Abstract: A computer-implemented method is provided for generating a digital image. The method includes inputting a prompt that provides a textual description of the image into a trained machine learning model to generate the image based on the prompt, and processing the image. Processing the image includes determining presence of one or more humans in the image by detecting one or more human faces using a face detection algorithm, if at least one human face is detected, which is indicative of at least one human present in the image, determining whether there is at least one anatomical deformity associated with the at least one human, and if at least one anatomical deformity is detected, performing correction of the at least one anatomical deformity. The method further includes grading, by the computing device, the image to generate a final score to evaluate image quality.

Abstract: A computer-implemented method is provided for generating a digital image. The method includes inputting a prompt that provides a textual description of the image into a trained machine learning model to generate the image based on the prompt, and processing the image. Processing the image includes determining presence of one or more humans in the image by detecting one or more human faces using a face detection algorithm, if at least one human face is detected, which is indicative of at least one human present in the image, determining whether there is at least one anatomical deformity associated with the at least one human, and if at least one anatomical deformity is detected, performing correction of the at least one anatomical deformity. The method further includes grading, by the computing device, the image to generate a final score to evaluate image quality.

Abstract: A system for measuring a concentration of lead in water includes a variable electrode having lead ionophore II and a reference electrode electrically connected to the variable electrode and having carbon nanotubes. A potentiometer is electrically connected to the variable and reference electrodes, and the potentiometer generates a signal reflective of the electrical potential between the variable and reference electrodes when the variable and reference electrodes are immersed in the water. A method for measuring a concentration of lead in water may include preparing a variable electrode having lead ionophore II and a reference electrode having carbon nanotubes. The method may further include electrically connecting a potentiometer with the variable and reference electrodes, immersing the variable and reference electrodes in the water, and generating a signal from the potentiometer reflective of the electrical potential between the variable and reference electrodes in the water.

Abstract: A filter assembly and a method of operating the same to detect water leaks are provided. The filter assembly includes a filter housing for receiving a filter cartridge and at least partially defining a drain trough positioned below the filter cartridge for collecting leaked water. A light source is positioned proximate the drain trough for directing light through the drain trough and a light sensor is positioned proximate the drain trough for sensing the light directed through the drain trough. A controller uses the light sensor to monitor the light generated by the light source and determines that a leak exists when an intensity of sensed light is reduced by the leaked water.

Abstract: A system for measuring a concentration of lead in water includes a variable electrode having a mixture of lead ionophore II, carbon nanotubes, and a first binder. A reference electrode includes a mixture of carbon nanotubes and a second binder. A meter is electrically connected in series with the variable and reference electrodes, and the meter generates a signal reflective of the concentration of lead in the water when the variable and reference electrodes are immersed in the water. A method for measuring a concentration of lead in water may include preparing a variable electrode having lead ionophore II and a reference electrode having carbon nanotubes. The method may further include electrically connecting a meter with the variable and reference electrodes, immersing the variable and reference electrodes in the water, and generating a signal from the meter reflective of the concentration of lead in the water.

Abstract: A contaminant measurement system is provided. The system is operable to detect and measure a concentration level of a preselected contaminant, e.g., lead, in water disposed within a chamber of the system. The system includes a detection agent that is operable to interact with the preselected contaminant in the water. The detection agent can be a plurality of polymeric beads or a membrane, for example. The system has a sensing circuit that includes a pair of electrodes spaced from one another and both at least partially disposed in the water. A controller is communicatively coupled with the sensing circuit and is configured to receive one or more electric signals from the sensing circuit. The controller determines a parameter indicative of the concentration level of the preselected contaminant based on the one or more electrical signals. The controller then determines and outputs the concentration level of the preselected contaminant.

Abstract: A system and method are directed to detecting the presence of heavy metals in a flowing fluid, such as a drinking water supply. The system includes a first chamber for receiving a filtered portion of the fluid and a second chamber for receiving an unfiltered portion of the fluid. A test device measures electrical properties of the filtered fluid in the first chamber and the unfiltered fluid in the second chamber, such as an electric potential difference, and a controller can use the measured electrical properties to detect the presence or quantity of one or more heavy metals within the fluid, such as lead, cadmium, zinc, nickel, and/or copper.

Abstract: A system and method are directed toward the synthesis of polymeric capsules using a phase inversion process by extrusion of polymeric droplets through a syringe-needle assembly or an iris-shutter mechanism. The polymeric solution may be prepared by dissolving PAN (polyacrylonitrile) polymer in DMF (Dimethyl Formamide) solvent at high temperature through continuous stirring. Following preparation of the capsules, further treatment was initiated using triethylamine in gelation bath to make the final product an efficient removal agent of water hardness.

Abstract: A system and method are directed to detecting the presence of heavy metals in a flowing fluid, such as a drinking water supply. The system includes a first chamber for receiving a filtered portion of the fluid and a second chamber for receiving an unfiltered portion of the fluid. A test device measures electrical properties of the filtered fluid in the first chamber and the unfiltered fluid in the second chamber, such as an electric potential difference, and a controller can use the measured electrical properties to detect the presence or quantity of one or more heavy metals within the fluid, such as lead, cadmium, zinc, nickel, and/or copper.

Abstract: A filter assembly and a method of operating the same to detect water leaks are provided. The filter assembly includes a filter housing for receiving a filter cartridge and at least partially defining a drain trough positioned below the filter cartridge for collecting leaked water. A light source is positioned proximate the drain trough for directing light through the drain trough and a light sensor positioned proximate the drain trough for sensing the light directed through the drain trough. A controller uses the light sensor to monitor the light generated by the light source and determines that a leak exists when an intensity of sensed light is reduced by the leaked water.

Abstract: A contaminant measurement system is provided. The system is operable to detect and measure a concentration level of a preselected contaminant, e.g., lead, in water disposed within a chamber of the system. The system includes a detection agent that is operable to interact with the preselected contaminant in the water. The detection agent can be a plurality of polymeric beads or a membrane, for example. The system has a sensing circuit that includes a pair of electrodes spaced from one another and both at least partially disposed in the water. A controller is communicatively coupled with the sensing circuit and is configured to receive one or more electric signals from the sensing circuit. The controller determines a parameter indicative of the concentration level of the preselected contaminant based on the one or more electrical signals. The controller then determines and outputs the concentration level of the preselected contaminant.

Abstract: A system and method are directed toward the synthesis of polymeric capsules using a phase inversion process by extrusion of polymeric droplets through a syringe-needle assembly or an iris-shutter mechanism. The polymeric solution may be prepared by dissolving PAN (polyacrylonitrile) polymer in DMF (Dimethyl Formamide) solvent at high temperature through continuous stirring. Following preparation of the capsules, further treatment was initiated using triethylamine in gelation bath to make the final product an efficient removal agent of water hardness.