Energy-efficient inertial sensor fusion on heterogeneous FPGA-fabric/RISC System on Chip

Hans-Peter Brückner, Christian Spindeldreier, H. Blume
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引用次数: 10

Abstract

Energy efficiency is a major design goal for mobile and wearable devices. These kind of devices most often comprise System-on-Chip processor cores and further hardware accelerators. A novel heterogeneous hardware architecture introduced by various FPGA manufacturers consists of a programmable FPGA like structure and a common RISC processor core. For system designers this commercial architecture enables enhanced flexibility in partitioning of algorithmic tasks. The hardware demonstrator for auditory feedback of movements (sonification) captured by multiple inertial measurement units proposed in this paper bases on a heterogeneous Xilinx Zynq System-on-Chip processing core and a custom hardware accelerator. Energy efficiency is enhanced by utilizing the hardware accelerator for orientation estimation based on a Kalman filter algorithm. The evaluation furthermore explores the usability of High Level Synthesis tools based on a fixed-point software implementation. Moreover, the area and power consumption of hardware accelerator ASIC implementations based on a 40 nm TSMC library are evaluated.
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基于异构FPGA-fabric/RISC片上系统的节能惯性传感器融合
能源效率是移动和可穿戴设备的主要设计目标。这类设备通常包括片上系统处理器内核和进一步的硬件加速器。由FPGA类可编程结构和通用RISC处理器内核组成的异构硬件架构是各FPGA厂商提出的一种新型异构硬件架构。对于系统设计者来说,这种商业架构可以增强算法任务划分的灵活性。基于异构的赛灵思Zynq片上系统处理核心和定制硬件加速器,提出了一种用于多个惯性测量单元捕获的运动听觉反馈(声化)硬件演示器。利用硬件加速器进行基于卡尔曼滤波算法的方向估计,提高了能量效率。评估进一步探讨了基于定点软件实现的高级综合工具的可用性。此外,还评估了基于台积电40纳米库的硬件加速器ASIC实现的面积和功耗。
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