Method and system for predicting failures in interconnected systems based on quantum computing

A system for predicting failures in interconnected systems based on quantum computing, the system comprising:

• a processor;
• and
• a computer-readable medium communicatively coupled to the processor,
• wherein the computer-readable medium stores processor-executable instructions, which when executed by the processor, cause the processor to:
• identify a set of unique patterns from input data received from a plurality of input data sources, wherein the plurality of input data sources comprises a plurality of interconnected systems, wherein identifying the set of unique patterns from the input data comprises at least one of processing at least one portion of the input data through a trained Machine Learning (ML) model, when the at least one portion comprises unstructured data, and processing at least one portion of the input data through a data mining algorithm, when the at least one portion comprises structured data;
• determine a correlation between at least two of the plurality of input data sources;
• create a plurality of sets of clusters corresponding to the plurality of input data sources based on the correlation, wherein each of the plurality of sets of clusters comprises at least two input data sources, and wherein, for each of the plurality of sets of clusters, correlation between corresponding input data sources is above a predefined threshold;
• extract data associated with each of the set of unique patterns from the input data based on the plurality of sets of clusters;
• predict, based on the extracted data, a failure of at least one interconnected system from the plurality of interconnected systems using the trained ML model;
• process the extracted data associated with each of the set of unique patterns and information associated with the predicted failure through a quantum computing layer, wherein the quantum computing layer uses a plurality of qubits to process the extracted data and to further identify and respond to an optimized sequence of information;
• and
• generate, through the quantum computing layer, at least one corrective action for the at least one interconnected system.

A non-transitory computer-readable medium storing computer-executable instructions for predicting failures in interconnected systems based on quantum computing, the computer-executable instructions configured for:

• identifying a set of unique patterns from input data received from a plurality of input data sources, wherein the plurality of input data sources comprises a plurality of interconnected systems, wherein identifying the set of unique patterns from the input data comprises at least one of processing at least one portion of the input data through a trained Machine Learning (ML) model, when the at least one portion comprises unstructured data, and processing at least one portion of the input data through a data mining algorithm, when the at least one portion comprises structured data;
• determining a correlation between at least two of the plurality of input data sources;
• creating a plurality of sets of clusters corresponding to the plurality of input data sources based on the correlation, wherein each of the plurality of sets of clusters comprises at least two input data sources, and wherein, for each of the plurality of sets of clusters;
• correlation between corresponding input data sources is above a predefined threshold;
• extracting data associated with each of the set of unique patterns from the input data based on the plurality of sets of clusters;
• predicting, based on the extracted data, a failure of at least one interconnected system from the plurality of interconnected systems using the trained ML model;
• processing the extracted data associated with each of the set of unique patterns and information associated with the predicted failure through a quantum computing layer, wherein the quantum computing layer uses a plurality of qubits to process the extracted data and to further identify and respond to an optimized sequence of information;
• and
• generating through the quantum computing layer, at least one corrective action for the at least one interconnected system.