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Compact Modeling of Nonlinear Analog Circuits Using System Identification via Semidefinite Programming and Incremental Stability Certification

机译:非线性模拟电路的紧凑建模,使用通过半定程序和增量稳定性证明的系统识别

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摘要

This paper presents a system identification technique for generating stable compact models of typical analog circuit blocks in radio frequency systems. The identification procedure is based on minimizing the model error over a given training data set subject to an incremental stability constraint, which is formulated as a semidefinite optimization problem. Numerical results are presented for several analog circuits, including a distributed power amplifier, as well as a MEM device. It is also shown that our dynamical models can accurately predict important circuit performance metrics, and may thus, be useful for design optimization of analog systems.
机译:本文提出了一种系统识别技术,用于生成射频系统中典型模拟电路模块的稳定紧凑模型。识别过程基于最小化给定训练数据集上受增量稳定性约束的模型误差,该误差被公式化为半定优化问题。给出了几种模拟电路的数值结果,包括分布式功率放大器以及MEM器件。还表明,我们的动力学模型可以准确预测重要的电路性能指标,因此可能对模拟系统的设计优化有用。

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