Abstract: In some implementations, a system may obtain, using a configuration manager, a configuration file associated with a multi-layer model platform, the configuration file comprising one or more parameter values associated with one or more parameters, wherein the one or more parameters are associated with at least one data source, at least one model algorithm, a model structure, at least one model running environment, and at least one model dependency. The system may generate, using the configuration manager in association with the configuration file, a multi-layer model instance. The system may deploy the multi-layer model instance in the at least one model running environment.

Abstract: An embodiment represents composition of molecules in a feedstock as a combination of individual molecule representations and molecular attribute representations. A representation of chemistry of a chemical reaction of the feedstock in a chemical reactor is then formulated based on the representations. Then, a simulation of the chemical reaction of the feedstock in the reactor is performed using the representations to determine composition of products of the reaction. A first subset of the products are represented as individual molecule represented products, and a second subset of the products are represented as attribute represented products. In turn, the attribute represented products of the second subset are sampled to determine individual molecule representations of the attribute represented products. As a consequence of the sampling, individual molecule representations of the first and second subsets of the products of the chemical reaction of the feedstock in the chemical reactor result.

Abstract: Systems and methods for augmenting feature selection for a first machine learning model using feature interactions from a preliminary feature set used for a second model. In some aspects, the system receives a first candidate set of features to train a machine learning model. The system also receives a precursor feature set used to train a precursor machine learning model in preparation for the machine learning model. Using the first candidate set of features and the precursor feature set, the system trains an algorithm to produce an interaction matrix, wherein the interaction matrix indicates an explanative power of each feature when combined with other features. Based on the interaction matrix, the system generates a subset of features from the first candidate set of features and the precursor feature set using a selection program. The system thus trains the machine learning model to use the subset of features as input.

Abstract: Embodiments represent a composition of molecules, in a chemical feedstock as a probabilistic combination of (i) a subset of a plurality of structural attribute representations and (ii) a subset of a plurality of individual molecule representations. Then, representations of reaction paths and reaction kinetics are determined based on the plurality of structural attribute representations and the plurality of individual molecule representations. A simulation is automatically performed of a chemical process on the feedstock that results in a processed feedstock using (i) the subset of the plurality of structural attribute representations, (ii) the subset of the plurality of individual molecule representations, and (iii) the determined representations of the reaction paths and reaction kinetics.

Abstract: Described is a computer-implemented method for modeling an equilibrium separation in a chemical separator. The method can include representing a feedstock of the chemical separator as a collection of molecules, each molecule having a mole fraction. A cluster analysis is performed on the feedstock based on a property of the collection of molecules to generate thermodynamic lumps. A mapping identity table is generated that identifies each molecule of the collection of molecules in the feedstock. A simulation of a chemical separation of the thermodynamic lumps is performed. The mole fraction of molecules in a resultant first phase and the mole fraction of molecules in a resultant second phase is determined.

Abstract: In some implementations, a system may obtain, using a configuration manager, a configuration file associated with a multi-layer model platform, the configuration file comprising one or more parameter values associated with one or more parameters, wherein the one or more parameters are associated with at least one data source, at least one model algorithm, a model structure, at least one model running environment, and at least one model dependency. The system may generate, using the configuration manager in association with the configuration file, a multi-layer model instance. The system may deploy the multi-layer model instance in the at least one model running environment.

Abstract: In some implementations, a system may obtain an object comprising a plurality of sub-objects. The system may identify a schema associated with serialization and deserialization of the object, the schema defining a plurality of mappings. Each mapping in the plurality of mappings may associate a respective set of sub-objects in the plurality of sub-objects with a file in a plurality of files. The system may process the object according to the schema to obtain the plurality of files. The system may provide an output including the plurality of files.

Abstract: A three-dimensional (3D) microscope includes various insertable components that facilitate multiple imaging and measurement capabilities. These capabilities include Nomarski imaging, polarized light imaging, quantitative differential interference contrast (q-DIC) imaging, motorized polarized light imaging, phase-shifting interferometry (PSI), and vertical-scanning interferometry (VSI).

Abstract: A three-dimensional (3D) microscope includes various insertable components that facilitate multiple imaging and measurement capabilities. These capabilities include Nomarski imaging, polarized light imaging, quantitative differential interference contrast (q-DIC) imaging, motorized polarized light imaging, phase-shifting interferometry (PSI), and vertical-scanning interferometry (VSI).

Abstract: The present disclosure provides circulation system and method for detecting immune adherence of porcine erythrocytes. The system includes: a flow chamber, a gasket, a mobile-phase liquid storage bottle, a peristaltic pump, silicone hoses, and a cell culture dish provided with a glass slide, where the gasket is placed on an edge of the glass slide, and the flow chamber is covered on the gasket; the flow chamber, the mobile-phase liquid storage bottle, and the peristaltic pump are connected in sequence with the silicone hoses to form the circulation system; and a porcine erythrocyte suspension of immune adherence-sensitized GFP-E. coli is injected into the mobile-phase liquid storage bottle. In the present disclosure, the circulation system and method for detecting immune adherence of porcine erythrocytes can be used for detection and analysis of working parameters such as a mobile phase flow velocity, a shear force, and a maximum retention time.

Abstract: A three-dimensional (3D) microscope includes various insertable components that facilitate multiple imaging and measurement capabilities. These capabilities include Nomarski imaging, polarized light imaging, quantitative differential interference contrast (q-DIC) imaging, motorized polarized light imaging, phase-shifting interferometry (PSI), and vertical-scanning interferometry (VSI).

Abstract: A three-dimensional (3D) microscope includes various insertable components that facilitate multiple imaging and measurement capabilities. These capabilities include Nomarski imaging, polarized light imaging, quantitative differential interference contrast (q-DIC) imaging, motorized polarized light imaging, phase-shifting interferometry (PSI), and vertical-scanning interferometry (VSI).

Abstract: A method and system for determining an irradiation dose. The method for determining the irradiation dose includes determining a pixel having a biological feature in a region of interest in a radiotherapy simulated locating image by using a retrospective label; extracting a local radiomics feature based on the pixel having the biological feature, in which the local radiomics feature includes a grayscale histogram intensity, a tumor shape feature, a textural feature, a Laplacian of Gaussian filtering feature, and a wavelet feature; acquiring the local radiomics features to be measured; identifying a positive region having the local radiomics features to be measured based on the local radiomics features; performing three-dimensional reconstruction for the peripheral boundary of the positive region to determine a three-dimensional image.

Abstract: A method and system for determining an irradiation dose. The method for determining the irradiation dose includes determining a pixel having a biological feature in a region of interest in a radiotherapy simulated locating image by using a retrospective label; extracting a local radiomics feature based on the pixel having the biological feature, in which the local radiomics feature includes a grayscale histogram intensity, a tumor shape feature, a textural feature, a Laplacian of Gaussian filtering feature, and a wavelet feature; acquiring the local radiomics features to be measured; identifying a positive region having the local radiomics features to be measured based on the local radiomics features; performing three-dimensional reconstruction for the peripheral boundary of the positive region to determine a three-dimensional image.

Abstract: An embodiment represents composition of molecules in a feedstock as a combination of individual molecule representations and molecular attribute representations. A representation of chemistry of a chemical reaction of the feedstock in a chemical reactor is then formulated based on the representations. Then, a simulation of the chemical reaction of the feedstock in the reactor is performed using the representations to determine composition of products of the reaction. A first subset of the products are represented as individual molecule represented products, and a second subset of the products are represented as attribute represented products. In turn, the attribute represented products of the second subset are sampled to determine individual molecule representations of the attribute represented products. As a consequence of the sampling, individual molecule representations of the first and second subsets of the products of the chemical reaction of the feedstock in the chemical reactor result.

Abstract: A three-dimensional (3D) microscope includes various insertable components that facilitate multiple imaging and measurement capabilities. These capabilities include Nomarski imaging, polarized light imaging, quantitative differential interference contrast (q-DIC) imaging, motorized polarized light imaging, phase-shifting interferometry (PSI), and vertical-scanning interferometry (VSI).

Abstract: A three-dimensional (3D) microscope includes various insertable components that facilitate multiple imaging and measurement capabilities. These capabilities include Nomarski imaging, polarized light imaging, quantitative differential interference contrast (q-DIC) imaging, motorized polarized light imaging, phase-shifting interferometry (PSI), and vertical-scanning interferometry (VSI).

Abstract: A three-dimensional (3D) microscope includes various insertable components that facilitate multiple imaging and measurement capabilities. These capabilities include Nomarski imaging, polarized light imaging, quantitative differential interference contrast (q-DIC) imaging, motorized polarized light imaging, phase-shifting interferometry (PSI), and vertical-scanning interferometry (VSI).

Abstract: A method and system for determining an irradiation dose. The method for determining the irradiation dose includes determining a pixel having a biological feature in a region of interest in a radiotherapy simulated locating image by using a retrospective label; extracting a local radiomics feature based on the pixel having the biological feature, in which the local radiomics feature includes a grayscale histogram intensity, a tumor shape feature, a textural feature, a Laplacian of Gaussian filtering feature, and a wavelet feature; acquiring the local radiomics features to be measured; identifying a positive region having the local radiomics features to be measured based on the local radiomics features; performing three-dimensional reconstruction for the peripheral boundary of the positive region to determine a three-dimensional image.

Abstract: A computer-implemented method and system for modeling chemical reaction in a chemical reactor is disclosed. The method and system employ a molecule-based equation-oriented approach. Local-stored pre-estimated thermodynamic properties are generated based on a set of homologous series of compounds defined by the method and system. A set of reaction rate equations is automatically generated in equation-oriented format based on the defined set of homologous series of compounds, a system-defined set of permissible reactions, system-defined properties of the reactor compounds, and the locally-stored pre-estimated thermodynamic properties. The automatically generated set of reaction rate equations forms the model of chemical reactions in the chemical reactor.