The invention relates to the technical field of battery management, and discloses an equalizing charging method, device and equipment for a
power battery pack. The method comprises the following steps: performing parameter acquisition on a
power battery pack, measuring
terminal voltage values, temperature values and
charge and discharge current values of each single battery, and calculating a state-of-charge value and an
internal resistance change rate of each single battery; inputting into a multi-head self-
attention network for
feature extraction, and generating a state correlation
feature matrix; constructing an Actor network and a Critic network based on the state correlation
characteristic matrix, and outputting an
equalization current value, a constant-current or constant-
voltage equalization mode and
equalization time through the Actor network; according to the equalization current value, the equalization mode and the equalization time, the DC-
DC converter in the main equalization loop is controlled to generate
constant current output, or the Buck-
Boost converter in the secondary equalization loop is controlled to generate
constant voltage output, the equalization efficiency of the
power battery pack is guaranteed, meanwhile,
energy loss is reduced, and temperature self-
adaptive control over the equalization circuit is achieved.