采用数据流结构转换的可重构粒子滤波器设计

Sangjin Hong, Xiaoyao Liang, P. Djurić
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引用次数: 9

摘要

本文提出了一种可重构的粒子滤波器设计,它提供了从多个粒子滤波器实现中选择单个粒子滤波器的能力。该设计的执行基于块级流水线,其中处理块之间的数据传输由自治控制器有效控制。通过一个简单的开关机制,除了自动缓冲控制器之外,还允许数据流结构的转换,可以执行任何所需的粒子滤波。实现了基于SIRF和GPF的两种目标粒子滤波器。根据FPGA实现获得的执行特性,根据该方法推导出控制器的总体结构,并使用Verilog和SystemC进行验证。
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Reconfigurable particle filter design using dataflow structure translation
This paper presents reconfigurable particle filter design, which provides a capability of selecting a single particle filter from multiple particle filter realizations. The execution of the design is based on block level pipelining where data transfer between processing blocks is effectively controlled by autonomous controllers. With a simple switching mechanism that allows transformation of dataflow structure in addition to autonomous buffer controller, any desired particle filter can be performed. Two target particle filters, based on SIRF and GPF, are realized. From the execution characteristics obtained from the FPGA implementation, overall controller structure is derived according to the methodology and verified using Verilog and SystemC.
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