This invention discloses a dynamic adjustment method for power stability of a mobile power
bank based on time-series modeling, relating to the field of mobile power
bank technology. The method includes: real-time acquisition of the output current and
voltage waveforms of the mobile power
bank within a continuous time unit; extraction of the periodic decay characteristics of the waveform oscillation frequency and the instantaneous response
hysteresis characteristics during load abrupt changes; establishment of a
power compensation function based on the correlation between the decay and
hysteresis characteristics; prediction of the probability of load abrupt changes in subsequent time units using the compensation function; generation of dual adjustment parameters including amplitude compensation and phase calibration direction when a phase shift is detected between the current waveform oscillation frequency and the historical decay trajectory; real-time adjustment of the switching device conduction sequence based on the dual parameters; comparison of the actual output waveform with the expected trajectory of the compensation function after adjustment; and automatic
backtracking correction of the decay rate
weight coefficient when the deviation exceeds a threshold. This invention effectively suppresses
voltage drops, overshoot, and high-frequency oscillations, ensuring stable operation of connected devices.