HIGH PRECISION AND HIGHLY EFFICIENT TUNING MECHANISMS AND ALGORITHMS FOR ANALOG NEUROMORPHIC MEMORY IN ARTIFICIAL NEURAL NETWORKS

An artificial neural network device that utilizes analog neuromorphic memory that comprises one or more non-volatile memory arrays. The embodiments comprise improved mechanisms and algorithms for tuning the non-volatile memory arrays such that the floating gates of the memory cells can be quickly an...

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Hauptverfasser: TIWARI, Vipin, HARIHARAN, Santosh, HONG, Stanley, TRAN, Hieu Van, DO, Nhan, LEMKE, Steven
Format: Patent
Sprache:eng ; fre ; ger
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Zusammenfassung:An artificial neural network device that utilizes analog neuromorphic memory that comprises one or more non-volatile memory arrays. The embodiments comprise improved mechanisms and algorithms for tuning the non-volatile memory arrays such that the floating gates of the memory cells can be quickly and accurately injected with the desired amount of charge to signify an analog value utilized as a weight by the artificial neural network.