定点系统的分析精度评价

R. Rocher, Daniel Ménard, O. Sentieys, P. Scalart
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引用次数: 35

摘要

为了满足成本限制,应用在嵌入式系统中的实现需要采用定点算法。因此,用浮点运算定义的应用程序必须转换为定点规范。这种转换需要进行精度评估,以确保算法的完整性。实际上,定点算法在强制转换操作中由于一些位的消除而产生量化噪声。这些噪声在系统中传播,影响计算精度。本文提出了一种基于解析方法的精度评价模型,该模型适用于包括算术运算在内的所有系统。开发了LMS算法实例,并通过实验验证了算法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Analytical accuracy evaluation of fixed-point systems
To satisfy cost constraints, application implementation in embedded systems requires fixed-point arithmetic. Thus, applications defined in floating-point arithmetic must be converted into a fixed-point specification. This conversion requires accuracy evaluation to ensure algorithm integrity. Indeed, fixed-point arithmetic generates quantization noises due to some bits elimination during a cast operation. These noises propagate through the system and modify computing accuracy. In this paper, an accuracy evaluation model based on an analytical approach is presented and valid for all systems including arithmetic operations. The LMS algorithm example is developed and its validity is verified through experimentations.
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