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Investigation of Memristor-based neural networks on Pattern recognition
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1  Department of Electronics and Communication Engineering, Koneru Lakshmaiah Education Foundation, KL Deemed to be university, Andhra Pradesh, India
Academic Editor: VIJAYAKUMAR ANAND

Published: 13 March 2023 by MDPI in Holography Meets Advanced Manufacturing session Advanced Manufacturing 1
Abstract:

Mobile phones, laptops, computers, digital watches, and digital calculators are some of the most much-using products in our daily life. In the background, to make these gadgets work as per our desire there are many simple components necessary for electronics to function like resistors, capacitors, inductors, etc., these are three basic circuit elements. The Memristor is one such component. This paper provides simulation results of the memristor circuit and its V-I characteristics at different functions as an input signal. A well-trained ANN can able to recognize images with higher precision. To enhance the properties like accuracy, precision, and efficiency in recognition memristor characteristics are introduced to the neural network but previous devices experience some non-linearity issues causing conductance tuning problems. At the same time to be as advanceable in some applications, ANN requires a huge amount of vector-matrix multiplication based on in-depth network expansion. An ionic floating gate (IFG) device with the characteristics of a memristive device can solve these problems. This work proposes a fully connected ANN using the IFG model, the simulation results of the IFG model are given as synapses in deep learning. We use algorithms like the Gradient-descent model, Forward and Backward propagation for network building, and weight setting in neural networks to enhance their ability to recognize images. To be an activation function in the neural network ReLu function is used to avoid vanishing gradients. Here in this paper, we can see how images were recognized by their front view, top view, and side view.

Keywords: Memristor; Memristive device; Ionic Floating Gate (IFG); Artificial neural network (ANN); Gradient descent model; Forward and Backward propagation; ReLu function.
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This paper offers a fascinating exploration into the integration of memristor-based neural networks for pattern recognition, shedding light on the potential of advanced manufacturing in enhancing electronics functionality. The meticulous simulation and innovative approach to addressing non-linearity issues demonstrate a commendable commitment to improving accuracy and efficiency in image recognition. With such groundbreaking research, it's no wonder innovation in fields like this parallels the attention to detail needed in managing Amazon FBA reimbursements effectively.

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