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High Level Synthesis Based E-Nose System for Gas Applications

机译:用于气体应用的基于高级合成的电子鼻系统

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摘要

This paper proposes a hardware/software co-design approach using the Zynq platform for the implementation of an electronic nose (EN) system based on principal component analysis (PCA) as a dimensionality reduction technique and decision tree (DT) as a classification algorithm using a 4x4 in-house fabricated sensor. The system was successfully trained and simulated in MATLAB environment prior to the implementation on the Zynq platform. High level synthesis was carried out on the proposed designs using different optimization directives including loop unrolling, array partitioning and pipelining.
机译:本文提出了一种使用Zynq平台的硬件/软件协同设计方法,以基于主成分分析(PCA)作为降维技术和基于决策树(DT)作为分类算法的电子鼻(EN)系统的实现一个4x4的内置传感器。在Zynq平台上实施之前,已经在MATLAB环境中成功地对该系统进行了培训和仿真。使用不同的优化指令(包括循环展开,数组划分和流水线)对建议的设计进行了高级综合。

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