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1 publication found

Digital IC Functionality Duplication using Neural Networks

Anjana Bandara, Sahan Nayanajith, Ayesh Rajakaruna, Supun Chirantha, Subramaniam Thayaparan

Conference ICIIS 2023 IEEE 17th International Conference on Industrial and Information Systems (ICIIS) , pp. 453-458 · 2023 · Cited by 0

Machine Learning and Pattern RecognitionDigital Electronic Systems

Abstract

In this paper, we propose a method for duplicating digital circuits using neural networks (NNs). Our approach involves training a common neural network model on the inputs and outputs of existing digital circuits, creating a digital twin. This digital twin can be used to predict the outputs of a digital I'C, only using its inputs and this has been verified using counter circuits, and shift register circuits. Moreover, we have successfully validated the functionality duplication of digital logic in a robotic arm equipped with servo motors, further validating the utility of our approach.