Methods and systems described herein concern machine-learning-assisted materials discovery. One embodiment selects a candidate sample set including a plurality of compositions and performs the following operations iteratively: (1) selects an acquisition sample set, (2) performs a dark electrocatalyst experiment or a photo-electrocatalyst experiment on the compositions in the acquisition sample set to determine one or more properties, (3) trains a machine learning model using the one or more properties, and (4) predicts, based at least in part on one or more outputs of the machine learning model, the one or more properties for one or more compositions in a test sample set including compositions on which an experiment has not yet been performed. When one or more predetermined termination criteria have been satisfied, the embodiment also identifies one or more compositions in the candidate sample set for which the one or more properties satisfy predetermined performance criteria.

Methods and systems described herein concern machine-learning-assisted materials discovery. One embodiment selects a candidate sample set including a plurality of compositions and performs the following operations iteratively: (1) selects an acquisition sample set, (2) performs a dark electrocatalyst experiment or a photo-electrocatalyst experiment on the compositions in the acquisition sample set to determine one or more properties, (3) trains a machine learning model using the one or more properties, and (4) predicts, based at least in part on one or more outputs of the machine learning model, the one or more properties for one or more compositions in a test sample set including compositions on which an experiment has not yet been performed. When one or more predetermined termination criteria have been satisfied, the embodiment also identifies one or more compositions in the candidate sample set for which the one or more properties satisfy predetermined performance criteria.

The present disclosure provides a system for measuring a property of a sample comprising: a test strip for collecting the sample; a diagnostic measuring device configured to receive the test strip and measure a concentration of an analyte in the sample received on the test strip; and the diagnostic measuring device further comprising a processor programmed to execute an analyte correction for correcting a measurement of the sample due to one or more interferents, comprising: calculating an interferent impedance measurement including a magnitude measurement and a phase measurement using a difference identity to generate a sinusoidal signal with an amplitude proportional to the phase difference; and adjusting the measurement of the analyte in the sample using that the calculated interferent impedance measurement.

The present disclosure provides a system for measuring a property of a sample comprising: a test strip for collecting the sample; a diagnostic measuring device configured to receive the test strip and measure a concentration of an analyte in the sample received on the test strip; and the diagnostic measuring device further comprising a processor programmed to execute an analyte correction for correcting a measurement of the sample due to one or more interferents, comprising: calculating an interferent impedance measurement including a magnitude measurement and a phase measurement using a difference identity to generate a sinusoidal signal with an amplitude proportional to the phase difference; and adjusting the measurement of the analyte in the sample using that the calculated interferent impedance measurement.

Various embodiments of the present disclosure are directed to carbon dioxide and/or hydrogen sulphide sampling and detection system and method for determination of the content of gaseous CO2 and/or H2S in a liquid, among other chemical compounds. In one embodiment, the detection system includes a membrane block having a liquid sample inlet port and a sample outlet port between which a sample flow path extends. The membrane block includes a first membrane unit and a second membrane unit. The first membrane unit includes a sample flow on the first side of a first permeable membrane element, and a carrier gas flow on the second side of the first permeable membrane element. The second membrane unit having a sample flow on the first side of a second permeable membrane element and a carrier gas flow on the second side of the second permeable membrane element.

Various embodiments of the present disclosure are directed to carbon dioxide and/or hydrogen sulphide sampling and detection system and method for determination of the content of gaseous CO2 and/or H2S in a liquid, among other chemical compounds. In one embodiment, the detection system includes a membrane block having a liquid sample inlet port and a sample outlet port between which a sample flow path extends. The membrane block includes a first membrane unit and a second membrane unit. The first membrane unit includes a sample flow on the first side of a first permeable membrane element, and a carrier gas flow on the second side of the first permeable membrane element. The second membrane unit having a sample flow on the first side of a second permeable membrane element and a carrier gas flow on the second side of the second permeable membrane element.

A sensing electrode includes a first electrode assembly, a second electrode assembly and a sealing component. The first electrode assembly includes an inner tubular body and a reference electrode component installed in the inner tubular body. The second electrode assembly includes an outer tubular body and a working electrode component installed in the outer tubular body. The first electrode assembly is installed in the outer tubular body. The sealing component is located between the inner and outer tubular bodies and provided to inhibit infiltration of an etching solution into the outer tubular body and leakage of an electrolyte from the inner tubular body. Thus, the sensing electrode has a better stability and service life.

A sensing electrode includes a first electrode assembly, a second electrode assembly and a sealing component. The first electrode assembly includes an inner tubular body and a reference electrode component installed in the inner tubular body. The second electrode assembly includes an outer tubular body and a working electrode component installed in the outer tubular body. The first electrode assembly is installed in the outer tubular body. The sealing component is located between the inner and outer tubular bodies and provided to inhibit infiltration of an etching solution into the outer tubular body and leakage of an electrolyte from the inner tubular body. Thus, the sensing electrode has a better stability and service life.

A electrochemical sensor (100) for sensing an analyte in an associated volume (106), the sensor comprising a first solid element (126), a second solid element (128) being joined to the first solid element, a chamber (110) being placed at least partially between the first solid element and the second solid element, a working electrode (104) in the chamber (110) and wherein one or more analyte permeable openings (122) connect the chamber with the associated volume (106) and wherein the electrochemical sensor (100) further comprises an analyte permeable membrane (124) in said one or more analyte permeable openings, and wherein the one or more analyte permeable openings are arranged so that a distance from any point in at least one cross-sectional plane to the nearest point of a wall of said opening is 25 micrometer or less.

A electrochemical sensor (100) for sensing an analyte in an associated volume (106), the sensor comprising a first solid element (126), a second solid element (128) being joined to the first solid element, a chamber (110) being placed at least partially between the first solid element and the second solid element, a working electrode (104) in the chamber (110) and wherein one or more analyte permeable openings (122) connect the chamber with the associated volume (106) and wherein the electrochemical sensor (100) further comprises an analyte permeable membrane (124) in said one or more analyte permeable openings, and wherein the one or more analyte permeable openings are arranged so that a distance from any point in at least one cross-sectional plane to the nearest point of a wall of said opening is 25 micrometer or less.