Analysis of Floating-Point Quantization Errors in Digital Control Systems: Influence of The Order of Arithmetic Steps in Controller

Y. Kuroe, K. Okada
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引用次数: 7

Abstract

In this paper we present a general approach to the analysis problem of quantization errors in digital control systems using floating point arithmetic. The closed form of the description of system errors due to quantization is derived for the general class of linear digital control systems. We consider almost all kinds of quantization errors which may occur in general digital control systems; truncation or roundoff quantization errors of A/D and D/A conversions, and truncation or roundoff errors in arithmetic operations. We also develop a method to estimate the influence of the order of the arithmetic steps of control algorithms implemented in digital controllers on quantization errors. A mathematical description of the order of arithmetic steps in digital controller is introduced. The validity of the proposed analysis is comfirmed through numerical experiments.
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数字控制系统中浮点量化误差分析:控制器中算术步数顺序的影响
本文提出了一种用浮点算法分析数字控制系统量化误差问题的一般方法。对于一般类型的线性数字控制系统,导出了系统量化误差描述的封闭形式。我们几乎考虑了一般数字控制系统中可能出现的各种量化误差;A/D和D/A转换的截断或舍入量化误差,以及算术运算中的截断或舍入误差。我们还开发了一种方法来估计在数字控制器中实现的控制算法的算术步的顺序对量化误差的影响。介绍了数字控制器中算法步长顺序的数学描述。通过数值实验验证了所提分析的有效性。
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