Chemical field-effect transistor with constant-voltage constant-current drain-source readout circuit

W. Abdullah, M. Othman, Mohd Alaudin Mohd Ali
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引用次数: 14

Abstract

Response of Chemical Field-Effect Transistor (CHEMFET) electrochemical sensors are taken from the output of a readout interface circuit that maintains constant drain-source voltage and current levels. We employ the readout circuit for the purpose of supervised learning training data collection. Sample solutions are prepared by keeping the main ion concentration constant while the activity of an interfering ion varied based on the fixed interference method. Results show that the voltage response demonstrates linear relationship to the ion concentration within the detection limit. However, noise in the form of abrupt and random changes in DC levels reduces correlation and increases mean square error between similarly repeated measurements. We find that referencing the voltage response to the sensor response in DIW prior to measurement greatly improves the repeatability. The process of approximating ionic concentration level is achieved up to 80% recognition by feeding the readout circuit output to a neural network post-processing stage.
具有恒压恒流漏源读出电路的化学场效应晶体管
化学场效应晶体管(CHEMFET)电化学传感器的响应来自保持恒定漏源电压和电流水平的读出接口电路的输出。我们使用读出电路用于监督学习训练数据的收集。在固定干扰法的基础上,通过保持主离子浓度不变而干扰离子活度变化来制备样品溶液。结果表明,在检测限内,电压响应与离子浓度呈线性关系。然而,直流电平突然和随机变化形式的噪声降低了相关性,并增加了相似重复测量之间的均方误差。我们发现在测量前参考DIW中的电压响应和传感器响应大大提高了可重复性。通过将读出电路的输出输入到神经网络后处理阶段,实现了高达80%的离子浓度水平的近似识别。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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