MagnitudeResponse
Magnitude response refers to the way a system's output amplitude changes with respect to the input amplitude at different frequencies. It is a fundamental concept in signal processing and control theory, describing how a system amplifies or attenuates sinusoidal signals. When a system is subjected to a sinusoidal input of a specific frequency and amplitude, the magnitude response quantifies the ratio of the output signal's amplitude to the input signal's amplitude at that same frequency. A magnitude response greater than one indicates amplification, while a value less than one signifies attenuation. A magnitude response of one means the amplitude remains unchanged. Typically, the magnitude response is plotted against frequency, often on a logarithmic scale for both axes (Bode plot), to visualize the system's behavior across a wide range of frequencies. This graphical representation is crucial for understanding a system's frequency-dependent characteristics, such as its bandwidth, resonant frequencies, and roll-off rates. Analyzing the magnitude response helps in designing filters, equalizers, and control systems to achieve desired signal modifications or to ensure stability. It is a key component, along with phase response, in fully characterizing a linear time-invariant (LTI) system's behavior.