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A Bit Too Precise? Bounded Verification of Quantized Digital Filters

机译:太精确了吗?量化数字滤波器的边界验证

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Digital filters are simple yet ubiquitous components of a wide vari ety of digital processing and control systems. Errors in the filters can be catas trophic. Traditionally digital filters have been verified using methods from control theory and extensive testing. We study two alternative verification techniques: bit precise analysis and real-valued error approximations. In this paper, we empiri cally evaluate several variants of these two fundamental approaches for verifying fixed-point implementations of digital filters. We design our comparison to re veal the best possible approach towards verifying real-world designs of infinite impulse response (IIR) digital filters. Our study reveals broader insights into cases where bit-reasoning is absolutely necessary and suggests efficient approaches us ing modern satisfiability-modulo-theories (SMT) solvers.
机译:数字滤波器是各种数字处理和控制系统中简单而普遍的组件。过滤器中的错误可能是导致故障的原因。传统上,数字滤波器已使用控制理论和广泛测试中的方法进行了验证。我们研究了两种替代验证技术:位精确分析和实值误差近似。在本文中,我们将重点评估这两种基本方法的几种变体,以验证数字滤波器的定点实现。我们设计比较结果以揭示验证无限冲激响应(IIR)数字滤波器的实际设计的最佳方法。我们的研究揭示了对绝对需要位推理的情况的更广泛见解,并提出了使用现代可满足性模理论(SMT)求解器的有效方法。

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