TY - JOUR
T1 - Notice of Retraction: Analysis of Multilayer Perceptron with Rectifier Linear Unit Activation Function
AU - Mukhametkhan, Meirambek
AU - Krestinskaya, Olga
AU - James, Alex Pappachen
N1 - Generated from Scopus record by KAUST IRTS on 2023-09-23
PY - 2018/9/28
Y1 - 2018/9/28
N2 - The implementation of analog neural network and online analog learning circuits based on memristive crossbar has been intensively explored in the recent years. The design of various activation functions is important for neuromorphic circuits and systems, especially deep leaning neural networks. There are several implementations of sigmoid and tangent activation function, while the analog hardware implementation of the neural networks with linear activation functions is an open problem. Therefore, this paper introduces a multilayer perceptron design with linear activation function using TSMC 130 μ mCMOS technology. In this paper, the performance of the proposed linear activation function is illustrated. In addition, the temperature variation and noise analysis are shown.
AB - The implementation of analog neural network and online analog learning circuits based on memristive crossbar has been intensively explored in the recent years. The design of various activation functions is important for neuromorphic circuits and systems, especially deep leaning neural networks. There are several implementations of sigmoid and tangent activation function, while the analog hardware implementation of the neural networks with linear activation functions is an open problem. Therefore, this paper introduces a multilayer perceptron design with linear activation function using TSMC 130 μ mCMOS technology. In this paper, the performance of the proposed linear activation function is illustrated. In addition, the temperature variation and noise analysis are shown.
UR - https://ieeexplore.ieee.org/document/8476902/
UR - http://www.scopus.com/inward/record.url?scp=85055997850&partnerID=8YFLogxK
U2 - 10.1109/CoCoNet.2018.8476902
DO - 10.1109/CoCoNet.2018.8476902
M3 - Article
SP - 245
EP - 249
JO - Proceedings of the 2nd International Conference on Computing and Network Communications, CoCoNet 2018
JF - Proceedings of the 2nd International Conference on Computing and Network Communications, CoCoNet 2018
ER -