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A Coq Formalization of Digital Filters

机译:数字滤波器的Coq形式化

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摘要

Digital filters are small iterative algorithms, used as basic bricks in signal processing (filters) and control theory (controllers). They receive as input a stream of values, and output another stream of values, computed from their internal state and from the previous inputs. These systems can be found in communication, aeronautics, automotive, robotics, etc. As the application domain may be critical, we aim at providing a formal guarantee of the good behavior of these algorithms in time-domain. In particular, we formally proved in Coq some error analysis theorems about digital filters, namely the Worst-Case Peak Gain theorem and the existence of a filter characterizing the difference between the exact filter and the implemented one. Moreover, the digital signal processing literature provides us with many equivalent algorithms, called realizations. We formally defined and proved the equivalence of several realizations (Direct Forms and State-Space).
机译:数字滤波器是小的迭代算法,在信号处理(滤波器)和控制理论(控制器)中用作基本模块。它们接收作为输入的值流,并输出根据其内部状态和先前输入计算出的另一个值流。这些系统可以在通信,航空,汽车,机器人等领域找到。由于应用领域可能至关重要,因此我们旨在为这些算法在时域上的良好行为提供形式上的保证。特别是,我们在Coq中正式证明了一些有关数字滤波器的误差分析定理,即最坏情况峰值增益定理,以及存在一个表征精确滤波器与已实现滤波器之间的差异的滤波器。此外,数字信号处理文献为我们提供了许多等效算法,称为实现。我们正式定义并证明了几种实现的等效形式(直接形式和状态空间)。

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