METHOD OF CONTROLLING OPERATION OF NONVOLATILE MEMORY DEVICE USING MACHINE LEARNING AND STORAGE SYSTEM

According to a method of controlling an operation of a nonvolatile memory device using machine learning, operating conditions of the nonvolatile memory device are determined by performing an inferring operation using a machine learning model. Training data that are generated based on feature informa...

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Bibliographische Detailangaben
Hauptverfasser: SON, HONGRAK, SONG, TAEHYUN, CHOI, SEONGHYEOG, CHO, HYUNSANG
Format: Patent
Sprache:eng
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Zusammenfassung:According to a method of controlling an operation of a nonvolatile memory device using machine learning, operating conditions of the nonvolatile memory device are determined by performing an inferring operation using a machine learning model. Training data that are generated based on feature information and error information are collected, where the error information indicate results of error correction code (ECC) decoding of the nonvolatile memory device. The machine learning model is updated by performing a learning operation based on the training data. Optimized operating conditions for individual user environments are provided by collecting training data in the storage system and performing the learning operation and the inferring operation based on the training data.