Abstract: A method of process model creation. The method may include the steps of receiving the source file, and detecting elements of the source file, including detecting a plurality of objects in an image. The method may further include predicting one or more element types associated with the detected plurality of objects. The method may also include generating, based at least in part on the detected plurality of objects and the predicted element types, an intermediate model, and converting the intermediate model to a process model. Also, a method of building a machine learning model. The method may include receiving a first set of process diagram training images, and identifying a first plurality of objects within the first set of process diagram training images. The method may also include tagging at least some of the first plurality of objects, and generating predictions of the tagged first plurality of objects.

Abstract: Systems and methods for systems and methods for automatically managing updates to traffic control devices that are determined to not impact traffic flows during the update process are described. A system embodiment includes, but is not limited to, a processor; a vehicle data source; a traffic control device monitor; a traffic control device location source; an update distribution system; at least one traffic control device communicatively coupled with the update distribution system; and a device notification system, wherein the processor is configured to analyze data received from at least one of the vehicle data source, the traffic control device monitor, and the traffic control device location source and determine whether the at least one traffic control device can switch to an updated traffic control device component from the update distribution system without impacting traffic flow of vehicles past the least one traffic control device.

Abstract: According to an example, print client based marking may include instructing a repository to store metadata related to a document. A machine-readable mark that includes an identification of a location of the metadata may be printed on the document.

Abstract: According to an example, print client based marking may include instructing a repository to store metadata related to a document. A machine-readable mark that includes an identification of a location of the metadata may be printed on the document.