The invention discloses a
quality management and
control system for fabricated decoration construction, and the
system comprises a sensing layer which constructs a multi-
modal data collection network, carries out the three-dimensional real-
time data synchronous collection through combining logistics API docking and an OCR
recognition system, and constructs a construction process digital twin bottom plate; in the edge calculation layer, an
edge node carries out lightweight
processing on the
original data; the cognitive layer is used for calling a Prolog rule through a
process knowledge graph engine to reasone the feature snapshots, carrying out defect instant diagnosis and dynamic constraint propagation, outputting a
root cause path with probability weight through three-stage
verification, and quantifying intervention influence; the decision-making layer is used for constructing a
dynamic prediction model based on a bidirectional LSTM and an attention mechanism, automatically activating a compensation mode when key interference is detected in combination with an anti-fact
memory bank and a case-based reasoning compensator, and generating an alternative scheme of optimal cost / optimal construction period / comprehensive balance through a multi-target optimizer; and in the
application layer, a Unity engine is utilized to develop the digital twinborn billboard.