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Diagnosis of small-signal parameters for broadband amplifiers through S-parameter measurements and sensitivity-guided evolutionary search

机译:通过S参数测量和灵敏度指导的进化搜索诊断宽带放大器的小信号参数

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With increasing uncertainties in the modeling and processing of semiconductor devices, it is essential that the sources of failures be identified once the devices are manufactured. We present a methodology to diagnose the problems in broadband amplifiers by determining the most important small signal parameters of the internal transistors. We use an evolutionary algorithm specifically designed to mimic the expected errors to ensure fast convergence to the correct solution. Sensitivity analysis is used to determine the set of the most impactful small signal parameters and to guide the evolutionary search. Experimental results indicate the proposed algorithm determines the parameters accurately and it scales well in terms of accuracy and computation time.
机译:随着半导体器件建模和处理过程中不确定性的增加,至关重要的是,一旦制造出器件,就必须识别出故障的根源。我们提出一种方法,通过确定内部晶体管的最重要的小信号参数来诊断宽带放大器中的问题。我们使用专门设计来模拟预期误差的进化算法,以确保快速收敛到正确的解决方案。灵敏度分析用于确定最具影响力的小信号参数集,并指导进化搜索。实验结果表明,该算法能够准确地确定参数,并且在精度和计算时间上可以很好地扩展。

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