MACHINE LEARNING AND NATURAL LANGUAGE PROCESSING (NLP)-BASED SYSTEM FOR SYSTEM-ON-CHIP (SoC) TROUBLESHOOTING

A method for processor-implemented method includes receiving an integrated circuit (IC) troubleshooting query for an IC. The IC troubleshooting query is received from a user. The method also includes performing natural language processing and machine learning to cluster the IC troubleshooting query...

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Hauptverfasser: MANAHAN, Michael Robert, KOSTAS, Lindsey Makana, CAKIR, Murat, CHEN, Yanjia, NAIR, Pradeep Mohanan, BRAUER, Jonathan Charles, DOU, Ruitao, NARAYANAN, Narasimhan
Format: Patent
Sprache:eng
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Zusammenfassung:A method for processor-implemented method includes receiving an integrated circuit (IC) troubleshooting query for an IC. The IC troubleshooting query is received from a user. The method also includes performing natural language processing and machine learning to cluster the IC troubleshooting query into one of a number of semantically similar troubleshooting categories. The method further includes retrieving resolution data from an expert system library, based on a mapping between categories of user solutions and a topic of the IC troubleshooting query. The method also includes generating a recommendation in response to the IC troubleshooting query, based on the resolution data. The method outputs the recommendation to the user.