers can be more or less selective for particular target explosive compounds. As target compounds are encountered, the target compound is associated with the nanofiber material. The nature of association is not completely understood in all cases. However, the association can be hydrogen bonding, intermediate formation, pi-pi stacking, Van der Waals force, hydrophilic/hydrophobic forces, metal ion/ligand coordination complex, and the like. For example, carbazole-cornered nanofibers can be particularly effective at bonding with nitro-based explosives (e.g. TNT, DNT, nitromethane, DMNB, RDX, PETN, etc.). Arylene-ethynylene tetracyclic macromolecules can be effective at detecting nitro-based explosives. Similarly, indolocarbazole derivatives thereof can be sensitive to detecting nitro-based explosives. In contrast, substituted perylene tetracarboxylic diimide molecule can be particularly suited to detection of ammonia, amine-containing compounds, and fertilizer based explosives such as ammonia nitrate (NH4NO3), urea nitrate ((NH2)2COHNO3), and narcotic or hallucinogen compounds, e.g. methamphetamine, heroin, cocaine, etc., which contain amine groups. A substituted a 3,4,9,10-tetracarboxyl perylene molecule can also be suitable for detection of electron deficient or withdrawing compounds, like nitro-based explosives (e.g. TNT, DNT, nitromethane, DMNB, RDX, and PETN). The mechanism for detection using such perylene molecule based nanofibers is via depletion of photogenerated electrons flowing through the nanofibers.
In one embodiment, the organic nanofibers can be individually selected from the group consisting of: a 3,4,9,10-tetracarboxyl perylene compound having structure I:
where R is a morphology control group, A is a linking group, B is a electron donor that is selective for transferring electrons to PTCDI backbone upon irradiation to make the resulting nanostructures conductive, and R1 through R8 are side groups: a alkyl-substituted, carbazole-cornered, arylene-ethynylene tetracyclic macromolecule of formula II:
wherein R1-R4 are alkyl groups and wherein at least some of the macromolecules are cofacially stacked; and mixtures thereof. Notably, such structures are described in WO 2011/079296 and WO 2011/119752, which are both incorporated by reference in their entireties.
In addition to the electrically responsive materials discussed herein, the present nanofibers can include those that can provide a visual response. As such, in one embodiment, the organic nanofibers can be selected from the group consisting of: a linear carbazole oligomer, a porous hydrophilic material modified with a titanium oxo compound, and mixtures thereof.
In one aspect, the organic nanofibers can be individually selected from the group consisting of: a 3,4,9,10-tetracarboxyl perylene compound having the structure of formula III:
where A and A′ are independently chosen from N—R1, N—R2, and O such that both A and A′ are not O, and R1 through R10 are amine binding moieties, solubility enhancing groups, or hydrogen such that at least one of R1 through R10 is an amine binding moiety; a linear carbazole oligomer having the structure of formula IV:
where n is 3 to 9, Rn are independently selected amine side groups, and at least one Rn is a C1 to C14 alkyl; a carbazole-cornered, arylene-ethynylene tetracyclic macromolecules of formula V:
wherein R1-R4 are alky-containing groups that facilitate cofacial stacking to form tubular morphology, and wherein at least some of the macromolecules are cofacialiy stacked; a porous hydrophilic material modified with a titanium oxo compound having the structure of formula VI:
where L is a ligand, wherein the porous hydrophilic material is capable of detecting hydrogen peroxide vapor by complexing the titanium oxo compound with the hydrogen peroxide to provide a color change; and mixtures thereof. Notably, such structures are described in US 2010/0197039, WO 2012/047330, PCT/US12/49998, and WO 2011/100010, which are all incorporated by reference in their entireties.
A sensor for detecting explosives can comprise a housing having an inlet and an outlet, any multimode platform described herein positioned in the housing between the inlet and the outlet, and a light source configured to illuminate at least a first detection zone within the plurality of detection zones. The housing can also optionally be configured to interface or connect with a handheld computer or other device.
Generally, the sensor is configured to measure the electronic response from the detection zones. Additionally, the detection zones can be individually addressable including, but not necessarily, having individual light sources configured to illuminate corresponding detection zones. Light sources can be dedicated to illuminate a single electrode pair or can illuminate multiple electrode pairs within a region of the array. As such, in one embodiment, the sensor can comprise a second light source that is configured to illuminate a second detection zone within the plurality of detection zones. The light sources discussed herein can be any light source capable of illuminating a detection zone, and in one aspect, individual discrete detections zones. As such, in one embodiment, the light source can be an LED. Light having a wavelength from about 250 nm to about 800 nm can be suitable. Although the light sources can be continuous, the light sources can optionally be configured for intermittent power. Specifically, the light sources can be cycled to turn on at periodic intervals, i.e. every second, every ten seconds, etc. Generally, frequency of illumination can range from about 1 millisecond to about 600 seconds. The pulse duration for each illumination cycle can also be varied. The desired pulse duration can vary depending on the characteristic response properties of the nanofibers and associated target materials. However, as a general guideline, pulse durations can range from about 1 millisecond to about 600 seconds. Furthermore, detections zones can be selectively activated in either a continuous or pulsed illumination scheme. For example, a peroxide detection zone can be activated while leaving other zones inactive.
Additionally, as discussed herein, the plurality of detection zones can include at least one visual detection zone comprising organic nanofibers that fluoresce or have a visual color change when exposed to the corresponding target material. Further, the sensor can comprise a photodetector configured to detect the fluorescence or visual color change.
The sensor can be configured to move a target compound, in one aspect a sample of air containing the target compound, through the sensor to allow for detection. As such, in one embodiment, the substrate of the multimode platform in the sensor can include a plurality of holes allowing air flow from a top surface of the substrate to a bottom surface of the substrate. Additionally, the sensor can include a forced air mechanism adapted to move air across at least a portion of the plurality of detection zones. This forced air mechanism can be a low profile, low amperage fan, pump, or any other mechanism which directs air across the detection zones and array of electrode pairs. This allows any target material within the sample air to contact the detection zones.
The multimode platform can be isolated within the housing such that the air flow is forced across the detection zones and optionally through the plurality of holes. Generally, the substrate can be manufactured of any material that can support the electrode pairs. In one aspect, the substrate can be silicon. The electrode pairs can have widths and inter-electrode gap distances which are adapted or optimized for the corresponding nanofiber deposited on that electrode pair. The electrodes can be formed of any suitable conductive material. Non-limiting examples of suitable conductive material includes gold, copper, silver, aluminum, conductive polymers, and the like. Although electrode lengths (i.e. gaps) can be varied, inter-electrode gaps can be a stronger factor in optimizing signals. Generally, inter-electrode gap distances can range from about 10 nm to about 100 μm. The gap distance can be driven by the resistivity of the materials. For example, a highly conductive material may benefit from a relatively large gap because it increases the effective area over which a target molecule can be captured (i.e., more likely to capture a molecule than one with a shorter gap). Conversely, the resistivity sets an upper limit for how large this gap can be. As such, a gap size can balance the capture zone with the resistivity of the nanofibers. Electrode widths can also be varied. In the context of interdigitated electrodes, widths are defined as electrode finger lengths times the number of fingers within an interdigitated electrode pair. For example, widths can range from about 20 nm (e.g. a single fiber) to 1 m (large, interdigitated electrodes). Variations in width can be affected by similar factors as electrode gaps. Each of these dimensions can be adjusted to balance signal and fit into a specific form factor for a given configuration. Further, each electrode pair can have a top plan surface area with dimensions from about 1 mm to about 50 mm, and in some cases 2 mm to about 10 mm in width and length. However, in one aspect, the top plan surface area can be about 5 mm square. Although specific electrode dimensions can vary, it can be desirable to adjust the electrode dimensions in order to provide a target maximum resistance across the electrodes. For example, in some configurations, it can be desirable to limit maximum resistance to about 1 MO, although a maximum of about 10 GO can also be useful.
Each of the electrode pairs can include electrical traces which individually connect to data collection and/or processing modules. Thus, changes in signals can be associated with each electrode pair independent of other electrode pairs within the array.
The sensor can further comprise a microcontroller module adapted to measure a binding profile of a test sample and to correlate the binding profile with predetermined target compound binding profiles. As discussed herein, such binding profiles can correspond to one or more response characteristics of the sensor to exposure to specific target compounds including: change in resistance, rate of response, rate of recovery, reversibility, emission change and the like. Such characteristics can correspond to the change in electronic responses of the sensor, including the initial amount of response measured upon exposure, residual response after exposure, the rates of change, etc. As such, the sensor can further comprise an electrical interface adapted to connect to a computing device and transmit data from the plurality of detection zones to the computing device. Such data can be used to individually identify a target compound or plurality of target compounds as discussed herein.
The sensor can include a printed circuit board having a microprocessor and memory storage to store data. In one embodiment, the computing device can be a hand held device or a computer having a visual output for indicating explosive detection.
The present sensors can have excellent sensitivity and selectivity, depending on the particular nanofiber composition and configuration. Accordingly, in one embodiment, the sensor can detect the compound in a concentration as low as 1 ppm. In one aspect, the sensor can detect the compound in a concentration as low as 1 ppb. In another aspect, the sensor can detect compound in a concentration as low as 1 ppt.
Turning now to
Turning now to
Additionally, the sensor can include an optional air flow mechanism 212 to circulate air across the detection zones 214. While positioned near the outlet 206 or inlet 204 in
Generally, fabrication of the sensor array relies upon the ability to deposit fibers evenly on the electrodes and confinement of each type of fiber to a specific electrode pair. One method of accomplishing this is to use wells placed on top of the electrode array. Solutions including the nanofibers are dispensed into the wells. Heat can be applied, which facilitates solvent evaporation and the formation of the nanofiber mesh. Eventually, the solvent evaporates completely, leaving a fairly uniform nanofiber mesh on the electrodes. The remaining nanofiber mass can be adherently bonded to the electrode pairs. The nanofiber mass can connect electronically to the electrode pairs.
Turning now to
Turning to
The method can further comprise dispersing the organic nanofibers within a liquid carrier prior to depositing the nanofibers with the wells. Additionally, the method can further comprise removing the liquid carrier prior to removing the distribution apparatus. In one aspect, heat can be applied to the wells after depositing the nanofibers and the liquid carrier to help facilitate removal of the carrier fluid.
Turning now to
As such, turning to
Generally, the hydrophobic organic ligands can be any ligands that allow for hydrophobic interactions between the ligand and an organic nanofiber. In one embodiment, the hydrophobic organic ligand can be an alkylsilane. In one aspect, the alkylsilane can be an alkyltrichlorosilane. In another embodiment, the hydrophobic organic ligands can be selected from the group consisting of: octadecyltrichlorosilane, dodecyltrichlorosilane, trichloro(hexyl)silane, trichloro(phenethyl)silane, trichloro(phenyl)silane, trichloro(1H,1H,2H,2H-perfluoroocty)silane, trichloro(3,3,3-trifluoropropyl)silane, trichloro(octyl)silane, 1H,1H,2H,2H-perfluorooctyltriethoxysilane, trichloro(phenethyl)silane, and mixtures thereof. Such surface treatment can also be used and applied with the distribution apparatus previously discussed.
Turning to
In an alternative processing approach, sensor states and responses can be measured, digitized and stored in an onboard microcontroller. The data can be analyzed by the microcontroller to determine the values of the parameters of interest (e.g., Rresp, Rrecov, Sresp, and Srecov). In this case, the microcontroller can include a microcontroller and computing module to calculate values. The microcontroller can then apply the parameter values to an algorithm (e.g., decision tree, genetic algorithm, neural network, parameterization) to match the measured data to a library of sensor responses to various targets. The absence or presence of matches and any other relevant data (e.g. concentration) can be transmitted to the computer (e.g., by wireless, LAN, USB, etc.). The results can then be relayed to the user, e.g. typically via a graphical interface or display. Accordingly, the processing of data can be accomplished using a separate computing device (e.g. handheld computer, mobile device or desktop) or using electronics integrated on a circuit board to which the sensor array plugs are connected.
The present methods can optionally further comprise recycling the organic nanofibers by dissolving the nanofibers in a first organic solvent and extracting the nanofibers with a second organic solvent. In one embodiment, the first organic solvent can be a halogen-containing solvent. In one aspect, the first organic solvent can be chloroform. In another embodiment, the second organic solvent can be an aqueous alcohol mixture. In one aspect, the second organic solvent can be a mixture of ethanol and water.
Glass cylinders of equal size were made by breaking the ends off glass pipets. These glass cylinders were then attached to a glass slides using a mixture of polystyrene and toluene. After the polystyrene dried, a homogenous mixture of nanofiber and solvent was added equally to each of the cylinders. The glass slides with cylinders attached were then placed on a hot plate and heated in the range of 60-70° C. With the addition of heat, the nanofiber began to clump in the cylinders (
Possible modifications to this process include changing the cross sectional shape of the wells to closely match those of the substrates, applying a coating to the interior of the wells, changing the materials used for the wells, and controlling the temperature of the walls of the wells. The bases of the wells can be sealed (for example, using a gasket and pressure) without the use of adhesive. This can allow arrays of wells to be fabricated and used multiple times in a production environment.
Employing a surface treatment can be used to enhance the aforementioned deposition technique, or a deposition technique not specifically described herein. A non-limiting example of this is formation of an octadecyltrichlorosilane (OTS) monolayer on the SiO2 substrate (a structure similar to that as shown in
The present sensors array can be used in conjunction with a signal processing system to improve selectivity and reduce the rate of false positives. Such a system can monitor the responses for each sensor, including, but not limited to, change in resistance (Rresp), rate of response (Sresp), rate of recovery (Srecov), and reversibility (Rrecov) (
In one embodiment, the algorithm can be decision tree learning. A decision tree is a step-by-step comparison of the relative responses of each sensor in the array. Since each sensor can have a unique response to each analyte (
In another embodiment, the algorithm may be a genetic algorithm. In still another embodiment, the algorithm may be a neural network. The training set used can be either real or simulated data.
In one embodiment, the algorithm may be a parameterization of the sensor responses. The response of each sensor can be modeled by the Langmuir Equation:
where Ri is the response of the i-th sensor, ki,j is the adsorption coefficient of the analyte on the i-th sensor material, pj is the partial pressure of the j-th analyte, and C is a constant. Each Ri is measured and the constants ki,j are known and stored in a library. Then, the total system response to an analyte, Δ, can be described as:
Δj=Δj(R1,R2,K,Rn,pj)
When a chemical species is detected, the relative sensor response will be measured and compared to the training set (the Δ's). A regression or algorithm (e.g., k-nearest neighbor, least squares approximation) will be used to determine which cataloged species yields the responses closest to those that were measured. Restated, each analyte will produce a unique function of sensor responses that can be used to partition the solution space. A simple (non-limiting) example is shown in
While the forgoing examples are illustrative of the principles of the present invention in one or more particular applications, it will be apparent to those of ordinary skill in the art that numerous modifications in form, usage and details of implementation can be made without the exercise of inventive faculty, and without departing from the principles and concepts of the invention. Accordingly, it is not intended that the invention be limited, except as by the claims set forth below.
This application claims the benefit of copending U.S. Provisional Patent Application Ser. No. 61/1626,011, filed on Sep. 19, 2011, which is hereby incorporated by reference in its entirety.
This invention was made with government support under Department of Homeland Security Grant 2009-ST-108-LR0005 and National Science Foundation Grant DGE0903715. The Government has certain rights in this invention.
| Filing Document | Filing Date | Country | Kind | 371c Date |
|---|---|---|---|---|
| PCT/US2012/056096 | 9/19/2012 | WO | 00 | 3/19/2014 |
| Number | Date | Country | |
|---|---|---|---|
| 61626011 | Sep 2011 | US |
