The invention discloses a lightweight security detection method and
system for energy efficiency management of
industrial equipment, a terminal and a storage medium, and the method comprises the steps: converting multi-protocol industrial data into a unified
feature matrix through zero-copy analysis on an edge gateway, generating an anti-interference robust
feature matrix through composite normalization
processing, and carrying out the detection of the robust
feature matrix; the matrix is input in parallel into a lightweight automatic
encoder and an optimization isolation forest for bimodal analysis, a comprehensive abnormal
score is output through a dynamic fusion layer, the energy efficiency deviation degree is calculated in combination with an equipment energy efficiency baseline, a safety and energy efficiency joint decision vector is formed, a progressive
response strategy is matched according to the decision vector, and a control instruction is executed in real time; meanwhile, the
carbon footprint in the detection process and the energy-saving strategy emission reduction amount are quantified, and the model is optimized through feedback. According to the method, efficient deployment on the resource-constrained edge side is realized, the method has strong
interference resistance and high real-time performance, a linkage
closed loop of safety protection and energy efficiency optimization is opened, and verifiable carbon emission reduction benefits are provided.