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A single chip system for sensor data fusion based on a Drift-diffusion model

机译:基于漂移扩散模型的传感器数据融合单片机系统

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Current multisensory system face data communication overhead in integrating disparate sensor data to build a coherent and accurate global phenomenon. We present here a novel hardware and software co-design platform for a heterogeneous data fusion solution based on a perceptual decision making approach (the Drift-diffusion model). It provides a convenient infrastructure for sensor data acquisition and data integration and only uses a single chip Xilinx ZYNQ-7000 XC7Z020 AP SOC. A case study of controlling the moving speed of a single ground-based robot, according to physiological states of the operator based on heart rates, is conducted and demonstrates the possibility of integrated sensor data fusion architecture. The results of our DDM-based data integration shows a better correlation coefficient with the raw ECG signal compare with a simply piecewise approach.
机译:当前的多传感器系统在集成不同的传感器数据以建立连贯且准确的全局现象时面临数据通信开销。在此,我们介绍一种基于感知决策方法(漂移扩散模型)的异构数据融合解决方案的新型软硬件协同设计平台。它为传感器数据采集和数据集成提供了便利的基础架构,并且仅使用Xilinx ZYNQ-7000 XC7Z020 AP SOC单芯片。进行了根据操作员基于心率的生理状态控制单个地面机器人的移动速度的案例研究,并证明了集成传感器数据融合架构的可能性。与简单的分段方法相比,基于DDM的数据集成结果显示与原始ECG信号的相关系数更好。

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