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A globally convergent frequency estimator

机译:全局收敛的频率估计器

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Online estimation of the frequency of a sinusoidal signal is a classical problem in systems theory that has many practical applications. In this paper the authors provide a solution to the problem of ensuring a globally convergent estimation. More specifically, they propose a new adaptive notch filter whose dynamic equations exhibit the following remarkable features: 1) all signals are globally bounded and the estimated frequency is asymptotically correct for all initial conditions and all frequency values; 2) the authors obtain a simple tuning procedure for the estimator design parameters, which trades-off the adaptation tracking capabilities with noise sensitivity, ensuring (exponential) stability of the desired orbit; and 3) transient performance is considerably enhanced, even for small or large frequencies, as witnessed by extensive simulations. To reveal some of the stability-instability mechanisms of the existing algorithms and motivate our modifications the authors make appeal to a novel nonlinear (state-dependent) time scaling. The main advantage of working in the new time scale is that they remove the coupling between the parameter update law and the filter itself, decomposing the system into a feedback form where the required modifications to ensure stability become apparent. Even though they limit their attention here to the simplest case of a single constant frequency without noise the algorithm is able to track time-varying frequencies, preserve local stability in the presence of multiple sinusoids, and is robust with respect to noise
机译:在线估计正弦信号的频率是系统理论中的一个经典问题,具有许多实际应用。在本文中,作者为确保全局收敛估计提供了解决方案。更具体地说,他们提出了一种新的自适应陷波滤波器,其动态方程式表现出以下显着特征:1)所有信号都是全局有界的,并且对于所有初始条件和所有频率值,估计的频率都是渐近正确的; 2)作者获得了针对估算器设计参数的简单调整程序,该方法在自适应跟踪能力与噪声敏感性之间进行权衡,从而确保了所需轨道的(指数)稳定性。 3)广泛的仿真表明,即使对于小频率或大频率,瞬态性能也得到了显着提高。为了揭示现有算法的某些稳定性-不稳定机制并激励我们进行修改,作者呼吁采用新颖的非线性(取决于状态)时间标度。在新的时间范围内工作的主要优点是,它们消除了参数更新定律与滤波器本身之间的耦合,从而将系统分解为一种反馈形式,其中为确保稳定性而进行的必要修改变得显而易见。即使他们将注意力集中在没有噪声的单个恒定频率的最简单情况下,该算法仍能够跟踪时变频率,在存在多个正弦波时保持局部稳定性,并且对噪声具有鲁棒性

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