The invention relates to the technical field of intelligent
electric power, in particular to a
power management system and device based on
artificial intelligence and
voltage stabilization protection, and the
system comprises a
switching power supply module, an explosion-proof protection module and a multi-scale intelligent detection module. Multiple protection mechanisms are designed, the anti-interference capability is improved through electromagnetic filtering,
voltage stabilization protection and
current limiting protection are designed to ensure that the output
voltage is stable, the circuit is rapidly
cut off when the output voltage is abnormal, the detection unit feeds back the output voltage in real time, the
control unit achieves closed-loop adjustment, the working state of the
transformer is dynamically adjusted, and the voltage stabilization precision is improved. Each unit supports independent optimization, and the
adaptive capacity is high; according to the
signal anomaly detection method designed by the invention,
synchronous detection is realized through global-local joint modeling, a
mask proportion is dynamically adjusted through
signal entropy to focus a key
signal segment, the robustness to complex working conditions is improved, a time ordinal number and a channel space relationship are fused, and multi-sensor data relevance is enhanced; and the capability of identifying abnormal current and voltage is improved.