Bicen A Ozan, Austin Caitlin M, Akyildiz Ian F, Forest Craig R
IEEE Trans Biomed Circuits Syst. 2015 Aug;9(4):505-17. doi: 10.1109/TBCAS.2015.2465182. Epub 2015 Sep 11.
The sampling of the bacterial signal transduction is investigated for molecular communication (MC). It is assumed that the finite-duration amplitude modulated, i.e., pulse-amplitude modulated (PAM), concentration of a certain type of molecule is used for information transmission. The bacterial signaling pathway is modified to transduce the input molecules to the output signal, i.e., produce green fluorescent protein (GFP). The bacterial signal transduction is composed of a set of biochemical reactions which impose randomness on the response. Therefore, the input-output relation, the timing issues, and the noise effects for the bacteria response are characterized based on both analytical and experimental observations. Sampling schemes for the raw bacteria response are proposed based on the total response duration, the peak value, the ramp-up slope, and the ramp-down slope. Each sampling scheme is shown to be providing a one-to-one and monotonic function of the input. The sampling based on the ramp-up slope is shown to be statistically favorable for the detection of PAM molecular signals. Accordingly, the time interval selection and non-coherent sampling are studied for the efficient calculation of the ramp-up slope from the raw bacteria response. This work provides a basis for the sampling of the raw bacteria response and enables accurate detection of PAM molecular signals via bacterial response for MC and sensing applications.
针对分子通信(MC)对细菌信号转导的采样进行了研究。假设使用某种类型分子的有限持续时间幅度调制,即脉冲幅度调制(PAM)浓度来进行信息传输。对细菌信号通路进行了修改,以便将输入分子转导为输出信号,即产生绿色荧光蛋白(GFP)。细菌信号转导由一组生化反应组成,这些反应会给响应带来随机性。因此,基于分析和实验观察对细菌响应的输入 - 输出关系、定时问题以及噪声影响进行了表征。基于总响应持续时间、峰值、上升斜率和下降斜率,提出了原始细菌响应的采样方案。结果表明,每种采样方案都提供了输入的一一对应且单调的函数。基于上升斜率的采样在检测PAM分子信号方面在统计上具有优势。相应地,研究了时间间隔选择和非相干采样,以便从原始细菌响应中高效计算上升斜率。这项工作为原始细菌响应的采样提供了基础,并能够通过细菌响应准确检测PAM分子信号,用于MC和传感应用。