The invention discloses a dynamic
blood glucose monitoring and intelligent pump speed adjusting
system and method, and relates to the technical field of
biomedical engineering.The dynamic
blood glucose monitoring and intelligent pump speed adjusting method comprises the steps that precise monitoring is conducted through a multi-mode sensing module, an
enzyme electrode sensor adopts an anti-interference
coating, a Raman spectrum dynamic
correction algorithm is combined, and
motion artifacts and temperature drift are restrained; the metabolic
feature fusion calibration module is integrated with a time
convolution network,
time sequence modeling is carried out on diet, exercise and historical blood glucose data, an individualized metabolic parameter
database is constructed, and self-adaptive
signal drift compensation is achieved; the self-adaptive pump control module innovatively designs a double-layer
fuzzy PID controller, a base layer generates an infusion rate according to a real-time blood glucose state and
insulin activity, an optimization layer introduces an LSTM
metabolism prediction model, and the slope of an infusion curve is dynamically adjusted in combination with future behavior pre-judgment; in the edge-cloud collaborative architecture, a lightweight TCN model is locally deployed to guarantee real-
time control, and a cloud end optimizes a global digital twinborn model through federal learning and generates a multi-dimensional metabolic risk early warning report.