使用贝叶斯规范化算法对CMOS微分低噪声放大器进行人工神经网络建模.
Bhuvaneshwari Subburaman1, Vignesh Thangaraj1, Vadivel Balu1
1ECE Department, Mangayarkarasi College of Engineering, Madurai 625402, Tamil Nadu, India.
Sensors (Basel, Switzerland)
|November 14, 2023
概括
这项研究将人工神经网络 (ANN) 模型用于差分低噪声放大器 (LNA),该放大器结合了增益增强,线性改进和身体偏差. 该ANN模型准确预测性能,为无线应用提供高效的电路解决方案.
科学领域:
- 电气工程 电气工程
- 计算机科学 计算机科学
背景情况:
- 差分低噪音放大器 (LNA) 对于卫星转发器应用至关重要.
- 现有的技术,如增益增强,线性改进和身体偏差,经常被单独应用.
研究的目的:
- 使用人工神经网络 (ANN) 建模差异性CMOS LNA.
- 将增益增强,线性改进和身体偏差技术结合在一个单一的差分LNA设计中.
- 通过电路模拟验证ANN模型.
主要方法:
- 开发一种差异性CMOS LNA,包括增强增益,改进线性和身体偏差.
- 使用人工神经网络 (ANN) 与PatternNet BR.使用人工神经网络 (ANN) 建模LNA.
- 使用5GHz的Cadence对LNA进行模拟.
主要成果:
- 拟议的LNA在0.9V电源下实现了29.5dB的高增益 (S21) 和1.2dB的低噪声 (NF) 值.
- 证明了出色的线性 (IIP3 0.2 dBm) 和低功耗 (19.3 mW).
- 该ANN模型的模拟结果与Cadence模拟结果非常相匹配.
结论:
- 不同的LNA中的组合技术明显优于仅使用两种技术的设计.
- 开发的ANN为建模和模拟LNA提供了准确有效的方法.
- 与传统的模拟方法相比,这种方法提供了精确的电路解决方案.
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