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首页> 外文期刊>Analog Integrated Circuits and Signal Processing >Adaptive log domain filters for system identification using floating gate transistors
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Adaptive log domain filters for system identification using floating gate transistors

机译:自适应对数域滤波器,用于使用浮栅晶体管进行系统识别

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摘要

We describe an adaptive log domain filter with integrated learning rules for model reference estimation. The system is a first-order low pass filter implemented using multiple input floating gate transistors operating in subthreshold to realize on-line learning of gain and cut-off frequency. We use adaptive dynamical system theory to derive robust control laws for gain and cut-off frequency adaptation in a system identification task. Simulation results show that convergence is slower using simplified control laws but still occurs within milliseconds. Experimental results confirm that the estimated gain and cut-off frequency track the parameters of the reference filter. The adaptive log domain filter has measured power consumption of 33 μW. During operation, deterministic errors are introduced by mismatch within the analog circuit implementation. An analysis is presented which attributes the errors to current mirror mismatch.
机译:我们描述了一种具有集成学习规则的自适应对数域滤波器,用于模型参考估计。该系统是一阶低通滤波器,使用在阈值以下工作的多个输入浮栅晶体管实现,以实现增益和截止频率的在线学习。我们使用自适应动力学系统理论来推导鲁棒的控制律,以进行系统识别任务中的增益和截止频率自适应。仿真结果表明,使用简化的控制律,收敛速度较慢,但​​仍会在几毫秒内发生。实验结果证实,估计的增益和截止频率跟踪参考滤波器的参数。自适应对数域滤波器测得的功耗为33μW。在操作过程中,确定性错误是由模拟电路实现中的不匹配引起的。提出了将错误归因于当前镜像不匹配的分析。

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