Abstract: In some implementations, there is provided a method, which includes transforming, by the recommendation system, a first data set into the principal component analysis domain; rotating, by the recommendation system, the transformed first data first data set into a common axis system; comparing, by the recommendation system, the rotated, transformed first data set to at least one of a plurality of reference data sets having been rotated into the common axis system; and identifying, by the recommendation system, at least one reference data set, the identifying based on the comparing. Related systems, methods, and articles of manufacture are also disclosed.

Abstract: In some implementations, there is provided a method, which includes receiving, at a recommendation system, a failure notice representing a failure detected by a sensor monitoring an object; comparing, by the recommendation system, the failure notice to a plurality of reference failure notices to identify at least one matching failure notice, the comparing based on a domain-by-domain scoring between the failure notice and the plurality of reference failure notices; and generating, by the recommendation system, a message including a suggested solution including at least one task to remedy the failure, the suggested solution obtained from the at least one matching failure notice. Related systems, methods, and articles of manufacture are also disclosed.

Abstract: In some implementations, there is provided a method, which includes receiving, at a recommendation system, a failure notice representing a failure detected by a sensor monitoring an object; comparing, by the recommendation system, the failure notice to a plurality of reference failure notices to identify at least one matching failure notice, the comparing based on a domain-by-domain scoring between the failure notice and the plurality of reference failure notices; and generating, by the recommendation system, a message including a suggested solution including at least one task to remedy the failure, the suggested solution obtained from the at least one matching failure notice. Related systems, methods, and articles of manufacture are also disclosed.

Abstract: In some implementations, there is provided a method, which includes transforming, by the recommendation system, a first data set into the principal component analysis domain; rotating, by the recommendation system, the transformed first data first data set into a common axis system; comparing, by the recommendation system, the rotated, transformed first data set to at least one of a plurality of reference data sets having been rotated into the common axis system; and identifying, by the recommendation system, at least one reference data set, the identifying based on the comparing. Related systems, methods, and articles of manufacture are also disclosed.

Abstract: The invention provides for an electromechanical system comprising a machine. The machine comprises at least one mechanical component and at least one electrical sensor for acquiring measurement data. The system further comprises a data logger computer system for logging the measurement data and error reports as historical data, wherein the error reports are descriptive of one or more failure modes of the at least one mechanical component, wherein the error reports are further descriptive of repair actions taken to repair the one or more failure modes. The system further comprises a machine monitor comprising a repair solution engine, wherein the machine monitor comprises a memory containing processor instructions that implement the repair solution engine, wherein the machine monitor comprises a processor for executing the processor instructions. The system further comprises a data transfer system for transferring the data from the machine to the machine monitor.

Abstract: The invention provides for an electromechanical system comprising a machine. The machine comprises at least one mechanical component and at least one electrical sensor for acquiring measurement data. The system further comprises a data logger computer system for logging the measurement data and error reports as historical data, wherein the error reports are descriptive of one or more failure modes of the at least one mechanical component, wherein the error reports are further descriptive of repair actions taken to repair the one or more failure modes. The system further comprises a machine monitor comprising a repair solution engine, wherein the machine monitor comprises a memory containing processor instructions that implement the repair solution engine, wherein the machine monitor comprises a processor for executing the processor instructions. The system further comprises a data transfer system for transferring the data from the machine to the machine monitor.