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Linearization of Bipolar Amplifiers Based on Neural-Network Training Algorithm

delete2016-06-01
delete9
PRE
AI
Z
Zhan Su
J
Janusz Kolbusz *
B
Bogdan M. Wilamowski *
DOI:10.1109/TIE.2016.2540582delete
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摘要

摘要

En 中文
Traditional bipolar differential amplifiers have only a +/-5-mV operational range with nonlinear distortion below 0.1 dB. In this paper, a linearization technique based on neural-network training algorithm is proposed to expand this 0.1-dB linear region to a much wider +/-200-mV range. Compared with the traditional and recent state-of-the-art techniques for linearization, where gain or noise performance is always being tradeoff for high linearity, the proposed technique leads to the increase in the amplifier's gain with low noise. Another advantage of the proposed approach is that it is implemented using a simple, paralleled structure that leads to a smaller area and less power consumption than other linearization schemes. The design procedure also enables a completely customizable solution based on required linear range, ripples, and the number of available transistors. The experimental results show that the proposed linearized amplifier has a very good linearity and is capable of wide bandwidth, good gain, and low-noise performance.
Keyword:
Bipolar transistor
differential pair
error back propagation (EBP)
linearization
neural network
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期刊

IEEE Transactions on Industrial Electronics 封面图
IEEE Transactions on Industrial Electronics
IF:
7.2
论文数:
1.8W
被引数:
9.8W

机构

A
Auburn University
学者数:
7.3K
论文数: 5.9K
被引数: 1.3W
A
auburn university system
学者数:
1.1W
论文数: 9.5K
被引数: 9
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