基于模型的ECT数字处理单元软硬件协同设计

IF 0.8 Q3 ENGINEERING, MULTIDISCIPLINARY Modelling and Simulation in Engineering Pub Date : 2021-03-30 DOI:10.1155/2021/4757464
Atef Allam, W. Deabes
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引用次数: 2

摘要

图像重建算法及其控制器构成了电容层析成像(ECT)系统的主要模块;为了在ECT系统可达到的性能与图像重建和控制设计的灵活性之间取得平衡,提出了一种针对FPGA的片上系统(SoC)的数字处理单元(DPU)的软硬件协同设计。提出了基于模型设计(MBD)范式的ECT-DPU软、硬件组件的设计与实现及其集成与验证。大向量的内积构成了大多数ECT图像重建算法的核心。在FPGA上实现大矢量乘法的全并行运算消耗了大量的资源,并且产生了较长的组合路径延迟。提出的ECT- dpu的MBD通过构建参数分段并行内积架构来解决这一问题,从而作为ECT系统图像重建和控制中并行矩阵乘法的共享硬件核心单元。这允许参数化核心单元在系统级配置,以处理大型矩阵,并将段长度作为设计自由度。它允许在性能和资源使用之间进行权衡,并确定计算并行性的级别。使用MBD和所提出的分段体系结构,系统设计可以灵活地根据设计人员的规范进行定制,以满足所需的性能,同时满足资源限制。在线性反投影图像重建算法中,分割方案在帧率分别为3%和14%的情况下,在较小的退化情况下,分别节省了43%和71%的资源。
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Model-Based Hardware-Software Codesign of ECT Digital Processing Unit
Image reconstruction algorithm and its controller constitute the main modules of the electrical capacitance tomography (ECT) system; in order to achieve the trade-off between the attainable performance and the flexibility of the image reconstruction and control design of the ECT system, hardware-software codesign of a digital processing unit (DPU) targeting FPGA system-on-chip (SoC) is presented. Design and implementation of software and hardware components of the ECT-DPU and their integration and verification based on the model-based design (MBD) paradigm are proposed. The inner-product of large vectors constitutes the core of the majority of these ECT image reconstruction algorithms. Full parallel implementation of large vector multiplication on FPGA consumes a huge number of resources and incurs long combinational path delay. The proposed MBD of the ECT-DPU tackles this problem by crafting a parametric segmented parallel inner-product architecture so as to work as the shared hardware core unit for the parallel matrix multiplication in the image reconstruction and control of the ECT system. This allowed the parameterized core unit to be configured at system-level to tackle large matrices with the segment length working as a design degree of freedom. It allows the trade-off between performance and resource usage and determines the level of computation parallelism. Using MBD with the proposed segmented architecture, the system design can be flexibly tailored to the designer specifications to fulfill the required performance while meeting the resources constraint. In the linear-back projection image reconstruction algorithm, the segmentation scheme has exhibited high resource saving of 43% and 71% for a small degradation in a frame rate of 3% and 14%, respectively.
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来源期刊
Modelling and Simulation in Engineering
Modelling and Simulation in Engineering ENGINEERING, MULTIDISCIPLINARY-
CiteScore
2.70
自引率
3.10%
发文量
42
审稿时长
18 weeks
期刊介绍: Modelling and Simulation in Engineering aims at providing a forum for the discussion of formalisms, methodologies and simulation tools that are intended to support the new, broader interpretation of Engineering. Competitive pressures of Global Economy have had a profound effect on the manufacturing in Europe, Japan and the USA with much of the production being outsourced. In this context the traditional interpretation of engineering profession linked to the actual manufacturing needs to be broadened to include the integration of outsourced components and the consideration of logistic, economical and human factors in the design of engineering products and services.
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