Abstract: Aspects of the present invention provide methods, systems, and/or the like for: (1) receiving current thermal imaging data for a portion of a paper web in the paper manufacturing process; (2) determining force data for the portion of the paper web; (3) processing, to produce a first data analysis result, current thermal imaging data, the force data, and paper profile data using a machine-learning model trained with respective historical thermal imaging data, respective historical force data, and respective paper profile data for each respective prior paper breakage event in a set of prior paper breakage events; (4) generating, based on the first data analysis result, a prediction as to an occurrence of the paper break on the portion of the paper web; (5) identifying a preventative action based on the prediction; and (6) facilitating performance of the preventative action.

Abstract: Aspects of the present invention provide methods, systems, and/or the like for: (1) receiving current thermal imaging data for a portion of a paper web in the paper manufacturing process; (2) determining force data for the portion of the paper web; (3) processing, to produce a first data analysis result, current thermal imaging data, the force data, and paper profile data using a machine-learning model trained with respective historical thermal imaging data, respective historical force data, and respective paper profile data for each respective prior paper breakage event in a set of prior paper breakage events; (4) generating, based on the first data analysis result, a prediction as to an occurrence of the paper break on the portion of the paper web; (5) identifying a preventative action based on the prediction; and (6) facilitating performance of the preventative action.

Abstract: Various embodiments of the present invention provide methods, apparatuses, systems, computing devices, computing entities, and/or the like for monitoring and/or controlling processing parameters for an industrial process. In various embodiments, a method is provided that comprises: receiving media of a processing region of an industrial process that comprises an object, wherein the media comprises media elements, and each media element comprises a field of view of the object; identifying a set of pixels found in the area of interest; and for each media element: extracting an attribute value from each pixel found in the media element; constructing an attribute profile comprising the attribute value for each pixel; mapping the attribute profile to a mapped profile that comprises at least one property value that correlates to at least one attribute value; and providing the mapped profile to a control system to use in controlling processing parameters of the industrial process.

Abstract: Various embodiments include methods, apparatuses, systems, and computing devices that are configured to: (1) receive media of a processing region of an industrial process, where the processing region comprises at least one object, the media comprises a plurality of media elements, and each of the media elements comprises a field of view of the at least one object; (2) identify based on an area of interest, a set of pixels, wherein the field of view comprises the area of interest; (3) for each media element of the plurality of media elements: (a) extract an attribute value from each pixel of the set of pixels found in the media element, and (b) construct a respective array comprising each attribute value; (4) combine each of the respective arrays in a data structure; and (5) analyze the data structure to provide data on a processing parameter associated with the industrial process.