Weight convergence conditions of variable step-size adaptive digital filters

Adaptive digital filters with variable step-size may become unstable when their weights are automatically adjusted with input signal and noise. To solve the problem, we establish the convergence conditions of their weights, including convergence condition, uniform convergence condition, asymptotic convergence condition, and uniform and asymptotic convergence condition, which can ensure the stability of variable step-size adaptive digital filters.