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Node-Pore Coded Coincidence Correction: Coulter Counters Code Design and Sparse Deconvolution

机译:节点孔编码的重合校正:库尔特计数器代码设计和稀疏反卷积

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摘要

We present a novel method to perform individual particle (e.g. cells or viruses) coincidence correction through joint channel design and algorithmic methods. Inspired by multiple-user communication theory, we modulate the channel response, with Node-Pore Sensing, to give each particle a binary Barker code signature. When processed with our modified successive interference cancellation method, this signature enables both the separation of coincidence particles and a high sensitivity to small particles. We identify several sources of modeling error and mitigate most effects using a data-driven self-calibration step and robust regression. Additionally, we provide simulation analysis to highlight our robustness, as well as our limitations, to these sources of stochastic system model error. Finally, we conduct experimental validation of our techniques using several encoded devices to screen a heterogeneous sample of several size particles.
机译:我们提出了一种通过联合通道设计和算法方法来执行单个粒子(例如细胞或病毒)重合校正的新颖方法。受多用户通信理论的启发,我们使用Node-Pore Sensing调制信道响应,为每个粒子提供二进制的Barker码签名。当使用我们改进的连续干扰消除方法进行处理时,此特征既可以分离巧合粒子,又可以对小粒子具有很高的灵敏度。我们使用数据驱动的自校准步骤和稳健的回归来确定建模误差的几种来源,并减轻大多数影响。此外,我们提供了仿真分析,以突出我们对这些随机系统模型错误源的稳健性和局限性。最后,我们使用几种编码设备对我们的技术进行实验验证,以筛选几种尺寸颗粒的异质样品。

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