The invention discloses a charging
pile energy storage system multi-device cooperative control method based on edge calculation, and the method comprises the steps: collecting three types of heterogeneous data: high-frequency current, battery expansion force and user behavior interval vector, achieving
microsecond clock synchronization through
quantum entanglement
photon pairs, and obtaining synchronized multi-
modal data; generating a differentiable causal
mask matrix based on a battery expansion kinetic equation, and driving the graph convolutional network to extract a 128-dimensional causal
feature vector of the multi-
modal data; according to the multi-
modal data and the causal
feature vector, adopting zero knowledge range proof and time decay type Shapley value double-layer
verification equipment credibility, and generating a 50-
byte control instruction with a
quantum signature and a causal weight; and selecting an
optimal route based on a network fractal dimension, verifying a
quantum signature and a causal weight threshold by an equipment end, then executing
voltage control, detecting a current deviation in real time, and triggering
variational mode decomposition purification and sandbox isolation. According to the scheme, the fault prediction accuracy is improved, and an edge cooperative control normal form is provided for the energy internet.