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Video s3
    Details
    Author(s)
    Affiliation
    Affiliation
    Indian Institute of Technology Delhi
    Display Name
    Stefan Cosemans
    Affiliation
    Affiliation
    IMEC
    Display Name
    Arindam Mallik
    Affiliation
    Affiliation
    IMEC
    Display Name
    Peter Debacker
    Affiliation
    Affiliation
    IMEC
    Display Name
    Francky Catthoor
    Affiliation
    Affiliation
    IMEC
    Display Name
    Jan Van Houdt
    Affiliation
    Affiliation
    imec
    Abstract

    In this paper, we evaluate a FeFET and capacitor based AiMC accelerator and study how finetuning cell operating parameters along with design modifications of the AiMC macro, can help in achieving a variability aware AiMC design. Using a 22-nm CMOS PDK augmented with FeFET model based on measured data, evaluation on a DNN with CIFAR-10 benchmark, demonstrated that following our approach, the implemented DNN achieves an accuracy of 85% which is an improvement of 13% over an untuned AiMC macro.