Abstract: Embodiments of the present disclosure are directed to multilayer films. Embodiments of the multilayer films may include a first layer comprising a first polyolefin, a second layer comprising a second polyolefin, a third layer comprising a third polyolefin, fourth layer comprising a fourth polyolefin, and a fifth layer comprising a fifth polyolefin. The second layer may be positioned between the first layer and the third layer; the third layer may be positioned between the second layer and the fourth layer; and the fourth layer may be positioned between the third layer and the fifth layer. Two or more of the first polyolefin, second polyolefin, third polyolefin, and fourth polyolefin may be the same or different. The third polyolefin may be a polyethylene composition having a density of 0.924 g/cm3 to 0.936 g/cm3 and a melt index (I2) of 0.25 g/10 minutes to 2.0 g/10 minutes.

Abstract: A system for identifying root cause of anomalies in execution of an application comprising a plurality of operations is provided. The system comprising a preprocessing module configured to receive tracing data comprising a plurality of tracing spans each documenting, for a corresponding operation of the application, a plurality of properties and corresponding values, a signal splitting module configured to group the plurality of tracing spans in a plurality of groups such that each of the plurality of groups comprises operations with identical properties and corresponding values, an anomaly detection module configured to determine anomalous operations for each of the plurality of tracing data spans, a scoring module configured to calculate a plurality of anomaly scores each indicating a level of anomaly within each of the plurality of groups and a root cause identification module configured to analyze the anomaly scores and identify root cause of the detected anomalies according to the analysis.

Abstract: A fault injection system for a software system, wherein the software system includes executable commands, events generated by commands and states representing a state of a state machine between two events, wherein a fault injection rule database is configured to provide a rule for injecting a selected fault, wherein the rule provides a fault injection decision in the occurrence of a selected command, a selected state during which fault injection is to occur and a condition under which fault injection is to occur; an estimator module is configured to determine when the selected state will occur related to the execution of the selected command and to provide a duration of a state as a time interval for fault injection, wherein the determination is based on a predictive time model; and an injector module is configured to execute the selected command and to inject the selected fault during the time interval.

Abstract: A communications enhancement computing system for connecting multiple users while balancing audio noise comprises a memory, a network interface device and a processor configured for applying signal processing techniques to a dataset of environmental sounds to extract sound characteristics of said sounds, executing a first deep neural network algorithm to train a first machine learning classification model for classifying sounds by label, executing a second deep neural network algorithm to train a second machine learning classification model for classifying sounds by environment, receiving, via the communications network, input sounds from a user and executing the first and second classification models to classify the input sounds by label and by environment, defining a sound softening technique configured to apply to audio from the user, wherein said sound softening technique is based on the environment and label, and executing the sound softening techniques to a continuous audio feed from the user.

Abstract: A system for identifying root cause of anomalies in execution of an application comprising a plurality of operations is provided. The system comprising a preprocessing module configured to receive tracing data comprising a plurality of tracing spans each documenting, for a corresponding operation of the application, a plurality of properties and corresponding values, a signal splitting module configured to group the plurality of tracing spans in a plurality of groups such that each of the plurality of groups comprises operations with identical properties and corresponding values, an anomaly detection module configured to determine anomalous operations for each of the plurality of tracing data spans, a scoring module configured to calculate a plurality of anomaly scores each indicating a level of anomaly within each of the plurality of groups and a root cause identification module configured to analyze the anomaly scores and identify root cause of the detected anomalies according to the analysis.

Abstract: A tracing system for managing failures of a service provided by a distributed system, the tracing system comprising a state machine store configured to store a distributed execution state machine (DESM), wherein states of the DESM correspond to predetermined milestones of the service and transitions of the DESM correspond to one or more instructions of the service; a logging unit configured to record events of the distributed system in a log store, wherein an event indicates a state and/or a transition of the DESM; a process reconstruction subsystem configured to reconstruct a trace of the DESM from the events stored in the log store; and a linking unit configured to link logging information of the distributed system to the states.

Abstract: An apparatus is configured for performing a computer-implemented method comprising: receiving data comprising physical measurements of a biological organ across a three-dimensional (3D) volume, the organ having a hierarchical structure of elements with multiple levels; transforming the physical measurement data into a two-dimensional (2D) data representation having first and second axes, wherein the first axis corresponds to location of an element a spatial path through the three-dimensional volume based on the hierarchical structure of the organ, and the second axis corresponds to descending successive levels through said hierarchical structure; and outputting the two-dimensional data representation to an apparatus for display.

Abstract: A fault injection system for a software system, wherein the software system includes executable commands, events generated by commands and states representing a state of a state machine between two events, wherein a fault injection rule database is configured to provide a rule for injecting a selected fault, wherein the rule provides a fault injection decision in the occurrence of a selected command, a selected state during which fault injection is to occur and a condition under which fault injection is to occur; an estimator module is configured to determine when the selected state will occur related to the execution of the selected command and to provide a duration of a state as a time interval for fault injection, wherein the determination is based on a predictive time model; and an injector module is configured to execute the selected command and to inject the selected fault during the time interval.

Abstract: A tracing system for managing failures of a service provided by a distributed system, the tracing system comprising a state machine store configured to store a distributed execution state machine (DESM), wherein states of the DESM correspond to predetermined milestones of the service and transitions of the DESM correspond to one or more instructions of the service; a logging unit configured to record events of the distributed system in a log store, wherein an event indicates a state and/or a transition of the DESM; a process reconstruction subsystem configured to reconstruct a trace of the DESM from the events stored in the log store; and a linking unit configured to link logging information of the distributed system to the states.

Abstract: An apparatus is configured for performing a computer-implemented method comprising: receiving data comprising physical measurements of a biological organ across a three-dimensional (3D) volume, the organ having a hierarchical structure of elements with multiple levels; transforming the physical measurement data into a two-dimensional (2D) data representation having first and second axes, wherein the first axis corresponds to location of an element a spatial path through the three-dimensional volume based on the hierarchical structure of the organ, and the second axis corresponds to descending successive levels through said hierarchical structure; and outputting the two-dimensional data representation to an apparatus for display.

Abstract: One embodiment of the invention provides a computer-implemented method of annotating images in a data set comprising a first set of images which initially have annotations and a second set of images which initially do not have annotations. The method comprises the steps of determining spatial correspondences for all pairs of images in the data set, wherein each spatial correspondence represents a mapping of a location in a first image to a corresponding location in a second image. For each mapping, the method further comprises calculating a connection strength between the location in the first image and the corresponding location in the second image.

Abstract: One embodiment of the invention provides a computer-implemented method of annotating images in a data set comprising a first set of images which initially have annotations and a second set of images which initially do not have annotations. The method comprises the steps of determining spatial correspondences for all pairs of images in the data set, wherein each spatial correspondence represents a mapping of a location in a first image to a corresponding location in a second image. For each mapping, the method further comprises calculating a connection strength between the location in the first image and the corresponding location in the second image.

Abstract: In one embodiment the present invention includes a computer-implemented method of measuring process compliance. The method includes storing an adopted reference model of a business process and storing process instances of the business process. The method further includes generating an as-is model from the plurality of process instances. The method further includes calculating a sequence-based compliance measurement between the adopted reference model and the as-is model. The method further includes outputting the sequence-based compliance measurement. The sequence-based compliance measurement may be used to evaluate or to improve the business process.

Abstract: In one embodiment the present invention includes a computer-implemented method of measuring process compliance. The method includes storing an adopted reference model of a business process and storing process instances of the business process. The method further includes generating an as-is model from the plurality of process instances. The method further includes calculating a sequence-based compliance measurement between the adopted reference model and the as-is model. The method further includes outputting the sequence-based compliance measurement. The sequence-based compliance measurement may be used to evaluate or to improve the business process.

Abstract: The present invention concerns an apparatus for recovering and moulding stones and ornamental rocks. It comprises the following components: a) a base structure (10) that works as a housing for both hydraulic and electrical systems and as a base for the inferior mould (5); b) an inferior base (12), placed over the upper exterior side of the base structure (10), that works as a base for the inferior mould (5); c) a guide structure (2) connecting the inferior base (12) to an upper base (11) placed in the top and fixed to the base structure (10); d) a hydraulic cylinder (3) vertically placed at the centre of the upper base (11); e) a coupled upper mould (4) comprising cutting blades (14), embodied in the cylinder (3), which defines the shape of the product; f) an inferior mould (5) placed on the inferior base (12), which is similar to the upper mould (4). The present invention is useful to transform stones, stone residue and ornamental rocks in pieces that can be used in construction as a revetment or a cover.